Appendix. Calculus Deep Reinforcement Learning in Action, Video Edition
Appendix. Deep learning Deep Reinforcement Learning in Action, Video Edition
Appendix. Mathematics, deep learning, PyTorch Deep Reinforcement Learning in Action, Video Edition
Appendix. PyTorch Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Dynamic programming versus Monte Carlo Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Our didactic tool String diagrams Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 1. The reinforcement learning framework Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Whats next Deep Reinforcement Learning in Action, Video Edition
Chapter 1. What can I do with reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Chapter 1. What is reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Chapter 1. Why deep reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Applying bandits to optimize ad placements Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Building networks with PyTorch Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Modeling reinforcement learning problems Markov decision processes Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Predicting future rewards Value and policy functions Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Solving contextual bandits Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Solving the multi-arm bandit Deep Reinforcement Learning in Action, Video Edition
Chapter 2. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 2. The Markov property Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Improving stability with a target network Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Navigating with Q-learning Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Predicting the best states and actions Deep Q-networks Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Preventing catastrophic forgetting Experience replay Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Review Deep Reinforcement Learning in Action, Video Edition
Chapter 3. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 4. Learning to pick the best policy Policy gradient methods Deep Reinforcement Learning in Action, Video Edition
Chapter 4. Reinforcing good actions The policy gradient algorithm Deep Reinforcement Learning in Action, Video Edition
Chapter 4. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 4. The REINFORCE algorithm Deep Reinforcement Learning in Action, Video Edition
Chapter 4. Working with OpenAI Gym Deep Reinforcement Learning in Action, Video Edition
Chapter 5. Advantage actor-critic Deep Reinforcement Learning in Action, Video Edition
Chapter 5. Distributed training Deep Reinforcement Learning in Action, Video Edition
Chapter 5. N-step actor-critic Deep Reinforcement Learning in Action, Video Edition
Chapter 5. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 5. Tackling more complex problems with actor-critic methods Deep Reinforcement Learning in Action, Video Edition
Chapter 6. Alternative optimization methods Evolutionary algorithms Deep Reinforcement Learning in Action, Video Edition
Chapter 6. A genetic algorithm for CartPole Deep Reinforcement Learning in Action, Video Edition
Chapter 6. Evolutionary algorithms as a scalable alternative Deep Reinforcement Learning in Action, Video Edition
Chapter 6. Pros and cons of evolutionary algorithms Deep Reinforcement Learning in Action, Video Edition
Chapter 6. Reinforcement learning with evolution strategies Deep Reinforcement Learning in Action, Video Edition
Chapter 6. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Comparing probability distributions Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Distributional DQN Getting the full story Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Distributional Q-learning Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Dist-DQN on simulated data Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Probability and statistics revisited Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 7. The Bellman equation Deep Reinforcement Learning in Action, Video Edition
Chapter 7. Using distributional Q-learning to play Freeway Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Alternative intrinsic reward mechanisms Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Curiosity-driven exploration Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Intrinsic curiosity module Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Inverse dynamics prediction Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Preprocessing and the Q-network Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Setting up Super Mario Bros. Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Setting up the Q-network and policy function Deep Reinforcement Learning in Action, Video Edition
Chapter 8. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 9. Mean field Q-learning and the 2D Ising model Deep Reinforcement Learning in Action, Video Edition
Chapter 9. Mixed cooperative-competitive games Deep Reinforcement Learning in Action, Video Edition
Chapter 9. Multi-agent reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Chapter 9. Neighborhood Q-learning Deep Reinforcement Learning in Action, Video Edition
Chapter 9. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 9. The 1D Ising model Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Double Q-learning Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Implementing self-attention for MNIST Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Interpretable reinforcement learning Attention and relational models Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Multi-head attention and relational DQN Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Relational reasoning with attention Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Summary Deep Reinforcement Learning in Action, Video Edition
Chapter 10. Training and attention visualization Deep Reinforcement Learning in Action, Video Edition
Chapter 11. In conclusion A review and roadmap Deep Reinforcement Learning in Action, Video Edition
Chapter 11. The end Deep Reinforcement Learning in Action, Video Edition
Chapter 11. The uncharted topics in deep reinforcement learning Deep Reinforcement Learning in Action, Video Edition
Part 1. Foundations Deep Reinforcement Learning in Action, Video Edition
Part 2. Above and beyond Deep Reinforcement Learning in Action, Video Edition
