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The Top 23 Federated Learning Open Source Projects

Open source projects categorized as Federated Learning
Categories > Federated Learning
Awesome Mlops ⭐ 11,844
A curated list of references for MLOps
most recent commit a month ago
Pysyft ⭐ 9,332
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228most recent commit 7 days agopypi syft} Downloads
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33most recent commit 5 months agopypi fate-client} Downloads
Fedml ⭐ 3,946
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://nexus.fedml.ai) is the dedicated cloud service for generative AI
dependent packages 1total releases 342most recent commit 5 months agopypi fedml} Downloads
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28most recent commit 5 months agopypi flwr} Downloads
Secretflow ⭐ 2,101
A unified framework for privacy-preserving data analysis and machine learning
total releases 48most recent commit 5 months ago
Awesome Federated Learning ⭐ 1,481
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
most recent commit 2 years ago
Awesome Federated Machine Learning ⭐ 1,425
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
most recent commit 5 months ago
Pfllib ⭐ 1,176
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
most recent commit 2 months ago
Primihub ⭐ 1,146
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。
most recent commit 5 months ago
Federatedscope ⭐ 1,128
An easy-to-use federated learning platform
total releases 2most recent commit 6 months ago
Awesome Fl ⭐ 1,103
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
most recent commit 5 months ago
Federated Learning ⭐ 1,042
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
most recent commit 7 months ago
Medmnist ⭐ 903
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
total releases 7most recent commit 5 months ago
Federated Learning Pytorch ⭐ 902
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
most recent commit a year ago
Openhufu ⭐ 699
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
most recent commit 6 months ago
Notes ⭐ 694
算法刷题指南、Java多线程与高并发、Java集合源码、Spring boot、Spring Cloud等笔记，源码级学习笔记后续也会更新。
most recent commit a year ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9most recent commit 2 months ago
Fedlab ⭐ 612
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
total releases 16most recent commit 5 months ago
Metisfl ⭐ 530
The first open Federated Learning framework implemented in C++ and Python.
most recent commit 8 months ago
Complete Life Cycle Of A Data Science Project ⭐ 499
Complete-Life-Cycle-of-a-Data-Science-Project
most recent commit 6 months ago
Awesome Federated Learning ⭐ 492
resources about federated learning and privacy in machine learning
most recent commit a year ago
Awesome Federated Learning ⭐ 482
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
most recent commit a year ago
The 8 Most Depended On Federated Learning Open Source Projects
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28latest release November 28, 2023most recent commit 5 months agopypi flwr} Downloads
Xaynet ⭐ 194
Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.
dependent packages 5total releases 2latest release January 18, 2021most recent commit 2 years agocargo xaynet-core} Downloads
Pysyft ⭐ 9,332
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228latest release December 07, 2023most recent commit 7 days agopypi syft} Downloads
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33latest release September 20, 2023most recent commit 5 months agopypi fate-client} Downloads
Disco ⭐ 111
Decentralized & federated privacy-preserving ML training, using p2p networking, in JS
dependent packages 1total releases 3latest release November 15, 2022most recent commit 5 months agonpm @epfml/discojs-node} Downloads
Substra ⭐ 266
Low-level Python library used to interact with a Substra network
dependent packages 1total releases 48latest release October 20, 2023most recent commit 3 months agopypi substra} Downloads
The 10 Latest Releases In Federated Learning Open Source Projects
Pysyft ⭐ 9,332
Perform data science on data that remains in someone else's server
dependent packages 2total releases 228latest release December 07, 2023most recent commit 7 days agopypi syft} Downloads
Secretflow ⭐ 2,101
A unified framework for privacy-preserving data analysis and machine learning
total releases 48latest release December 06, 2023most recent commit 5 months ago
Flower ⭐ 3,545
Flower: A Friendly Federated Learning Framework
dependent packages 6total releases 28latest release November 28, 2023most recent commit 5 months agopypi flwr} Downloads
Redco ⭐ 35
MLSys Workshop NeurIPS 2023 - Redco: A Lightweight Tool to Automate Distributed Training and Inference
total releases 11latest release November 08, 2023most recent commit 6 months ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9latest release October 24, 2023most recent commit 2 months ago
Substra ⭐ 266
Low-level Python library used to interact with a Substra network
dependent packages 1total releases 48latest release October 20, 2023most recent commit 3 months agopypi substra} Downloads
Fate ⭐ 5,366
An Industrial Grade Federated Learning Framework
dependent packages 1total releases 33latest release September 20, 2023most recent commit 5 months agopypi fate-client} Downloads
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