16-899C: Adaptive Control and Reinforcement Learning
Unofficial web page
Spring 2009
Instructors: Drew Bagnell, dbagnell at cs.cmu
Chris Atkeson, cga at cmu
TA: NONE!
TR 4:30-6 NSH 3002
Possible Projects:
Relevant stuff:
Wikipedia: Reinforcement_learning
Wikipedia: Q learning
Marinsewell RL
Humphrys RL
Reinforcement Learning courses:
Abbeel, Berkeley
USC
Edinburgh
Lisboa
U. Tennessee/Knoxville
IIT Madras
Oregon State
U. Illinois 06
U. Illinois 07
Stanford: Approximate
Dynamic Programming
ML courses with RL content
Andrew Moore slides
Utah
Mcgill
Books
Richard S. Sutton and Andrew G. Barto, "Reinforcement learning: An introduction",MIT Press, 1998.
ebook
Bertsekas, D. & Tsitsiklis, J. (1996). Neuro-dynamic programming
Surveys/Tutorials
Reinforcement Learning: A Survey L.P.Kaelbling, M. L. Littman and A. W. Moore in Journal of Artificial Intelligence Research 4 (1996) 237-285
Harmon, M. (1996). Reinforcement learning: A tutorial.
Mitchell, T. (1997). Reinforcement learning. Ch 13 in Machine learning (pp. 367-390).
Russell chapter