本文给出了一些强化学习的学习资源
Reinforcement Learning: An Introduction Second edition, in progress
URL: http://people.inf.elte.hu/lorincz/Files/RL_2006/SuttonBook.pdf
A Tutorial for Reinforcement Learning Abhijit Gosavi Department of Engineering Management and Systems Engineering Missouri University of Science and Technology 219 Engineering Management, Rolla, MO 65409 Email:gosavia@mst.edu November 22, 2014
URL: http://web.mst.edu/~gosavia/tutorial.pdf
Reinforcement Learning: A Tutorial Satinder Singh Computer Science & Engineering University of Michigan, Ann Arbor
URL: http://hunch.net/~jl/projects/RL/RLTheoryTutorial.pdf
Algorithms for Reinforcement Learning Draft of the lecture published in the Synthesis Lectures on Artificial Intelligence and Machine Learning series by Morgan & Claypool Publishers Csaba Szepesv´ari June 9, 2009∗
URL: https://sites.ualberta.ca/~szepesva/papers/RLAlgsInMDPs.pdf
Reinforcement Learning: An Introduction Richard S. Sutton and Andrew G. Barto A Bradford Book The MIT Press Cambridge, Massachusetts London, England
URL: http://neuro.bstu.by/ai/RL-3.pdf
Reinforcement Learning: A User’s Guide Bill Smart Department of Computer Science and Engineering Washington University in St. Louis wds@cse.wustl.edu http://www.cse.wustl.edu/~wds/
URL: http://econ2.econ.iastate.edu/tesfatsi/RLUsersGuide.ICAC2005.pdf
Introduction to Reinforcement Learning
URL: https://cs.uwaterloo.ca/~ppoupart/ICML-07-tutorial-slides/icml07-brl-tutorial-part2-intro-ghavamzadeh.pdf
Reinforcement learning in the brain Yael Niv Psychology Department & Princeton Neuroscience Institute, Princeton University
URL: https://www.princeton.edu/~yael/Publications/Niv2009.pdf
Deep Reinforcement Learning with Double Q-learning Hado van Hasselt and Arthur Guez and David Silver Google DeepMind
URL: https://arxiv.org/pdf/1509.06461.pdf
Reinforcement learning Nando de Freitas
URL: https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/lecture12.pdf
Lecture 1: Introduction to Reinforcement Learning David Silver
URL: http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/intro_RL.pdf
The UTCS Reinforcement Learning Reading Group
URL: http://www.cs.utexas.edu/~eladlieb/RLRG.html
CS 294 Computer Games Reinforcement Learning and AI Reading List
URL: http://luthuli.cs.uiuc.edu/~daf/courses/games/reinforcementlearning.html
Reinforcement learning resources curated http://aikorea.org/awesome-rl
URL: https://github.com/aikorea/awesome-rl
Reinforcement Learning Group