rl

There are 19 repositories under rl topic.

google / dopamine
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
ai google ml rl tensorflow
Language:Jupyter Notebook 10438
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 7708
pytorch / ELF
ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation
reinforcement-learning alphago-zero rl rl-environment alpha-zero go
Language:C++ 3363
junxiaosong / AlphaZero_Gomoku
An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)
alphazero mcts alphago-zero gomoku gobang monte-carlo-tree-search alphago reinforcement-learning rl board-game self-learning pytorch tensorflow
Language:Python 3264
werner-duvaud / muzero-general
MuZero
muzero reinforcement-learning alphazero pytorch python3 self-learning monte-carlo-tree-search deep-learning deep-reinforcement-learning neural-network model-based-rl rl muzero-general tensorboard gym mcts alphago residual-network machine-learning
Language:Python 2446
IntelLabs / coach
Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
carla coach deep-learning distributed-reinforcement-learning hierarchical-reinforcement-learning imitation-learning mujoco mxnet onnx openai-gym reinforcement-learning rl roboschool starcraft starcraft2 starcraft2-ai tensorflow
Language:Python 2322
rl
pytorch / rl
A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
ai control decision-making distributed-computing machine-learning marl model-based-reinforcement-learning multi-agent-reinforcement-learning pytorch reinforcement-learning rl robotics torch
Language:Python 2161
rl-baselines3-zoo
DLR-RM / rl-baselines3-zoo
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
rl reinforcement-learning stable-baselines openai gym pybullet hyperparameter-optimization hyperparameter-tuning hyperparameter-search optimization sde robotics lab pybullet-environments tuning-hyperparameters deep-reinforcement-learning pytorch
Language:Python 1954
pathak22 / noreward-rl
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
curiosity deep-learning deep-neural-networks deep-reinforcement-learning doom exploration mario openai-gym rl self-supervised tensorflow
Language:Python 1415
rl-baselines-zoo
araffin / rl-baselines-zoo
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
rl zoo reinforcement-learning stable-baselines openai-gym openai gym pybullet hyperparameters optimization hyperparameter-optimization hyperparameter-search hyperparameter-tuning
Language:Python 1123
erlerobot / gym-gazebo
Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version
deep-reinforcement-learning drl gazebo openai-gym reinforcement-learning rl robotics ros
Language:Python 823
mushroom-rl
MushroomRL / mushroom-rl
Python library for Reinforcement Learning.
reinforcement-learning deep-reinforcement-learning deep-learning openai-gym atari rl pytorch mujoco dqn ddpg trpo qlearning pybullet sac
Language:Python 802
google-research / seed_rl
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.
rl impala r2d2 atari deepmind-lab google-research-football tf2 gcp
Language:Python 793
google-research / rliable
[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.
benchmarking evaluation-metrics google machine-learning reinforcement-learning rl
Language:Jupyter Notebook 736
MaximeVandegar / Papers-in-100-Lines-of-Code
Implementation of papers in 100 lines of code.
python research deep-learning machine-learning implementation-of-research-paper educational pytorch papers generative-model inverse-rendering nerf artificial-intelligence gans aes 3d meta-learning neural-radiance-fields reinforcement-learning rl diffusion-models
Language:Python 689
utilForever / RosettaStone
Hearthstone simulator using C++ with some reinforcement learning
cplusplus cpp cpp17 hearthstone hearthstone-api hearthstone-simulator python-api reinforcement-learning rl rl-environment simulator-game
Language:C++ 647
awesome-monte-carlo-tree-search-papers
benedekrozemberczki / awesome-monte-carlo-tree-search-papers
A curated list of Monte Carlo tree search papers with implementations.
tree-search learning machine-learning deep-learning monte-carlo monte-carlo-tree-search reinforcement-learning reinforcement-learning-agent atari rl machine-learning-algorithms deep-q-learning q-learning reinforcement-learning-algorithms policy-gradient policy-evaluation
Language:Python 620
araffin / rl-tutorial-jnrr19
Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019
reinforcement-learning tutorial stable-baselines rl python colab-notebook notebook
Language:Jupyter Notebook 590
ashishpatel26 / Real-time-ML-Project
A curated list of applied machine learning and data science notebooks and libraries across different industries.
application deep-learning deeplearning dl keras machine-learning machine-learning-algorithms machinelearning ml ml-application project pytorch real-time real-time-data rl tensorflow theano
571
neptune-ai / neptune-client
📘 The experiment tracker for foundation model training
comparison dl foundation keras learning lightgbm llm logger logging machine ml mlops monitoring optuna pytorch rl tensorflow versioning visualization xgboost
Language:Python 571
yrlu / irl-imitation
Implementation of Inverse Reinforcement Learning (IRL) algorithms in Python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL
irl inverse-reinforcement-learning imitation imitation-learning ml machine-learning rl reinforcement-learning lfd learning-from-demonstration tensorflow
Language:Python 562
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 520
Toni-SM / skrl
Modular reinforcement learning library (on PyTorch and JAX) with support for NVIDIA Isaac Gym, Omniverse Isaac Gym and Isaac Lab
reinforcement-learning python openai-gym isaac-gym pytorch deep-learning deepmind gym isaac-sim nvidia-omniverse skrl rl gymnasium machine-learning robosuite robotics isaac-orbit jax isaac-lab isaaclab
Language:Python 486
peteanderson80 / Matterport3DSimulator
AI Research Platform for Reinforcement Learning from Real Panoramic Images.
rl simulator matterport3d-dataset matterport3d-simulator reinforcement-learning vision-and-language natural-language-processing
Language:C++ 479
stable-baselines3-contrib
Stable-Baselines-Team / stable-baselines3-contrib
Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code
reinforcement-learning stable-baselines pytorch rl gym research experimental robotics openai machine-learning reinforcement-learning-algorithms gsde sde
Language:Python 455
AcutronicRobotics / gym-gazebo2
gym-gazebo2 is a toolkit for developing and comparing reinforcement learning algorithms using ROS 2 and Gazebo
gym gazebo ros ros2 robotics reinforcement-learning deep-reinforcement-learning rl drl
Language:Python 414
denisyarats / drq
DrQ: Data regularized Q
rl reinforcement-learning deep-learning mujoco dm-control gym pixel sac soft-actor-crit pytorch python actor-critic control drq deep-reinforcement-learning data-augmentation off-policy model-free
Language:Jupyter Notebook 400
rad
MishaLaskin / rad
RAD: Reinforcement Learning with Augmented Data
reinforcement-learning rl deep-learning data-mujoc dm-control rad data-augmentations codebase model-free off-policy deep-reinforcement-learning deep-neural-networks deep-learning-algorithms deep-q-learning deep-q-network deeplearning-ai soft-actor-critic sac ppo
Language:Jupyter Notebook 399
wil3 / gymfc
A universal flight control tuning framework
reinforcement-learning flight-controller gazebo openai-gym-environments quadcopter machinelearning openai-gym openai benchmark rl drone robotics gazebo-simulator gazebo-plugin uav
Language:Python 386
opennars / opennars
OpenNARS for Research 3.0+
agi aikr nars reasoning logic ai agent rl learning reinforcement java reasoner semantic graph database realtime inference solver artificial-general-intelligence nal
Language:Java 380
google-deepmind / spriteworld
Spriteworld: a flexible, configurable python-based reinforcement learning environment
rl environment sprites deepmind procedural generative
Language:Python 367
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 343
WeiChengTseng / Pytorch-PCGrad
Pytorch reimplementation for "Gradient Surgery for Multi-Task Learning"
cifar-100 deep-learning deep-reinforcement-learning gradient-surgery mnist mulit-mnist multi-task-learning multi-task-reinforcement-learning multi-task-rl pytorch pytorch-pcgrad reimplementation reinforcement-learning rl
Language:Python 291
araffin / learning-to-drive-in-5-minutes
Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes
reinforcement-learning sac self-driving-car donkey-car rl vae srl state-representation-learning stable-baselines openai gym simulator unity soft-actor-critic
Language:Python 285
Stable-Baselines-Team / stable-baselines
Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms
rl reinforcement-learning openai openai-gym gym machine-learning baselines toolbox python stable-baselines
Language:Python 281
ucaiado / rl_trading
An environment to high-frequency trading agents under reinforcement learning
reinforcement-learning machine-learning trading interest-rates rl ai python tile-coding q-learning simulation
Language:Python 271

