privacy-preserving 开源项目推荐（456 个）

EthicalML /awesome-production-machine-learning

一份精选的优秀开源库列表，用于部署、监控、版本管理和扩展你的机器学习

tenacityteam /tenacity-legacy

THIS REPO IS NOT MAINTAINED ANYMORE. Please see https://codeberg.org/tenacityteam/tenacity for Tenacity, which is maintained.

FederatedAI /FATE

An Industrial Grade Federated Learning Framework

secretflow /secretflow

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

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。

mikeroyal /Linux-Guide

Linux指南。了解Linux硬件供应商、云中的Linux、桌面环境、窗口管理器、Linux发行版、Linux安全性、图形（AMD/NVIDIA/Intel ARC）和软件应用程序。

WeBankBlockchain /WeIdentity

基于区块链的符合W3C DID和Verifiable Credential规范的分布式身份解决方案

XTraceAI /cuhepy

GPU-accelerated homomorphic encryption in Python: Paillier and BFV, with encrypted nearest-neighbour search. Experimental research code.

BUAA-BDA /OpenHuFu

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

PlatONnetwork /PlatON-Go

Golang implementation of the PlatON protocol

sheshbabu /freshlytics

Open source privacy-friendly analytics

secretflow /spu

SPU (Secure Processing Unit) aims to be a provable, measurable secure computation device, which provides computation ability while keeping your private data protected.

apache /wayang

Apache Wayang is the first cross-platform data processing system.

Tisha-runwal /Personalized-Federated-Learning-for-Privacy--Preserving-and-Scalable-IoT-Driven-Smart-Healthcare

A Personalized Federated Learning (PFL-HCare) framework for IoT healthcare. Features MAML meta-learning, Differential Privacy (RDP), and gradient quantization for efficiency. Includes a React/FastAPI dashboard for real-time monitoring.

ViTAE-Transformer /ViTAE-Transformer-Matting

A comprehensive list [AIM@IJCAI'21, P3M@MM'21, GFM@IJCV'22, RIM@CVPR'23, P3MNet@IJCV'23] of our research works related to image matting, including papers, codes, datasets, demos, and citations. Note: The repo for [IJCV'23] "Rethinking Portrait Matting with Privacy Preserving" has been moved to: https://github.com/ViTAE-Transformer/P3M-Net

NervanaSystems /he-transformer

nGraph-HE: Deep learning with Homomorphic Encryption (HE) through Intel nGraph

Billy1900 /Awesome-Differential-Privacy

Differential private machine learning

epfml /disco

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

Sin7Y /olavm

A STARK-based ZKVM which aims to Programmable Scalability, Programmable Privacy

mypdns /matrix

My Privacy DNS #Matrix lists for blacklisting