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49 search results found

Pysyft ⭐ 8,812

data science on data without acquiring a copy

Fedml ⭐ 2,917

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).

Awesome Federated Learning ⭐ 1,481

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

Awesome Fl ⭐ 675

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

Pfl Non Iid ⭐ 555

Personalized federated learning simulation platform with non-IID and unbalanced dataset

Awesome Federated Learning ⭐ 492

resources about federated learning and privacy in machine learning

Awesome Federated Learning ⭐ 482

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

Rosetta ⭐ 451

A Privacy-Preserving Framework Based on TensorFlow

Security and Privacy Risk Simulator for Machine Learning

Syfertext ⭐ 176

A privacy preserving NLP framework

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 ⭐ 144

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

Photolabeller ⭐ 101

Federated Learning: Client application doing classification of images and local training. Works better with the Parameter Server at https://github.com/mccorby/PhotoLabellerServer

Ambianic Edge ⭐ 98

The core runtime engine for Ambianic Edge devices.

Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)

Awesome Differential Privacy And Meachine Learning ⭐ 77

机器学习和差分隐私的论文笔记和代码仓

Pyvertical ⭐ 52

Privacy Preserving Vertical Federated Learning

Decentralized Ml ⭐ 42

Full stack service enabling decentralized machine learning on private data

Privacyfl ⭐ 39

A Simulator for Privacy Preserving Federated Learning

Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"

Vantage6 ⭐ 26

Docker CLI package for the vantage6 infrastructure

Federated Ml ⭐ 26

Detect anomalies in network traffic data using Federated Machine Learning technique.

Collaborativefairfederatedlearning ⭐ 25

Official implementation of our work "Collaborative Fairness in Federated Learning."

Asynchronous Federated Learning ⭐ 19

Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)

Private Ml For Health ⭐ 18

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

Openprivacytech.org ⭐ 14

Welcome to our official website

Privacy Preserving Bandits ⭐ 14

Privacy-Preserving Bandits (MLSys'20)

Apprenticeship ⭐ 13

A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.

Federated Learning Poc ⭐ 13

Proof of Concept of a Federated Learning framework that maintains the privacy of the participants involved.

Pets Bootcamp ⭐ 11

A collection of demos and utilities prepared ahead of the Vector Institute Privacy Enhancing Techniques (PETs) Bootcamp.

Recsys2021 Pursuing Privacy ⭐ 8

Material supporting the tutorial "Pursuing Privacy in Recommender Systems: The View of Users and Researchers from Regulations to Applications" held at the 15th ACM Conference on Recommender Systems in Amsterdam, Netherlands

Encrypted_ai_finance ⭐ 8

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

Privacyattack_at_fl ⭐ 7

A privacy attack that exploits Adversarial Training models to compromise the privacy of Federated Learning systems.

Federated_kmeans ⭐ 7

Federated k-means clustering algorithm implementation and proof of concept.

Secureaggregation ⭐ 6

An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawitz et. al)" in Python.

A generic Federated Learning simulator!

Federated Learning ⭐ 5

An implementation of Federated Learning using Pytorch and PySyft

PyTorch implementation of Joint Privacy Enhancement and Quantization in Federated Learning (IEEE ISIT 2022)

Secure Federated Learning ⭐ 5

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

60days Of Udacity ⭐ 3

Repo including all the daily updates of #60daysofudacity Udacity Challenge

Openmined-based realistic FL framework for wearables

This is a platform containing the datasets and federated learning algorithms in IoT environments.

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.

Awesome S P In Machine Learning ⭐ 2

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

Privacygans ⭐ 2

Can we Generalize and Distribute Private Representation Learning?

Documentation ⭐ 1

Documentation for FELT Labs

Secured And Private Ai ⭐ 1

Implementations notebooks and scripts of secured and private ai scholarship challenge from facebook.

Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification

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