Section 2: Model-Free RL Algorithms

This section introduces model-free RL algorithms, value-based methods, and policy gradient methods. You will also develop many state-of-the-art algorithms.

This section includes the following chapters:

• Chapter 4, Q-Learning and SARSA Applications
• Chapter 5, Deep Q-Network
• Chapter 6, Learning Stochastic and PG Optimization
• Chapter 7, TRPO and PPO Implementation
• Chapter 8, DDPG and TD3 Applications