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22 search results found

Interpret ⭐ 5,992

Fit interpretable models. Explain blackbox machine learning.

Secretflow ⭐ 2,101

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

Opacus ⭐ 1,535

Training PyTorch models with differential privacy

Awesome Federated Machine Learning ⭐ 1,425

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

Differential Privacy Library ⭐ 753

Diffprivlib: The IBM Differential Privacy Library

Machine Learning Diff Private Federated Learning ⭐ 339

Simulate a federated setting and run differentially private federated learning.

Security and Privacy Risk Simulator for Machine Learning

Awesome Privacy ⭐ 234

Repository for collection of research papers on privacy.

Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to beat the leaderboard.

Ml Doctor ⭐ 74

Code for ML Doctor

Netshare ⭐ 59

(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare

Diffpriv ⭐ 58

Easy differential privacy in R

Private Ml For Health ⭐ 18

Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)

Private Cross Silo Fl ⭐ 17

[NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization in Cross-Silo Federated Learning"

Privacy Preserving Bandits ⭐ 14

Privacy-Preserving Bandits (MLSys'20)

Dp Sniper ⭐ 12

A machine-learning-based tool for discovering differential privacy violations in black-box algorithms.

Pets Bootcamp ⭐ 11

A collection of demos and utilities prepared ahead of the Vector Institute Privacy Enhancing Techniques (PETs) Bootcamp.

Ldp Protocols Mobility Cdrs ⭐ 11

Implementation of local differential privacy in Python language.

Collection of tools and resources for managing the statistical disclosure control of trained machine learning models

Data Privacy Uga ⭐ 8

Data Privacy - CSCI 6900, Fall '16

Official JAX/Haiku implementation of the paper "Differentially Private Adaptive Optimization with Delayed Preconditioners"

Secure Federated Learning ⭐ 5

Secure Federated Learning Framework with Encryption Aggregation and Integer Encoding Method.

Privacy_enhancing_technologies_portfolio ⭐ 5

This repository contains projects applying privacy-enhancing technologies.

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1-22 of 22 search results

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