【公开课】Deep RL Bootcamp深度强化学习训练营(伯克利)(无字幕)

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2017-10-14 00:13:08
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搬运自https://youtu.be/qaMdN6LS9rA 由加州大学伯克利分校的Pieter Abbeel教授、他的两位博士生Yan(Rocky) Duan、Xi(Peter) Chen、以及现任特斯拉的人工智能和Autopilot视觉总监Andrej Karpathy共同发起的一个两日深度强化学习训练营。还有Deepmind和OpenAI的客座讲师
视频选集
(13/15)
Deep RL Bootcamp Lecture 1- Motivation + Overview + Exact Solution Methods
56:31
Deep RL Bootcamp Lecture 2- Sampling-based Approximations and Function Fitting
49:50
Deep RL Bootcamp Lecture 3- Deep Q-Networks
01:03:07
Deep RL Bootcamp Lecture 4A- Policy Gradients
53:55
Deep RL Bootcamp Lecture 4B Policy Gradients Revisited
34:55
Deep RL Bootcamp Lecture 5- Natural Policy Gradients, TRPO, PPO
41:00
Deep RL Bootcamp Lecture 6- Nuts and Bolts of Deep RL Experimentation
44:45
01:11:14
Deep RL Bootcamp Lecture 8 Derivative Free Methods
54:32
Deep RL Bootcamp Lecture 9 Model-based Reinforcement Learning
01:03:29
Deep RL Bootcamp Lecture 10A Utlities
23:43
Deep RL Bootcamp Lecture 10B Inverse Reinforcement Learning
41:07
FrontiersLectureI
01:04:29
Frontiers Lecture II- Recent Advances, Frontiers and Future of Deep RL
01:04:29
Deep RL Bootcamp TAs Research Overview
29:08
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