Deep Reinforcement Learning in Action, Video Edition

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Appendix Calculus Deep Reinforcement Learning in Action, Video Edition.mp4 (23 MB)
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Appendix Deep learning Deep Reinforcement Learning in Action, Video Edition.mp4 (3.95 MB)
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Appendix Mathematics, deep learning, PyTorch Deep Reinforcement Learning in Action, Video Edition.mp4 (16.93 MB)
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Appendix PyTorch Deep Reinforcement Learning in Action, Video Edition.mp4 (8.5 MB)
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Chapter 1 Dynamic programming versus Monte Carlo Deep Reinforcement Learning in Action, Video Edition.mp4 (19.18 MB)
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Chapter 1 Our didactic tool String diagrams Deep Reinforcement Learning in Action, Video Edition.mp4 (14.61 MB)
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Chapter 1 Reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (17.78 MB)
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Chapter 1 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (7 MB)
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Chapter 1 The reinforcement learning framework Deep Reinforcement Learning in Action, Video Edition.mp4 (26.36 MB)
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Chapter 1 What can I do with reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (21.21 MB)
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Chapter 1 What is reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (10.51 MB)
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Chapter 1 What's next Deep Reinforcement Learning in Action, Video Edition.mp4 (7.56 MB)
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Chapter 1 Why deep reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (13.05 MB)
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Chapter 10 Double Q-learning Deep Reinforcement Learning in Action, Video Edition.mp4 (6.14 MB)
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Chapter 10 Implementing self-attention for MNIST Deep Reinforcement Learning in Action, Video Edition.mp4 (65.06 MB)
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Chapter 10 Interpretable reinforcement learning Attention and relational models Deep Reinforcement Learning in Action, Video Edition.mp4 (31.44 MB)
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Chapter 10 Multi-head attention and relational DQN Deep Reinforcement Learning in Action, Video Edition.mp4 (34.48 MB)
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Chapter 10 Relational reasoning with attention Deep Reinforcement Learning in Action, Video Edition.mp4 (74.09 MB)
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Chapter 10 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (10.72 MB)
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Chapter 10 Training and attention visualization Deep Reinforcement Learning in Action, Video Edition.mp4 (27.51 MB)
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Chapter 11 In conclusion A review and roadmap Deep Reinforcement Learning in Action, Video Edition.mp4 (20.4 MB)
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Chapter 11 The end Deep Reinforcement Learning in Action, Video Edition.mp4 (569.76 KB)
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Chapter 11 The uncharted topics in deep reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (41.45 MB)
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Chapter 2 Applying bandits to optimize ad placements Deep Reinforcement Learning in Action, Video Edition.mp4 (15.58 MB)
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Chapter 2 Building networks with PyTorch Deep Reinforcement Learning in Action, Video Edition.mp4 (10.74 MB)
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Chapter 2 Modeling reinforcement learning problems Markov decision processes Deep Reinforcement Learning in Action, Video Edition.mp4 (27.48 MB)
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Chapter 2 Predicting future rewards Value and policy functions Deep Reinforcement Learning in Action, Video Edition.mp4 (16.69 MB)
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Chapter 2 Solving contextual bandits Deep Reinforcement Learning in Action, Video Edition.mp4 (23.41 MB)
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Chapter 2 Solving the multi-arm bandit Deep Reinforcement Learning in Action, Video Edition.mp4 (44.19 MB)
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Chapter 2 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (8.68 MB)
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Chapter 2 The Markov property Deep Reinforcement Learning in Action, Video Edition.mp4 (15.52 MB)
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Chapter 3 Improving stability with a target network Deep Reinforcement Learning in Action, Video Edition.mp4 (28.52 MB)
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Chapter 3 Navigating with Q-learning Deep Reinforcement Learning in Action, Video Edition.mp4 (82.75 MB)
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Chapter 3 Predicting the best states and actions Deep Q-networks Deep Reinforcement Learning in Action, Video Edition.mp4 (11.87 MB)
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Chapter 3 Preventing catastrophic forgetting Experience replay Deep Reinforcement Learning in Action, Video Edition.mp4 (26.82 MB)
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Chapter 3 Review Deep Reinforcement Learning in Action, Video Edition.mp4 (19.14 MB)
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Chapter 3 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (6.78 MB)
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Chapter 4 Learning to pick the best policy Policy gradient methods Deep Reinforcement Learning in Action, Video Edition.mp4 (41.31 MB)
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Chapter 4 Reinforcing good actions The policy gradient algorithm Deep Reinforcement Learning in Action, Video Edition.mp4 (44.56 MB)
