Genomics in the Azure Cloud: Scaling Your Bioinformatics Workloads Using Enterprise-Grade Solutions
暫譯: 在 Azure 雲端中的基因組學:使用企業級解決方案擴展您的生物資訊工作負載
Ford, Colby
- 出版商: O'Reilly
- 出版日期: 2022-12-20
- 定價: $2,730
- 售價: 8.8 折 $2,402 (限時優惠至 2025-03-31)
- 語言: 英文
- 頁數: 327
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1098139046
- ISBN-13: 9781098139049
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相關分類:
Microsoft Azure、生物資訊 Bioinformatics
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商品描述
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
商品描述(中文翻譯)
這本實用指南彌補了 Microsoft Azure 中一般雲端計算架構與生物資訊學和基因組學的科學計算之間的差距。您將深入了解 Azure 提供的架構模式和服務,以及它們如何應用於您的生物資訊實踐中。您將獲得可重用的程式碼範例,以滿足您的特定需求。此外,您還將獲得大量具體範例,以說明在生物資訊上下文中如何使用特定服務。
您還將獲得有價值的建議,如何:
- 使用企業平台服務輕鬆擴展您的生物資訊工作負載
- 組織、查詢和分析大規模基因組數據
- 建立基因組數據湖及其配套的數據倉庫
- 使用 Azure Machine Learning 擴展模型訓練、追蹤模型性能並部署優秀模型
- 使用 Azure Data Factory 和 Databricks 編排和自動化處理管道
- 通過將工作流程移至 Azure 高效能計算服務,雲端化您組織現有的生物資訊管道
- 以及更多內容