Genomics in the Azure Cloud: Scaling Your Bioinformatics Workloads Using Enterprise-Grade Solutions
Date: December 20th, 2022
ISBN: 1098139046
Language: English
Number of pages: 330 pages
Format: EPUB True PDF
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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
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
Download Genomics in the Azure Cloud: Scaling Your Bioinformatics Workloads Using Enterprise-Grade Solutions
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