Reinforcement Learning: An Introduction

Richard S. Sutton, Andrew G. Barto  ·  2018

2026-03-20  ·   · 

2026  ·  technical  ·  reinforcement-learning   machine-learning   artificial-intelligence   textbook

Reinforcement Learning: An Introduction cover
Cover of Reinforcement Learning: An Introduction

Sutton and Barto build your intuition from multi-armed bandits all the way to policy gradients with remarkable clarity. This book made temporal difference learning and Bellman equations intuitive for me — it’s the kind of book where every chapter unlocks the next.