federated-learning-framework

There are 60 repositories under federated-learning-framework topic.

  • flower

    adap/flower

    Flower: A Friendly Federated AI Framework

    Language:Python5.6k45607959
  • Awesome-FL

    youngfish42/Awesome-FL

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

    Language:Python1.7k406194
  • SMILELab-FL/FedLab

    A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

    Language:Jupyter Notebook757960129
  • weimingwill/awesome-federated-learning

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

    Language:Shell68524397
  • KarhouTam/FL-bench

    Benchmark of federated learning. Dedicated to the community. 🤗

    Language:Python55969895
  • bioint/MetisFL

    The first open Federated Learning framework implemented in C++ and Python.

    Language:Python52518045
  • apple/pfl-research

    Simulation framework for accelerating research in Private Federated Learning

    Language:Jupyter Notebook318211437
  • Substra/substra

    Low-level Python library used to interact with a Substra network

    Language:Python277109536
  • GalaxyLearning/GFL

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

    Language:Python24871959
  • FedML-AI/FedGraphNN

    FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

  • blades

    lishenghui/blades

    ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

    Language:Python14122122
  • APPFL/APPFL

    Advanced Privacy-Preserving Federated Learning framework

    Language:Python112611522
  • QVQZZZ/HeFlwr

    HeFlwr: Federated Learning for Heterogeneous Devices

    Language:Python946013
  • liuhang1994/RIS-FL

    Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"

    Language:Python672016
  • paritybit-ai/XFL

    An Efficient and Easy-to-use Federated Learning Framework.

    Language:Python467311
  • NErlNet

    leondavi/NErlNet

    Nerlnet is a framework for research and development of distributed machine learning models on IoT

    Language:Python433458
  • Yujun-Shi/FedCLS

    [ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)

    Language:Python40212
  • VectorInstitute/FL4Health

    A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings

    Language:Python36377
  • CyberDataLab/nebula

    NEBULA: A Platform for Decentralized Federated Learning

    Language:Python322918
  • tayebiarasteh/federated_he

    Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology and radiology, reaching state-of-the-art performance with privacy guarantees.

    Language:Python32204
  • beiyuouo/fedhf

    🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.

    Language:Python221120
  • eclypse-org/federact

    FedRay: a Research Framework for Federated Learning based on Ray

    Language:Python21300
  • FLEXible-FL/FLEXible

    Federated Learning (FL) experiment simulation in Python.

    Language:Python15241
  • WellingtonLobato/flexe

    Flexe - The open source federated learning for vehicular network simulation framework.

    Language:C++15441
  • nclabteam/FedEasy

    FedEasy is an intuitive powerful yet simple to use Federated Learning framework. Our goal is to streamline the process of setting up and running federated learning experiments with ease, making advanced machine learning techniques accessible to researchers and developers alike.

    Language:Python136
  • zhlinup/Relay-FL

    Simulation Codes for “Relay-Assisted Cooperative Federated Learning”

    Language:Python13205
  • officialarijit/DFL

    A Docker-Based Federated Learning Framework Design and Deployment for Multi-modal Data Stream Classification

    Language:Python11100
  • Lee-Gihun/FedSOL

    (CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning"

    Language:Python10100
  • WellingtonLobato/PyFlexe

    Flexe - The open source federated learning for vehicular network simulation framework.

    Language:Python10412
  • bariscamli/Centralized-Federated-Learning

    Centralized Federated Learning using WebSockets and TensorFlow

    Language:Python8112
  • ansjin/fl_faas_fabric

    FedKeeper is a client-based python tool for propagating FL-client functions over FaaS fabric. Its main objective is to act as a manager or keeper of various client functions distributed over different FaaS platforms.

    Language:Python7502
  • bariscamli/Decentralized-Federated-Learning

    Decentralized (P2P) Federated Learning implementation using libp2p JavaScript

    Language:JavaScript7101
  • arvintashakori/SemiPFL

    SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence

    Language:Python6103
  • FederatedLearningAalto/FederatedLearningAalto.github.io

    Course site for CS-E4740 Federated Learning

    Language:Jupyter Notebook6004
  • MKZuziak/FedJust

    Simple and customizable framework that can serve as a boilerplate for your Federated simulations.

    Language:Python4100
  • moh-a-abde/FL-CML-Pipeline

    Federated Learning (FL) system for network intrusion detection using XGBoost. A privacy-preserving federated learning framework using Flower, PyTorch, and Hydra, with CI/CD automation for seamless ML deployment.

    Language:Python20