Items related to Reinforcement Learning, second edition: An Introduction...
Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series) - Hardcover
Synopsis
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.
"synopsis" may belong to another edition of this title.
About the Author
Richard S. Sutton is Professor of Computing Science and AITF Chair in Reinforcement Learning and Artificial Intelligence at the University of Alberta, and also Distinguished Research Scientist at DeepMind.
Andrew G. Barto is Professor Emeritus in the College of Computer and Information Sciences at the University of Massachusetts Amherst.
"About this title" may belong to another edition of this title.
Search results for Reinforcement Learning, second edition: An Introduction...
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning series)
Seller: HPB-Red, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Seller Inventory # S_439526287
Quantity: 1 available
Seller Image
Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)
Seller: Goodbooks Company, Springdale, AR, U.S.A.
Seller rating 5 out of 5 stars
Condition: good. Has a sturdy binding with some shelf wear. May have some markings or highlighting. Used copies may not include access codes or Cd's. Slight bending may be present. Seller Inventory # GBV.0262039249.G
Quantity: 3 available
Stock Image
Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)
Seller: Goodwill Books, Hillsboro, OR, U.S.A.
Seller rating 5 out of 5 stars
Condition: Acceptable. Fairly worn, but readable and intact. If applicable: Dust jacket, disc or access code may not be included. Seller Inventory # 3IIT7G0067Q6_ns
Quantity: 2 available
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Seller: Goodvibes Books, STAFFORD, TX, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. New Book. Seller Inventory # 0262039249-SBX
Quantity: 10 available
Stock Image
Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)
Seller: BestAroundDeals, Grand Rapids, MI, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: New. 2nd Edition. Seller Inventory # ABE-1748267027281
Quantity: 3 available
Seller Image
Reinforcement Learning, second edition: An Introduction (Adaptive Computation and Machine Learning series)
Seller: BestAroundDeals, Grand Rapids, MI, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: New. 2nd Edition. Seller Inventory # ABE-1742753476060
Quantity: 5 available
Stock Image
Reinforcement Learning
Seller: Basi6 International, Irving, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-3452
Quantity: 16 available
Stock Image
REINFORCEMENT LEARNING
Seller: Romtrade Corp., STERLING HEIGHTS, MI, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. This is a Brand-new US Edition. This Item may be shipped from US or any other country as we have multiple locations worldwide. Seller Inventory # ABNR-289346
Quantity: 2 available
Stock Image
Reinforcement Learning
Seller: Basi6 International, Irving, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-24239
Quantity: 1 available
Stock Image
REINFORCEMENT LEARNING:AN INTRODUCTION,2ND EDITION
Seller: Basi6 International, Irving, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: Brand New. New. US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Seller Inventory # ABEJUNE24-69607
Quantity: 10 available