Distributed Machine Learning:Based on Computational resources available

We propose a novel dynamic distributed training framework that applies distributed learning principles over a local area network (LAN). Each node in the network runs a unified Python-based agent (using Flask and PyTorch) and self-benchmarks its GPU performance using glmark2. The node with the lowest benchmark score is elected master, while others become workers.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-30
DOI
https://doi.org/10.5281/zenodo.15773424
Primary Topic
Stochastic Gradient Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Distributed Machine Learning:Based on Computational resources available

Zenodo (CERN European Organization for Nuclear Research)
Stochastic Gradient Optimization Techniques
article

Distributed Machine Learning:Based on Computational resources available

article en

Abstract

We propose a novel dynamic distributed training framework that applies distributed learning principles over a local area network (LAN). Each node in the network runs a unified Python-based agent (using Flask and PyTorch) and self-benchmarks its GPU performance using glmark2. The node with the lowest benchmark score is elected master, while others become workers.

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Openalex Percentile: Top 74%
Stochastic Gradient Optimization Techniques
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Distributed Machine Learning:Based on Computational resources available · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS