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federated-learning

Here are 588 public repositories matching this topic...

visenger / awesome-mlops

A curated list of references for MLOps

engineering devops data-science machine-learning ai ml software-engineering federated-learning mlops

Updated Oct 5, 2022

OpenMined / PySyft

Sponsor

Data science on data without acquiring a copy

python cryptography privacy deep-learning pytorch hacktoberfest secure-computation syft federated-learning

Updated Oct 18, 2022
Jupyter Notebook

FederatedAI / FATE

An Industrial Grade Federated Learning Framework

machine-learning algorithm fate privacy-preserving federated-learning

Updated Oct 18, 2022
Python

FedML-AI / FedML

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

security machine-learning marketplace privacy deep-learning blockchain inference-engine distributed-training federated-learning mlops edge-ai on-device-training

Updated Oct 17, 2022
Python

flower

adap / flower

Flower - A Friendly Federated Learning Framework

flower federated-learning federated-learning-framework pytorch-federated-learning tensorflow-federated-learning keras-federated-learning federated-analytics fleet-learning fleet-intelligence

Updated Oct 11, 2022
Python

chaoyanghe / Awesome-Federated-Learning

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

machine-learning privacy computer-vision semi-supervised-learning transfer-learning wireless-communication distributed-optimization interpretability neural-architecture-search federated-learning continual-learning vertical-federated-learning non-iid decentralized-federated-learning hierarchical-federated-learning adversarial-attack-and-defense communication-efficiency straggler-problem computation-efficiency incentive-mechanism

Updated Sep 3, 2022

secretflow / secretflow

A unified framework for privacy-preserving data analysis and machine learning

machine-learning data-analysis homomorphic-encryption differential-privacy privacy-preserving federated-learning trusted-execution-environment private-set-intersection split-learning secure-multiparty-computation

Updated Oct 17, 2022
Python

AshwinRJ / Federated-Learning-PyTorch

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

python deep-learning distributed-computing pytorch federated-learning

Updated Jun 10, 2022
Python

shaoxiongji / federated-learning

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

deep-learning pytorch federated-learning

Updated Nov 18, 2021
Python

alibaba / FederatedScope

An easy-to-use federated learning platform

machine-learning pytorch federated-learning

Updated Oct 18, 2022
Python

innovation-cat / Awesome-Federated-Machine-Learning

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

security machine-learning computer-vision deep-learning distributed-computing differential-privacy edge-computing federated-learning privacy-preserving-machine-learning

Updated Oct 18, 2022

wardseptember / notes

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。

machine-learning spring-boot spring-cloud data-structures javaee federated-learning

Updated Jun 17, 2022
HTML

mbs0221 / Multitask-Learning

Awesome Multitask Learning Resources

machine-learning deep-learning transfer-learning convex-optimization domain-adaptation multi-task-learning meta-learning federated-learning few-shot-learning sparse-learning

Updated Apr 13, 2021

LatticeX-Foundation / Rosetta

A Privacy-Preserving Framework Based on TensorFlow

homomorphic-encryption secure-computation federated-learning privacy-preserving-machine-learning zero-knowledge-proofs secure-multiparty-computation

Updated Apr 26, 2022
C++

poga / awesome-federated-learning

resources about federated learning and privacy in machine learning

privacy deep-learning federated-learning medical-data

Updated May 31, 2022

tushar-semwal / awesome-federated-computing

📚

👓 A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

machine-learning deep-learning decentralized distributed-computing awesome-list federated-learning

Updated Jun 15, 2022

weimingwill / awesome-federated-learning

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

machine-learning privacy data-privacy distributed-optimization meta-learning federated-learning federated-optimization differential-privacy-deep-learning federated-learning-framework non-iid decentralized-federated-learning communication-efficiency statistical-heterogeneity

Updated Aug 7, 2022
Shell

intel / openfl

An open framework for Federated Learning.

python machine-learning deep-learning distributed-computing openfl secure-computation collaborative-learning federated-learning distributed-learning privacy-preserving-machine-learning federated-learning-framework fedavg fedprox pytorch-federated-learning tensorflow-federated-learning keras-federated-learning federated-analytics federated-deep-learning fedcurv fedopt

Updated Oct 18, 2022
Python

youngfish42 / Awesome-Federated-Learning-on-Graph-and-Tabular-Data

Federated learning on graph and tabular data related papers, frameworks, and datasets.

Updated Oct 15, 2022
Python

bharathgs / Awesome-Distributed-Deep-Learning

A curated list of awesome Distributed Deep Learning resources.

nlp distributed-systems data-science machine-learning natural-language-processing awesome deep-neural-networks computer-vision deep-learning asynchronous gpu distributed-computing neural-networks hyperparameter-optimization awesome-list federated-learning

Updated Nov 23, 2021

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