Browse AI courses

Foundations of Machine Learning

MIT Press canonical ML theory textbook by Mohri, Rostamizadeh, and Talwalkar — free PDF from authors.

Probabilistic Machine Learning: An Introduction

Canonical probabilistic ML book by Kevin Murphy — free online.

Multi-Agent Reinforcement Learning: Foundations and Modern Approaches

Free official online textbook on MARL covering coordination, competition, and modern multi-agent systems.

Algorithmic Aspects of Machine Learning

MIT CSAIL textbook and lecture notes by Ankur Moitra on algorithmic foundations of machine learning — free PDF.

Probabilistic Machine Learning: Advanced Topics

Canonical probabilistic ML advanced topics book by Kevin Murphy — free online, covering deep generative models and inference.