dqn-pytorch

There are 3 repositories under dqn-pytorch topic.

Lizhi-sjtu / DRL-code-pytorch
Concise pytorch implements of DRL algorithms, including REINFORCE, A2C, DQN, PPO(discrete and continuous), DDPG, TD3, SAC.
ddpg-pytorch dqn-pytorch ppo-pytorch pytorch rainbow-dqn reinforcement-learning sac-pytorch td3-pytorch ppo-gru ppo-lstm
Language:Python 1404
cpnota / autonomous-learning-library
A PyTorch library for building deep reinforcement learning agents.
reinforcement-learning reinforcement-learning-algorithms deep-reinforcement-learning soft-actor-critic proximal-policy-optimization deep-q-learning advantage-actor-critic deep-deterministic-policy-gradient sac a2c ddpg ppo dqn dqn-pytorch
Language:Python 652
VachanVY / Reinforcement-Learning
PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers.
actor-critic-algorithm actor-critic-pytorch artificial-intelligence ddpg-algorithm deep-deterministic-policy-gradient deep-reinforcement-learning dqn dqn-pytorch policy-gradient policy-gradient-with-baseline ppo-algorithm proximal-policy-optimization pytorch reinforcement-learning reinforcement-learning-an-introduction rl-book soft-actor-critic-continuous sutton-barto-book
Language:Python 183
BY571 / DQN-Atari-Agents
DQN-Atari-Agents: Modularized & Parallel PyTorch implementation of several DQN Agents, i.a. DDQN, Dueling DQN, Noisy DQN, C51, Rainbow, and DRQN
dqn-pytorch ddqn-pyotrch dueling-dqn-pytorch noisy-dqn c51 reinforcement-learning-algorithms reinforcement-learning-agent atari openai deep-reinforcement-learning drqn rainbow prioritized-experience-replay multi-step-dqn n-step-dqn multi-environment multiprocessing parallel-computing
Language:Jupyter Notebook 121
KaleabTessera / DQN-Atari
Deep Q-Learning (DQN) implementation for Atari pong.
reinforcement-learning dqn dqn-pytorch machine-learning pytorch atari pong
Language:Python 85
aksub99 / MolDQN-pytorch
A PyTorch Implementation of "Optimization of Molecules via Deep Reinforcement Learning".
pytorch pytorch-implementation pytorch-rl reinforcement-learning dqn-pytorch deep-learning drug-discovery materials-informatics molecule inverse-design chemistry materials-science python machine-learning
Language:Python 81
philtabor / ProtoRL
A Torch Based RL Framework for Rapid Prototyping of Research Papers
actor-critic ddpg ddpg-pytorch dqn dqn-pytorch dueling-ddqn dueling-dqn dueling-dqn-pytorch dueling-network-architecture prioritized-experience-replay sac sac-pytorch soft-actor-critic td3 td3-pytorch twin-delayed-policy-gradient ppo ppo-pytorch proximal-policy-optimization
Language:Python 70
Sheng-J / DOM-Q-NET
Graph-based Deep Q Network for Web Navigation
dqn-pytorch graph-based-learning graph-neural-networks qlearning rainbow-dqn reinforcement-learning rl
Language:Python 47
GangSuUGA / StageLight
SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control
deep-reinforcement-learning dqn-pytorch drl-pytorch pytorch rainbow stagelight sumo traffic-signal-control
Language:Jupyter Notebook 43
rushhan / Generative-Adversarial-User-Model-for-Reinforcement-Learning-Based-Recommendation-System-Pytorch
cascading-dqn dqn dqn-pytorch gan generative-adversarial-network position-weight-matrix pytorch pytorch-implementation recommendation-system recommender-system reinforcement-learning
Language:Python 41
josiahls / fast-reinforcement-learning
Important Note fastrl version 2 is being developed at fastrl. Note the link in the readme
fastai reinforcement-learning dqn agents learner fastai-library pytorch openai ddpg-agent gyms ddpg dqn-pytorch
Language:Jupyter Notebook 39
batuhan3526 / AirSim-PyTorch-Drone-DDQN-Agent
This code is the result of the collaboration of RL Turkey team.
airsim airsim-simulator ddqn ddqn-pyotrch drone rl autonomous-vehicles reinforcement-learning autonomous-driving dqn dqn-pytorch pytorch-rl
Language:Python 36
blavad / marl
Multi-agent reinforcement learning framework
marl multi-agent-reinforcement-learning deep-reinforcement-learning dqn-pytorch actor-critic ddpg-pytorch qlearning
Language:Python 35
BY571 / FQF-and-Extensions
PyTorch implementation of the state-of-the-art distributional reinforcement learning algorithm Fully Parameterized Quantile Function (FQF) and Extensions: N-step Bootstrapping, PER, Noisy Layer, Dueling Networks, and parallelization.
fqf quantile-functions distributional-rl reinforcement-learning reinforcement-learning-algorithms dqn-pytorch pytorch prioritized-experience-replay noisy-layer dueling-network-architecture nstep-bootstrapping multiprocessing parallel-processing multi-environment
Language:Jupyter Notebook 33
kishorkukreja / SupplyChainv0_gym
Reinforcement Learning for Optimal inventory policy
deep-learning dqn-pytorch inventory-management network optimal-control policy ppo python reinforcementlearning supplychain
Language:Python 33
bhctsntrk / OpenAIPong-DQN
Solving Atari Pong Game w/ Duel Double DQN in Pytorch
dqn-pytorch python3 pytorch reinforcement-learning
Language:Jupyter Notebook 32
laszukdawid / ai-traineree
PyTorch agents and tools for (Deep) Reinforcement Learning
ppo reinforcement-learning artificial-intelligence-algorithms agents ddpg rainbow dqn-pytorch pytorch multi-agents deep
Language:Python 25
makaveli10 / reinforcementLearning
Reinforcement Learning - Implementation of Exercises, algorithms from the book Sutton Barto and David silver's RL course in Python, OpenAI Gym.
