Reinforcement-Learning

1. Intro to Reinforcement Learning
2. MDPs and Bellman Equations
3. Monte Carlo Model-Free Prediction & Control

Implemented Algorithms

• Monte Carlo Prediction
• Monte Carlo Control with Epsilon-Greedy Policies
• Monte Carlo Off-Policy Control with Importance Sampling

Pratically Trained Agents

• Lunar Lander Reinforcement Learning Agent with Stable-Baselines3 PPO
• Huggy Dog Agent
• Deep Q-Learning with Atari Games
• Q Learning with Frozen Lake