- Toto téma je prázdné.
7.12.2020 v 22:08 #63936Robert AmeenHost
(Adaptive Computation and Machine Learning)
by Richard S. Sutton, Andrew G. Barto
- Series: Adaptive Computation and Machine Learning
- Language: english
- Genres: textbooks, science, reference, technical, mathematics, academic, programming
- ISBN: 9780262193986 (0262193981)
- Author: Richard S. Sutton, Andrew G. Barto
- Format: hardcover, 322 pages
- Release date: February 26, 1998
- Publisher: Bradford Book
About The Book
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.
Hardcover ebook Reinforcement Learning by Richard S. Sutton. FB2 book Reinforcement Learning download Mac on Booktopia. Paperback Reinforcement Learning Richard S. Sutton buy on PocketBook on Kobo.
Online ebook Reinforcement Learning read online. MP3 Reinforcement Learning for iOS on Bookshop. Hardback book Reinforcement Learning by Richard S. Sutton buy cheap.