differential-privacy 开源项目推荐（782 个）

interpretml /interpret

适合可解释的模型。解释黑匣子机器学习。

google /differential-privacy

Google's differential privacy libraries.

secretflow /secretflow

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

TsingZ0 /PFLlib

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

innovation-cat /Awesome-Federated-Machine-Learning

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

meta-pytorch /opacus

Training PyTorch models with differential privacy

GreenmaskIO /greenmask

数据库匿名化和测试数据管理

IBM /differential-privacy-library

Diffprivlib: The IBM Differential Privacy Library

mostly-ai /mostlyai

Synthetic Data SDK ✨

BUAA-BDA /OpenHuFu

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

KarhouTam /FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

gretelai /gretel-synthetics

Synthetic data generators for structured and unstructured text, featuring differentially private learning.

OpenMined /PyDP

The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy

opendp /opendp

The core library of differential privacy algorithms powering the OpenDP Project.

Koukyosyumei /AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

wenzhu23333 /Differential-Privacy-Based-Federated-Learning

关于基于DP的联合学习，包括论文和代码，你想要的一切。（机制：拉普拉斯或高斯，数据集：femnist、shakespeare、mnist、cifar-10 和 fashion-mnist。）

SAP-archive /machine-learning-diff-private-federated-learning

Simulate a federated setting and run differentially private federated learning.

JeffffffFu /Awesome-Differential-Privacy-and-Meachine-Learning

Differentially private federated learning: A systematic review (ACM Survey); Adap dp-fl: Differentially private federated learning with adaptive noise (TrustCom'2022)

apple /pfl-research

Simulation framework for accelerating research in Private Federated Learning

Guyanqi /Awesome-Privacy

Repository for collection of research papers on privacy.