1.AI4Finance-Foundation / FinRL
FinRL®: Financial Reinforcement Learning. 🔥
- deep-reinforcement-learning
- drl-trading-agents
- stock-trading
- drl-algorithms
- pythorch
- tensorflow2
- +8 more
+2,028 stars
from 14,946 · score 7.62
Trending repositories
Ranked by Attention Score: stars gained over the last 180 complete days
56 repositories by Attention Score · May 8, 2026 – Nov 3, 2026 (UTC)
2.tensortrade-org / tensortrade
An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.
+1,068 stars
from 6,188 · score 6.97
3.vwxyzjn / cleanrl
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
- wandb
- reinforcement-learning
- pytorch
- python
- gym
- machine-learning
- +10 more
+1,002 stars
from 9,631 · score 6.91
4.Farama-Foundation / Gymnasium
A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
+1,000 stars
from 11,767 · score 6.91
5.DLR-RM / stable-baselines3
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
- reinforcement-learning
- reinforcement-learning-algorithms
- machine-learning
- gym
- openai
- baselines
- +8 more
+834 stars
from 13,124 · score 6.73
6.Farama-Foundation / Shimmy
PettingZoo and Gymnasium bindings for popular reinforcement learning environments outside of Farama
- deepmind-control-suite
- deepmind-lab
- gymnasium
- reinforcement-learning
- gymnasium-environment
+725 stars
from 207 · score 6.59
7.Farama-Foundation / MAgent2
An engine for high performance multi-agent environments with very large numbers of agents, along with a set of reference environments
+633 stars
from 330 · score 6.45
8.Unity-Technologies / ml-agents
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
- reinforcement-learning
- unity3d
- deep-learning
- unity
- deep-reinforcement-learning
- neural-networks
- +1 more
+539 stars
from 19,279 · score 6.29
9.thu-ml / tianshou
An elegant PyTorch deep reinforcement learning library.
- pytorch
- policy-gradient
- dqn
- double-dqn
- a2c
- ddpg
- +13 more
+475 stars
from 10,571 · score 6.17
10.evilsocket / pwnagotchi
(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.
- ai
- deep-reinforcement-learning
- wpa-psk
- handshakes
- bettercap
- deep-learning
- +1 more
+254 stars
from 8,994 · score 5.54
11.huseinzol05 / Stock-Prediction-ModelsArchived
Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations
- lstm
- lstm-sequence
- evolution-strategies
- stock-prediction-models
- seq2seq
- trading-bot
- +9 more
+251 stars
from 9,258 · score 5.53
12.openai / gymArchived
A toolkit for developing and comparing reinforcement learning algorithms.
+217 stars
from 37,013 · score 5.38
13.learnsyslab / gym-pybullet-drones
PyBullet Gymnasium environments for single and multi-agent reinforcement learning of quadcopter control
- pybullet
- crazyflie
- robotics
- reinforcement-learning
- quadrotor
- control
- +8 more
+216 stars
from 1,982 · score 5.38
14.sail-sg / envpool
C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
- reinforcement-learning
- parallel-processing
- cpp17
- pybind11
- reinforcement-learning-environments
- threadpool
- +10 more
+203 stars
from 1,330 · score 5.32
15.Farama-Foundation / PettingZoo
A standard API for multi-agent reinforcement learning environments, with popular reference environments and related utilities
- api
- gymnasium
- multi-agent-reinforcement-learning
- reinforcement-learning
- multiagent-reinforcement-learning
+168 stars
from 3,382 · score 5.13
16.openai / baselines
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
+162 stars
from 16,614 · score 5.09
17.PWhiddy / PokemonRedExperiments
Playing Pokemon Red with Reinforcement Learning
+144 stars
from 7,786 · score 4.98
18.google-deepmind / acme
A library of reinforcement learning components and agents
+123 stars
from 3,960 · score 4.82
19.Farama-Foundation / HighwayEnv
A collection of environments for autonomous driving and tactical decision-making tasks
- reinforcement-learning
- autonomous-driving
- gymnasium-environment
+118 stars
from 3,223 · score 4.78
20.Farama-Foundation / ViZDoom
Reinforcement Learning environments based on the 1993 game Doom :godmode:
- deep-learning
- reinforcement-learning
- python
- vizdoom
- doom
- examples
- +2 more
+105 stars
from 2,004 · score 4.66
+100 stars
from 1,345 · score 4.62
22.google / dopamine
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
- rl
- ml
- ai
- tensorflow
+96 stars
from 10,835 · score 4.57
23.VowpalWabbit / vowpal_wabbit
Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.
- c-plus-plus
- machine-learning
- online-learning
- contextual-bandits
- reinforcement-learning
- active-learning
- +2 more
+87 stars
from 8,646 · score 4.48
24.ddbourgin / numpy-ml
Machine learning, in numpy
- machine-learning
- neural-networks
- topic-modeling
- gaussian-mixture-models
- hidden-markov-models
- gradient-boosting
- +13 more
+86 stars
from 16,239 · score 4.47
25.HumanCompatibleAI / imitation
Clean PyTorch implementations of imitation and reward learning algorithms
- reward-learning
- inverse-reinforcement-learning
- imitation-learning
- gymnasium
+79 stars
from 1,733 · score 4.38
26.Yvictor / TradingGym
Trading and Backtesting environment for training reinforcement learning agent or simple rule base algo.
