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google /dopamine

Star10.7k

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

google ai tensorflow ml rl

UpdatedNov 4, 2024
Jupyter Notebook

thu-ml /tianshou

Star8.3k

An elegant PyTorch deep reinforcement learning library.

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

UpdatedMar 18, 2025
Python

junxiaosong /AlphaZero_Gomoku

Star3.4k

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

board-game reinforcement-learning tensorflow pytorch mcts gomoku rl monte-carlo-tree-search self-learning gobang alphago alphago-zero alphazero

UpdatedApr 24, 2024
Python

pytorch /ELF

Star3.4k

ELF: a platform for game research with AlphaGoZero/AlphaZero reimplementation

go reinforcement-learning rl alphago-zero alpha-zero rl-environment

UpdatedJun 21, 2019
C++

pytorch /rl

Star2.6k

A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.

machine-learning control reinforcement-learning ai robotics decision-making distributed-computing torch pytorch rl model-based-reinforcement-learning multi-agent-reinforcement-learning marl

UpdatedMar 18, 2025
Python

werner-duvaud /muzero-general

Star2.6k

MuZero

machine-learning reinforcement-learning deep-learning neural-network deep-reinforcement-learning python3 pytorch gym mcts rl tensorboard residual-network monte-carlo-tree-search self-learning alphago model-based-rl alphazero muzero muzero-general

UpdatedSep 3, 2024
Python

IntelLabs /coach

Star2.3k

Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms

reinforcement-learning deep-learning mxnet tensorflow openai-gym rl starcraft imitation-learning hierarchical-reinforcement-learning coach mujoco starcraft2 onnx roboschool carla starcraft2-ai distributed-reinforcement-learning

UpdatedDec 11, 2022
Python

DLR-RM /rl-baselines3-zoo

Star2.3k

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

reinforcement-learning robotics optimization lab deep-reinforcement-learning pytorch openai gym hyperparameter-optimization rl sde hyperparameter-tuning hyperparameter-search pybullet stable-baselines pybullet-environments tuning-hyperparameters

UpdatedMar 12, 2025
Python

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

Star1.4k

Implementation of papers in 100 lines of code.

python machine-learning research reinforcement-learning deep-learning aes pytorch artificial-intelligence generative-model rl educational papers gans nerf 3d meta-learning inverse-rendering implementation-of-research-paper diffusion-models neural-radiance-fields

UpdatedMar 16, 2025
Python

pathak22 /noreward-rl

Star1.4k

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

mario deep-neural-networks deep-learning tensorflow deep-reinforcement-learning openai-gym doom exploration rl curiosity self-supervised

UpdatedDec 7, 2022
Python

araffin /rl-baselines-zoo

Star1.2k

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

reinforcement-learning optimization openai-gym hyperparameters openai gym hyperparameter-optimization rl zoo hyperparameter-tuning hyperparameter-search pybullet stable-baselines

UpdatedOct 17, 2022
Python

MushroomRL /mushroom-rl

Star861

Python library for Reinforcement Learning.

reinforcement-learning qlearning deep-learning deep-reinforcement-learning openai-gym pytorch dqn rl atari ddpg sac trpo mujoco pybullet

UpdatedFeb 17, 2025
Python

erlerobot /gym-gazebo

Star837

Refer tohttps://github.com/AcutronicRobotics/gym-gazebo2 for the new version

reinforcement-learning robotics deep-reinforcement-learning openai-gym ros rl gazebo drl

UpdatedMar 16, 2019
Python

google-research /rliable

Star812

[NeurIPS'21 Outstanding Paper] Library for reliable evaluation on RL and ML benchmarks, even with only a handful of seeds.

benchmarking machine-learning google reinforcement-learning rl evaluation-metrics

UpdatedAug 12, 2024
Jupyter Notebook

google-research /seed_rl

Star803

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.

impala gcp tf2 rl deepmind-lab atari r2d2 google-research-football

UpdatedNov 29, 2022
Python

zzli2022 /Awesome-System2-Reasoning-LLM

Star781

Latest Advances on System-2 Reasoning

benchmark mcts rl reasoning r1 prm o3 o1 slow-fast system-2 self-improve macro-action

UpdatedMar 16, 2025
Python

Toni-SM /skrl

Star686

Modular reinforcement learning library (on PyTorch and JAX) with support for NVIDIA Isaac Gym, Omniverse Isaac Gym and Isaac Lab

python machine-learning reinforcement-learning deep-learning robotics openai-gym pytorch gym rl deepmind gymnasium jax robosuite isaac-sim isaac-gym nvidia-omniverse skrl isaac-orbit isaac-lab isaaclab

UpdatedMar 18, 2025
Python

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

Sponsor

Star665

A curated list of Monte Carlo tree search papers with implementations.

learning machine-learning reinforcement-learning deep-learning monte-carlo machine-learning-algorithms q-learning policy-gradient reinforcement-learning-algorithms rl tree-search atari policy-evaluation monte-carlo-tree-search deep-q-learning reinforcement-learning-agent

UpdatedMar 16, 2024
Python

utilForever /RosettaStone

Sponsor

Star663

Hearthstone simulator using C++ with some reinforcement learning

reinforcement-learning cplusplus cpp hearthstone rl cpp17 python-api hearthstone-simulator hearthstone-api rl-environment simulator-game

UpdatedJun 12, 2024
C++

araffin /rl-tutorial-jnrr19

Star642

Stable-Baselines tutorial for Journées Nationales de la Recherche en Robotique 2019

python tutorial reinforcement-learning notebook rl colab-notebook stable-baselines

UpdatedJun 12, 2023
Jupyter Notebook

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