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218 search results found

Pysyft ⭐ 8,799

data science on data without acquiring a copy

An Industrial Grade Federated Learning Framework

Fedml ⭐ 2,848

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).

Flower ⭐ 2,624

Flower: A Friendly Federated Learning Framework

Federated ⭐ 2,117

A framework for implementing federated learning

Bookwyrm ⭐ 1,649

Social reading and reviewing, decentralized with ActivityPub

Magma ⭐ 1,561

Platform for building access networks and modular network services

Microblog.pub ⭐ 905

A self-hosted, single-user, ActivityPub powered microblog.

Federated Learning Pytorch ⭐ 902

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

Gae Boilerplate ⭐ 688

Google App Engine Boilerplate

Leaf: A Benchmark for Federated Settings

Federated ⭐ 550

A collection of Google research projects related to Federated Learning and Federated Analytics.

Fedprox ⭐ 465

Federated Optimization in Heterogeneous Networks (MLSys '20)

Paddlefl ⭐ 436

Federated Deep Learning in PaddlePaddle

Federated Learning ⭐ 340

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

Socialhome ⭐ 339

A federated social home

Backdoors101 ⭐ 231

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

Keymaker ⭐ 227

Lightweight SSH key management on AWS EC2

FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

Galaxy Federated Learning Framework （星际联邦学习框架）

Bridgy Fed ⭐ 173

🕸 Bridges the IndieWeb to Mastodon and the fediverse via ActivityPub.

Federated Messaging with ZeroMQ

Reel2bits ⭐ 162

Self-hosted Soundtracks and Podcasts sharing, with ActivityPub federation.

Federated Averaging Tutorials ⭐ 156

A set of tutorials to implement the Federated Averaging algorithm on TensorFlow.

Adaptive Federated Learning ⭐ 152

Code for paper "Adaptive Federated Learning in Resource Constrained Edge Computing Systems"

Graphene Federation ⭐ 134

Federation support for graphene

Modelpoisoning ⭐ 121

Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470

Fair_flearn ⭐ 121

Fair Resource Allocation in Federated Learning (ICLR '20)

Research ⭐ 118

Kaapana ⭐ 114

Kaapana (from the hawaiian word kaʻāpana, meaning “distributor” or “part”) is an open source toolkit for state of the art platform provisioning in the field of medical data analysis. The applications comprise AI-based workflows and federated learning scenarios with a focus on radiological and radiotherapeutic imaging.

Federation ⭐ 105

Python library for abstracting social federation protocols

Federated Learning Public Code ⭐ 104

Backdoor_federated_learning ⭐ 102

Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)

Personalized Federated Learning (pFedMe) using Pytorch (NeurIPS 2020)

FedAI 社区中文文档

A scalable, resilient and model agnostic federated learning framework.

Adfsbrute ⭐ 85

A script to test credentials against Active Directory Federation Services (ADFS), allowing password spraying or bruteforce attacks.

Implementation of Federated Learning to Person Re-identification (Code for ACMMM 2020 paper)

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

Code for Federated Learning with Matched Averaging, ICLR 2020.

Flask-based ActivityPub server

Federatedlearning ⭐ 68

Federated Learning Demo in Python using Socket Programming

Instagram2fedi ⭐ 67

Python script for crossposting from Instagram to Mastodon or Pixelfed

Flask Googleauth ⭐ 60

Super simple Google OpenID and Federated Auth for Flask apps.

Concurrentree ⭐ 57

A solution for concurrently editable rich text documents. Designed with P2P in mind, though works just as well for server-only federation. Developer email: [email protected]

Flask Googlefed ⭐ 56

Google Federated Logins for Flask.

Pyvertical ⭐ 52

Privacy Preserving Vertical Federated Learning

Ibond Flex ⭐ 50

FLEX (Federated Learning EXchange，FLEX) protocol is a set of standardized federal learning agreements designed by Tongdun AI Research Group。

Openair Epc Fed ⭐ 48

Federation of all Open-Air-CN components

Federatedlearningusingpysyft ⭐ 48

Lg Fedavg ⭐ 46

Federated Learning with Local and Global Representations

Gan Attack Against Federated Deep Learning ⭐ 46

The reproduction of the paper Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning.

