Reinforcement Learning: An Introduction Review

Written to cover both the subject matter and theory.

The second part of the book covers Dynamic Programming, Monte Carlo Methods and Temporal Difference Learning learning methods. They're presented in an interesting way and explained through various examples.

Available online for free.