Cover preview

ML Books

A curated collection of freely available machine learning books.

Books

Machine Learning

	Foundations of Machine Learning, 2nd Ed. Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar (2018) _{CC BY-NC-ND}
	Pen & Paper Exercises in Machine Learning Michael U. Gutmann (2022) _{CC BY 4.0}
	Mathematical Analysis of Machine Learning Algorithms Tong Zhang (2023) _{Free for personal use}
	Introduction to Machine Learning Laurent Younes (2025) _{Free online (arXiv)}

Deep Learning

Deep Learning
Ian Goodfellow, Yoshua Bengio, Aaron Courville (2017)
_{Free online}

Math

	Mathematics for Machine Learning Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong (2020) _{Free for personal use}
	Linear Algebra for CV, Robotics, and ML Jean Gallier, Jocelyn Quaintance (2025) _{Free online}