Update README.md

README.md

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 # In this classroom organization we are covering these topics:  
-**AI Pair Programming** in the service of **Health Care Delivery**, **Learning** and **Teaching** of **Organizational Intelligence** - **MoE, SOTA, Llama, Mistral, Stable Diffusion, Models, Datasets, Spaces, HTML5, Torch, Transformers, NLTK**
+1. **AI Pair Programming** in the service of **Health Care Delivery**, **Learning** and **Teaching** of **Organizational Intelligence** 
+2. **Spaces and ML Techniques** using **MoE, MAS, Self Reward, GPT, Llama, Mistral, Stable Diffusion, Models, Datasets, Spaces, HTML5, Torch, Transformers, NLTK**
+3. 100x Speed of Learning and Teaching AI using YouTube Playlists
+4. **YouTube Video Playlists on SOTA in AI** are one of the best ways to **grok and learn** all about cutting edge **AI techniques** ensuring your exposure to 'zero day' drops and releases of papers, datasets, models, and spaces.
+5. These videos openly share knowledge on effective AI patterns for problem solving in a variety of fields.
+6. The curated YouTube Play Lists below represent the best AI related developments I have found over the past year in LLM technology, Models, ML training, AI context with text and datasets, Cognitive AI & Azure integration patterns.
 
-### Join us here: 
-https://huggingface.co/AI-Zero-to-Hero-Dec-2023
-
-For the **start of this classroom** we will cover how to gain instant experience creating your first 3 Huggingface Spaces.
+# 2024 Favorite AI Teachers - Most Relevant Topics This Month:
+1. Playlist: https://www.youtube.com/watch?v=vKMvQqw91n4&list=PLHgX2IExbFovOnNLCnbE2-RE6cFSrC_4D
+2. MoE - Mixture of Experts
+3. MultiAgent Systems
+4. Self Rewarding AI
 
-Navigate to the three spaces below.  As you find spaces you like leave a like!  
-Once there find the Duplicate this Space context menu shown below and duplicate it to your account by naming and committing.
+# Lesson 1 - First three programs in record time..
+1. For the **start of this classroom** we will cover how to gain instant experience creating your first 3 Huggingface Spaces.
+2. Navigate to each of the three spaces below.  As you find spaces you like leave a **Like**.  Also leave a message in **Community** for a space.
+3. Once there find the Duplicate this Space context menu shown below and duplicate it to your account by naming and committing.
+4. **Share your new space URL to Chat** inviting others to test, like and share with their own changes.
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/OWiFcs5vB951wRlki8CmA.png)
 
@@ -24,14 +33,19 @@ Once there find the Duplicate this Space context menu shown below and duplicate
 2. **Gradio** - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/02-FirstGradioSpace-Mistral
 3. **Streamlit** - https://huggingface.co/spaces/AI-Zero-to-Hero-Dec-2023/03-FirstStreamlit-Transformers
 
-2 and 3 may be your **First AI Python Spaces** as they are using a model called **Mistral** which was fine tuned on Instruct-GPT.
-
-You can get to a model page from a space:  
-- https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1
+### These three can be your **First AI Python Spaces**.  Two are using a model called **Mistral** which was fine tuned on Instruct-GPT and uses **MoE**.
+1. You can get to a model page from a space:  
+2. https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1
+3. ![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/9fWHNpjAQgPQke6pfJu4X.png)
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/620630b603825909dcbeba35/9fWHNpjAQgPQke6pfJu4X.png)
 
+# Lesson 2 - More advanced techniques and AI Pair Programming
 
+1. For AI Pair Programming you will need to open two browser windows arranged side by side..
+2. On **Left** hand side have your **Inputs** browser which will be the source of code generation and code dataset context examples.
+3. On **Right** hand side have your **Outputs** browser which will be where you create and modify your output programs.
+4. One at a time as we demonstrate these, check for models, review files tab, inspect README.md, and Duplicate to make changes in your account.
+5. If you succeed in getting it to work in your account share the URL of the completed space with the rest of the class in Chat.
 
 # Example List - Top Ten for Health
 1. 1🐪Llama🦙Whisperer - https://huggingface.co/spaces/awacke1/acw-dr-llama-7b-chat
@@ -185,20 +199,6 @@ AI in healthcare is shaping our approach to health and wellness today.
 
 
 
-# AI 100x Learning and Teaching using YouTube Playlists
-
-**YouTube Video Playlists** are one of the best ways to **grok and learn** all about cutting edge **AI techniques** ensuring your exposure to 'zero day' drops and releases of papers, datasets, models, and spaces.
-
-These videos openly share knowledge on effective AI patterns for problem solving in a variety of fields.
-
-The curated YouTube Play Lists below represent the best AI related developments I have found over the past year in LLM technology, Models, ML training, AI context with text and datasets, Cognitive AI & Azure integration patterns.
-
-# 2024 Favorite AI Teachers - Most Relevant Topics This Month:
-https://www.youtube.com/watch?v=vKMvQqw91n4&list=PLHgX2IExbFovOnNLCnbE2-RE6cFSrC_4D
-- MoE
-- MultiAgent Systems
-- Self Rewarding AI
-
 ## 36 Video Playlists on State of the Art (SOTA) AI Methods, Techniques, and Software Libraries
 
 1. 2024 AI Current Events - https://www.youtube.com/playlist?list=PLHgX2IExbFosNT2xm9HI15ay7TV_g1j88