# Machine Learning Books

- Page: https://shared.btbytes.com/p/machine-learning-books
- Date: 2025-06-04
- Tags: books, machine-learning

- [Patterns, Predictions, and Actions](https://mlstory.org/) by Moritz Hardt and Benjamin Recht; [PDF](https://mlstory.org/pdf/patterns.pdf), [problem sets](https://mlstory.org/assets/problems.pdf).
- [Learning Theory from First Principles](https://www.di.ens.fr/~fbach/ltfp_book.pdf) by Francis Bach.
- [ Foundations of Machine Learning](https://cs.nyu.edu/~mohri/mlbook/) by Mehryar Mohri.
- [Understanding Machine Learning: From Theory to Algorithms](https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/) by  [Shai Shalev-Shwartz](http://www.cs.huji.ac.il/~shais) and [Shai Ben-David](https://cs.uwaterloo.ca/~shai)