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kouda-amine's Projects

cmfl icon cmfl

CMFL: Mitigating Communication Overhead for Federated Learning / PyTorch reimplementation.

cnns_har_and_hr icon cnns_har_and_hr

This repository is an artifact for the paper "CNNs for Heart Rate Estimation and Human Activity Recognition in Wrist Worn Sensing Applications" submitted to the WristSense workshop as part of PerCom 2020.

deepfacelab icon deepfacelab

DeepFaceLab is the leading software for creating deepfakes.

dispfl icon dispfl

[ICML 2022] "DisPFL: Towards Communication-Efficient Personalized Federated learning via Decentralized Sparse Training"

fair_flearn icon fair_flearn

Fair Resource Allocation in Federated Learning (ICLR '20)

fedavgpy icon fedavgpy

On the Convergence of FedAvg on Non-IID Data

federated icon federated

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

federated-meta icon federated-meta

Unofficial Pytorch implementation of "Federated Meta-Learning with Fast Convergence and Efficient Communication"

federated_learning_horizontal icon federated_learning_horizontal

An Implementation of the Federated Averaging Algorithm as described in the Paper - Communication-Efficient Learning of Deep Networks from Decentralized Data by H. Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, Blaise Agüera y Arcas

fedma icon fedma

Code for Federated Learning with Matched Averaging, ICLR 2020.

fedmd_clean icon fedmd_clean

FedMD: Heterogenous Federated Learning via Model Distillation

fedml icon fedml

A Research-oriented Federated Learning Library. Supporting distributed computing, mobile/IoT on-device training, and standalone simulation. Best Paper Award at NeurIPS 2020 Federated Learning workshop. Join our Slack Community:(https://join.slack.com/t/fedml/shared_invite/zt-havwx1ee-a1xfOUrATNfc9DFqU~r34w)

fedml-iot icon fedml-iot

FedML-IoT: Federated Learning on IoT Devices (supported by FedML framework)

fedprox icon fedprox

Federated Optimization in Heterogeneous Networks (MLSys '20)

fedpso icon fedpso

FedPSO: Federated Learning Using Particle Swarm Optimization to Reduce Communication Costs

fl-bnn icon fl-bnn

Code for paper ``Communication-Efficient Federated Learning with Binary Neural Networks'', submitted to JSAC 2021

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