flower

google-parfait/tensorflow-federated2.3K

Decentralized ML framework

An open-source framework for training machine learning models across decentralized data

federatedai/fate5.8K

Data Collaboration Platform

Enables secure collaboration on data among multiple parties while protecting privacy and security

fedml-ai/fedml4.2K

ML framework

A unified and scalable machine learning library for large-scale distributed training, model serving, and federated learning.

smilelab-fl/fedlab743

Federated Learning Framework

A flexible framework for distributed machine learning where participants train local models and collaboratively optimize them without sharing data

scaleoutsystems/fedn145

Federated Learning Framework

An open source federated learning framework designed to be secure, scalable and easy-to-use for enterprise environments

federatedai/eggroll242

Machine learning framework

A framework for distributed machine learning

federatedai/fate-client3

Federated Learning Toolkit

Provides tools and APIs for designing, scheduling, and running federated machine learning jobs in a secure and efficient manner.

symbioticlab/fedscale390

FL platform

A federated learning platform with tools and datasets for scalable and extensible machine learning experimentation

easyfl-ai/easyfl9

Federated learning platform

An easy-to-use platform for federated learning on PyTorch

federatedai/fate-flow53

Federated Learning Platform

An end-to-end federated learning workflow platform for managing data and models across multiple parties

jackie840129/fedfr14

FedFR framework

An open-source software framework for jointly optimizing face recognition models in federated learning settings.

facebookresearch/mmf5.5K

Multimodal framework

A modular framework for building vision and language multimodal research projects using PyTorch.

aiot-mlsys-lab/fedrolex61

Federated Learning framework

An approach to heterogeneous federated learning allowing for model training on diverse devices with varying resources.

litian96/ditto138

Federated Learning Framework

A framework for personalized federated learning to balance fairness and robustness in decentralized machine learning systems.

mediabrain-sjtu/fedgela11

Data Fusion Tool

This project enables federated learning across partially class-disjoint data with curated bilateral curation.