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72 search results found

Pysyft ⭐ 8,803

data science on data without acquiring a copy

Vosk Api ⭐ 5,684

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

Fedml ⭐ 2,871

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

Willow ⭐ 1,677

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

Opacus ⭐ 1,397

Training PyTorch models with differential privacy

Tf Encrypted ⭐ 1,092

A Framework for Encrypted Machine Learning in TensorFlow

Awesome Federated Learning On Graph And Tabular Data ⭐ 658

Federated learning on graph and tabular data related papers, frameworks, and datasets.

Speech To Text Benchmark ⭐ 556

speech to text benchmark framework

Awesome Federated Learning ⭐ 492

resources about federated learning and privacy in machine learning

Private Ai Resources ⭐ 462

SOON TO BE DEPRECATED - Private machine learning progress

Awesome Ml Privacy Attacks ⭐ 396

An awesome list of papers on privacy attacks against machine learning

Security and Privacy Risk Simulator for Machine Learning

Deep Spying ⭐ 173

Spying using Smartwatch and Deep Learning

Privacyraven ⭐ 165

Privacy Testing for Deep Learning

Ppml Resource ⭐ 147

Materials about Privacy-Preserving Machine Learning

Syft.js ⭐ 145

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

Differential Privacy Based Federated Learning ⭐ 145

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. )

Awesome Trustworthy Deep Learning ⭐ 140

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

Bastionlab ⭐ 139

A simple framework for privacy-friendly data science collaboration

Envisedge ⭐ 132

Deploy recommendation engines with Edge Computing

Presidio Research ⭐ 91

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

Awesome Differential Privacy And Meachine Learning ⭐ 70

机器学习和差分隐私的论文笔记和代码仓

Awesome Federated Learning ⭐ 64

A curated list of resources dedicated to federated learning.

Suspicious_login ⭐ 63

Detect and warn about suspicious IPs logging into Nextcloud

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

Awesome Privacy Papers ⭐ 51

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

Willow Inference Server ⭐ 47

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

Decentralized Ml ⭐ 42

Full stack service enabling decentralized machine learning on private data

Tf World Tutorial ⭐ 41

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

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

Generative modeling of synthetic time series data and augmentation

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)

Compute To Data ⭐ 12

Privacy-preserving data sandbox for on-premise computation

Federated Learning ⭐ 12

Related material on Federated Learning

Ward2icu ⭐ 11

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

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

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

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

Neural Ste ⭐ 7

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

Nctu_private_deeplearning ⭐ 5

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

A generic Federated Learning simulator!

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.

Federated Learning ⭐ 5

An implementation of Federated Learning using Pytorch and PySyft

Awesome Secure Private Ai ⭐ 4

A curated list of awesome learning materials, frameworks and articles.

Private Ai ⭐ 4

Repo for Secure and Private AI by Facebook AI course

Human_attributes_prediction_in_privacy_conditions ⭐ 3

ACM MM'21 (Oral): Official implementation of the Context-guided Human Attributes Prediction Network (CHAPNet) introduced in Human Attributes Prediction Under Privacy-preserving Conditions.

Aiassistedimagevideolabelling ⭐ 3

AI Assisted Image and Video Training Data Labeling @ Scale

SOON TO BE DEPRECATED - A library for encrypted, privacy preserving machine learning

Augmentation_mia ⭐ 3

The source code for ICML2021 paper When Does Data Augmentation Help With Membership Inference Attacks?

Language_model_memorization ⭐ 3

🚨 Implementation of the paper "Extracting Training Data from Large Language Models"(Carlini et al, 2020)

Deepflatcam ⭐ 3

Deep Compressive Sensing for Visual Privacy Protection in FlatCam Imaging, ICCV Workshop 2019

Class_attribute_inference_attacks ⭐ 3

Source code for our paper "Image Classifiers Leak Sensitive Attributes About Their Classes".

Aaai19_morphlearning ⭐ 3

Morphed Learning: Towards Privacy-Preserving for Deep Learning Based Applications

Supplementary code for the paper "UnSplit: Data-Oblivious Model Inversion, Model Stealing, and Label Inference Attacks Against Split Learning".

Voice Assistant that is powered by AI is privacy-friendly and runs locally on your machine.

Deepdotweb ⭐ 2

Archive - Deep Dot Web Privacy Guides

Awesome S P In Machine Learning ⭐ 2

The awesome worldview of Privacy and Security issues in machine learning.

Adversarial Attacks On Aerial Scene Classification ⭐ 2

60daysofudacity ⭐ 2

The premise of this challenge is to build a habit of practicing new skills by making a public commitment of practicing the topics of Secure and Private AI program every day for 60 days.

Dissertation ⭐ 2

Privacy Preserving Deep Learning

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