文件名称:D.Silver.rar
文件大小:14.38MB
文件格式:RAR
更新时间:2023-03-27 05:47:08
强化学习
强化学习,它是一门研究决策的科学,所以在很多领域都有相关的分支学科。David Silver 大神是 AlphaGo 的最主要研发人员,师从强化学习之父Richard Sutton,公开课讲解的内容十分生动,结合课程课件配合视频学习效率更高。课程如下: Part I: Elementary Reinforcement Learning 1 Introduction to RL 2 Markov Decision Processes 3 Planning by Dynamic Programming 4 Model-Free Prediction 5 Model-Free Control Part II: Reinforcement Learning in Practice 1 Value Function Approximation 2 Policy Gradient Methods 3 Integrating Learning and Planning 4 Exploration and Exploitation 5 Case study - RL in games
【文件预览】:
D.Silver
----dyna.pdf(2.08MB)
----control.pdf(1.43MB)
----MC-TD.pdf(1.39MB)
----pg.pdf(1.79MB)
----FA.pdf(1.9MB)
----intro_RL.pdf(2.86MB)
----Easy21-Johannes.pdf(226KB)
----exam-rl-questions.pdf(292KB)
----XX.pdf(1.28MB)
----games.pdf(2.96MB)
----exam-rl-answers.pdf(326KB)
----DP.pdf(805KB)
----MDP.pdf(816KB)