Genomics in the Azure Cloud: Scaling Your Bioinformatics Workloads Using Enterprise-Grade Solutions 1st Edition
by Colby Ford(Author)
Publisher finelybook 出版社: O’Reilly Media; 1st edition (December 27, 2022)
Language 语言: English
Print Length 页数: 297 pages
ISBN-10: 1098139046
ISBN-13: 9781098139049
Book Description
This practical guide bridges the gap between general cloud computing architecture in Microsoft Azure and scientific computing for bioinformatics and genomics. You’ll get a solid understanding of the architecture patterns and services that are offered in Azure and how they might be used in your bioinformatics practice. You’ll get code examples that you can reuse for your specific needs. And you’ll get plenty of concrete examples to illustrate how a given service is used in a bioinformatics context.
You’ll also get valuable advice on how to:
Use enterprise platform services to easily scale your bioinformatics workloads
Organize, query, and analyze genomic data at scale
Build a genomics data lake and accompanying data warehouse
Use Azure Machine Learning to scale your model training, track model performance, and deploy winning models
Orchestrate and automate processing pipelines using Azure Data Factory and Databricks
Cloudify your organization’s existing bioinformatics pipelines by moving your workflows to Azure high-performance compute services
And more