Download EBOOK Reinforcement Learning: An Introduction PDF for free


Download EBOOK Reinforcement Learning: An Introduction PDF for free Category: Computing
The author of the book: Richard S. Sutton
Format files: PDF, EPUB, TXT, DOCX
The size of the: 36.51 MB
Language: English
ISBN-13: 9780262193986
Edition: MIT Press
Date of issue: 8 May 1998

Description of the book "Reinforcement Learning: An Introduction":

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 PDF 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.

Download EBOOK Reinforcement Learning: An Introduction PDF for free


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Richard S. Sutton

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Download EBOOK Reinforcement Learning: An Introduction PDF for free



Download EBOOK Reinforcement Learning: An Introduction for free

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