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privacy-preserving-machine-learning

Here are 87 public repositories matching this topic...

Privacy-Engineering-CMU / privacy-engineering-cmu.github.io

Website for Privacy Engineering Program at CMU

blog website portfolio machine-learning privacy ai deep-learning blogging artificial-intelligence privacy-enhancing-technologies privacy-protection privacy-preserving privacy-by-design privacy-preserving-machine-learning

Updated Jun 1, 2024
HTML

EthicalML / awesome-production-machine-learning

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

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

Updated Jun 1, 2024

pytorch / opacus

Training PyTorch models with differential privacy

machine-learning deep-learning neural-network pytorch differential-privacy privacy-preserving-machine-learning

Updated May 31, 2024
Jupyter Notebook

FANNG-MPC

Crypto-TII / FANNG-MPC

Your GoTo Library for NN's over MPC

machine-learning cryptography applied-cryptography privacy-enhancing-technologies multiparty-computation privacy-preserving-machine-learning secure-multi-party-computation secure-multiparty-computation privacy-preserving-computing

Updated May 31, 2024
Verilog

innovation-cat / Awesome-Federated-Machine-Learning

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

security machine-learning computer-vision deep-learning distributed-computing differential-privacy edge-computing federated-learning privacy-preserving-machine-learning

Updated May 30, 2024

APPFL / APPFL

Advanced Privacy-Preserving Federated Learning framework

privacy-preserving-machine-learning federated-learning-framework

Updated May 30, 2024
Python

jphall663 / awesome-machine-learning-interpretability

A curated list of awesome responsible machine learning resources.

Updated May 30, 2024

leriomaggio / ppml-tutorial

Privacy-Preserving Machine Learning (PPML) Tutorial

data-science machine-learning tutorial deep-learning privacy-enhancing-technologies privacy-preserving privacy-preserving-machine-learning trustworthy-machine-learning

Updated May 28, 2024
Jupyter Notebook

ParthS007 / privacy-preserving-machine-learning

A Comparative Study of Gradient Clipping Techniques in DP-SGD

differential-privacy privacy-preserving-machine-learning opacus

Updated May 28, 2024
Python

kirschte / dphelmet

Distributed DP-Helmet: Scalable Differentially Private Non-interactive Averaging of Single Layers

support-vector-machine differential-privacy privacy-enhancing-technologies distributed-training softmax-classifier privacy-preserving-machine-learning

Updated May 27, 2024
Python

rezafotohi / FedAnilPlus

FedAnil+ is a novel lightweight, and secure Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil+ written in Python.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning communication-efficiency poisoning-attacks non-iid-data inference-attacks intelligent-enterprises

Updated May 26, 2024
Python

FedAnil

rezafotohi / FedAnil

FedAnil is a secure blockchain-enabled Federated Deep Learning Model to address non-IID data and privacy concerns. This repo hosts a simulation for FedAnil written in Python.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning poisoning-attacks non-iid-data inference-attacks intelligent-enterprises

Updated May 26, 2024
Python

securefederatedai / openfl

An open framework for Federated Learning.

python machine-learning deep-learning distributed-computing openfl secure-computation collaborative-learning federated-learning distributed-learning privacy-preserving-machine-learning federated-learning-framework fedavg fedprox pytorch-federated-learning tensorflow-federated-learning keras-federated-learning federated-analytics federated-deep-learning fedcurv fedopt

Updated Jun 1, 2024
Jupyter Notebook

birhanu-eshete / birhanu-eshete.github.io

Birhanu Eshete is an Associate Professor of Computer Science at the University of Michigan, Dearborn. His main research focus is in trustworthy machine learning with emphasis on security, safety, privacy, interpretability, fairness, and the dynamics thereof. He also studies online cybercrime and advanced and persistent threats (APTs).

adversarial-machine-learning ethical-artificial-intelligence privacy-preserving-machine-learning transparent-ml trustworthy-machine-learning fair-ml trustworthy-ai

Updated May 23, 2024
HTML

cicada-mpc / cicada-mpc

Fault-tolerant secure multiparty computation in Python.

mpc secret-sharing secure-computation privacy-enhancing-technologies multi-party-computation multiparty-computation smpc privacy-preserving-machine-learning secure-multi-party-computation secure-multiparty-computation privacy-preserving-computing

Updated May 13, 2024
Python

trustworthy-ml-course / trustworthy-ml-course.github.io

Trustworthy AI/ML course by Professor Birhanu Eshete, University of Michigan, Dearborn.

adversarial-machine-learning explainable-artificial-intelligence robust-machine-learning privacy-preserving-machine-learning algorithmic-fairness fairness-ai algorithmic-transparency fairness-ml responsible-ai responsible-ml trustworthy-machine-learning trustworthy-ai

Updated May 10, 2024
HTML

kPPDERT_cloud

AminAminifar / kPPDERT_cloud

Extremely Randomized Trees with Privacy Preservation for Distributed Data (k-PPD-ERT)

machine-learning distributed-learning privacy-preserving-machine-learning secure-multiparty-computation extremely-randomized-trees

Updated May 9, 2024
Python

responsible-ai-toolbox-privacy

microsoft / responsible-ai-toolbox-privacy

A library for statistically estimating the privacy of ML pipelines from membership inference attacks

machine-learning privacy-preserving-machine-learning

Updated May 30, 2024
Python

sousa-dev / sunergy-optimizer

(in development) Home assistant custom component aiming to help self-consumers optimize their energy use in local and private manner.

home-automation home-assistant energy-efficiency privacy-preserving-machine-learning custom-component

Updated May 9, 2024

FIIT-ISA / ISA-course

ISA_I 2024/2025 @ FIIT STU in Bratislava

python e-commerce recommender-system aiops applied-machine-learning privacy-preserving-machine-learning applied-deep-learning generative-ai

Updated May 7, 2024

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