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43 search results found

Pysyft ⭐ 9,188

Perform data science on data that remains in someone else's server

Vosk Api ⭐ 6,633

Offline speech recognition API for Android, iOS, Raspberry Pi and servers with Python, Java, C# and Node

Willow ⭐ 2,223

Open source, local, and self-hosted Amazon Echo/Google Home competitive Voice Assistant alternative

Opacus ⭐ 1,535

Training PyTorch models with differential privacy

Tf Encrypted ⭐ 1,161

A Framework for Encrypted Machine Learning in TensorFlow

Awesome Fl ⭐ 1,103

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

Speech To Text Benchmark ⭐ 570

speech to text benchmark framework

Awesome Federated Learning ⭐ 492

resources about federated learning and privacy in machine learning

Awesome Ml Privacy Attacks ⭐ 488

An awesome list of papers on privacy attacks against machine learning

Security and Privacy Risk Simulator for Machine Learning

Awesome Trustworthy Deep Learning ⭐ 254

A curated list of trustworthy deep learning papers. Daily updating...

Differential Privacy Based Federated Learning ⭐ 212

Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )

Willow Inference Server ⭐ 190

Open source, local, and self-hosted highly optimized language inference server supporting ASR/STT, TTS, and LLM across WebRTC, REST, and WS

Ppml Resource ⭐ 184

Materials about Privacy-Preserving Machine Learning

Deep Spying ⭐ 173

Spying using Smartwatch and Deep Learning

Privacyraven ⭐ 172

Privacy Testing for Deep Learning

Awesome Differential Privacy And Meachine Learning ⭐ 163

机器学习和差分隐私的论文笔记和代码仓

Bastionlab ⭐ 157

A simple framework for privacy-friendly data science collaboration

Syft.js ⭐ 145

The official Syft worker for Web and Node, built in Javascript

Envisedge ⭐ 132

Deploy recommendation engines with Edge Computing

Presidio Research ⭐ 131

This package features data-science related tasks for developing new recognizers for Presidio. It is used for the evaluation of the entire system, as well as for evaluating specific PII recognizers or PII detection models.

Privatedeeplearning ⭐ 89

Differential Privacy Preservation in Deep Learning under Model Attacks

Suspicious_login ⭐ 73

Detect and warn about suspicious IPs logging into Nextcloud

Awesome Federated Learning ⭐ 64

A curated list of resources dedicated to federated learning.

InvSFM: Revealing Scenes by Inverting Structure from Motion Reconstructions [CVPR 2019]

Generative modeling of synthetic time series data and time series augmentations

Awesome Privacy Papers ⭐ 51

Machine/deep learning papers that address the topic of privacy in visual data.

Tf World Tutorial ⭐ 47

TensorFlow World 2019 Tutorial: Privacy-Preserving Machine Learning with TF Encrypted & PySyft

Decentralized Ml ⭐ 42

Full stack service enabling decentralized machine learning on private data

Deep Learning With Gdp Tensorflow ⭐ 26

Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"

Deep Learning Reading Group ⭐ 24

A public wiki for the deep learning reading group at UC Berkeley

Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/1610.05755)

🔓 COR-GAN: Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records

code for TPDS paper "Towards Fair and Privacy-Preserving Federated Deep Models"

Private Ml For Health ⭐ 18

Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)

Paillier Lwe Based Phe ⭐ 18

Privacy-Preserving Deep Learning via Additively Homomorphic Encryption

Just another app that looks for NSFW😱 photos into your 'hidden' folder. 🍎 Posts to Facebook timeline is v 2.0 feature.

Honest But Curious Nets ⭐ 14

Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs (ACM CCS'21)

Federated Learning ⭐ 12

Related material on Federated Learning

Differential Privacy For Deeplearning Project ⭐ 11

Final project for Lesson 6: Differential privacy for deep learning in the Facebook and Udacity Secure and Private AI scholarship nanodegree program

Ward2icu ⭐ 11

Ward2ICU: A Vital Signs Dataset of Inpatients from the General Ward

Cryptodl ⭐ 10

Privacy-preserving Deep Learning based on homomorphic encryption (HE)

This repository contains code and data for "Tik-Tok: The Utility of Packet Timing in Website Fingerprinting Attacks" paper, published in PETS 2020.

Encrypted_ai_finance ⭐ 8

Credit Approval Classification Deep Learning Model using Differential Drivacy, Secure Multi-Party Computation, and Federated Learning

Neural Ste ⭐ 7

[AAAI'21] Modeling Deep Learning Based Privacy Attacks on Physical Mail

Implementation of "Deep Private-Feature Extraction (DPFE)"

Bissembert1618.github.io ⭐ 5

Philosophy, Poetry, Ethics in tech, sci-fi, Rock n roll, and all that stands in between. Chief Metaverse at @Metaphysic_ai

Secure Federated Learning ⭐ 5

Secure Federated Learning Framework with Encryption Aggregation and Integer Encoding Method.

Dpsgd Optimizer ⭐ 5

Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enforces privacy by clipping and sanitising the gradients with Gaussian noise during training.

A generic Federated Learning simulator!

Nctu_private_deeplearning ⭐ 5

Federated Learning ⭐ 5

An implementation of Federated Learning using Pytorch and PySyft

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