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Deep Reinforcement Learning
Published on 2017-07-2753434 Views
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Presentation
Deep reinforcement learning00:00
History00:27
Artificial intelligence01:43
Reinforcement learning03:47
Reinforcement learning - 105:28
Reinforcement learning - 208:00
Approaches to reinforcement learning08:59
Reinforcement learning - 311:32
Deep Q Networks15:53
Q-learning16:15
Q-learning - 122:49
DQN23:33
DQN - 128:14
DQN - 231:54
Target Network Intuition37:26
Experience replay43:58
DQN - 344:52
Experience replay - 145:02
Prioritized Experience Replay46:25
Double DQN55:03
Double DQN - 157:18
Double DQN - 257:48
Double DQN - 358:27
Double DQN - 458:37
Insights01:05:47
Dueling DQN01:07:15
Policy Gradient01:15:02
Contextual Bandit Policy Gradient01:16:19
Policy Gradient Theorem01:16:25
Variance Reduction01:17:03
AsyncRL01:18:36
Async Advantage Actor-Critic (A3C)01:20:10