【强化学习】多伦多大学CSC2547:强化学习导论课程(2021) by Amir-massoud Farahmand

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2021-03-30 10:55:46
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https://www.youtube.com/playlist?list=PLCveiXxL2xNbiDq51a8iJwPRq2aO0ykrq 强化学习简介(CSC2547-2021年春季),多伦多大学计算机科学系。讲师:Amir-massoud Farahmand 笔记:https://amfarahmand.github.io/IntroRL/
众多AI领域优秀的学者及公司分享最前沿的研究成果,并与学者对相关学术议题进行交流探讨,促进研究方向的交叉融合。
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Lecture 01 - Introduction
02:23:24
Lecture 02 - Structural Properties of MDPs (Part 1 )
01:37:39
Lecture 02 - Structural Properties of MDPs (Part 2)
01:45:29
Lecture 03 - Planning with a Known Model
02:00:50
Lecture 04 - Learning from a Stream of Data (Part 1)
02:37:17
Lecture 04 - Learning from a Stream of Data (Part 2)
01:07:58
Lecture 05 - Value Function Approximation (Part 1)
32:49
Lecture 05 - Value Function Approximation (Part 2)
01:44:35
Lecture 05 - Value Function Approximation (Part 3)
01:51:55
Lecture 05 - Value Function Approximation(Part 4)
02:14:26
Lecture 06 - Policy Search Methods) (Part 1)
01:54:08
Lecture 06 - Policy Search Methods) (Part 2)
02:03:48
Lecture 07 - Model-based RL & Decision-Aware Model Learning
01:49:48
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