rl

google / dopamine

thu-ml / tianshou

pytorch / ELF

junxiaosong / AlphaZero_Gomoku

werner-duvaud / muzero-general

IntelLabs / coach

pytorch / rl

DLR-RM / rl-baselines3-zoo

pathak22 / noreward-rl

araffin / rl-baselines-zoo

erlerobot / gym-gazebo

MushroomRL / mushroom-rl

google-research / seed_rl

google-research / rliable

MaximeVandegar / Papers-in-100-Lines-of-Code

utilForever / RosettaStone

benedekrozemberczki / awesome-monte-carlo-tree-search-papers

araffin / rl-tutorial-jnrr19

ashishpatel26 / Real-time-ML-Project

neptune-ai / neptune-client

yrlu / irl-imitation

ChenglongChen / pytorch-DRL

Toni-SM / skrl

peteanderson80 / Matterport3DSimulator

Stable-Baselines-Team / stable-baselines3-contrib

AcutronicRobotics / gym-gazebo2

denisyarats / drq

MishaLaskin / rad

wil3 / gymfc

opennars / opennars

google-deepmind / spriteworld

minqi / learning-to-communicate-pytorch

WeiChengTseng / Pytorch-PCGrad

araffin / learning-to-drive-in-5-minutes

Stable-Baselines-Team / stable-baselines

ucaiado / rl_trading