reinforcement-learning sutton-gambler sutton-gridworld monte-carlo-methods td-learning machine-learning david-silver-course model-free-rl dynamic-programming random-walk sarsa n-step-sarsa n-step-bootstrapping q-learning-vs-sarsa q-learning experience-replay dqn dqn-pytorch double-dqn prioritized-experience-replay
Language:Jupyter Notebook 25
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 25
RichardFindlay / battery-optimisation-with-drl
Grid-scale li-ion battery optimisation for wholesale market arbitrage, using pytorch implementation of dqn, double dueling dqn and a noisy network dqn.
deep-reinforcement-learning dqn-pytorch interactive-visualizations lithium-ion-batteries optimization renewable-energy trading
Language:Python 21
Spinkoo / Matlab2TorchRL
This project is a pipeline that connects a Matlab simulation (Simulink) to an OpenAI Gym wrapper for PyTorch Reinforcement Learning using the DQN algorithm.
matlab-simulink python pytorch reinforcement-learning torchrl gym openai dqn-pytorch matlab
Language:MATLAB 21
iewug / Atari-DQN
PyTorch implementation of DQN, DDQN and Dueling DQN to solve Atari games including PongNoFrameskip-v4, BreakoutNoFrameskip-v4 and BoxingNoFrameskip-v4
atari dqn-pytorch
Language:Python 18
Desny / traffic_light_rl
Integrate AutoRL into DQN to implement a single traffic signal control system.
traffic-signal-control autorl dqn-pytorch sumo
Language:Python 17
rvdweerd / simmodel
Solving pursuit-evasion problems on graphs using Reinfocement Learning and GNNs
reinforcement-learning ppo-pytorch dqn-pytorch gnn-algorithm pursuit-evasion deep-reinforcement-learning lstm-neural-networks partial-observability pomdp pytorch-geometric reinforcement-learning-algorithms graph-neural-networks graph-representation-learning
Language:Python 17
mayankiitg / TrafficLight-RL
Control Traffic lights intelligently with Reinforcement Learning!
reinforcement-learning dqn dqn-pytorch ddqn replay-buffer openai-gym-environment openai-baselines
Language:Jupyter Notebook 14
PyTorch-PDQN-for-Digital-Twin-ACS
jiaxiang-cheng / PyTorch-PDQN-for-Digital-Twin-ACS
PyTorch implementation of RIC for conveyor systems with Deep Q-Networks (DQN) and Profit-Sharing (PS). Wang, T., Cheng, J., Yang, Y., Esposito, C., Snoussi, H., & Tao, F. (2020). Adaptive Optimization Method in Digital Twin Conveyor Systems via Range-Inspection Control. IEEE Transactions on Automation Science and Engineering.
control control-systems conveyor-belt deep-reinforcement-learning digital-twin dqn dqn-pytorch pytorch pytorch-implementation q-learning
Language:Python 13
moabitcoin / cherry-pytorch
Reinforcement Learning Tutorials & other bedtime stories in PyTorch
deep-learning reinforcement-learning pytorch pytorch-tutorial deep-reinforcement-learning vizdoom agents atari dqn-pytorch ddqn-pyotrch vpg ddpg-pytorch
Language:Python 13
ekorudiawan / DQN-robot-arm
Deep Q learning algorithm written on PyTorch for solving 2D robot arm reacher
dqn dqn-pytorch deep-q-network deep-q-learning robot-arm gym
Language:Python 11
french-ai / reinforcement
Reinforcement learning modular with pytorch
reinforcement-learning pytorch gym agent dqn dqn-pytorch tensorboard dueling-dqn double-dqn
Language:Jupyter Notebook 11
davide97l / Rainbow
Implementation and evaluation of the RL algorithm Rainbow to learn to play Atari games.
rainbow-dqn cartpole-v0 atari-games dqn-pytorch ddqn-pyotrch prioritized-experience-replay categorical-dqn dueling-dqn noisy-dqn
Language:Python 10
nicoleorzan / emergent-communication
Studying emergent communication among agents in cooperative and competitive environments using Reinforcement Learning, game theory and replicator dynamics
marl reinforcement-learning dqn-pytorch emergent-communication signaling-games naming-game replicator-dynamic
Language:Jupyter Notebook 10
dawan0111 / ROS2-Reinforcement-Learning-Drive
This repository provides a customizable ROS2 environment for training multiple 2D drive cars using Deep Q-Network (DQN). Currently, agents learn collision-free navigation by avoiding obstacles, but the environment is designed to allow easy modification to train for various objectives in the future.
dqn-pytorch gazebo gazebo-gym gym-environment multi-agent-reinforcement-learning ros2 ros2-humble
Language:C++ 9
jk96491 / Unity-ML-Agents
Unity 강화학습 알고리즘 및 게임 환경을 제공합니다.
unity3d ml-agents dqn-pytorch dqn a2c
Language:ASP.NET 9
wegfawefgawefg / wegs-drl-baselines
Minimum viable reinforcement learning algorithms for your educational convenience.
reinforcement-learning reinforcement-learning-algorithms reinforcement-learning-agent openai-gym ppo-pytorch ppo pytorch dqn dqn-pytorch actor-critic rainbow-dqn dueling-dqn machine-learning neural-networks deep-reinforcement-learning td3 noisy-dqn world-models world-models-rl
Language:Python 9
wiitt / DQN-Car-Racing
Implementation of DQN and DDQN algorithms for Playing Car Racing Game
car-racing-game convolutional-neural-networks ddqn deep-learning deep-q-learning dqn dqn-pytorch gym-environment gymnasium-environment machine-learning model-free-rl neural-network off-policy-learning pytorch-implementation reinforcement-learning
Language:Jupyter Notebook 9
Amirarsalan-sn / Lunar-Lander
Lunar Lander envitoment of gymnasium solved using Double DQN and D3QN
d3qn double-dqn dqn dqn-pytorch dueling-ddqn gymnasium gymnasium-environment machine-learning python pytorch reinforcement-learning reinforcement-learning-algorithms reinforcement-learning-environments
Language:Python 8

