In TD prediction, we estimated the value function. In TD control, we optimize the value function. For TD control, we use two kinds of control algorithm:
- Off-policy learning algorithm: Q learning
- On-policy learning algorithm: SARSA
- Title Page
- Copyright and Credits
- Dedication
- Packt Upsell
- Contributors
- Preface
- Introduction to Reinforcement Learning
- Getting Started with OpenAI and TensorFlow
- The Markov Decision Process and Dynamic Programming
- Gaming with Monte Carlo Methods
- Temporal Difference Learning
- Multi-Armed Bandit Problem
- Deep Learning Fundamentals
- Atari Games with Deep Q Network
- Playing Doom with a Deep Recurrent Q Network
- The Asynchronous Advantage Actor Critic Network
- Policy Gradients and Optimization
- Capstone Project – Car Racing Using DQN
- Recent Advancements and Next Steps
- Assessments
- Other Books You May Enjoy
TD control
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