Textbooks
Required: Stuart Russell & Peter Norvig,
Artificial Intelligence: A Modern Approach
, Prentice-Hall, Third Edition (2009) [R&N].
Optional:
Richard Sutton & Andrew Barto,
Reinforcement Learning: An Introduction
, MIT Press. (limited chapters; freely available online;
second edition draft
) [S&B]
Mausam & Andrey Kolobov
Planning with Markov Decision Processes
, Morgan Claypool, 2012. (Access is free from on campus) [M&K].
Casba Szepesvari
Algorithms for Reinforcement Learning
, Morgan Claypool, 2010. (Access is free from on campus) [S].
Ian Goodfellow, Yoshua Bengio, and Aaron Courville "Deep Learning" MIT Press, 2016 [GB&C] Chapters available
online
.