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Stars

Federated Learning

86 repositories

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

Python 9,633 2,000 Updated Feb 23, 2025

Implementation of SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Python 67 14 Updated Feb 1, 2023

Flower: A Friendly Federated AI Framework

Python 5,528 949 Updated Mar 10, 2025

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 o…

Python 3,803 744 Updated Mar 3, 2025

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

1,944 331 Updated Sep 3, 2022

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

66 23 Updated Jun 25, 2024

Federated Learning Course Materials

Jupyter Notebook 64 30 Updated May 18, 2021

NVIDIA Federated Learning Application Runtime Environment

Python 700 187 Updated Mar 9, 2025

Federated Learning for Object Detection in Autonomous Vehicles

Python 27 12 Updated May 14, 2021

FedML for Autonomous Driving (AD), Intelligent Transportation Systems (ITS), Connected and Automated Vehicles (CAV)

37 5 Updated Apr 2, 2024

FedPylot: Navigating Federated Learning for Real-Time Object Detection in Internet of Vehicles

Jupyter Notebook 27 11 Updated Jan 21, 2025

Official Implementation of FedRCL (CVPR 2024)

Python 19 5 Updated Jun 6, 2024

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

Python 1,325 451 Updated May 7, 2024

Master Federated Learning in 2 Hours—Run It on Your PC!

Python 1,647 335 Updated Mar 10, 2025

An easy-to-use federated learning platform

Python 1,380 228 Updated Aug 10, 2024

A Benchmark of Real-world Image Dataset for Federated Learning

Python 42 11 Updated Oct 9, 2019

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

Python 396 119 Updated Dec 18, 2023

Simulation framework for accelerating research in Private Federated Learning

Jupyter Notebook 319 37 Updated Jan 31, 2025

A collection of Google research projects related to Federated Learning and Federated Analytics.

Python 707 199 Updated Jul 30, 2024

Implementation of FedBary

Python 11 4 Updated Mar 4, 2025

Source code for MICCAI 2023 paper entitled: 'FeSViBS: Federated Split Learning of Vision Transformer with Block Sampling'

Python 20 3 Updated Sep 25, 2023

Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives

TeX 7 2 Updated Feb 29, 2024
Python 4 1 Updated Jun 13, 2024
Jupyter Notebook 52 19 Updated Apr 5, 2022

COALA: A Practical and Vision-Centric Federated Learning Platform, accepted to ICML'24

Python 114 2 Updated Nov 14, 2024
Python 44 6 Updated Feb 23, 2024

An easy-to-use federated learning platform

Python 298 51 Updated Aug 23, 2023

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

Shell 682 97 Updated Oct 21, 2024

An Open Framework for Federated Learning.

Python 756 219 Updated Mar 10, 2025