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Robotic Grasping

Machine learning implementations using OpenAI Gym and PyBullet for robotic grasping.

Deep Q Learning (DQN) Open In Colab

Proximal Policy Optimization (PPO) Open In Colab

  • Continuous control problem is considered.
  • kuka_rl_2

A2C Parallel Implementation

  • Twice the number of available CPU threads is considered for the KUKA environment to run in parallel.
  • kuka_rl_2_parallel

Dependencies

pip install pybullet
pip install gym