Grokking Deep Learning MEAP V02 - Chapter 1

Part 1: Reinforcement Learning Foundations
 1 Introduction to Deep Reinforcement Learning
 2 Planning For Sequential Decision-Making Problems
 3 Learning to Act Through Interaction
 4 More Effective and Efficient Reinforcement Learning

Part 2: Deep Reinforcement Learning Algorithms
 5 Value-based Methods
 6 Policy-based Methods
 7 Actor-Critic Methods
 8 Gradient-Free Methods

Part 3: Advanced Applications
 9 Advanced Exploration Strategies
10 Reinforcement Learning in Robots
11 Reinforcement Learning with Multiple Agents
12 Towards Artificial General Intelligence