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privacy-preserving-machine-learning

Here are 18 public repositories matching this topic...

EthicalML / awesome-production-machine-learning

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A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining privacy deep-learning interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai responsible-ml machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning

Updated Aug 9, 2020

snwagh / securenn-public

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Implementation of protocols in SecureNN.

multi-party-computation privacy-preserving-machine-learning private-deep-learning

Updated Feb 14, 2020
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LatticeX-Foundation / Rosetta

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A Privacy-Preserving Framework Based on TensorFlow

homomorphic-encryption privacy-preserving-machine-learning zero-knowledge-proofs secure-multiparty-computation

Updated Aug 10, 2020
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weimingwill / awesome-federated-learning

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Federated Learning related materials, including papers, articles, frameworks, and courses etc.

secret-sharing differential-privacy federated-learning privacy-preserving-machine-learning secure-multi-party-computation

Updated May 26, 2020
Shell

DiscreetAI / decentralized-ml

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Full stack service enabling decentralized machine learning on private data

javascript python swift machine-learning privacy deep-neural-networks deep-learning tensorflow pytorch compression-algorithm privacy-enhancing-technologies federated-learning privacy-preserving-machine-learning decentralized-machine-learning

Updated Jul 13, 2020
Jupyter Notebook

Jamie-Cui / awesome-crypto

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Awesome list for cryptography paper summary. This repo includes #HomomorphicEncryption #DifferentialPrivacy #MPC and also a comprehensive summary for top conferences. :)

cryptography privacy mpc awesome-list papers homomorphic-encryption differential-privacy privacy-enhancing-technologies privacy-preserving-machine-learning

Updated Jul 23, 2020

microsoft / robustdg

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Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.

machine-learning artificial-intelligence causality privacy-preserving-machine-learning domain-generalization

Updated Aug 6, 2020
Python

amartya18x / tapas

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Tricks for Accelerating (encrypted) Prediction As a Service

homomorphic-encryption binary-neural-networks privacy-preserving-machine-learning

Updated May 28, 2019
HTML

mmalekzadeh / privacy-preserving-bandits

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Codes and Data for Reproducing the Results of "Privacy-Preserving Bandits"

machine-learning reinforcement-learning differential-privacy contextual-bandits bandit-algorithms privacy-preserving-machine-learning online-machine-learning

Updated Apr 27, 2020
Jupyter Notebook

shreya-28 / Secure-ML

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Secure Linear Regression in the Semi-Honest Two-Party Setting.

linear-regression privacy-preserving-machine-learning secure-multi-party-computation secure-ml

Updated Oct 1, 2019
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barlettacarmen / CrCNN

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Crypto-Convolutional Neural Network library written on top of SEAL 2.3.1

cryptography convolutional-neural-networks seal homomorphic-encryption privacy-preserving-machine-learning

Updated Oct 20, 2019
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athenarc / smpc-analytics

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📊 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 Nov 2, 2019
Python

ayushm-agrawal / Federated-Learning-Implementations

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This repository contains all the implementation of different papers on Federated Learning

pytorch federated-learning privacy-preserving-machine-learning pytorch-implementation

Updated Jul 31, 2020
Jupyter Notebook

TTitcombe / NoPeekNN

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PyTorch implementation of NoPeekNN

pytorch privacy-preserving privacy-preserving-machine-learning nopeeknn splitnn split-neural-network

Updated May 18, 2020
Jupyter Notebook

SmartHomePrivacyProject / DeepVCFingerprinting

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deeplearning privacy-preserving-machine-learning networksecurity

Updated May 22, 2020
Python

tusharsoni08 / federated-recommendation-system

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privacy preserving recommendation system research

machine-learning recommendation-system research-project federated-learning privacy-preserving-machine-learning openmined

Updated Jul 21, 2020
Jupyter Notebook

zhangyuesai / secure-multiplication-demo

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A demo of three-party secure multiplication.

multiparty-computation privacy-preserving-machine-learning

Updated Nov 16, 2019
Java

ancile-project / PyPrivacy

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Python Privacy framework

python privacy analytics privacy-enhancing-technologies privacy-preserving-machine-learning

Updated Dec 12, 2019
Python

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