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32 search results found

Awesome Production Machine Learning ⭐ 16,513

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

Awesome Machine Learning Interpretability ⭐ 3,241

A curated list of awesome responsible machine learning resources.

Opacus ⭐ 1,535

Training PyTorch models with differential privacy

Awesome Federated Machine Learning ⭐ 1,425

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

An open framework for Federated Learning.

Rosetta ⭐ 451

A Privacy-Preserving Framework Based on TensorFlow

Privacyraven ⭐ 172

Privacy Testing for Deep Learning

Robustdg ⭐ 160

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

Securenn Public ⭐ 106

Implementation of protocols in SecureNN.

Falcon Public ⭐ 62

Implementation of protocols in Falcon

Advanced Privacy-Preserving Federated Learning framework

Decentralized Ml ⭐ 42

Full stack service enabling decentralized machine learning on private data

Piranha: A GPU Platform for Secure Computation

Ppml Tutorial ⭐ 27

Privacy-Preserving Machine Learning (PPML) Tutorial

Plug And Play Attacks ⭐ 25

Source code for our papers "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks" (ICML 2024) and "Be Careful What You Smooth For" (ICLR 2024).

Vid2doppler ⭐ 23

This is the research repository for Vid2Doppler: Synthesizing Doppler Radar Data from Videos for Training Privacy-Preserving Activity Recognition.

GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)

Responsible Ai Toolbox Privacy ⭐ 21

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

Federated ⭐ 18

Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data

Smpc Analytics ⭐ 18

📊 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.

Defend_mi ⭐ 17

Bilateral Dependency Optimization: Defending Against Model-inversion Attacks

Privacy Preserving Bandits ⭐ 14

Privacy-Preserving Bandits (MLSys'20)

Similarity Guided Model Aggregation for Federated Learning

Open source platform for the privacy-preserving machine learning lifecycle

Ldp Protocols Mobility Cdrs ⭐ 11

Implementation of local differential privacy in Python language.

Tricks for Accelerating (encrypted) Prediction As a Service

[ECCV 2022] Official pytorch implementation of the paper "FedVLN: Privacy-preserving Federated Vision-and-Language Navigation"

Deepvcfingerprinting ⭐ 8

Privateai_papers_and_libs ⭐ 7

latest papers and opensource libraries for privacy-preserving AI tech

Bagpipe is an offline timing series data mining platform based on pure front end. After loading, the whole process runs completely locally, without interaction with a third party. Data need not be transmitted through the network for analysis, which greatly ensures the security of users' privacy data.

Cicada Mpc ⭐ 5

Fault-tolerant secure multiparty computation in Python.

Does Clip Know My Face ⭐ 5

Source Code for the Paper "Does CLIP Know my Face?" (Demo: https://huggingface.co/spaces/AIML-TUDA/does-clip-

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