Python federated-learning

Open-source Python projects categorized as federated-learning
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Topics: Machine Learning Pytorch Deep Learning Privacy Security
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Top 18 Python federated-learning Projects

  • 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.

  • FATE

    An Industrial Grade Federated Learning Framework

  • InfluxDB

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  • 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

  • FederatedScope

    An easy-to-use federated learning platform

  • 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/

  • FedScale

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

  • 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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  • Federated-Learning-in-PyTorch

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

  • 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

  • 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

  • openRiskScore

    A python framework for risk scoring

  • Federated-Recommendation-Neural-Collaborative-Filtering

    Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federate this recommendation system.

  • federeco

    implementation of federated neural collaborative filtering algorithm

  • SaaSHub

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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).

Python federated-learning related posts

Index

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

Project Stars
1 PySyft 9,253
2 FATE 5,498
3 flower 4,166
4 FedML 4,060
5 FederatedScope 1,195
6 MetisFL 530
7 FedScale 365
8 Federated-Learning-in-PyTorch 358
9 fedjax 248
10 breaching 241
11 pfl-research 188
12 msrflute 178
13 FedCV 62
14 Federated-Learning-Backdoor 56
15 flpytorch 35
16 openRiskScore 29
17 Federated-Recommendation-Neural-Collaborative-Filtering 25
18 federeco 9

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