Machine-Learning-Resources

Statistics

Statistical Rethinking
StatQuest

AI in general

Stanford AI course
Russell, S. & Norvig, P., 2020, Artificial Intelligence: A Modern Approach, 4th edition

Deep Learning (Neural Networks)

Course from FastAI Practical Deep Learning
Classics from Andrew Ng on Coursera Deep Learning Specialization
3Blue1Brown Beautiful Visualizations youtube link
Ian Goodfellow and Yoshua Bengio and Aaron Courville's classic book with a lot of theory Deep Learning

Transformers

Andrew Karpathy's GPT from scratch tutorial youtube link
Illustrated Transformers for understanding blog
Original iconic paper Attention Is All You Need

NLP

Stanford Natural Language Processing Course Stanford CS224N
Stanford Natural Language Understanding Course Stanford XCS224U
Classic NLP book in a new edition Jurafsky, D. & Martin, J.H. Speech and Language Processing (3rd ed. draft), 2024, Speech and Language Processing (3rd ed. draft)