federated-learning

Open-source projects categorized as federated-learning
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Language: + Python + C++ + Jupyter Notebook
Topics: Machine Learning Deep Learning Pytorch Privacy Security
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Top 23 federated-learning Open-Source Projects

  • awesome-mlops

    A curated list of references for MLOps

  • PySyft

    Perform data science on data that remains in someone else's server

    • Project mention: A Better Mastodon Client | news.ycombinator.com | 2023-12-21

    https://github.com/OpenMined/PySyft - Federated Learning data science

    Incentives are much harder but smart contracts can handle the tech part.

    Going this route eventually you quickly have "quantum AI app store" and your system of government is a 12GB download. Can't even say if it's a good idea compared to e.g. anarcho-primitivism.

  • 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.

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  • FATE

    An Industrial Grade Federated Learning Framework

  • flower

    Flower: A Friendly Federated Learning Framework (by adap)

    • Project mention: Pyenv – lets you easily switch between multiple versions of Python | news.ycombinator.com | 2024-03-25

    We use Pyenv successfully for developing the Flower open-source project. We use a few simple Bash scripts to manage virtual environments with different Python versions via pyenv and the pyenv-virtualenv plugin.

    The main scripts are `venv-create.sh`, `venv-delete.sh` and `bootstrap.sh`. `venv-reset.sh` pulls these three scripts together to make reinstalling your venv a single command.

    Here's the link if anyone is interested: https://github.com/adap/flower/tree/main/dev

  • FedML

    FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://fedml.ai) is your generative AI platform at scale.

    • Project mention: [Experiment] The future of AI is open-source, and here is the plan | /r/samkoesnadi | 2023-06-05

    FedML https://github.com/FedML-AI/FedML might already provide a lot of tools to do the job

  • Awesome-Federated-Learning

    FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

  • primihub

    Privacy-Preserving Computing Platform 由密码学专家团队打造的开源隐私计算平台，支持多方安全计算、联邦学习、隐私求交、匿踪查询等。

    • Project mention: PrimiHub – Open-Source Privacy-Preserving Computing Platform | news.ycombinator.com | 2024-03-17

  • 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.

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  • FederatedScope

    An easy-to-use federated learning platform

  • openfl

    An open framework for Federated Learning. (by securefederatedai)

  • MetisFL

    The first open Federated Learning framework implemented in C++ and Python.

    • Project mention: Share Your Startup - July 2023 - Upvote for Maximum Visibility | /r/startups | 2023-07-06

    Startup Name/ URL: Nevron.AI https://github.com/NevronAI/metisfl / https://nevron.ai/

  • awesome-federated-learning

    resources about federated learning and privacy in machine learning (by poga)

  • FedScale

    FedScale is a scalable and extensible open-source federated learning (FL) platform.

  • Federated-Learning-in-PyTorch

    Handy PyTorch implementation of Federated Learning (for your painless research)

  • AIJack

    Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

  • fedjax

    FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

  • breaching

    Breaching privacy in federated learning scenarios for vision and text

  • pfl-research

    Simulation framework for accelerating research in Private Federated Learning

    • Project mention: Pfl: Python framework for Private Federated Learning simulations | news.ycombinator.com | 2024-03-05

  • msrflute

    Federated Learning Utilities and Tools for Experimentation

  • federated-xgboost

    Federated gradient boosted decision tree learning

  • Aweome-Heathcare-Federated-Learning

    A curated list of Federated Learning papers/articles and recent advancements.

  • FedCV

    FedCV: An Industrial-grade Federated Learning Framework for Diverse Computer Vision Tasks

  • Federated-Learning-Backdoor

    ICML 2022 code for "Neurotoxin: Durable Backdoors in Federated Learning" https://arxiv.org/abs/2206.10341

  • flpytorch

    FL_PyTorch: Optimization Research Simulator for Federated Learning

  • SaaSHub

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

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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).

federated-learning related posts

Index

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

Project Stars
1 awesome-mlops 11,719
2 PySyft 9,253
3 FATE 5,510
4 flower 4,166
5 FedML 4,060
6 Awesome-Federated-Learning 1,848
7 primihub 1,196
8 FederatedScope 1,195
9 openfl 658
10 MetisFL 530
11 awesome-federated-learning 517
12 FedScale 366
13 Federated-Learning-in-PyTorch 361
14 AIJack 318
15 fedjax 248
16 breaching 241
17 pfl-research 188
18 msrflute 178
19 federated-xgboost 64
20 Aweome-Heathcare-Federated-Learning 64
21 FedCV 62
22 Federated-Learning-Backdoor 56
23 flpytorch 35

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