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Simple-to-use-and-extend implementation of the DeepMimic Approach using the MuJoCo Physics Engine and Stable Baselines 3, mainly for locomotion tasks.

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Deep Reinforcement Learning by Imitation with MuJoCo and Stable Baselines 3

DRLoco = DeepMimic ( MuJoCo, StableBaselines3 )

This repository...

This repository is for you, when:

  • you have a bipedal robot and need a controller to generate stable human-like walking
  • you have a MuJoCo model of a bipedal robot and you want it to learn to walk like a human
  • you have any kind of a legged robot and a set of reference trajectories (e.g. motion capturing) and you want a robust controller to let your robot imitate the reference motion
  • you want to try out the DeepMimic Approach with minimal effort
  • you need high quality mocap data for Imitation Learning

Documentation

Documentation is available online: https://drloco.readthedocs.io/
The documentation is not yet fully finished and currently on hold.

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Simple-to-use-and-extend implementation of the DeepMimic Approach using the MuJoCo Physics Engine and Stable Baselines 3, mainly for locomotion tasks.

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