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qitaohou's Projects

chainerrl icon chainerrl

ChainerRL is a deep reinforcement learning library built on top of Chainer.

collision-avoidance-with-drl icon collision-avoidance-with-drl

利用深度强化学习的方法实现多智能体间离散无交流的障碍避免。其中强化学习算法训练模型所需的数据集由最优互惠碰撞避免(Optimal Reciprocal Collision Avoidance, ORCA)算法生成。

csrl icon csrl

Control Synthesis from Linear Temporal Logic Specifications using Model-Free Reinforcement Learning

ddpg-ros-keras icon ddpg-ros-keras

An implementation of the Deep Deterministic Policy Gradient (DDPG) algorithm using Keras/Tensorflow with the robot simulated using ROS/Gazebo/MoveIt!

ddpg_grasping icon ddpg_grasping

Robot Grasping in Cluttered Environment with DDPG&Affordance

ddpg_per icon ddpg_per

Implementation of Deep Deterministic Policy Gradient (DDPG) with Prioritized Experience Replay (PER)

deep-rl-robotic-arm icon deep-rl-robotic-arm

Imlementation of DQN agent to teach the robotic arm simulated in gazebo to touch the cylinder object with certain parts: gripper, the whole arm.

dm_control icon dm_control

The DM Control Suite and Package is a tool for developing and testing reinforcement learning agents for the MuJoCo physics engine.

drl_robotory icon drl_robotory

Deep Reinforcement Learning Algorithm Implementing in ROS (virtualenv with Python3)

drlib icon drlib

DRLib:A concise deep reinforcement learning library, integrating HER and PER for almost off policy RL algos.

eee4022_rl_arm_noetic icon eee4022_rl_arm_noetic

Application of reinforcement learning to a simulated ROS based robotic arm, to allow it to move to a desired point in 3D space. This repo differs from the previous one in that it is redone using ROS Noetic and Python 3.

gym-gazebo icon gym-gazebo

Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version

gym_vrep icon gym_vrep

build a reinforcement environment like openai gym based on V-rep for a dual-arm robot

hand-imitation icon hand-imitation

RL based learning for a robotic arm to imitate a given hand in a image feed

hindsight-experience-replay icon hindsight-experience-replay

This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.

hrl4in icon hrl4in

Code for CoRL 2019 paper: HRL4IN: Hierarchical Reinforcement Learning for Interactive Navigation with Mobile Manipulators

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