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robotics-tutorial

This repo have the most detailed codes and comments of how to code RL algorithms. And it provide codes to train the robotic arms in gymnasuim-robotics which can't be found in any tutorial on the Internet Key features:

  • the clear code style
  • detailed comments
  • easy to run and no mistakes

file structure

  • notebook: the basic RL algorithms to train the simple env: CartPole
  • atari_game: the DQN network to train the atari games
  • robotics: the most contribution of my repo, using different methods to train the robotics arms

Atari Games (DQN)

Video

Robotic Arm Task (Soft-Actor-Critic)

result figure