Top 9 Python A2c Projects

tianshou

8 7,378 9.5 Python

An elegant PyTorch deep reinforcement learning library.

Project mention: Is it better to not use the Target Update Frequency in Double DQN or depends on the application? | /r/reinforcementlearning | 2023-07-05

The tianshou implementation I found at https://github.com/thu-ml/tianshou/blob/master/tianshou/policy/modelfree/dqn.py is DQN by default.

cleanrl

41 4,414 6.7 Python

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

Project mention: [P] PettingZoo 1.24.0 has been released (including Stable-Baselines3 tutorials) | /r/reinforcementlearning | 2023-08-24

PettingZoo 1.24.0 is now live! This release includes Python 3.11 support, updated Chess and Hanabi environment versions, and many bugfixes, documentation updates and testing expansions. We are also very excited to announce 3 tutorials using Stable-Baselines3, and a full training script using CleanRL with TensorBoard and WandB.

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ElegantRL

6 3,436 7.4 Python

Massively Parallel Deep Reinforcement Learning. 🔥
pytorch-a2c-ppo-acktr-gail

3 3,423 0.0 Python

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).
minimalRL

5 2,725 1.6 Python

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
autonomous-learning-library

2 638 7.6 Python

A PyTorch library for building deep reinforcement learning agents.
DeepRL-TensorFlow2

2 573 0.0 Python

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

2 12 2.5 Python

Deep reinforcement learning framework for fast prototyping based on PyTorch
IRL

1 1 0.0 Python

Algorithms for Inverse Reinforcement Learning

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python A2c related posts

Is it better to not use the Target Update Frequency in Double DQN or depends on the application?
1 project | /r/reinforcementlearning | 5 Jul 2023
他們能回來嗎
1 project | /r/real_China_irl | 25 Feb 2023
PPO implementation in TensorFlow2
1 project | /r/reinforcementlearning | 12 Sep 2021
My implementations of RL algorithms + demo and tutorial
1 project | /r/deeplearning | 6 Sep 2021
RL command line tool demo + notebook
1 project | /r/Python | 6 Sep 2021
Xagents: Deep reinforcement learning command line tool box
1 project | news.ycombinator.com | 6 Sep 2021
xagents: deep reinforcement learning command line tool box
1 project | /r/neuralnetworks | 6 Sep 2021
A note from our sponsor - WorkOS
workos.com | 25 Apr 2024

The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

Index

What are some of the best open-source A2c projects in Python? This list will help you:

	Project	Stars
1	tianshou	7,378
2	cleanrl	4,414
3	ElegantRL	3,436
4	pytorch-a2c-ppo-acktr-gail	3,423
5	minimalRL	2,725
6	autonomous-learning-library	638
7	DeepRL-TensorFlow2	573
8	actorch	12
9	IRL	1