http://amlbook.com (check out the supporting materials!)
Category: Machine Learning Books
Book: CamDavidsonPilon – Probabilistic Programming & Bayesian Methods for Hackers
https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
Book: Huyen Chip – Introduction to Machine Learning Interviews
https://huyenchip.com/ml-interviews-book/
Book: Andriy Burkov – Machine Learning Engineering
http://mlebook.com/
Book: deeplearningbook.org – ML Basics
https://www.deeplearningbook.org/contents/ml.html
Book: Shai Shalev-Shwartz and Shai Ben-David – Understanding Machine Learning: From Theory to Algorithms
https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/understanding-machine-learning-theory-algorithms.pdf