NVFlare

Federated ML platform

An extensible Python SDK for building secure and private machine learning applications in a federated paradigm

NVIDIA Federated Learning Application Runtime Environment

GitHub

658 stars
21 watching
182 forks
Language: Python
last commit: about 1 month ago
decentralizedfederated-analyticsfederated-computingfederated-learningpetprivacy-protectionpython

Related projects:

Repository Description Stars
federatedai/fate-client Provides tools and APIs for designing, scheduling, and running federated machine learning jobs in a secure and efficient manner. 3
securefederatedai/openfl A Python framework for collaborative machine learning without sharing sensitive data 738
microsoft/msrflute A platform for conducting high-performance federated learning simulations in Python. 185
symbioticlab/fedscale A federated learning platform with tools and datasets for scalable and extensible machine learning experimentation 390
bytedance/fedlearner An open source framework for collaborative machine learning with data distributed across multiple institutions. 891
nvidiagameworks/flex A particle-based simulation library for real-time applications 675
hypervoyager/pfl An implementation of heterogeneous federated learning with parallel edge and server computation 17
alibaba/federatedscope A comprehensive platform for federated learning, providing an event-driven architecture and flexible customization for various tasks in academia and industry. 1,335
federatedai/fedvision A federated learning platform for computer vision tasks using PaddleFL and PaddleDetection 112
smilelab-fl/fedlab A flexible framework for distributed machine learning where participants train local models and collaboratively optimize them without sharing data 743
joncox123/cortexsys A toolbox for building and training deep neural networks in Matlab 70
mediabrain-sjtu/pfedgraph This project enables personalized federated learning with inferred collaboration graphs to improve the performance of machine learning models on non-IID (non-independent and identically distributed) datasets. 26
ml-tooling/ml-workspace An all-in-one web-based IDE for machine learning and data science 3,446
lyn1874/fedpvr An implementation of a federated learning algorithm for handling heterogeneous data 6
aiot-mlsys-lab/fedrolex An approach to heterogeneous federated learning allowing for model training on diverse devices with varying resources. 61