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1.1k

7.6k

mit

92

An elegant PyTorch deep reinforcement learning library.

rl a2c bcq cql dqn drl npg ppo sac td3 ddpg trpo atari mujoco pytorch double-dqn transferlab policy-gradient imitation-learning

Created 2018-04-16

731 commits to master branch, last one 6 days ago

cleanrl vwxyzjn

557

4.8k

other

35

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

a2c ale gym ppo atari wandb python pytorch actor-critic deep-learning machine-learning advantage-actor-critic phasic-policy-gradient reinforcement-learning deep-reinforcement-learning proximal-policy-optimization

Created 2019-06-07

828 commits to master branch, last one 16 days ago

Reinforcement-Learning andri27-ts

617

4.1k

mit

245

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

a2c dqn ppo deepmind qlearning deep-learning machine-learning policy-gradients evolution-strategies reinforcement-learning artificial-intelligence deep-reinforcement-learning

Created 2018-08-28

146 commits to master branch, last one 4 years ago

Deep_reinforcement_learning_Course simoninithomas

1.2k

3.7k

unknown

135

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

a2c ppo unity pytorch qlearning tensorflow actor-critic deep-learning deep-q-network deep-q-learning tensorflow-tutorials deep-reinforcement-learning

Created 2018-03-25

166 commits to master branch, last one about a year ago

Deep-reinforcement-learning-with-pytorch sweetice

832

3.7k

mit

34

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

a2c a3c dqn ppo sac td3 trpo sarsa resnet alphago pytorch algorithm reinforce actor-critic deep-learning policy-gradient actor-critic-algorithm deep-reinforcement-learning

Created 2018-06-09

4 commits to master branch, last one 4 years ago

ElegantRL AI4Finance-Foundation

815

3.5k

other

52

Massively Parallel Deep Reinforcement Learning. 🔥

a2c dqn gae per ppo sac td3 ddpg stable pytorch efficient drl-pytorch lightweight multiple-gpu model-free-rl bipedalwalkerhardcore reinforcement-learning

Created 2019-07-12

2,344 commits to master branch, last one 2 days ago

pytorch-a2c-ppo-acktr-gail ikostrikov

831

3.5k

mit

67

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

Created 2017-08-22

274 commits to master branch, last one 2 years ago

DeepRL ShangtongZhang

673

3.1k

mit

89

Modularized Implementation of Deep RL Algorithms in PyTorch

a2c dqn ppo td3 ddpg deeprl pytorch rainbow double-dqn option-critic categorical-dqn quantile-regression option-critic-architecture deep-reinforcement-learning dueling-network-architecture prioritized-experience-replay

Created 2017-04-20

480 commits to master branch, last one 2 months ago

minimalRL seungeunrho

453

2.8k

mit

49

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

a2c a3c dqn ppo sac acer ddpg simple pytorch reinforce deep-learning machine-learning policy-gradients reinforcement-learning deep-reinforcement-learning

Created 2019-04-23

91 commits to master branch, last one about a year ago

SLM-Lab kengz

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1.2k

mit

48

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

a2c a3c dqn ppo sac pytorch benchmark policy-gradient reinforcement-learning deep-reinforcement-learning

Created 2017-10-02

2,569 commits to master branch, last one 2 years ago

PyTorch-RL Khrylx

184

1.1k

mit

26

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

a2c ppo trpo pytorch pytorch-rl fisher-vectors policy-gradient reinforcement-learning deep-reinforcement-learning proximal-policy-optimization generative-adversarial-network

Created 2017-10-17

100 commits to master branch, last one 3 years ago

DeepRL-Tutorials qfettes

326

1.0k

unknown

30

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

Created 2018-05-31

88 commits to master branch, last one 5 years ago

reinforcement-learning-algorithms TianhongDai

103

653

unknown

15

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 st...

a2c dqn ppo sac ddpg trpo pytorch algorithm atari2600 dueling-dqn flappy-bird actor-critic deep-learning soft-actor-critic deep-reinforcement-learning proximal-policy-optimization trust-region-policy-optimization

Created 2018-01-13

25 commits to master branch, last one 3 years ago

autonomous-learning-library cpnota

72

642

mit

23

A PyTorch library for building deep reinforcement learning agents.

a2c dqn ppo sac ddpg dqn-pytorch deep-q-learning soft-actor-critic advantage-actor-critic reinforcement-learning deep-reinforcement-learning proximal-policy-optimization reinforcement-learning-algorithms deep-deterministic-policy-gradient

Created 2018-11-07

300 commits to develop branch, last one 3 months ago

rl-starter-files lcswillems

181

633

mit

15

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

a2c a3c ppo pytorch minigrid multi-process reward-shaping preprocessed-observations

Created 2018-04-11

497 commits to master branch, last one about a year ago

Deep-Reinforcement-Learning-Algorithms Rafael1s

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628

unknown

14

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.

a2c dqn ppo sac td3 ddpg cartpole carracing lunarlander antbulletenv dqn-ppo-ddpg bipedalwalker github-udacity hopperbulletenv soft-actor-critic walker2dbulletenv deep-rl-algorithms halfcheetahbulletenv deep-reinforcement-learning

