deep-reinforcement-learning

Open-source projects categorized as deep-reinforcement-learning

Top 23 deep-reinforcement-learning Open-Source Projects

  • ML-From-Scratch

    Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

  • ml-agents

    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.

    Project mention: How do I change the maximum number of steps for training | /r/MLAgents | 2023-12-07
  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  • AirSim

    Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

    Project mention: Modding API for old game: Strategies to ensure it runs on older systems while not losing productivity? | /r/REGames | 2023-05-04
  • deep-learning-drizzle

    Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

  • carla

    Open-source simulator for autonomous driving research.

    Project mention: Tesla braces for its first trial involving Autopilot fatality | news.ycombinator.com | 2023-08-28
  • FinRL

    FinRL: Financial Reinforcement Learning. 🔥

    Project mention: Batendo BOVA11 - Approach usando Reinforcement Learning | /r/farialimabets | 2023-09-11

    FinRL ---> https://github.com/AI4Finance-Foundation/FinRL

  • trax

    Trax — Deep Learning with Clear Code and Speed

    Project mention: Replit's new Code LLM was trained in 1 week | news.ycombinator.com | 2023-05-03

    and the implementation https://github.com/google/trax/blob/master/trax/models/resea... if you are interested.

    Hope you get to look into this!

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • pwnagotchi

    (⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

    Project mention: Pwnagotchi: Deep Reinforcement Learning for WiFi Hacking | news.ycombinator.com | 2024-01-27
  • introtodeeplearning

    Lab Materials for MIT 6.S191: Introduction to Deep Learning

  • Practical_RL

    A course in reinforcement learning in the wild

  • cleanrl

    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.

  • Reinforcement-Learning

    Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning (by andri27-ts)

  • deep-rl-class

    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

  • 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).

  • tensorforce

    Tensorforce: a TensorFlow library for applied reinforcement learning

  • minimalRL

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

  • rlcard

    Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

    Project mention: [P] Looking for RL or rules-based No-Limit Hold 'Em Work | /r/MachineLearning | 2023-06-03
  • awesome-RLHF

    A curated list of reinforcement learning with human feedback resources (continually updated)

    Project mention: OpenDILab Awesome Paper Collection: RL with Human Feedback (3) | /r/u_OpenDILab | 2023-05-14

    Recently, OpenDILab made a paper collection about Reinforcement Learning with Human Feedback (RLHF) and it has been open-sourced on GitHub. This repository is dedicated to helping researchers to collect the latest papers on RLHF, so that they can get to know this area better and more easily.

  • Awesome-System-for-Machine-Learning

    A curated list of research in machine learning systems (MLSys). Paper notes are also provided.

  • muzero-general

    MuZero

    Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14

    I went looking for MuZero implementations in order to see how, exactly, they interact with the game space. Based on this one, which had the most stars in the muzero topic, it appears that it needs to be able to discern legal next steps from the current game state https://github.com/werner-duvaud/muzero-general/blob/master/...

    So, I guess for the cards Forge has implemented one could MuZero it, but I believe it's a bit chicken and egg with a "free text" game like M:TG -- in order to train one would need to know legal steps for any random game state, but in order to have legal steps one would need to be able to read and interpret English rules and card text

  • FinRL-Trading

    For trading. Please star.

  • deeptraffic

    DeepTraffic is a deep reinforcement learning competition, part of the MIT Deep Learning series.

  • rl-baselines3-zoo

    A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

    Project mention: Can't solve MountainCar-v0 with A2C algorithm (stable-baselines3) | /r/reinforcementlearning | 2023-06-27

    I'm trying to solve MountainCar-v0 enviroment from gymnasium with the A2C algorithm and the agent doesn't find a solution. I checked this so I added import stable_baselines3.common.sb2_compat.rmsprop_tf_like as RMSpropTFLike. Also checked the rl-baselines3-zoo for the hyperparameter tuning. So my code is:

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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). The latest post mention was on 2024-01-27.

deep-reinforcement-learning related posts

Index

What are some of the best open-source deep-reinforcement-learning projects? This list will help you:

Project Stars
1 ML-From-Scratch 23,060
2 ml-agents 16,194
3 AirSim 15,780
4 deep-learning-drizzle 11,685
5 carla 10,347
6 FinRL 8,908
7 trax 7,928
8 pwnagotchi 7,100
9 introtodeeplearning 6,808
10 Practical_RL 5,681
11 cleanrl 4,283
12 Reinforcement-Learning 4,091
13 deep-rl-class 3,556
14 pytorch-a2c-ppo-acktr-gail 3,423
15 tensorforce 3,273
16 minimalRL 2,709
17 rlcard 2,648
18 awesome-RLHF 2,621
19 Awesome-System-for-Machine-Learning 2,377
20 muzero-general 2,357
21 FinRL-Trading 1,847
22 deeptraffic 1,732
23 rl-baselines3-zoo 1,731
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