/Reinforcement_Learning

Reinforcement learning tutorials

Primary LanguagePython

Reinforcement Learning Tutorials:

PPO and PPO_CNN agents playing Pong-v0 game:
PPO agent PPO CNN agent

  1. Deep Q Learning tutorial (DQN)

  2. Double Deep Q Learning tutorial (DDQN)

  3. Dueling Double Deep Q Learning tutorial (D3QN)

  4. Epsilon Greedy Dueling Double Deep Q Learning tutorial (D3QN)

  5. Prioritized Experience Replay (PER) D3QN tutorial

  6. D3QN PER with Convolutional Neural Networks tutorial

  7. A.I. learns to play Pong with DQN

  8. Introduction to RL Policy Gradient (PG or REINFORCE)

  9. Introduction to RL Advanced Actor Critic algorythm (A2C)

  10. Introduction to RL Asynchronous Advanced Actor Critic algorythm (A3C)

  11. Introduction to RL Proximal Policy Optimization algorythm (PPO)

    PPO Pong-v0 Learning curve: