Books
- DeepLearningBook.org by Ian Goodfellow, Yoshua Bengio and Aaron Courville
- NeuralNetworksandDeepLearning.com by Michael Nielsen
Courses
- Neural Networks for Machine Learning (2017) by Geoffrey Hinton, University of Toronto
- CS231n Convolutional Neural Networks for Visual Recognition by Andrej Karpathy, Stanford University
- Natural Language Processing with Deep Learning by Christopher Manning and Richard Socher, Stanford University
- Deep Natural Language Processing (2017) by Phil Blunsom, Oxford University and Google DeepMind
- Deep learning (2015) by Nando de Freitas, Oxford University
- Deep Learning for Self-Driving Cars (2017) by Lex Fridman, Massachusetts Institute of Technology
- Deep Learning by Google (on Udacity)
Blogs
Newsletters
- Weekly newsletter on Deep Learning & AI
- The Wild Week in AI
- Deep Learning Weekly
- Transmission – Self-Driving Car & Deep Learning Newsletter
Research paper by subfield
- Reading List « Deep Learning
- The most cited deep learning papers
- Deep Learning papers reading roadmap
- Amund Tveit's Blog
Let me know if I missed something significant and I'll add it here. The goal isn't to add every deep learning resource available to this list, it is meant to be a curated list of the best resources on deep learning.