dqn-pytorch

Lizhi-sjtu / DRL-code-pytorch

cpnota / autonomous-learning-library

VachanVY / Reinforcement-Learning

BY571 / DQN-Atari-Agents

KaleabTessera / DQN-Atari

aksub99 / MolDQN-pytorch

philtabor / ProtoRL

Sheng-J / DOM-Q-NET

GangSuUGA / StageLight

rushhan / Generative-Adversarial-User-Model-for-Reinforcement-Learning-Based-Recommendation-System-Pytorch

josiahls / fast-reinforcement-learning

batuhan3526 / AirSim-PyTorch-Drone-DDQN-Agent

blavad / marl

BY571 / FQF-and-Extensions

kishorkukreja / SupplyChainv0_gym

bhctsntrk / OpenAIPong-DQN

laszukdawid / ai-traineree

makaveli10 / reinforcementLearning

QasimWani / RL-Unity

RichardFindlay / battery-optimisation-with-drl

Spinkoo / Matlab2TorchRL

iewug / Atari-DQN

Desny / traffic_light_rl

rvdweerd / simmodel

mayankiitg / TrafficLight-RL

jiaxiang-cheng / PyTorch-PDQN-for-Digital-Twin-ACS

moabitcoin / cherry-pytorch

ekorudiawan / DQN-robot-arm

french-ai / reinforcement

davide97l / Rainbow

nicoleorzan / emergent-communication

dawan0111 / ROS2-Reinforcement-Learning-Drive

jk96491 / Unity-ML-Agents

wegfawefgawefg / wegs-drl-baselines

wiitt / DQN-Car-Racing

Amirarsalan-sn / Lunar-Lander