Reinforcement Learning 在線電子書 圖書標籤: 機器學習 強化學習 人工智能 AI Reinforcement 計算機科學 增強學習 計算機
發表於2025-02-23
Reinforcement Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025
配閤David Silver的課程看的電子書,數學上配閤Algorithms for reinforcement learning那本看的,有一些計劃中的章節似乎沒還沒寫完,但對於基本的幾種方法,dynamic programming, Monte Carlo和TD都寫得很容易理解,讀一遍算是對這一領域有一個初步的瞭解,有一些新的發展可以參考David Silver的課程ppt
評分讀的是second edition draft
評分真覺得這書寫的很一般
評分入門必讀,可結閤david silver 的視頻課程看
評分future
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.
http://incompleteideas.net/book/the-book-2nd.html 有 第二版的 PDF(http://incompleteideas.net/book/bookdraft2018jan1.pdf) ,还有 Python 实现(https://github.com/ShangtongZhang/reinforcement-learning-an-introduction)。
評分http://incompleteideas.net/book/the-book-2nd.html 有 第二版的 PDF(http://incompleteideas.net/book/bookdraft2018jan1.pdf) ,还有 Python 实现(https://github.com/ShangtongZhang/reinforcement-learning-an-introduction)。
評分可以在线阅读,还不错的 我还没仔细读,先把网址公布出来,大家一起学习 http://webdocs.cs.ualberta.ca/~sutton/book/ebook/the-book.html
評分这是一本极好的书,不仅能使你对强化学习有精确、透彻的理解,更能够提升你的思维层次。 接触人工智能领域6年多了,用过统计学习和深度学习做过一些项目。目前,David Silver的教学视频已经过完,这本书读到了第10章(第二版)。下面说一下个人浅陋的理解。 目前应用最广泛的监...
評分http://incompleteideas.net/book/the-book-2nd.html 有 第二版的 PDF(http://incompleteideas.net/book/bookdraft2018jan1.pdf) ,还有 Python 实现(https://github.com/ShangtongZhang/reinforcement-learning-an-introduction)。
Reinforcement Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2025