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zama-ai /concrete-ml

Star1.1k

Concrete ML: Privacy Preserving ML framework using Fully Homomorphic Encryption (FHE), built on top of Concrete, with bindings to traditional ML frameworks.

python data-science machine-learning privacy scikit-learn torch homomorphic-encryption fhe fully-homomorphic-encryption ppml tfhe

UpdatedMar 17, 2025
Python

encryptorion-lab /phantom-fhe

Star101

PhantomFHE: A CUDA-Accelerated Homomorphic Encryption Library

gpu cuda homomorphic-encryption ppml

UpdatedJan 1, 2025
Cuda

yamanalab /PP-CNN

Star48

Privacy Preserving Convolutional Neural Network using Homomorphic Encryption for secure inference

privacy-preserving-machine-learning private-deep-learning ppml

UpdatedFeb 3, 2021
C++

pachadotdev /gravity

Sponsor

Star36

R package that provides estimation methods for Gravity Models

r gravity econometrics lm ols glm ddm trade maximum-likelihood nls tobit international-trade gpml ppml bvu bvw nbpml sils

UpdatedNov 21, 2024
R

jimouris /curl

Star13

Curl: Private LLMs through Wavelet-Encoded Look-Up Tables

machine-learning approximation mpc dwt wavelets wavelet-transform privacy-preserving-machine-learning ppml secure-multiparty-computation

UpdatedMar 14, 2025
Python

sharmi1206 /differential-privacy-tensorflow

Star11

Samples of multi-class text classification with Differential Privacy Tensorflow 2.0

differential-privacy tensorflow2 ppml

UpdatedFeb 8, 2020
Python

khoaguin /ppml-materials

Star9

A compiled list of resources and materials for PPML

machine-learning deep-learning homomorphic-encryption privacy-enhancing-technologies secure-multi-party-computation ppml

UpdatedApr 5, 2022

kvgarimella /sisyphus-ppml

Star6

Sisyphus: A Cautionary Tale of Using Polynomial Activations in Privacy-Preserving Deep Learning

machine-learning privacy ppml

UpdatedJul 9, 2023
Python

jopasserat /federated-learning-tutorial

Star5

Hands-on part of the Federated Learning and Privacy-Preserving ML tutorial given at VISUM 2022

medical-imaging flower differential-privacy privacy-enhancing-technologies federated-learning privacy-preserving-machine-learning ppml dp-sgd opacus

UpdatedJul 22, 2022
Python

kubershahi /mphasis_ppml

Star5

Repo for Mphasis PPML Research Project

machine-learning blaze ppml secureml

UpdatedJan 10, 2025
C++

CirSandro /private-fhe-fraud-detection

Star3

A capstone project in collaboration with Zama to develop a privacy-preserving machine learning model using PPML, FHE and Concrete ML to detect banking frauds.

python data-science machine-learning privacy homomorphic-encryption fhe sckiit-learn ppml

UpdatedJan 31, 2025
Jupyter Notebook

datakaveri /iudx-MOTION2NX

Star3

Extension of the MOTION2NX framework to implement neural network inferencing task where the data is supplied to the “secure compute servers” by the “data providers”.

data-exchange smart-cities smpc privacy-preserving-machine-learning secure-multi-party-computation ppml

UpdatedAug 27, 2024
C++

khoaguin /ai-for-medicine

Star2

A Learning Journal on (Privacy-Preserving) AI for Medicine and Healthcare

machine-learning ai healthcare privacy-enhancing-technologies privacy-preserving-machine-learning ppml aiformedicine

UpdatedJan 8, 2023
Jupyter Notebook

pyladiesams /privacy-aware-ml-ds-nov2023

Star2

Learn how to apply core privacy principles and techniques to the data science and machine learning workflows with Python open source libraries for privacy-preserving machine learning.

differential-privacy privacy-by-design privacy-preserving-machine-learning dataprivacy ppml

UpdatedNov 27, 2023

pachadotdev /general-equilibrium-ftas-chile

Sponsor

Star1

Economic effects of Chile FTAs and an eventual CTPP accession

r international-trade ppml general-equilibrium

UpdatedAug 17, 2024
TeX

DylanWangWQF /HT2ML

Star1

A C++-based framework for privacy-preserving machine learning using HE and TEE

sgx homomorphic-encryption ppml

UpdatedDec 8, 2023
C++

Dixtawi /PFEE

Star1

A capstone project in collaboration with Zama to develop a privacy-preserving machine learning model using PPML, FHE, and Concrete ML for predicting CV relevance to job offers.

python data-science machine-learning privacy scikit-learn homomorphic-encryption fhe ppml