Links

Richard S. Sutton and Andrew G. Barto. Introduction to Reinforcement Learning. MIT Press, 1998. ISBN: 0262193981
On-line Version
Steven M. LaValle. Planning Algorithms. Cambridge University Press, 2006. ISBN: 0521862051
On-line Version
Computational Learning & Motor Control Lab: Good literature resource
Reinforcement Learning Repository: Good literature resource
Reinforcement Learning Competition: Just for fun
My brother's website: See "toys" section