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Chapter 4 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (7.6 MB)
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Chapter 4 The REINFORCE algorithm Deep Reinforcement Learning in Action, Video Edition.mp4 (34.96 MB)
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Chapter 4 Working with OpenAI Gym Deep Reinforcement Learning in Action, Video Edition.mp4 (13.12 MB)
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Chapter 5 Advantage actor-critic Deep Reinforcement Learning in Action, Video Edition.mp4 (35.63 MB)
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Chapter 5 Distributed training Deep Reinforcement Learning in Action, Video Edition.mp4 (26.77 MB)
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Chapter 5 N-step actor-critic Deep Reinforcement Learning in Action, Video Edition.mp4 (26.09 MB)
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Chapter 5 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (4.59 MB)
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Chapter 5 Tackling more complex problems with actor-critic methods Deep Reinforcement Learning in Action, Video Edition.mp4 (41.85 MB)
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Chapter 6 A genetic algorithm for CartPole Deep Reinforcement Learning in Action, Video Edition.mp4 (23.07 MB)
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Chapter 6 Alternative optimization methods Evolutionary algorithms Deep Reinforcement Learning in Action, Video Edition.mp4 (11.93 MB)
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Chapter 6 Evolutionary algorithms as a scalable alternative Deep Reinforcement Learning in Action, Video Edition.mp4 (28.22 MB)
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Chapter 6 Pros and cons of evolutionary algorithms Deep Reinforcement Learning in Action, Video Edition.mp4 (20.71 MB)
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Chapter 6 Reinforcement learning with evolution strategies Deep Reinforcement Learning in Action, Video Edition.mp4 (45.38 MB)
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Chapter 6 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (1.75 MB)
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Chapter 7 Comparing probability distributions Deep Reinforcement Learning in Action, Video Edition.mp4 (28.83 MB)
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Chapter 7 Dist-DQN on simulated data Deep Reinforcement Learning in Action, Video Edition.mp4 (18.76 MB)
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Chapter 7 Distributional DQN Getting the full story Deep Reinforcement Learning in Action, Video Edition.mp4 (34.31 MB)
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Chapter 7 Distributional Q-learning Deep Reinforcement Learning in Action, Video Edition.mp4 (50.5 MB)
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Chapter 7 Probability and statistics revisited Deep Reinforcement Learning in Action, Video Edition.mp4 (33.44 MB)
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Chapter 7 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (3.39 MB)
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Chapter 7 The Bellman equation Deep Reinforcement Learning in Action, Video Edition.mp4 (11.02 MB)
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Chapter 7 Using distributional Q-learning to play Freeway Deep Reinforcement Learning in Action, Video Edition.mp4 (24.53 MB)
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Chapter 8 Alternative intrinsic reward mechanisms Deep Reinforcement Learning in Action, Video Edition.mp4 (16.68 MB)
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Chapter 8 Curiosity-driven exploration Deep Reinforcement Learning in Action, Video Edition.mp4 (31.58 MB)
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Chapter 8 Intrinsic curiosity module Deep Reinforcement Learning in Action, Video Edition.mp4 (39.89 MB)
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Chapter 8 Inverse dynamics prediction Deep Reinforcement Learning in Action, Video Edition.mp4 (13.71 MB)
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Chapter 8 Preprocessing and the Q-network Deep Reinforcement Learning in Action, Video Edition.mp4 (8.94 MB)
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Chapter 8 Setting up Super Mario Bros Deep Reinforcement Learning in Action, Video Edition.mp4 (9.61 MB)
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Chapter 8 Setting up the Q-network and policy function Deep Reinforcement Learning in Action, Video Edition.mp4 (17.7 MB)
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Chapter 8 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (3.81 MB)
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Chapter 9 Mean field Q-learning and the 2D Ising model Deep Reinforcement Learning in Action, Video Edition.mp4 (48.5 MB)
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Chapter 9 Mixed cooperative-competitive games Deep Reinforcement Learning in Action, Video Edition.mp4 (43.62 MB)
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Chapter 9 Multi-agent reinforcement learning Deep Reinforcement Learning in Action, Video Edition.mp4 (28.59 MB)
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Chapter 9 Neighborhood Q-learning Deep Reinforcement Learning in Action, Video Edition.mp4 (18.66 MB)
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Chapter 9 Summary Deep Reinforcement Learning in Action, Video Edition.mp4 (3.19 MB)
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Chapter 9 The 1D Ising model Deep Reinforcement Learning in Action, Video Edition.mp4 (44.25 MB)
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Part 1 Foundations Deep Reinforcement Learning in Action, Video Edition.mp4 (2.06 MB)
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Part 2 Above and beyond Deep Reinforcement Learning in Action, Video Edition.mp4 (3.48 MB)
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