Here you have some good references on Reinforcement Learning:

**Classic**

*Sutton RS, Barto AG. Reinforcement Learning: An Introduction. Cambridge, Mass: A Bradford Book; 1998. 322 p.*

The draft for the second edition is available for free: Reinforcement Learning: An Introduction

Russell/Norvig Chapter 21:

*Russell SJ, Norvig P, Davis E. Artificial intelligence: a modern approach. Upper Saddle River, NJ: Prentice Hall; 2010.*

**More technical**

*Szepesvári C. Algorithms for reinforcement learning. Synthesis Lectures on Artificial Intelligence and Machine Learning. 2010;4(1):1–103.* Algorithms of Reinforcement Learning | Csaba Szepesvári

*Bertsekas DP. Dynamic Programming and Optimal Control. 3rd edition. Belmont, Mass.: Athena Scientific; 2007. 1270 p.*
Chapter 6, vol 2 is available for free: Dynamic Programming and Optimal Control
3rd Edition, Volume II | Massachusetts Institute of Technology

**For more recent developments**

*Wiering M, van Otterlo M, editors. Reinforcement Learning. Berlin, Heidelberg: Springer Berlin Heidelberg; 2012* Available from: Reinforcement Learning | SpringerLink

*Kochenderfer MJ, Amato C, Chowdhary G, How JP, Reynolds HJD, Thornton JR, et al. Decision Making Under Uncertainty: Theory and Application. 1 edition. Cambridge, Massachusetts: The MIT Press; 2015. 352 p.*

**Multi-agent reinforcement learning**

*Buşoniu L, Babuška R, Schutter BD. Multi-agent Reinforcement Learning: An Overview. In: Srinivasan D, Jain LC, editors. Innovations in Multi-Agent Systems and Applications - 1 . Springer Berlin Heidelberg; 2010 p. 183–221.* Available from: Multi-agent Reinforcement Learning: An Overview

*Schwartz HM. Multi-agent machine learning : a reinforcement approach. Hoboken, New Jersey: Wiley; 2014.*

**Videos / Courses**

I would also suggest David Silver course in YouTube: RL Course by David Silver

Please refer to openai also its a good place to learn Reinforcement Learning from python basically – Vineet Kothari – 2017-04-05T07:22:58.637

http://stats.stackexchange.com/questions/130130/textbook-on-reinforcement-learning – Anton Tarasenko – 2015-12-17T15:44:30.217