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distributed-learning

Here are 39 public repositories matching this topic...

microsoft / msrflute

Federated Learning Utilities and Tools for Experimentation

machine-learning simulation pytorch personalization privacy-tools nccl federated-learning distributed-learning gloo transformers-models

Updated Jan 11, 2024
Python

Lee-Gihun / FedNTD

(NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"

machine-learning deep-neural-networks computer-vision deep-learning scaffold artificial-intelligence moon knowledge-distillation federated-learning continual-learning distributed-learning fedavg fedprox fedavgm fedcurv feddyn fedntd fednova

Updated Feb 24, 2023
Python

VectorInstitute / FL4Health

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

machine-learning deep-learning healthcare federated-learning distributed-learning federated-learning-framework

Updated Apr 18, 2025
Python

AmanPriyanshu / Federated-Recommendation-Neural-Collaborative-Filtering

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.

deep-learning neural-network iid collaborative-filtering recommendation-system recommendation-engine recommender-system recommendation-algorithms federated movie-recommendation federated-learning distributed-learning neural-collaborative-filtering ncf non-iid deep-recommender-system

Updated Apr 13, 2023
Python

FederalLab / OpenFed

A Comprehensive and Versatile Open-Source Federated Learning Framework

benchmark framework deep-learning pytorch artificial-intelligence safety federated-learning distributed-learning

Updated Apr 3, 2023
Python

BerivanIsik / sparse-random-networks

Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated Learning".

compression deep-learning pruning federated-learning distributed-learning sparse-network

Updated Feb 10, 2023
Python

Auto-Multilift

RCL-NUS / Auto-Multilift

Auto-Multilift is a novel learning framework for cooperative load transportation with quadrotors. It can automatically tune various MPC hyperparameters, which are modeled by DNNs and difficult to tune manually, via reinforcement learning in a distributed and closed-loop manner.

multiagent-reinforcement-learning distributed-learning

Updated Apr 17, 2025
Python

IKNL / vantage6

Docker CLI package for the vantage6 infrastructure

data-science multi-party-computation federated-learning distributed-learning

Updated May 6, 2024
Python

cshjin / fedsimul

A project for simulation of Asynchronous Federated Learning

simulation asynchronous federated-learning distributed-learning

Updated Sep 1, 2021
Python

jtirana98 / SFL-workflow-optimization

federated-learning distributed-learning split-learning optimizing-workflow

Updated Nov 22, 2024
Python

Sakshi09Ch / CoDeC

[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning

deep-learning efficient continual-learning distributed-learning decentralized-learning

Updated Apr 17, 2024
Python

Lee-Gihun / FedSOL

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

machine-learning computer-vision deep-learning optimization scaffold moon federated-learning continual-learning distributed-learning federated-learning-framework fedavg fedprox sharpness-aware-minimization fedntd fednova fedsol fedsam perfedavg knnper

Updated Jun 28, 2024
Python

HaoweiLi778 / JointSQ

Simple Implementation of the CVPR 2024 Paper "JointSQ: Joint Sparsification-Quantization for Distributed Learning"

quantization big-model distributed-learning sparsification gradient-compression

Updated Dec 29, 2024
Python

savertm / Sageflow

Sageflow: Robust Federated Learning against Both Stragglers and Adversaries at NeurIPS'21

deep-learning pytorch adversarial-attacks federated-learning distributed-learning

Updated Jul 14, 2022
Python

lecode-official / pytorch-federated-learning

A federated learning simulator written in PyTorch, which supports a virtually unlimited number of clients.

python simulator deep-learning pytorch federated-learning distributed-learning pytorch-implementation federated-averaging

Updated Oct 21, 2022
Python

Vision-Intelligence-and-Robots-Group / DCIL

Official implementation of Deep Class Incremental Learning from Decentralized Data (IEEE TNNLS 22)

incremental-learning continual-learning distributed-learning

Updated May 1, 2023
Python

arawxx / FSDP-Distributed-Training-of-ConvNextV2-on-CIFAR10

A script for training the ConvNextV2 on CIFAR10 dataset using the FSDP technique for a distributed training scheme.

deep-learning distributed-computing pytorch distributed distributed-training distributed-learning convnext convnextv2 fsdp fully-sharded-data-parallel

Updated Dec 11, 2023
Python

mvisionai / FedStream

FedStream: Prototype-Based Federated Learning on Distributed Concept-drifting Data Streams

clustering metric-learning data-streams federated-learning distributed-learning

Updated Dec 3, 2024
Python

varnio / fedsim

A generic Federated Learning simulator!

privacy simulator research deep-learning optimization pytorch neural-networks federated-learning distributed-learning

Updated Mar 3, 2023
Python

Mmasoud1 / MeshFL

MeshNet distributed learning by using the NVFlare framework

semantic-segmentation federated-learning distributed-learning nvflare

Updated Feb 10, 2025
Python

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