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
发表于2024-12-23
Reinforcement Learning pdf epub mobi txt 電子書 下載 2024
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.
一年看一遍……rich是多麼可愛啊~
評分一年看一遍……rich是多麼可愛啊~
評分作為一個學渣 看一會就打瞌睡???? 硬著頭皮看瞭一半,終於還是放棄瞭T-T
評分結閤瞭很多方麵的研究進展,最新版值得一看
評分經過一個多月的奮戰終於看完瞭,感覺講得太天馬行空瞭。就算已經有瞭點基礎知識瞭,看起來還是很難 follow。
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 pdf epub mobi txt 電子書 下載 2024