non-iid

Here are 17 public repositories matching this topic...

chaoyanghe / Awesome-Federated-Learning

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

machine-learning privacy computer-vision semi-supervised-learning transfer-learning wireless-communication distributed-optimization interpretability neural-architecture-search federated-learning continual-learning vertical-federated-learning non-iid decentralized-federated-learning hierarchical-federated-learning adversarial-attack-and-defense communication-efficiency straggler-problem computation-efficiency incentive-mechanism

Updated Sep 3, 2022

TsingZ0 / PFLlib

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We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study

python iot privacy attack distributed-computing pytorch personalization imagenet differential-privacy privacy-protection heterogeneity federated-learning dlg non-iid domainnet

Updated May 1, 2024
Python

weimingwill / awesome-federated-learning

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

machine-learning privacy data-privacy distributed-optimization meta-learning federated-learning federated-optimization differential-privacy-deep-learning federated-learning-framework non-iid decentralized-federated-learning communication-efficiency statistical-heterogeneity

Updated Feb 28, 2023
Shell

microsoft / PersonalizedFL

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Personalized federated learning codebase for research

machine-learning deep-learning federated-learning non-iid personalized-federated-learning

Updated Oct 4, 2023
Python

TsingZ0 / FedALA

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AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning

pytorch personalization adaptation federated-learning non-iid

Updated Apr 21, 2024
Python

monk1337 / Aweome-Heathcare-Federated-Learning

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A curated list of Federated Learning papers/articles and recent advancements.

machine-learning deep-learning awesome-list data-privacy healthcare-datasets life-science-data artifical-intelligense distributed-machine-learning federated-learning machine-learning-healthcare awesome-machine-learning medical-data-pipeline vertical-federated-learning healthcare-data blockchain-medical-applications healthcare-imaging non-iid machine-learning-privacy deep-learning-healthcare healthcare-federated-learning

Updated Feb 19, 2023

c-gabri / Federated-Learning-PyTorch

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PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arbitrary non-identicalness and imbalance (Dirichlet priors). Client systems can be arbitrarily heterogeneous. Several mobile-friendly models are prov…

pytorch sgd classification heterogeneity federated-learning imbalance non-iid fedavg fedprox fedsgd fedavgm fedir fedvc

Updated Feb 27, 2022
Python

AmanPriyanshu / Federated-Recommendation-Neural-Collaborative-Filtering

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Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federate this recommendation system.