Deep Learning
Neural networks from the ground up, through CNNs, RNNs and transformers.
Expert
Research-level depth and specialist material.
Book
Expert
↗ External site
Deep Learning (Goodfellow, Bengio, Courville)
The reference textbook on deep learning theory, free to read online from the authors.
MIT Press
Book
Expert
↗ External site
Dive into Deep Learning
An interactive open-source book with runnable code for every concept, from linear networks to transformers.
Zhang, Lipton, Li and Smola
Book
Expert
↗ External site
Understanding Deep Learning
Simon Prince's modern deep learning textbook with clear figures and notebooks, free as a PDF.
Simon J.D. Prince (MIT Press)