Introduction to Deep Reinforcement Learning

This is a must read for any practitioner of RL. The book is divided into 3 parts and I would strongly recommend reading through Parts I and II. The sections marked with (*) can be skipped in first reading. And if you click on this, you will see the links of python and Matlab implementations of the examples and exercises contained in the book.