differential-privacy topic

List differential-privacy repositories

PATE

42
Stars
9
Forks
Watchers

Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/1610.05755)

Awesome-Federated-Machine-Learning

1.6k
Stars
242
Forks
Watchers

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

SPRINT_gan

105
Stars
35
Forks
Watchers

Privacy-preserving generative deep neural networks support clinical data sharing

awesome-secure-computation

193
Stars
14
Forks
Watchers

Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.

interpret

6.1k
Stars
715
Forks
Watchers

Fit interpretable models. Explain blackbox machine learning.

PFLlib

1.2k
Stars
262
Forks
Watchers

We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study

PyDP

483
Stars
134
Forks
Watchers

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

secretflow

2.2k
Stars
362
Forks
Watchers

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

Simulate a federated setting and run differentially private federated learning.