Torrent details for "Reinforcement Learning - An Introduction 2nd Edition PDF {B4tman}"    Log in to bookmark

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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.

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Author(s): Richard S. Sutton, Andrew G. Barto
Series: Adaptive Computation and Machine Learning
Publisher: Bradford Books
Year: 2018
Edition: 2nd
Language: English
Pages:  552\548
ISBN: 0262039249, 9780262039246

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by Guest-3695
    on 2022-04-20 04:37:00
avatarHey, hope you are doing well, you are not uploading much since quite some time. please keep on getting new stuff. I like your work.
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by AliTpb:_trusted_user::_male::_kitty:
    on 2022-05-14 15:04:50
avatarHi I am good Alhamdulilah. Yeah I stopped uploading as you might have learnt already that there is no profit in it (not that I cared) but the main reason that has put my heart on a halt is 1337x ban. After all what I did for the torrent world I was treated like that. And worse that half a year has passed
by AliTpb:_trusted_user::_male::_kitty:
    on 2022-05-14 15:06:38
avatarAnd no user even commented on the issue there. I did torrenting for the world I didn't cared about 1337x cheap ill mannered staff. But the response from the users really had me down. So I am not sure when will I restart. I do hope other sites let me retain my status as I may chip in some useful stuff once a while  
by B4tmanFan123
    on 2022-07-10 17:19:11
avatarHello @AliTbp,
Brother I never ever make an account on TorrentGalaxy but I did this only for let you know how much respect and love you have earn in your fans' hearts and how much they love your work. As I heard you are from Pakistan. I am also from Pakistan. The reason why users are not following you is that some are not aware on which site you are now, and some who follow you can't logged in with disposal mail in order to comment here. Even I had to search everywhere in order to find you. Don't take things too sad my brother. Things change, and this change would be better for you. Its good that you are banned from 1337x earlier rather than giving yous life there and earn no respect on these stupid staff. I can understand how much a man can get angry when he spent too much time on a place where someone don't give you a damn attention. You actually don't really belong there because on that site only virus can be provided and the uploader like you, who provide virus free software have higher level than those scammer.
Stay Healthy and happy my friend.
Lots of love from not only me but from your fans too. :)
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