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- Limitless Analytics with Azure Synapse. An end-to-end analytics service for data processing, management, and ingestion for BI and ML
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Limitless Analytics with Azure Synapse. An end-to-end analytics service for data processing, management, and ingestion for BI and ML
Prashant Kumar Mishra, Mukesh Kumar
Ebook
Azure Synapse Analytics, which Microsoft describes as the next evolution of Azure SQL Data Warehouse, is a limitless analytics service that brings enterprise data warehousing and big data analytics together. With this book, you'll learn how to discover insights from your data effectively using this platform.
The book starts with an overview of Azure Synapse Analytics, its architecture, and how it can be used to improve business intelligence and machine learning capabilities. Next, you'll go on to choose and set up the correct environment for your business problem. You'll also learn a variety of ways to ingest data from various sources and orchestrate the data using transformation techniques offered by Azure Synapse. Later, you'll explore how to handle both relational and non-relational data using the SQL language. As you progress, you'll perform real-time streaming and execute data analysis operations on your data using various languages, before going on to apply ML techniques to derive accurate and granular insights from data. Finally, you'll discover how to protect sensitive data in real time by using security and privacy features.
By the end of this Azure book, you'll be able to build end-to-end analytics solutions while focusing on data prep, data management, data warehousing, and AI tasks.
The book starts with an overview of Azure Synapse Analytics, its architecture, and how it can be used to improve business intelligence and machine learning capabilities. Next, you'll go on to choose and set up the correct environment for your business problem. You'll also learn a variety of ways to ingest data from various sources and orchestrate the data using transformation techniques offered by Azure Synapse. Later, you'll explore how to handle both relational and non-relational data using the SQL language. As you progress, you'll perform real-time streaming and execute data analysis operations on your data using various languages, before going on to apply ML techniques to derive accurate and granular insights from data. Finally, you'll discover how to protect sensitive data in real time by using security and privacy features.
By the end of this Azure book, you'll be able to build end-to-end analytics solutions while focusing on data prep, data management, data warehousing, and AI tasks.
- 1. Introduction to Azure Synapse
- 2. Considerations for Your Compute Environment
- 3. Bringing Your Data to Azure Synapse
- 4. Using Synapse Pipelines to Orchestrate Your Data
- 5. Using Synapse Link with Azure Cosmos DB
- 6. Working with T-SQL in Azure Synapse
- 7. Working with R, Python, Scala, .NET, and Spark SQL in Azure Synapse
- 8. Integrating a Power BI Workspace with Azure Synapse
- 9. Perform Real-Time Analytics on Streaming Data
- 10. Generate Powerful Insights on Azure Synapse Using Azure Machine Learning
- 11. Performing Backup and Restore in Azure Synapse Analytics
- 12. Securing Data on Azure Synapse
- 13. Managing and Monitoring Synapse Workloads
- 14. Coding Best Practices
- Title: Limitless Analytics with Azure Synapse. An end-to-end analytics service for data processing, management, and ingestion for BI and ML
- Author: Prashant Kumar Mishra, Mukesh Kumar
- Original title: Limitless Analytics with Azure Synapse. An end-to-end analytics service for data processing, management, and ingestion for BI and ML
- ISBN: 9781800206977, 9781800206977
- Date of issue: 2021-06-18
- Format: Ebook
- Item ID: e_2a4y
- Publisher: Packt Publishing