Genomics in the Azure Cloud First Early Release 1st edition by Colby 9781098139049 1098139046

Genomics in the Azure Cloud (First Early Release) Dr. Colby T. Ford – Ebook Instant Download/Delivery ISBN(s): 9781098139049, 1098139046

Product details:

• ISBN 10:1098139046
• ISBN 13: 9781098139049
• Author: Colby

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

Table Contents:

1. 1. Essentials of Cloud Architecture
2. 2. Organizing Genomics Data with Data Lakes
3. 3. Querying Variant Data in SQL
4. 4. Orchestrating Data Movement and Transformation
5. 5. Azure Databricks (and Apache Spark)
6. 6. Azure Machine Learning
7. 7. High-Performance Computing and Other Compute Services
8. 8. Deployment, Security, Compliance, and Potpourri

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