BatcRL

BATC Reinforcement Learning Library

Requirement Package

• PyTorch
• gym
• numpy
• matplotlib

Implemented Algorithm

• DQN

  • CNN Input
  • MLP Input

• Double DQN

  • CNN Input
  • MLP Input

• Dueling DQN

  • CNN Input
  • MLP Input

• D3QN

  • CNN Input
  • MLP Input

• PPO

  • MLP Input
    • Discrete Action Space
    • Continuous Action Space

• DDPG

  • MLP Input
    • Continuous Action Space

Experiments in Gym

Discrete action space control

• CartPole-v0

• LunarLander-v0

Continue action space control

• CarRacing-v0