Hands-On Deep Learning
MIT Sloan School of Management's fast-paced introduction to deep learning, aimed at students who already know Python and basic machine learning concepts like training/validation/testing and regularization. The course covers the mechanics of deep neural networks and how to train them, convolutional networks for image and video processing, transformers for natural language processing, and generative models including large language models such as ChatGPT and text-to-image systems such as Midjourney. Materials come through MIT OpenCourseWare under a Creative Commons license, built for practical model-building rather than pure theory. There is no certificate; the value is the curriculum and any accompanying assignments or lecture notes MIT has posted for self-study.