Free download and read ebooks online Reinforcement Learning - An Introduction by Richard S. Sutton, Andrew G. Barto full book PDF ePUB Audiobook. Download a free ebooks and kindle audiobook Reinforcement Learning - An Introduction with ISBN id 9780262039246 full page with book summary. Richard S. Sutton book PDF ePUB of Reinforcement Learning - An Introduction published by A Bradford Book in 2018-11-13. Reinforcement Learning released with category Computers with total 552 pages.
Reinforcement Learning - An Introduction by Richard S. Sutton free pdf book
The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.
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