drl

There are 5 repositories under drl topic.

tianshou
thu-ml / tianshou
An elegant PyTorch deep reinforcement learning library.
a2c atari bcq cql ddpg double-dqn dqn drl imitation-learning mujoco npg policy-gradient ppo pytorch rl sac td3 transferlab trpo
Language:Python 7590
opendilab / DI-engine
OpenDILab Decision AI Engine
atari distributed-reinforcement-learning distributed-system drl exploration-exploitation imitation-learning impala inverse-reinforcement-learning minigrid model-based-reinforcement-learning mujoco multiagent-reinforcement-learning offline-rl python pytorch-rl r2d2 reinforcement-learning reinforcement-learning-algorithms self-play smac
Language:Python 2774
erlerobot / gym-gazebo
Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version
openai-gym gazebo ros reinforcement-learning robotics deep-reinforcement-learning rl drl
Language:Python 820
ChenglongChen / pytorch-DRL
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
pytorch deep-reinforcement-learning multi-agent deep-q-network actor-critic advantage-actor-critic a2c proximal-policy-optimization ppo deep-deterministic-policy-gradient ddpg acktr rl drl madrl dqn reinforcement-learning
Language:Python 513
AcutronicRobotics / gym-gazebo2
gym-gazebo2 is a toolkit for developing and comparing reinforcement learning algorithms using ROS 2 and Gazebo
deep-reinforcement-learning drl gazebo gym reinforcement-learning rl robotics ros ros2
Language:Python 406
minqi / learning-to-communicate-pytorch
Learning to Communicate with Deep Multi-Agent Reinforcement Learning in PyTorch
rl reinforcement-learning deep-reinforcement-learning multi-agent-reinforcement-learning multi-agent-systems drl deep-learning deepmind emergent-behavior recurrent-neural-networks dqn drqn
Language:Python 340
MLJejuCamp2017 / DRL_based_SelfDrivingCarControl
Deep Reinforcement Learning (DQN) based Self Driving Car Control with Vehicle Simulator
deep-reinforcement-learning drl vehicle-simulator dqn self-driving-car
Language:C# 293
cszhangzhen / DRL4Recsys
Courses on Deep Reinforcement Learning (DRL) and DRL papers for recommender systems
awesome-list deep-reinforcement-learning drl drl-papers paper read-papers recommender-system reinforcement-learning
284
Kyushik / DRL
Repository for codes of 'Deep Reinforcement Learning'
dqn deep-reinforcement-learning double-dqn deep-recurrent-q-network ddqn drqn dueling-dqn prioritized-experience-replay prioritized-replay drl pygame tensorflow noisynet-dqn rnd icm
Language:Python 216
jgvictores / awesome-deep-reinforcement-learning
Curated list for Deep Reinforcement Learning (DRL): software frameworks, models, datasets, gyms, baselines...
awesome-list deep-neural-networks deep-reinforcement-learning drl drl-frameworks reinforcement-learning
195
amiralansary / rl-medical
Deep Reinforcement Learning (DRL) agents applied to medical images
agents-applied deep-learning deep-reinforcement-learning dqn-variants drl landmark-detection machine-learning medical-images medical-imaging neural-network python reinforcement-learning reproducibility rl-medical tensorflow
Language:Python 177
kevin031060 / RL_TSP_4static
Deep Reinforcement Learning for Multiobjective Optimization. Code for this paper
deep-reinforcement-learning drl multi-objective-optimization neural-combinatorial-optimization
Language:Python 128
ChenDRAG / mujoco-benchmark
Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library
pytorch mujoco benchmark baseline drl tianshou rl results performance sac ddpg ppo
105
jingweiz / pytorch-distributed
Ape-X DQN & DDPG with pytorch & tensorboard
apex ddpg deep-reinforcement-learning distributed dqn drl
Language:Python 100
mymusise / Trading-Gym
A Trading environment base on Gym
trading gym rl drl reinforcement-learning python3
Language:Python 85
ZYunfeii / DRL_algorithm_library
This is a reinforcement learning algorithm library. The code takes into account both performance and simplicity, with little dependence.
deep-reinforcement-learning ddpg maddpg ppo2 gae td3 sac pytorch-implementation drl
Language:Python 83
cfl-minds / drl_shape_optimization
Deep reinforcement learning to perform shape optimization
deep-reinforcement-learning ppo shape-optimization drl
Language:Python 55
IamWangYunKai / RL-Gallery
A gallery for reinforcement learning, including frameworks, tutorials, papers, implementations, applications, etc.
reinforcement-learning deep-reinforcement-learning rl drl machine-learning
52
DonsetPG / fenics-DRL
Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.
drl fenics fluid-mechanics gym
Language:Python 49
Arena-Rosnav / arena-rosnav
ros python benchmarking robotics simulation drl ppo pytorch navigation
Language:Python 47
NoteDance / Note
Machine learning library
ml machine-learning deep-learning neural-network dl reinforcement-learning deep-reinforcement-learning rl drl pytorch tensorflow deeplearning machinelearning reinforcementlearning neuralnetwork parallel-training deepreinforcementlearning distributed-training artificial-intelligence machine-learning-library
Language:Python 45
inoryy / Deep-RL-Bootcamp-Labs
Solutions to the Deep RL Bootcamp labs
deep-reinforcement-learning drl reinforcement-learning
Language:Python 44
qlt315 / UCMEC_COMMAG
Simulation code and mathematic details of our paper in IEEE Communications Magazine: ''When the User-Centric Network Meets Mobile Edge Computing: Challenges and Optimization''
drl edgecomputing ppo network wireless usercentric
Language:Python 41
ugurkanates / NeurIRS2019DroneChallengeRL
Long-Term Planning with Deep Reinforcement Learning on Autonomous Drones
reinforcementlearning deeplearning pathplanning drones autonomous autonomousdrones drl ppo
Language:Python 36
symoon94 / DRQN-keras
Atari-DRQN (keras ver.)
drqn deep-recurrent-q-network reinforcement-learning keras drl rcnn
Language:Python 33
cgel / DRL
A collection of Deep Reinforcement Learning algorithms implemented in tensorflow. Very extensible. High performing DQN implementation.
agent artificial-intelligence artificial-neural-networks atari atari2600 deep-learning deep-reinforcement-learning dqn drl machine-learning q-learning tensorflow
Language:Python 30
DRL-Navigation / img_env
A customized grid map-based navigation simulation platform following the Gym API.
drl navigation robot simulation
Language:Python 28
talaikis / stock_market_reinforcement_learning
ai deep-learning trading drl
Language:Python 25
fault-tolerant-flight-control-drl
kdally / fault-tolerant-flight-control-drl
Deep Reinforcement Learning for Flight Control
drl sac deep-reinforcement-learning flight-controller fault-tolerance
Language:Python 24
alga-hopf / drl-graph-partitioning
DRL models for graph partitioning and sparse matrix ordering.
drl graph-partitioning matrix-ordering gnn
Language:Python 23
QasimWani / RL-Unity
Implementation of Deep Reinforcement Learning algorithms in the Unity game engine.
unity drl dqn-pytorch ddpg pytorch python3 prioritized-experience-replay td3 multi-agent-reinforcement-learning
Language:Jupyter Notebook 18
Karenina-na / Deep-Learning-Framework
深度学习脚手架
cnn cv deep-learning drl gan gnn machine-learning nlp python pytorch deep-neural-networks transformer
Language:Jupyter Notebook 17
xuemei-ye / maddpg-mpe
Transplant a implementation of MADDPG to the environment provided by openAI (multiagent-particle-envs).
rl drl
Language:Python 17
Arena-Rosnav / rosnav-rl
Rosnav planner, based on DRL and designed to work with ROS and the whole arena-rosnav infrastructure.
arena drl navigation robot ros rosnav
Language:Python 14
StevenJokess / d2rl
Not interactive deep reinforcement learning book with no-framework code, copied math, no discussions. Adopted at only -1 university(Shanhe University, SHU). BTW, I like this virtual university, which english abbreviation happens to be the pinyin of one part of my Chinese name(Cai "Shu"qi).
drl
Language:Jupyter Notebook 14
MuGeminorum / Snake-AI
Using deep reinforcement learning to play Snake game. The used algorithm is PPO for discrete! It has the brilliant performance in the field of discrete action space just like in continuous action space. You just need half an hour to train the snake and then it can be as smart as you.|使用深度强化学习玩蛇游戏。使用的算法是离散的 PPO！它在离散动作空间领域有着与连续动作空间一样的出色表现。
a-star-path-finding drl hamiltonian-cycle ppo
Language:Python 12

