Policy Gradient

Reinforcement Learning: An Introduction

Sutton and Barto's canonical RL textbook (2nd ed., MIT Press 2018) — the field's foundational reference, covering MDPs through deep RL in a unified framework. Essential reading before any other RL material; everything else builds on the ideas introduced here.