Rosetta

tensorflow/privacy1.9K

Privacy library

A Python library for training machine learning models while preserving the privacy of sensitive data

zama-ai/concrete-ml1K

FHE ML framework

A framework for privacy-preserving machine learning using fully homomorphic encryption

facebookresearch/crypten1.6K

Secure ML framework

A framework for applying secure computing techniques to machine learning models without modifying the underlying frameworks.

eric-ai-lab/fedvln13

Privacy protector

An open-source implementation of a federated learning framework to protect data privacy in embodied agent learning for Vision-and-Language Navigation.

tf-encrypted/tf-encrypted1.2K

Machine learning framework

Enables secure machine learning computations in TensorFlow without requiring expertise in cryptography or distributed systems.

yeeztech/yeez-privacy-computing1.5K

Privacy platform

A middleware solution for secure data collaboration without revealing original data

openmined/private-ai-resources470

Secure ML repo

A curated collection of resources and libraries for secure machine learning research and development

osu-crypto/batchdualex14

Secure computation framework

An implementation of a secure protocol for two-party computation to protect the integrity and confidentiality of computations

secretflow/spu246

Secure computing framework

A framework for provably secure computation and machine learning

secretflow/secretflow2.4K

Data protection framework

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

kenziyuliu/private-cross-silo-fl25

Federated Learning Framework

This repository provides an implementation of a cross-silo federated learning framework with differential privacy mechanisms.

tf-encrypted/moose59

Data processor

A secure distributed dataflow framework for encrypted machine learning and data processing

afiqiqmal/sharedchamber95

Data encryption library

A library that provides secure data storage using Facebook Conceal Encryption and SharedPreferences on Android.

adampetcher/fcf48

Cryptography framework

A framework for machine-checked proofs of cryptography in the computational model.

mortendahl/tf-encrypted3

Encrypted machine learning framework

A framework for training and prediction on encrypted data using secure multi-party computation and homomorphic encryption in TensorFlow.