Reinforcement Learning: An Introduc..., Richard S Sutto

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Product Details:

Category: Books ISBN: 0262193981 Title: Reinforcement Learning: An Introduction The Fast Free Shipping Author: Richard S Sutton Publisher: MIT Press Ltd Year Published: 1998 Number of Pages: 344 Book Binding: Hardback Prizes: N/A Book Condition: VERYGOOD SKU: CIN0262193981VG Item description

Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field\'s intellectual foundations to the most recent developments and applications.

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 when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field\'s intellectual foundations to the most recent developments and applications. The only necessary mathematical background is familiarity with elementary concepts of probability.

The book is divided into three parts. Part I defines the reinforcement learning problem in terms of Markov decision processes. Part II provides basic solution methods: dynamic programming, Monte Carlo methods, and temporal-difference learning. Part III presents a unified view of the solution methods and incorporates artificial neural networks, eligibility traces, and planning; the two final chapters present case studies and consider the future of reinforcement learning.

Please note, the image is for illustrative purposes only, actual book cover, binding and edition may vary.

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