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federated-learning

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visenger /awesome-mlops

A curated list of references for MLOps

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

UpdatedNov 21, 2024

OpenMined /PySyft

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

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

UpdatedJul 15, 2025
Python

flower

adap /flower

Flower: A Friendly Federated AI Framework

android python raspberry-pi ios machine-learning framework ai deep-learning cpp tensorflow scikit-learn grpc pytorch artificial-intelligence flower federated-learning federated-learning-framework federated-analytics fleet-learning fleet-intelligence

UpdatedJul 18, 2025
Python

FederatedAI /FATE

An Industrial Grade Federated Learning Framework

machine-learning algorithm fate privacy-preserving federated-learning

UpdatedNov 19, 2024
Python

FedML-AI /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. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

machine-learning deep-learning inference-engine model-deployment model-serving distributed-training federated-learning mlops edge-ai ai-agent on-device-training

UpdatedJul 7, 2025
Python

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 confidential-computing

UpdatedJul 16, 2025
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

UpdatedSep 3, 2022

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

UpdatedMay 30, 2024

TsingZ0 /PFLlib

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

python iot privacy attack distributed-computing pytorch personalization imagenet differential-privacy privacy-protection heterogeneity federated-learning dlg non-iid domainnet

UpdatedJun 30, 2025
Python

Awesome-FL

youngfish42 /Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

security machine-learning natural-language-processing information-retrieval data-mining awesome privacy database computer-vision system deep-learning graph paper tabular-data efficiency artificial-intelligence knowledge-graph federated-learning graph-neural-networks federated-learning-framework

UpdatedMay 31, 2025
Python

alibaba /FederatedScope

An easy-to-use federated learning platform

machine-learning pytorch federated-learning

UpdatedAug 10, 2024
Python

shaoxiongji /federated-learning

A PyTorch Implementation of Federated Learning

deep-learning pytorch federated-learning

UpdatedJul 25, 2024
Python

AshwinRJ /Federated-Learning-PyTorch

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

python deep-learning distributed-computing pytorch federated-learning

UpdatedMay 7, 2024
Python

primihub /primihub

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。

security-protocol mpc psi hacktoberfest pir multi-party-computation privacy-preserving fl federated-learning private-information-retrieval private-set-intersection

UpdatedDec 2, 2024
C++

MedMNIST

MedMNIST /MedMNIST

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

benchmark machine-learning deep-learning pytorch medical dataset medical-imaging mnist classification medical-image-computing multi-modal 3d 2d automl decathlon medical-image-analysis federated-learning few-shot-learning medmnist

UpdatedJan 11, 2025
Python

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

UpdatedJun 16, 2023
HTML

securefederatedai /openfl

An Open Framework for Federated Learning.

python federated-learning trusted-execution-environment privacy-preserving-ml federated-analytics federated-evaluation

UpdatedJul 1, 2025
Python

SMILELab-FL /FedLab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

machine-learning deep-learning pytorch federated-learning federated-learning-framework pytorch-federated-learning fedlab

UpdatedAug 12, 2024
Jupyter Notebook

NVIDIA /NVFlare

NVIDIA Federated Learning Application Runtime Environment

python decentralized pet privacy-protection federated-learning federated-analytics federated-computing

UpdatedJul 17, 2025
Python

BUAA-BDA /OpenHuFu

OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.

transportation mpc spatial-analysis data-privacy data-sharing spatial-data-analysis secure-computation differential-privacy spatial-queries swarm-intelligence data-security privacy-preserving multiparty-computation federated-learning data-federation

UpdatedOct 25, 2024
Java

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