Richard S. Sutton, Andrew G. Barto - Reinforcement Learning: An Introduction (2nd Edition, Complete Draft) [2017, PDF, ENG]

Reply to topic
DL-List and Torrent activity [Update пиров]
Size:  12 MB   |    Registered:  11 months 9 days   |    Completed:  0 times

Seeder not seen: Never

 
   
 
 
 
Author Message

Roni

Post 02-Jan-2019 22:53

[Quote]

Reinforcement Learning: An Introduction (2nd Edition, Complete Draft)
Год издания: 2017
Автор: Richard S. Sutton, Andrew G. Barto
Жанр или тематика: Reinforcement learning
Издательство: MIT Press
Язык: Английский
Формат файла: PDF
Качество: Издательский макет или текст (eBook)
Интерактивное оглавление: Да
Количество страниц: 445
Описание: 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
UPD. Залил финальную версию книги от 5 ноября 2017 года.

Примеры страниц



[geo-torrent.biz]_t_5358575.torrent
Torrent: Registered ·  [ 2019-01-02 22:29 ] ·  2409e90b1eafc110d3610a9296032ae62873a465

16 KB

Status: checked
Completed: 0 times
Size: 12 MB
Rating: 
(Votes: 0)
Say thanks: 0  Thanks
Похожие темы
[Profile]    [PM]
Display posts from previous:    
Reply to topic

The time now is: Today 18:34

All times are GMT + 7 Hours



You cannot post new topics in this forum
You cannot reply to topics in this forum
You cannot edit your posts in this forum
You cannot delete your posts in this forum
You cannot vote in polls in this forum
You cannot attach files in this forum
You can download files in this forum