This up-to-date guide to deep learning is intended for students in computer science electrical engineering data science statistics and OR as well as researchers in academia and industry. State-of-the-art topics include transformers GNNs VAEs and deep RL. Complementary code and hundreds of exercises with solutions are provided on the website.