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Best Open Source deep reinforcement learning Libraries

A curated list of the most popular GitHub repositories tagged with deep reinforcement learning. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.

#1eriklindernoren/ML-From-Scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

30,861Python
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#2Unity-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.

19,171C#
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#3microsoft/AirSim

Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

17,956C++
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#4AI4Finance-Foundation/FinRL

FinRL®: Financial Reinforcement Learning. 🔥

13,973Jupyter Notebook
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#5datawhalechina/easy-rl

强化学习中文教程(蘑菇书🍄),在线阅读地址:https://datawhalechina.github.io/easy-rl/

13,687Jupyter Notebook
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#6carla-simulator/carla

Open-source simulator for autonomous driving research.

13,597C++
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#7kmario23/deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

12,796HTML
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#8vwxyzjn/cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

9,133Python
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#9evilsocket/pwnagotchi

(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

8,957Python
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#10yenchenlin/DeepLearningFlappyBird

Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).

6,796Python
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