Section 3: Beyond Model-Free Algorithms and Improvements

In this section, you will implement model-based algorithms, imitation learning, evolutionary strategies, and learn about some ideas that could further improve RL algorithms.

This section includes the following chapters:

  • Chapter 9Model-Based RL
  • Chapter 10Imitation Learning with the DAgger Algorithm
  • Chapter 11Understanding Black-box Optimization Algorithms
  • Chapter 12Developing the ESBAS Algorithm
  • Chapter 13Practical Implementation to Resolve RL Challenges
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