Probabilistic Federated Neural Matching ⭐ 45

Bayesian Nonparametric Federated Learning of Neural Networks

Blockchainforfederatedlearning ⭐ 45

Democratize access to data, decentralize Artificial intelligence and enhance user privacy with Federated learning and Blockchain.

Alohomora ⭐ 41

A Python utility to get temporary AWS API keys for SAML-federated users, supporting 2FA

ActivityPub server without Javascript, designed for simplicity and accessibility. Includes calendar, news and sharing economy features to empower your federated community.

Privacyfl ⭐ 39

A Simulator for Privacy Preserving Federated Learning

Keystoneauth ⭐ 37

OpenStack Identity Authentication Library. Mirror of code maintained at opendev.org.

A simulation framework for Federated Learning written in PyTorch

Ssfl Benchmarking Semi Supervised Federated Learning ⭐ 36

Benchmarking Semi-supervised Federated Learning

Azuread Incident Response ⭐ 34

Notes on responding to security breaches relating to Azure AD

FedNAS: Federated Deep Learning via Neural Architecture Search

An OCR (Optical Character Recognition) bot for Mastodon (and compatible) instances

Datapoisoning_fl ⭐ 31

Code for Data Poisoning Attacks Against Federated Learning Systems

Robust aggregation for federated learning with the RFA algorithm.

Federated Pytorch Test ⭐ 27

Federated learning with PyTorch (federated averaging and consensus optimization): with 'reduced' bandwidth

Vantage6 ⭐ 26

Docker CLI package for the vantage6 infrastructure

A library for managing federated identity

Collaborativefairfederatedlearning ⭐ 25

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

Attentive Federated Learning for Private NLM

Social Relay ⭐ 25

Public post relay for the Diaspora federated social network protocol

Federated Learning Mini Framework ⭐ 22

Federated Learning mini-framework with Keras

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

Django Federated Login ⭐ 20

Django Federated Login provides an authentication bridge between Django projects and OpenID-enabled identity providers.

Fldrl In Wireless Communication ⭐ 19

Apply Deep Reinforcement Learning aided by Federated Learning to Wireless Comunication

Asynchronous Federated Learning ⭐ 19

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

Luk.ai Clients - Federated Machine Learning for Everyone!

Federated posterior averaging implemented in JAX

Private Ml For Health ⭐ 18

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

Federated Learning Infra Architecture on Kubernetes(EKS)

FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)

Federated Learning And Split Learning With Raspberry Pi ⭐ 17

SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things

FEDL-Federated Learning algorithm using TensorFlow

Starlette Graphql ⭐ 16

The starlette GraphQL implement, which support query, mutate and subscription.

Fedvision ⭐ 16

Federated Computer Vision Engine

Grouprox ⭐ 15

FedGroup, A Clustered Federated Learning framework based on Tensorflow

Slack Matrix Migration ⭐ 15

A tool to import a Slack export into a Matrix homeserver

Federated_adaptation ⭐ 15

Salvaging Federated Learning by Local Adaptation

Ruslawod ⭐ 15

Russian Law as Open Data

Fl Optimal Client Sampling ⭐ 15

Ariadne Extensions ⭐ 15

Set of scripts and helper utilities to extend Ariadne GraphQL library

Fedfusion ⭐ 15

The implementation of "Towards Faster and Better Federated Learning: A Feature Fusion Approach" (ICIP 2019)

Spid Cie Oidc Django ⭐ 15

The SPID/CIE OIDC Federation SDK, written in Python

Nerlnet is a distributed machine learning platform for experiments and IoT deployment.

Federated Learning ⭐ 13

A distributed fedrated learning system on the blockchain.

Federated Learning Poc ⭐ 13

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

Paddlepaddle Based Spatiotemporal Models Of Covid 19 Spread ⭐ 12

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