The Reinforcement Learning Playground

The Reinforcement Learning Playground

Credits

Fundamentals of Reinforcement Learning

The Reinforcement Learning Problem
Markov Decision Processes
Planning by Dynamic Programming
Model-Free Prediction
Model-Free Control
Integrating Learning and Planning
Exploration and Exploitation

Value-Based Deep Reinforcement Learning

Value Function Approximation
Deep Q-Learning
Double Deep Q-Learning

Policy Gradient Algorithms

Policy Gradient Methods

Multiagent Reinforcement Learning

Reinforcement Learning in Classic Games

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Index

By Lars Quaedvlieg
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