Created 2019-04-07

995 commits to master branch, last one 3 years ago

DeepRL-TensorFlow2 marload

140

586

apache-2.0

19

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

a2c a3c dqn ppo sac ddpg trpo reinforce double-dqn tensorflow dueling-dqn rainbow-dqn tensorflow2 deep-learning machine-learning reinforcement-learning deep-reinforcement-learning

Created 2020-03-09

96 commits to master branch, last one 4 years ago

xuance agi-brain

92

507

mit

8

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

Created 2023-05-21

1,077 commits to master branch, last one 14 days ago

deep_rl dongminlee94

64

485

mit

13

PyTorch implementation of deep reinforcement learning algorithms

a2c dqn npg ppo sac td3 vpg ddpg ddqn trpo pytorch sac-aea model-free-rl deep-reinforcement-learning

Created 2019-09-17

366 commits to main branch, last one 3 years ago

Reinforcement_Learning pythonlessons

151

355

mit

7

Reinforcement learning tutorials

a2c a3c dqn ppo d3qn ddqn ppo-agent dueling-dqn lunarlander bipedalwalker policy-gradient actor-critic-algorythm reinforcement-learning

Created 2020-01-13

84 commits to master branch, last one about a year ago

Deep-Reinforcement-Learning-With-Python sudharsan13296

121

316

unknown

11

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

a2c a3c c51 dqn ppo sac td3 ddpg trpo double-dqn openai-gym q-learning actor-critic deep-learning policy-gradient bellman-equation reinforcement-learning deep-reinforcement-learning inverse-reinforcement-learning

Created 2020-10-02

23 commits to master branch, last one 3 years ago

RLcycle cyoon1729

63

294

mit

13

A library for ready-made reinforcement learning agents and reusable components for neat prototyping

a2c a3c dqn sac ddpg hydra pytorch rainbow-dqn quantile-regression reinforcement-learning

Created 2018-12-30

392 commits to master branch, last one 4 months ago

tensorflow2-deep-reinforcement-learning inoryy

52

209

mit

10

Code accompanying the blog post "Deep Reinforcement Learning with TensorFlow 2.1"

a2c keras tensorflow tensorflow2 advantage-actor-critic deep-reinforcement-learning

Created 2019-01-19

8 commits to master branch, last one 2 years ago

Deep_RL_with_pytorch sungyubkim

44

200

unknown

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A pytorch tutorial for DRL(Deep Reinforcement Learning)

a2c c51 dqn iqn ppo uct gail mcts hedge qr-dqn pytorch soft-actor-critic self-imitation-learning deep-reinforcement-learning random-network-distillation counterfactual-regret-minimization

Created 2019-02-04

80 commits to master branch, last one about a year ago

torch-ac lcswillems

64

190

mit

8

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

a2c a3c ppo pytorch minigrid recurrent actor-critic multi-process reward-shaping advantage-actor-critic reinforcement-learning recurrent-neural-networks deep-reinforcement-learning proximal-policy-optimization

Created 2019-04-07

25 commits to master branch, last one about a year ago

imitation_learning CherryPieSexy

14

129

unknown

5

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

a2c ppo gail pytorch gail-ppo ppo-algo ppo-pytorch deep-learning recurrent-ppo policy-gradient imitation-learning advantage-actor-critic reinforcement-learning deep-reinforcement-learning proximal-policy-optimization

Created 2020-05-04

89 commits to master branch, last one 2 years ago

Deep-Reinforcement-Learning-with-pytorch LxzGordon

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83

unknown

3

Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO

a2c a3c dqn sac td3 ddpg trpo sarsa pytorch algorithm double-dqn dueling-dqn actor-critic policy-gradients reinforcement-learning

Created 2020-09-19

87 commits to master branch, last one 3 years ago

rl-policies-attacks-defenses davide97l

12

72

mit

2

Adversarial attacks on Deep Reinforcement Learning (RL)

a2c dqn ppo pytorch tianshou a2c-agent ppo-agent dqn-agents atari-games uniform-attack gym-environment adversarial-attacks adversarial-defense adversarial-policies adversarial-training critical-point-attack reinforcement-learning strategically-timed-attack deep-reinforcement-learning

Created 2020-06-17

115 commits to master branch, last one 3 years ago

Pensieve-PPO godka

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bsd-2-clause

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The simplest implementation of Pensieve (SIGCOMM' 17) via state-of-the-art RL algorithms, including PPO, DQN, SAC, and support for both TensorFlow and PyTorch.

a2c dqn ppo pytorch pensieve tensorflow deep-learning reinforcement-learning

Created 2019-08-01

70 commits to torch branch, last one about a month ago

RL-Experiments Officium

8

51

mit

6

High-quality implementations of deep reinforcement learning algorithms for experiments

a2c dqn ppo trpo pytorch rainbow reinforce rl-experiments

Created 2018-03-12

82 commits to master branch, last one 2 years ago