← Back to the directory

vwxyzjn/cleanrl

View on GitHub

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

vwxyzjn/cleanrl is #3,557 on the bestofgithub Elo ladder, in Gold II, with a rating of 1,601 (+29 this week). It has 10,689 stars, 33 gained in the last week.

Gold II

1,601 Elo

  • #3,557 on the ladder
  • −3 today · +29 this week
  • Peak 1,605
3 Elo to Gold I

Stars

10,689

  • +3 today
  • +33 this week
  • – this month

Repository

Forks
1.1k
Language
Python
Last push
Category
AI & Agents

Achievements

bestofgithub badgeMaintainer? Show your league in your README

Card: your league's emblem, from Copper to Legendary

[![bestofgithub](https://bestofgithub.dev/badge/vwxyzjn/cleanrl.svg?style=card)](https://bestofgithub.dev/repo/vwxyzjn/cleanrl)

Flat: fits beside your other badges

[![bestofgithub](https://bestofgithub.dev/badge/vwxyzjn/cleanrl.svg)](https://bestofgithub.dev/repo/vwxyzjn/cleanrl)

Install

git
git clone https://github.com/vwxyzjn/cleanrl.git

Similar repositories

Farama-Foundation/Gymnasium

Open on GitHubPython

A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

  • 1,643+5 Elo, change today
  • 12.8k stars
  • 1.5k forks
git
git clone https://github.com/Farama-Foundation/Gymnasium.git
  • api
  • gym
  • reinforcement-learning

google/trax

Open on GitHubPython

Trax — Deep Learning with Clear Code and Speed

  • 1,371+1 Elo, change today
  • 8.3k stars
  • 814 forks
  • archived
git
git clone https://github.com/google/trax.git
  • deep-learning
  • deep-reinforcement-learning
  • jax
  • machine-learning

yenchenlin/DeepLearningFlappyBird

Open on GitHubPython

Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).

  • 1,367−2 Elo, change today
  • 6.8k stars
  • 2k forks
git
git clone https://github.com/yenchenlin/DeepLearningFlappyBird.git
  • deep-learning
  • deep-reinforcement-learning
  • game

thu-ml/tianshou

Open on GitHubPython

An elegant PyTorch deep reinforcement learning library.

  • 1,454+4 Elo, change today
  • 11k stars
  • 1.3k forks
git
git clone https://github.com/thu-ml/tianshou.git
  • a2c
  • atari
  • bcq
  • cql

Unity-Technologies/ml-agents

Open on GitHubC#

The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

  • 1,725−1 Elo, change today
  • 19.8k stars
  • 4.5k forks
  • 553 watchers
git
git clone https://github.com/Unity-Technologies/ml-agents.git
  • deep-learning
  • deep-reinforcement-learning
  • machine-learning
  • neural-networks

README

Loading README…