[Illinois 大学] CS 598 统计强化学习

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http://nanjiang.cs.illinois.edu/cs598/ [Illinois 大学] CS 598 统计强化学习 系列课程 更多深度强化学习,人工智能课程与文章,请关注 MyEncyclopedia 公众号
视频选集
(1/27)
01 - Overview, logistics, and MDP basics
01:11:50
02 - MDP basics
01:13:58
03 - Value Iteration
01:29:52
04 - VI
01:19:37
05 - Policy Iteration
01:20:20
06 - PI, LP
01:20:37
09-16 - MAB basics
01:30:50
09-18 - Learning settings
01:22:13
09-23 - Sample complexity of certainty equivalence
28:00
09-25 - Sample complexity of CE (cont)
01:25:08
10-02 - State abstractions
01:14:03
10-07 - State abstractions
01:25:13
10-09 - Abstractions & FQI
01:30:43
10-14 FQI
01:19:29
10-16 FQI
01:22:41
10-21 FQI proof
01:17:50
10-23 Importance sampling
01:17:29
10-28 IS, PG
01:28:31
10-30 Marginalized IS
01:31:01
11-04 MIS
01:17:26
11-11 Exploration (Rmax)
01:17:23
11-13 Rmax
01:13:53
11-18 Bellman rank
01:29:07
11-20 OLIVE
01:14:15
12-02 Exploration in linear MDPs
01:24:39
12-04 Partial observability
58:31
12-09 PSR
01:14:02
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