Andrew C Kuo, Lorenzo Hiraldo, Rachel L Wolansky, Joseph Sujka, Paul C Kuo
{"title":"Cloud Computing Startup for Data Science- A Tutorial.","authors":"Andrew C Kuo, Lorenzo Hiraldo, Rachel L Wolansky, Joseph Sujka, Paul C Kuo","doi":"10.1177/00031348261433646","DOIUrl":null,"url":null,"abstract":"<p><p>Cloud computing has revolutionized analysis of large datasets. This tutorial provides a comprehensive, practical guide for research groups seeking to leverage cloud platforms for data analysis. The tutorial covers the foundations of cloud computing, including its history, rationale, and use cases for research, followed by detailed comparisons of the 3 major platforms: Google Cloud Platform (GCP), Amazon Web Services (AWS), and Microsoft Azure. Side-by-side comparisons of services, costs, ease of use, and selection guidelines assist researchers in choosing the most appropriate platform. A complete step-by-step example using hospital price transparency data demonstrates the entire workflow from account creation through results retrieval, enabling researchers to begin productive cloud-based analysis within hours.</p>","PeriodicalId":7782,"journal":{"name":"American Surgeon","volume":" ","pages":"2515-2522"},"PeriodicalIF":1.0000,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"American Surgeon","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/00031348261433646","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/3/21 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"SURGERY","Score":null,"Total":0}
引用次数: 0
Abstract
Cloud computing has revolutionized analysis of large datasets. This tutorial provides a comprehensive, practical guide for research groups seeking to leverage cloud platforms for data analysis. The tutorial covers the foundations of cloud computing, including its history, rationale, and use cases for research, followed by detailed comparisons of the 3 major platforms: Google Cloud Platform (GCP), Amazon Web Services (AWS), and Microsoft Azure. Side-by-side comparisons of services, costs, ease of use, and selection guidelines assist researchers in choosing the most appropriate platform. A complete step-by-step example using hospital price transparency data demonstrates the entire workflow from account creation through results retrieval, enabling researchers to begin productive cloud-based analysis within hours.
期刊介绍:
The American Surgeon is a monthly peer-reviewed publication published by the Southeastern Surgical Congress. Its area of concentration is clinical general surgery, as defined by the content areas of the American Board of Surgery: alimentary tract (including bariatric surgery), abdomen and its contents, breast, skin and soft tissue, endocrine system, solid organ transplantation, pediatric surgery, surgical critical care, surgical oncology (including head and neck surgery), trauma and emergency surgery, and vascular surgery.