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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

UpdatedMar 15, 2025
Python

sweetice /Deep-reinforcement-learning-with-pytorch

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

UpdatedMar 24, 2023
Python

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

UpdatedMar 14, 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

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

UpdatedFeb 28, 2025
Python

SLM-Lab

kengz /SLM-Lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

benchmark reinforcement-learning deep-reinforcement-learning pytorch dqn policy-gradient a3c sac ppo a2c

UpdatedFeb 16, 2025
Python

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

UpdatedFeb 17, 2025
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

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

UpdatedJan 16, 2021
Python

ikostrikov /jaxrl

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

reinforcement-learning deep-learning deep-reinforcement-learning gym flax behavioral-cloning sac continuous-control deep-deterministic-policy-gradient jax soft-actor-critic offline-reinforcement-learning batch-reinforcement-learning

UpdatedOct 26, 2022
Jupyter Notebook

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

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

MishaLaskin /curl

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning curl gpu deep-reinforcement-learning deep-learning-algorithms reinforcement-learning-algorithms deeplearning deep-q-network sac deep-q-learning reinforcement-agents deep-rl deeplearning-ai contrastive-loss off-policy contrastive-predictive-coding model-free-rl contrastive-learning

UpdatedOct 28, 2020
Python

denisyarats /pytorch_sac

PyTorch implementation of Soft Actor-Critic (SAC)

reinforcement-learning deep-learning deep-reinforcement-learning pytorch gym sac continuous-control actor-critic mujoco dm-control soft-actor-critic d4pg

UpdatedDec 5, 2021
Jupyter Notebook

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

StepNeverStop /RLs

Reinforcement Learning Algorithms Based on PyTorch

reinforcement-learning unity3d deep-reinforcement-learning pytorch gym sac ml-agents training-agents reinforcement-learning-algorithm

UpdatedOct 21, 2021
Python

denisyarats /drq

DrQ: Data regularized Q

python control reinforcement-learning deep-learning pixel deep-reinforcement-learning pytorch gym rl data-augmentation sac actor-critic mujoco model-free off-policy dm-control drq soft-actor-crit

UpdatedJan 13, 2023
Jupyter Notebook

rad

MishaLaskin /rad

RAD: Reinforcement Learning with Augmented Data

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rad deep-learning-algorithms rl codebase deep-q-network sac deep-q-learning ppo deeplearning-ai model-free off-policy dm-control data-soft-actor-critic data-augmentations mujoc

UpdatedMar 29, 2021
Jupyter Notebook

machin

iffiX /machin

Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

python reinforcement-learning deep-learning pytorch distributed dqn ddpg sac ppo prioritized-experience-replay td3 pytorch-lightning pytorch-reinforcement-learning a3c-pytorch

UpdatedAug 8, 2021
Python

sudharsan13296 /Deep-Reinforcement-Learning-With-Python

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

reinforcement-learning deep-learning deep-reinforcement-learning openai-gym q-learning dqn policy-gradient a3c ddpg sac inverse-reinforcement-learning actor-critic bellman-equation double-dqn trpo c51 ppo a2c td3

UpdatedApr 1, 2021
Jupyter Notebook

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