YouTube channels
- DeepLearning.AI
This is superb!
- 3Blue1Brown
Highly recommended; the explanations are very intuitive.
- Welch Labs
Similar to 3Blue1Brown.
- Andrej Karpathy
Understanding AI from scratch by one of the co-founders of OpenAI
- Umar Jamil
Walk-throughs of paper implementations.
- StatQuest with Josh Starmer
Intuitive statistics tutorials.
Blogs
- Lil’Log
Really insightful blog about latest AI research by ex-OpenAI Research Scientist
- Chris Olah’s blog
If you are interested AI explainability (from one of the researchers at Anthropic)
- Jay Alammar’s blog
- Sebastian Raschka’s blog
- Aman’s blog
This has almost everything about Machine Learning
- distill.pub
Interactive blog! (NOT UPDATED since 2021)
Books
Theory
- Dive into Deep Learning
Really good book covering both theory and practice
- Understanding Deep Learning
Taken verbatim from the book description “An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice”
- Deep Learning: Foundations and Concepts
Latest book by the author of the famous book: Pattern Recognition and Machine Learning
- Deep Learning (Adaptive Computation and Machine Learning series)
The “Bible” of Deep Learning (theory-heavy)
- Probabilistic Machine Learning: An Introduction
Machine Learning Encyclopedia Vol. 1
- Probabilistic Machine Learning: Advanced Topics
Machine Learning Encyclopedia Vol. 2
- Mathematics for Machine Learning
Covers all the fundamental math building blocks of machine learning