{"title":"Overcoming Computational Resource Limitations in Deep Learning for Healthcare: Strategies Targeting Data, Model, and Computing","authors":"Han Yuan","doi":"10.1002/med4.70001","DOIUrl":null,"url":null,"abstract":"<p>Deep learning has been identified as an indispensable backbone in health data science. However, the computational constraints faced by many healthcare providers, who may lack access to high-performance computing resources, must be considered. This commentary illustrates three representative strategies from the perspective of data, model, and computing to mitigate computational constraints in resource-limited settings.\n <figure>\n <div><picture>\n <source></source></picture><p></p>\n </div>\n </figure></p>","PeriodicalId":100913,"journal":{"name":"Medicine Advances","volume":"3 1","pages":"42-45"},"PeriodicalIF":0.0000,"publicationDate":"2025-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/med4.70001","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medicine Advances","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/med4.70001","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Deep learning has been identified as an indispensable backbone in health data science. However, the computational constraints faced by many healthcare providers, who may lack access to high-performance computing resources, must be considered. This commentary illustrates three representative strategies from the perspective of data, model, and computing to mitigate computational constraints in resource-limited settings.