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Genre:eLearning | Language: English | Size:1.74 GB

Files Included :

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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