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Tianshou ⭐ 7,125

An elegant PyTorch deep reinforcement learning library.

Reinforcement Learning ⭐ 4,115

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

Cleanrl ⭐ 3,947

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Deep_reinforcement_learning_course ⭐ 3,581

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

Elegantrl ⭐ 3,489

Massively Parallel Deep Reinforcement Learning. 🔥

Pytorch A2c Ppo Acktr Gail ⭐ 3,484

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

Deeprl ⭐ 2,834

Modularized Implementation of Deep RL Algorithms in PyTorch

Deep Reinforcement Learning With Pytorch ⭐ 2,741

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

Minimalrl ⭐ 2,417

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

Slm Lab ⭐ 1,052

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

Deeprl Tutorials ⭐ 726

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

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.

Rl Starter Files ⭐ 619

RL starter files in order to immediately train, visualize and evaluate an agent without writing any line of code

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

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

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

Pytorch Cpp Rl ⭐ 308

PyTorch C++ Reinforcement Learning

Reinforcement_learning ⭐ 250

Reinforcement learning tutorials

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.

Deep_rl_with_pytorch ⭐ 174

A pytorch tutorial for DRL(Deep Reinforcement Learning)

Deeprl Tensorflow2 ⭐ 139

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

Torch Ac ⭐ 134

Recurrent and multi-process PyTorch implementation of deep reinforcement Actor-Critic algorithms A2C and PPO

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

Sc2aibot ⭐ 84

Implementing reinforcement-learning algorithms for pysc2 -environment

Mario_rl ⭐ 57

Imitation_learning ⭐ 56

PyTorch implementation of some reinforcement learning algorithms: A2C, PPO, Behavioral Cloning from Observation (BCO), GAIL.

Pensieve Ppo ⭐ 51

The simplest implementation of Pensieve (SIGCOMM' 17) via state-of-the-art RL algorithms, including PPO, DQN, and SAC

Rl Experiments ⭐ 47

High-quality implementations of deep reinforcement learning algorithms for experiments

Reinforcementlearningzoo.jl ⭐ 45

☔ Deep RL agents with PyTorch☔

Reinforcement_learning_with_pytorch ⭐ 27

Implement some algorithms of RL

Rl Policies Attacks Defenses ⭐ 26

Adversarial attacks on Deep Reinforcement Learning (RL)

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 ....

Mlagents ⭐ 13

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

Series of deep reinforcement learning algorithms 🤖

Deep Reinforcement Learning Notebooks ⭐ 13

This Repository contains a series of google colab notebooks which I created to help people dive into deep reinforcement learning.This notebooks contain both theory and implementation of different algorithms.

Rlcodebase ⭐ 12

RLCodebase: PyTorch Codebase For Deep Reinforcement Learning Algorithms

A clean framework and implementations for reinforcement learning algorithms.

Reinforcement Learning ⭐ 11

Collection of reinforcement learning algorithms implementations with TensorFlow2

Baselines of reinforcement learning trading agents for China stock market

Policy_based_rl ⭐ 10

The implement of the policy gradient RL algorithm with pytorch

Rl_algorithms ⭐ 10

Take the code of the reinforcement learning algorithm here~

Portfolio Management Actorcriticrl ⭐ 9

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

Spacefortress ⭐ 9

OpenAI Gym compatible reinforcement learning environment for Space Fortress https://arxiv.org/abs/1809.02206

Deep reinforcement learning framework for fast prototyping based on PyTorch

Rl Basics ⭐ 8

Simple single file implementation of Deep Reinforcement Learning algorithms

Reinforcement Learning for Elden Ring on Windows11

Car_racer_gym ⭐ 6

Apply major Reinforcement Learning algorithms (DQN,PPO,A2C) to CarRacing-v0 from GymAI environment.

Endorphin ⭐ 6

Like dopamine, but for different algorithms

Source code for the MARL-enabled real-time control of urban drainage system

Pysc2 Rl Agents ⭐ 5

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