Federated Learning Frameworks

Flower

A friendly federated learning framework

GitHub Link

Languages: Python

License: Apache-2.0

GitHub Stars: 5358

Last Updated: 2023

FEDn

FEDn: An enterprise-ready open source federated learning framework. This repository contains the Python framework, CLI and API.

GitHub Link

Languages: Python, JavaScript

License: Apache-2.0

GitHub Stars: 146

Last Updated: 2023

PySyft

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

GitHub Link

Languages: Python

License: Apache-2.0

GitHub Stars: 9548

Last Updated: 2023

TensorFlow Federated

An open-source framework for machine learning and other computations on decentralized data.

GitHub Link

Languages: Python

License: Apache-2.0

GitHub Stars: 2341

Last Updated: 2023

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.

GitHub Link

Languages: Python

License: Apache-2.0

GitHub Stars: 3770

Last Updated: 2023

OpenFL

An Open Framework for Federated Learning.

GitHub Link

Languages: Python

License: Apache-2.0

GitHub Stars: 748

Last Updated: 2023