Reinforcement-Learning

April 5, 2025 ยท View on GitHub

  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