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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

UpdatedDec 30, 2025
Jupyter Notebook

tianshou

thu-ml /tianshou

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

UpdatedDec 1, 2025
Python

MorvanZhou /Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

machine-learning tutorial reinforcement-learning q-learning dqn policy-gradient sarsa tensorflow-tutorials a3c deep-q-network ddpg actor-critic asynchronous-advantage-actor-critic double-dqn prioritized-replay sarsa-lambda dueling-dqn deep-deterministic-policy-gradient proximal-policy-optimization ppo

UpdatedMar 31, 2024
Python

udacity /deep-reinforcement-learning

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

UpdatedNov 16, 2023
Jupyter Notebook

AI4Finance-Foundation /ElegantRL

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

UpdatedFeb 20, 2026
Python

ShangtongZhang /DeepRL

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

UpdatedApr 16, 2024
Python

XinJingHao /DRL-Pytorch

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

UpdatedJun 11, 2025
Python

seungeunrho /minimalRL

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

UpdatedApr 22, 2023
Python

AI4Finance-Foundation /FinRL-Trading

For trading. Please star.

deep-reinforcement-learning openai-gym sharpe-ratio ddpg stock-trading ppo a2c-algorithm ensemble-strategy stock-trading-strategy automated-stock-trading

UpdatedFeb 5, 2026
Python

xuance

agi-brain /xuance

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

UpdatedFeb 20, 2026
Python

Rafael1s /Deep-Reinforcement-Learning-Algorithms

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

UpdatedJun 17, 2021
Jupyter Notebook

mushroom-rl

MushroomRL /mushroom-rl

Python library for Reinforcement Learning.

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

UpdatedAug 4, 2025
Python

TianhongDai /reinforcement-learning-algorithms

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)

algorithm deep-learning atari2600 flappy-bird deep-reinforcement-learning pytorch dqn ddpg sac actor-critic trpo dueling-dqn trust-region-policy-optimization proximal-policy-optimization ppo a2c soft-actor-critic

UpdatedDec 18, 2025
Python

fangvv /UAV-DDPG

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

UpdatedNov 19, 2025
Python

cpnota /autonomous-learning-library

A PyTorch library for building deep reinforcement learning agents.

reinforcement-learning deep-reinforcement-learning dqn reinforcement-learning-algorithms ddpg sac deep-q-learning deep-deterministic-policy-gradient proximal-policy-optimization ppo advantage-actor-critic a2c soft-actor-critic dqn-pytorch

UpdatedMar 17, 2024
Python

ghliu /pytorch-ddpg

Implementation of the Deep Deterministic Policy Gradient (DDPG) using PyTorch

deep-reinforcement-learning openai-gym pytorch ddpg

UpdatedAug 13, 2018
Python

ChenglongChen /pytorch-DRL

PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.

reinforcement-learning deep-reinforcement-learning pytorch multi-agent dqn rl deep-q-network ddpg drl actor-critic deep-deterministic-policy-gradient proximal-policy-optimization ppo advantage-actor-critic a2c acktr madrl

UpdatedNov 11, 2017
Python

archsyscall /DeepRL-TensorFlow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

machine-learning reinforcement-learning deep-learning tensorflow deep-reinforcement-learning dqn a3c reinforce ddpg sac double-dqn trpo dueling-dqn ppo a2c rainbow-dqn tensorflow2

UpdatedJun 4, 2022
Python

germain-hug /Deep-RL-Keras

Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)

reinforcement-learning keras openai dqn gym policy-gradient a3c ddpg ddqn keras-rl a2c d3qn dueling

UpdatedMay 25, 2020
Python

dongminlee94 /deep_rl

PyTorch implementation of deep reinforcement learning algorithms

deep-reinforcement-learning pytorch dqn ddpg sac npg ddqn trpo ppo a2c td3 model-free-rl vpg sac-aea

UpdatedNov 19, 2021
Python

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