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datawhalechina / 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/

reinforcement-learning deep-reinforcement-learning q-learning dqn policy-gradient sarsa a3c ddpg imitation-learning double-dqn dueling-dqn ppo td3 easy-rl

Updated Dec 30, 2025
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thu-ml / tianshou

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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

Updated Apr 3, 2026
Python

MorvanZhou / Reinforcement-learning-with-tensorflow

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Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Updated Mar 31, 2024
Python

udacity / deep-reinforcement-learning

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Repo for the Deep Reinforcement Learning Nanodegree program

reinforcement-learning deep-reinforcement-learning openai-gym pytorch dqn neural-networks reinforcement-learning-algorithms dynamic-programming hill-climbing ddpg cross-entropy openai-gym-solutions pytorch-rl ppo ml-agents rl-algorithms

Updated Jul 8, 2026
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AI4Finance-Foundation / ElegantRL

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Massively Parallel Deep Reinforcement Learning. 🔥

lightweight reinforcement-learning gae efficient pytorch stable dqn ddpg sac per multiple-gpu ppo a2c td3 model-free-rl drl-pytorch bipedalwalkerhardcore

Updated Feb 20, 2026
Python

AI4Finance-Foundation / FinRL-Trading

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FinRL-X: An AI-Native Modular Infrastructure for Quantitative Trading

portfolio deep-reinforcement-learning sharpe-ratio ddpg stock-trading portfolio-allocation ppo stock-selection a2c-algorithm ensemble-strategy stock-trading-strategy automated-stock-trading finrl finrl-x

Updated May 2, 2026
Python

ShangtongZhang / DeepRL

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Modularized Implementation of Deep RL Algorithms in PyTorch

deep-reinforcement-learning rainbow pytorch dqn ddpg double-dqn dueling-network-architecture quantile-regression option-critic-architecture deeprl categorical-dqn ppo a2c prioritized-experience-replay option-critic td3

Updated Apr 16, 2024
Python

XinJingHao / DRL-Pytorch

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Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

machine-learning reinforcement-learning asl deep-reinforcement-learning q-learning pytorch ddpg sac double-dqn c51 dueling-dqn categorical-dqn ppo prioritized-experience-replay noisynet-dqn td3

Updated Jun 11, 2025
Python

seungeunrho / minimalRL

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Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

machine-learning reinforcement-learning deep-learning simple deep-reinforcement-learning pytorch dqn a3c reinforce ddpg sac acer ppo a2c policy-gradients

Updated Apr 22, 2023
Python

agi-brain / xuance

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XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

reinforcement-learning pytorch dqn atari ddpg mpe mujoco ppo magent starcraft2 a2c multi-agent-reinforcement-learning maddpg tensorflow2 google-research-football mindspore qmix mappo reinforcement-learning-library

Updated Sep 1, 2026
Python

Rafael1s / Deep-Reinforcement-Learning-Algorithms

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32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.

deep-reinforcement-learning dqn cartpole ddpg sac deep-rl-algorithms ppo a2c lunarlander td3 soft-actor-critic bipedalwalker carracing github-udacity dqn-ppo-ddpg hopperbulletenv antbulletenv halfcheetahbulletenv walker2dbulletenv

Updated Jun 17, 2021
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MushroomRL / mushroom-rl

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Python library for Reinforcement Learning.

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

Updated Aug 28, 2026
Python

fangvv / UAV-DDPG

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Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"

reinforcement-learning deep-learning uav tensorflow dqn reinforcement-learning-algorithms drones deep-q-network ddpg drl deep-deterministic-policy-gradient computation-offloading unmanned-aerial-vehicle actor-critic-algorithm reinforcementlearning rl-algorithms maddpg mobile-edge-computing

Updated Jul 22, 2026
Python

TianhongDai / reinforcement-learning-algorithms

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This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)