- trading
- python
- reinforcement-learning
- trading-bot
- trading-platform
- trading-simulator
- +4 more
+70 stars
from 1,858 · score 4.26
27.Toni-SM / skrl
Modular Reinforcement Learning (RL) library (implemented in PyTorch, JAX, and NVIDIA Warp) with support for Gymnasium/Gym, NVIDIA Isaac Lab, MuJoCo Playground and other environments
- reinforcement-learning
- python
- deep-learning
- gym
- gymnasium
- machine-learning
- +8 more
+65 stars
from 1,037 · score 4.19
28.learnsyslab / safe-control-gym
PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL
- gym
- pybullet
- reinforcement-learning
- control
- safety
- quadrotor
- +6 more
+62 stars
from 870 · score 4.14
29.opendilab / DI-engine
OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.
- reinforcement-learning
- multiagent-reinforcement-learning
- self-play
- imitation-learning
- inverse-reinforcement-learning
- exploration-exploitation
- +14 more
+58 stars
from 3,589 · score 4.08
30.microsoft / CyberBattleSim
An experimentation and research platform to investigate the interaction of automated agents in an abstract simulated network environments.
+54 stars
from 1,751 · score 4.01
31.SerpentAI / SerpentAIArchived
Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!
- python
- video-games
- artificial-intelligence
- machine-learning
- computer-vision
- framework
- +1 more
+51 stars
from 6,939 · score 3.95
32.takuseno / d3rlpy
An offline deep reinforcement learning library
- deep-reinforcement-learning
- deep-learning
- pytorch
- offline-rl
+42 stars
from 1,646 · score 3.76
33.rlworkgroup / garage
A toolkit for reproducible reinforcement learning research.
- rl-algorithms
- reproducibility
- pytorch
- tensorflow
+40 stars
from 2,089 · score 3.71
34.facebookresearch / ReAgent
A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
+37 stars
from 3,689 · score 3.64
35.tensorflow / agents
TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.
- reinforcement-learning
- tensorflow
- contextual-bandits
- bandits
- multi-armed-bandits
- tf-agents
- +2 more
+32 stars
from 2,998 · score 3.50
36.google / traxArchived
Trax — Deep Learning with Clear Code and Speed
- jax
- numpy
- deep-learning
- deep-reinforcement-learning
- machine-learning
- transformer
- +1 more
+28 stars
from 8,270 · score 3.37
37.tensorlayer / TensorLayer
Deep Learning and Reinforcement Learning Library for Scientists and Engineers
+28 stars
from 7,358 · score 3.37
38.microsoft / malmoArchived
Project Malmo is a platform for Artificial Intelligence experimentation and research built on top of Minecraft. We aim to inspire a new generation of research into challenging new problems presented by this unique environment. --- For installation instructions, scroll down to *Getting Started* below, or visit the project page for more information:
+27 stars
from 4,240 · score 3.33
39.vita-epfl / CrowdNav
[ICRA] Crowd-aware Robot Navigation
- reinforcement-learning
- crowd-navigation
- collision-avoidance
+27 stars
from 712 · score 3.33
40.mit-acl / cadrl_ros
ROS package for dynamic obstacle avoidance for ground robots trained with deep RL
- tensorflow
- ros
- deep-reinforcement-learning
- collision-avoidance
- jackal
+26 stars
from 701 · score 3.30
41.nicrusso7 / rex-gym
OpenAI Gym environments for an open-source quadruped robot (SpotMicro)
- openai-gym
- openai-gym-environments
- robotics
- tensorflow
- python3
- pybullet
- +14 more
+20 stars
from 1,087 · score 3.04
+17 stars
from 3,563 · score 2.89
43.devsisters / DQN-tensorflow
Tensorflow implementation of Human-Level Control through Deep Reinforcement Learning
+16 stars
from 2,576 · score 2.83
+14 stars
from 2,265 · score 2.71
45.keras-rl / keras-rl
Deep Reinforcement Learning for Keras.
+13 stars
from 5,535 · score 2.64
46.Ceruleanacg / Personae
📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.
- reinforcement-learning
- supervised-learning
- stock-data
- trading
- paper
- stock
- +2 more
+13 stars
from 1,395 · score 2.64
47.flow-project / flow
Computational framework for reinforcement learning in traffic control
- reinforcement-learning
- traffic-control
- benchmark
- autonomous
- vehicle-control
- sumo
+13 stars
from 1,178 · score 2.64
48.ZhengyaoJiang / PGPortfolio
PGPortfolio: Policy Gradient Portfolio, the source code of "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem"(https://arxiv.org/pdf/1706.10059.pdf).
+10 stars
from 1,844 · score 2.40
49.StanfordVL / GibsonEnv
Gibson Environments: Real-World Perception for Embodied Agents
- computer-vision
- robotics
- simulator
- sim2real
- deep-learning
- deep-reinforcement-learning
- +4 more
+10 stars
from 938 · score 2.40
50.openai / roboschoolArchived
DEPRECATED: Open-source software for robot simulation, integrated with OpenAI Gym.
+9 stars
from 2,161 · score 2.30
+7 stars
from 630 · score 2.08
52.Kismuz / btgym
Scalable, event-driven, deep-learning-friendly backtesting library
- reinforcement-learning
- deep-reinforcement-learning
- gym-environment
- openai-gym
- backtesting-trading-strategies
- algorithmic-trading-library
- +12 more
+6 stars
from 1,030 · score 1.95
53.Albert-Z-Guo / Deep-Reinforcement-Stock-Trading
A light-weight deep reinforcement learning framework for portfolio management. This project explores the possibility of applying deep reinforcement learning algorithms to stock trading in a highly modular and scalable framework.
+5 stars
from 683 · score 1.79
+4 stars
from 3,126 · score 1.61
55.kuz / DeepMind-Atari-Deep-Q-Learner
The original code from the DeepMind article + my tweaks
+4 stars
from 1,825 · score 1.61
56.hackthemarket / gym-trading
Environment for reinforcement-learning algorithmic trading models
+4 stars
from 708 · score 1.61