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An Asynchronous Parallel Data Loading Optimization Algorithm for Deep Learning Applications

Published in Journal of Data Science and Intelligent Systems • May 29, 2026
Authors:
Xingjun Lin

Abstract

This study aims to address the concern of inefficient data loading, which often leads to computationally inefficient deep learning workflows and becomes a bottleneck for scalability, especially under resource constraints. An asynchronous parallel data loading optimization algorithm is proposed that ...

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