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Reinforcement Learning Course

Introduction

Introduction
Multi-armed bandit
Multi-armed bandit - Action Selection methods
Let’s practice
Advanced Reinforcement Learning Concepts - Appendix

MDP

Markov Decision Process
From MDP Definition to Solution: Why We Need More
Policies and Value Function
Dynamic Programming
Let’s practice

Reinforcement Learning

Monte Carlo Methods
Temporal-Difference Learning
Applying our first RL algorithms!
Approximation - On-Policy
Policy Gradient Methods

Deep Reinforcement Learning

Introduction to Neural Networks
Deep Q-Learning

Assignments

Cliff Walking
Frozen Lake

Outline

Computer Science 531 - Reinforcement Learning

Reference

Glossary

Repository
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By Dr. Jean-Alexis Delamer

© Copyright 2023.