text: TITLE Stochastic Gradient Descent for machine learning clearly explained SUB Stochastic Gradient Descent is today’s standard optimization method for large-scale machine learning problems. It is used for the training of a wide range of models, from logistic regression to artificial neural networks. In this article, we will illustrate the basic principles of gradient descent and stochastic gradient descent with linear regression. CAPTION a close up of a picture of a painting