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Tianshou ⭐ 7,125

An elegant PyTorch deep reinforcement learning library.

Deep Reinforcement Learning With Pytorch ⭐ 2,741

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

Rl Baselines Zoo ⭐ 1,025

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

Pytorch Rl ⭐ 638

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

Hands On Reinforcement Learning With Python ⭐ 596

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Modular_rl ⭐ 523

Implementation of TRPO and related algorithms

Reinforcement Learning Algorithms ⭐ 407

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

Reinforcement Implementation ⭐ 380

Implementation of benchmark RL algorithms

Deep_rl ⭐ 372

PyTorch implementations of deep reinforcement learning algorithms

Machine Learning Is All You Need ⭐ 337

🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

Pg_travel ⭐ 243

Policy Gradient algorithms (REINFORCE, NPG, TRPO, PPO)

Deeprl Tensorflow2 ⭐ 139

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

Torchrl ⭐ 127

Pytorch Implementation of Reinforcement Learning Algorithms ( Soft Actor Critic(SAC)/ DDPG / TD3 /DQN / A2C/ PPO / TRPO)

🚀 A fast safe reinforcement learning library in PyTorch

Deeprl_algorithms ⭐ 112

DeepRL algorithms implementation easy for understanding and reading with Pytorch and Tensorflow 2(DQN, REINFORCE, VPG, A2C, TRPO, PPO, DDPG, TD3, SAC)

Samsung Drl Code ⭐ 105

A repository for implementations of deep reinforcement learning lectured at Samsung

Ros2learn ⭐ 98

ROS 2 enabled Machine Learning algorithms

Deep Reinforcement Learning With Python ⭐ 94

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

Safety Starter Agents ⭐ 86

Basic constrained RL agents used in experiments for the "Benchmarking Safe Exploration in Deep Reinforcement Learning" paper.

Run Skeleton Run ⭐ 81

Reason8.ai PyTorch solution for NIPS RL 2017 challenge

Code For Paper ⭐ 59

Pytorch Rl ⭐ 53

Rl Experiments ⭐ 47

High-quality implementations of deep reinforcement learning algorithms for experiments

Ppo Clip And Ppo Penalty On Atari Domain ⭐ 33

Implement PPO-clip and PPO-penalty on Atari, which is the only open source of PPO-penalty

Meta Reinforcement Learning ⭐ 26

Code snippets of Meta Reinforcement Learning algorithms

Code implementing the CORE-RL algorithm with DDPG, PPO, and TRPO. See the paper "Control Regularization for Reduced Variance Reinforcement Learning" for additional details.

Rl Pytorch ⭐ 20

A beginner-friendly repository on Deep Reinforcement Learning (RL), written in PyTorch.

Implementation of clipped action policy gradient (CAPG) with PPO and TRPO

Implementation Matters ⭐ 15

Deep Rl Toolkit ⭐ 15

RLToolkit is a flexible and high-efficient reinforcement learning framework. Include implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

fork of rl-baseline-zoo

Study_group_of_model Based_rl ⭐ 15

Study Group of Model-based RL, 高橋研究室のモデルベース強化学習勉強会のスライドのまとめです

Reinforcement_learning_ppo_rnd ⭐ 14

Deep Reinforcement Learning by using Proximal Policy Optimization and Random Network Distillation in Tensorflow 2 and Pytorch with some explanation

Simple and self-contained TensorFlow implementation of reinforcement learning algorithms for continuous control, integrated with OpenAI Gym and other physics engines.

Rl Botics ⭐ 10

Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow

Policy_based_rl ⭐ 10

The implement of the policy gradient RL algorithm with pytorch

ReLAx - Reinforcement Learning Applications Library

Deeprl Pytorch ⭐ 9

Pytorch implementations of various Deep Reinforcement Learning algorithms on pybullet environments.

Deep reinforcement learning framework for fast prototyping based on PyTorch

Rl Framework ⭐ 8

Framework of Reinforcement Learning algorithms for AILab, Peking University

Mujoco Pg ⭐ 6

PyTorch implementation of Vanilla PG, TNPG, TRPO, PPO on Mujoco environment

Spinning_up_kr ⭐ 6

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