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privacy-preserving

Here are 44 public repositories matching this topic...

FederatedAI / FATE

An Industrial Grade Federated Learning Framework

machine-learning algorithm fate privacy-preserving federated-learning

Updated Nov 18, 2024
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

Updated Nov 15, 2024
Python

Billy1900 / Awesome-Differential-Privacy

Differential private machine learning

survey differential-privacy privacy-preserving differentially-private differential-privacy-learning dpsgd differential-privacies

Updated Feb 10, 2022
Python

ray-project / rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

python ray privacy-preserving federated-learning distributed-execution

Updated Aug 28, 2024
Python

netsharecmu / NetShare

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

Updated Oct 8, 2023
Python

SSGAalto / minionn

Privacy -preserving Neural Networks

machine-learning research homomorphic-encryption research-paper multi-party-computation privacy-preserving

Updated Dec 21, 2018
Python

data61 / anonlink

Python implementation of anonymous linkage using cryptographic linkage keys

cryptography record-linkage entity-resolution privacy-enhancing-technologies privacy-preserving

Updated May 18, 2024
Python

Chen-Junbao / SecureAggregation

personal implementation of secure aggregation protocol

python secret-sharing diffie-hellman-algorithm privacy-preserving federated-learning

Updated Feb 6, 2024
Python

bugout-dev / humbug

Get usage metrics and crash reports for your API, library, or command line tool.

javascript python go golang library privacy crash-reporting analytics telemetry crash-reports usage polyglot gdpr usage-reports privacy-protection privacy-preserving gdpr-compliant gdpr-consent

Updated Jul 13, 2023
Python

ThaminduR / spark-privacy-preserver

Anonymizing Library for Apache Spark

apache-spark apache differential-privacy privacy-preserving k-anonymity l-diversity t-closeness mondrian-anonymization clustering-anonymization

Updated Nov 9, 2023
Python

IFCA-Advanced-Computing / pycanon

pyCANON is a Python library and CLI to assess the values of the parameters associated with the most common privacy-preserving techniques.

data-science open open-data datascience anonymity data-analysis data-privacy anonymization privacy-preserving k-anonymity l-diversity t-closeness

Updated Nov 9, 2024
Python

pdroalves / encrypted-mongodb

This is a proof-of-concept implementation of the framework proposed by [Alves and Aranha 2018] with the purpose of offering a wrapper on MongoDB's Python driver that enables a application to store and query encrypted data on the database.

cryptography mongodb privacy-preserving mongodb-python-driver

Updated Jan 15, 2018
Python

CAMMA-public / ORPose-Depth

Inference demo and evaluation scripts for the MICCAI-2019 paper "Human Pose Estimation on Privacy-Preserving Low-Resolution Depth Images"

colab human-pose-estimation privacy-preserving depth-images operating-room low-resolution-data depthpose

Updated Aug 28, 2020
Python

athenarc / smpc-analytics

📊 Privacy Preserving Medical Data Analytics using Secure Multi Party Computation. An End-To-End Use Case. A. Giannopoulos, D. Mouris M.Sc. thesis at the University of Athens, Greece.

privacy mpc decision-trees histograms privacy-preserving privacy-preserving-machine-learning privacy-preserving-analytics smpc-analytics

Updated Dec 5, 2023
Python

pterhoer / PrivacyPreservingFaceRecognition

machine-learning privacy biometrics face-recognition privacy-preserving incremental-variable-elimination similarity-sensitive-noise

Updated Jun 10, 2020
Python

mikeroyal / Differential-Privacy-Guide

Differential Privacy Guide

machine-learning awesome privacy deep-learning decentralized decentralization differential-privacy privacy-enhancing-technologies awesome-resources privacy-protection decentralized-applications privacy-preserving privacy-preserving-machine-learning

Updated Jan 9, 2022
Python

mavroudisv / Crux

A general-purpose privacy-preserving Analytics platform!

cryptography privacy statistics analytics tor privacy-preserving

Updated Mar 27, 2019
Python

caiobd / sprite-ai

Sprite AI - An AI companion for your desktop

cat multilingual ai local offline offline-first tts assistant openai localhost stt cute privacy-preserving wakeword wakeword-activation toghether llm llamacpp ollama

Updated Aug 11, 2024
Python

Rand2AI / FedBoosting

Official implementation for paper "FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition"

homomorphic-encryption keras-tensorflow differential-privacy gradient-boosting crnn privacy-preserving federated-learning

Updated Dec 13, 2023
Python

hanjialiang / DeepRec

Code for the WWW 2021 paper - DeepRec: On-device Deep Learning for Privacy-Preserving Sequential Recommendation in Mobile Commerce

deep-learning recommendation privacy-preserving on-device-training

Updated Nov 10, 2021
Python

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