Books
Reinforcement Learning: An Introduction
Richard Sutton & Andrew Barto
[PDF]
A foundational textbook on RL, widely used in academia and industry. Covers everything from basics to advanced topics.
Deep Reinforcement Learning Hands-On
Maxim Lapan
Algorithms for Reinforcement Learning
Csaba Szepesvári