drl

thu-ml / tianshou

opendilab / DI-engine

erlerobot / gym-gazebo

ChenglongChen / pytorch-DRL

AcutronicRobotics / gym-gazebo2

minqi / learning-to-communicate-pytorch

MLJejuCamp2017 / DRL_based_SelfDrivingCarControl

cszhangzhen / DRL4Recsys

Kyushik / DRL

jgvictores / awesome-deep-reinforcement-learning

amiralansary / rl-medical

kevin031060 / RL_TSP_4static

ChenDRAG / mujoco-benchmark

jingweiz / pytorch-distributed

mymusise / Trading-Gym

ZYunfeii / DRL_algorithm_library

cfl-minds / drl_shape_optimization

IamWangYunKai / RL-Gallery

DonsetPG / fenics-DRL

Arena-Rosnav / arena-rosnav

NoteDance / Note

inoryy / Deep-RL-Bootcamp-Labs

qlt315 / UCMEC_COMMAG

ugurkanates / NeurIRS2019DroneChallengeRL

symoon94 / DRQN-keras

cgel / DRL

DRL-Navigation / img_env

talaikis / stock_market_reinforcement_learning

kdally / fault-tolerant-flight-control-drl

alga-hopf / drl-graph-partitioning

QasimWani / RL-Unity

Karenina-na / Deep-Learning-Framework

xuemei-ye / maddpg-mpe

Arena-Rosnav / rosnav-rl

StevenJokess / d2rl

MuGeminorum / Snake-AI