Cloud Computing Startup for Data Science- A Tutorial.

IF 1 4区 医学 Q3 SURGERY
American Surgeon Pub Date : 2026-10-01 Epub Date: 2026-03-21 DOI:10.1177/00031348261433646
Andrew C Kuo, Lorenzo Hiraldo, Rachel L Wolansky, Joseph Sujka, Paul C Kuo
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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.

云计算启动数据科学-教程。
云计算已经彻底改变了对大数据集的分析。本教程为寻求利用云平台进行数据分析的研究小组提供了一个全面的实用指南。本教程涵盖了云计算的基础,包括其历史、基本原理和研究用例,然后详细比较了3个主要平台:谷歌云平台(GCP)、亚马逊网络服务(AWS)和微软Azure。并排比较服务,成本,易用性和选择指南帮助研究人员选择最合适的平台。使用医院价格透明度数据的完整分步示例演示了从帐户创建到结果检索的整个工作流程,使研究人员能够在数小时内开始基于云的高效分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
American Surgeon
American Surgeon 医学-外科
CiteScore
1.40
自引率
0.00%
发文量
623
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.
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