1 Reinforcement Learning: An Introduction, Sutton and Barto, 2nd Edition. This is available for free here and references will refer to the final pdf version available here.
http://incompleteideas.net/book/RLbook2018.pdf
http://incompleteideas.net/book/the-book-2nd.html
Some other additional references that may be useful are listed below:
Reinforcement Learning: State-of-the-Art, Marco Wiering and Martijn van Otterlo, Eds. [link]
https://link.springer.com/book/10.1007/978-3-642-27645-3
Artificial Intelligence: A Modern Approach, Stuart J. Russell and Peter Norvig.[link]
3. https://aima.cs.berkeley.edu/
Deep Learning, Ian Goodfellow, Yoshua Bengio, and Aaron Courville. [link]
4. https://www.deeplearningbook.org/
David Silver’s course on Reinforcement Learning [link]
5. https://www.davidsilver.uk/teaching/
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