A2c Open Source Projects

Browse 35 A2c open source projects, ranked by GitHub stars. Find the most popular A2c tools and libraries.

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10,872 stars

thu-ml/tianshou

An elegant PyTorch deep reinforcement learning library.

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Stars10,872
10,125 stars

vwxyzjn/cleanrl

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

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Stars10,125
4,727 stars

andri27-ts/Reinforcement-Learning

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

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Stars4,727
4,641 stars

sweetice/Deep-reinforcement-learning-with-pytorch

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

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Stars4,641
4,349 stars

AI4Finance-Foundation/ElegantRL

Massively Parallel Deep Reinforcement Learning. 🔥

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Stars4,349
3,902 stars

ikostrikov/pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

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Stars3,902
3,900 stars

simoninithomas/Deep_reinforcement_learning_Course

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

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Stars3,900
3,432 stars

ShangtongZhang/DeepRL

Modularized Implementation of Deep RL Algorithms in PyTorch

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Stars3,432
3,214 stars

seungeunrho/minimalRL

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

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Stars3,214
1,359 stars

kengz/SLM-Lab

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

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Stars1,359
1,285 stars

Khrylx/PyTorch-RL

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

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Stars1,285
1,081 stars

qfettes/DeepRL-Tutorials

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

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Stars1,081
1,077 stars

agi-brain/xuance

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

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Stars1,077
1,025 stars

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.

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Stars1,025
726 stars

lcswillems/rl-starter-files

RL starter files in order to immediately train, visualize and evaluate an agent without writing any line of code

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Stars726
696 stars

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)

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Stars696
655 stars

cpnota/autonomous-learning-library

A PyTorch library for building deep reinforcement learning agents.

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Stars655
617 stars

ChenglongChen/pytorch-DRL

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

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Stars617
600 stars

marload/DeepRL-TensorFlow2

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

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Stars600
550 stars

germain-hug/Deep-RL-Keras

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

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Stars550
534 stars

Omegastick/pytorch-cpp-rl

PyTorch C++ Reinforcement Learning

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Stars534
487 stars

dongminlee94/deep_rl

PyTorch implementation of deep reinforcement learning algorithms

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Stars487
474 stars

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

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Stars474
412 stars

pythonlessons/Reinforcement_Learning

Reinforcement learning tutorials

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Stars412
302 stars

bentrevett/pytorch-rl

Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]

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Stars302
302 stars

cyoon1729/RLcycle

A library for ready-made reinforcement learning agents and reusable components for neat prototyping

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Stars302
225 stars

sungyubkim/Deep_RL_with_pytorch

A pytorch tutorial for DRL(Deep Reinforcement Learning)

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Stars225
208 stars

lcswillems/torch-ac

Recurrent and multi-process PyTorch implementation of deep reinforcement Actor-Critic algorithms A2C and PPO

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Stars208
204 stars

inoryy/tensorflow2-deep-reinforcement-learning

Code accompanying the blog post "Deep Reinforcement Learning with TensorFlow 2.1"

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Stars204
182 stars

MG2033/A2C

A Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow

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Stars182
149 stars

CherryPieSexy/imitation_learning

PyTorch implementation of some reinforcement learning algorithms: A2C, PPO, Behavioral Cloning from Observation (BCO), GAIL.

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Stars149
141 stars

simonmeister/pysc2-rl-agents

StarCraft II / PySC2 Deep Reinforcement Learning Agents (A2C)

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Stars141
126 stars

tobiasfshr/deep-reinforcement-learning-drone-control

A drone control system based on deep reinforcement learning with Tensorflow and ROS

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Stars126
100 stars

cyoon1729/Policy-Gradient-Methods

Implementation of Algorithms from the Policy Gradient Family. Currently includes: A2C, A3C, DDPG, TD3, SAC

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Stars100
100 stars

davide97l/rl-policies-attacks-defenses

Adversarial attacks on Deep Reinforcement Learning (RL)

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Stars100
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