Free AI/ML/DL books from MIT

Mehryar Mohri -- Foundations of Machine Learning - Book
Foundations of Machine Learning
Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar
MIT Press, Second Edition, 2018.







Learning Theory from First Principles
Python code
https://github.com/fbach2000/Learning_Theory_from_First_Principles



Deep Learning
An MIT Press book
Ian Goodfellow and Yoshua Bengio and Aaron Courville



Understanding Deep Learning


Algorithms Books

Algorithms for Optimization

Mykel J. Kochenderfer and Tim A. Wheeler

Second edition, MIT Press, 2027 · Available for pre-order
DetailsPDFPre-order

Algorithms for Decision Making

Mykel J. Kochenderfer, Tim A. Wheeler, and Kyle H. Wray

MIT Press, 2022
DetailsPDFBuy

Algorithms for Validation

Mykel J. Kochenderfer, Sydney M. Katz, Anthony L. Corso, and Robert J. Moss

MIT Press, 2026 · Available for pre-order
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Sutton & Barto Book: Reinforcement Learning: An Introduction

Richard S. Sutton
and Andrew G. Barto
Second Edition (see here for the first edition)

MIT Press, Cambridge, MA, 2018

Distributional Reinforcement Learning PDF

Multi-Agent Reinforcement Learning: Foundations and Modern Approaches

Agents in the Long Game of AI PDF