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Reinforcement Learning With Tensorflow ⭐ 8,174

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Easy Rl ⭐ 7,643

强化学习中文教程（蘑菇书），在线阅读地址：https://datawhalechina.github

Tianshou ⭐ 7,125

An elegant PyTorch deep reinforcement learning library.

Deep Reinforcement Learning ⭐ 4,635

Repo for the Deep Reinforcement Learning Nanodegree program

Elegantrl ⭐ 3,229

Massively Parallel Deep Reinforcement Learning. 🔥

Deeprl ⭐ 2,834

Modularized Implementation of Deep RL Algorithms in PyTorch

Minimalrl ⭐ 2,417

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

Finrl Trading ⭐ 1,858

For trading. Please star.

Rl Baselines3 Zoo ⭐ 1,640

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

Rl Baselines Zoo ⭐ 1,025

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

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

Huskarl ⭐ 417

Deep Reinforcement Learning Framework + 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)

Pytorch Drl ⭐ 387

PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.

Deep_rl ⭐ 372

PyTorch implementations of deep reinforcement learning algorithms

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

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!

Deep Reinforcement Learning Algorithms ⭐ 235

32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.

Stable Baselines ⭐ 221

Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms

Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

Reinforcement learning algorithms implemented for Tensorflow 2.0+ [DQN, DDPG, AE-DDPG, SAC, PPO, Primal-Dual DDPG]

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)

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

Run Skeleton Run ⭐ 81

Reason8.ai PyTorch solution for NIPS RL 2017 challenge

Mujoco Benchmark ⭐ 78

Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library

Stateadvdrl ⭐ 63

[NeurIPS 2020, Spotlight] Code for "Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations"

Learning2run ⭐ 53

Our NIPS 2017: Learning to Run source code

Model Free Algorithms ⭐ 52

TD3, SAC, IQN, Rainbow, PPO, Ape-X and etc. in TF1.x

Reinforcementlearning ⭐ 48

Reinforcing Your Learning of Reinforcement Learning

Reinforcementlearningzoo.jl ⭐ 45

A High Level Python Deep Reinforcement Learning library. Great for beginners, prototyping and quickly comparing algorithms

PyRL - Reinforcement Learning Framework in Pytorch (Policy Gradient, DQN, DDPG, TD3, PPO, SAC, etc.)

☔ Deep RL agents with PyTorch☔

A continuous deep reinforcement learning framework for robotics

Reinforcement_learning_with_pytorch ⭐ 27

Implement some algorithms of RL

Trading_gym ⭐ 25

a unified environment for supervised learning and reinforcement learning in the context of quantitative trading

国内第一个基于TensorFlow2.0、支持非gym环境训练、支持可视化配置的强化学习应用编程框架

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

Ai Traineree ⭐ 21

PyTorch agents and tools for (Deep) Reinforcement Learning

Rl Pytorch ⭐ 20

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

Deep Reinforcement Learning Algorithm Collection ⭐ 17

Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

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

Robot Learning ⭐ 14

Lightweight deep RL Libraray for continuous control.

Series of deep reinforcement learning algorithms 🤖

Mlagents ⭐ 13

This repository contains the implementation of deep reinforcement learning algorithms to solve various unity The Environments.

Mujoco Pytorch ⭐ 12

PPO, DDPG, SAC implementation on mujoco environment

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

Rlcodebase ⭐ 12

RLCodebase: PyTorch Codebase For Deep Reinforcement Learning Algorithms

A clean framework and implementations for reinforcement learning algorithms.

A simple and neat implementation of reinforcement learning algorithms.

Reinforcement Learning ⭐ 11

Collection of reinforcement learning algorithms implementations with TensorFlow2

Rl Practice Keras ⭐ 11

Deeper_larger_actor Critic_rl ⭐ 11

Pytorch implementation of large network design in continous control RL.

Baselines of reinforcement learning trading agents for China stock market

Rl_algorithms ⭐ 10

Take the code of the reinforcement learning algorithm here~

Policy_based_rl ⭐ 10

The implement of the policy gradient RL algorithm with pytorch

Rl Botics ⭐ 10

Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow

ReLAx - Reinforcement Learning Applications Library

Portfolio Management Actorcriticrl ⭐ 9

Portfolio management using Actor-Critic Deep Reinforcement Learning algorithms including A2C, DDPG, and PPO

Deeprl Pytorch ⭐ 9

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

Deep reinforcement learning framework for fast prototyping based on PyTorch

A Torch Based RL Framework for Rapid Prototyping of Research Papers

This repo was moved to: https://github.com/tradingAI/tbase

A Deep Reinforcement Learning (DeepRL) package for RL algorithm developers.

Rl Framework ⭐ 8

Framework of Reinforcement Learning algorithms for AILab, Peking University

Example of an agents for neodroid environments 💡

Rl Basics ⭐ 8

Simple single file implementation of Deep Reinforcement Learning algorithms

Benchmark Efficient Reinforcement Learning With Demonstrations ⭐ 7

Benchmark present methods for efficient reinforcement learning. Methods include Reptile, MAML, Residual Policy, etc. RL algorithms include DDPG, PPO.

Atari_pong_ppo_dqn ⭐ 7

Machinelearning ⭐ 6

Various machine learning implementations and tools

Spinning_up_kr ⭐ 6

BasicRL: easy and fundamental codes for deep reinforcement learning。It is an improvement on rainbow-is-all-you-need and OpenAI Spinning Up.

Reinforcementlearningwithga ⭐ 5

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