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SQL Server Big Data Clusters - Data Virtualization, Data Lake, and AI Platform (Paperback, 2nd ed.)
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SQL Server Big Data Clusters - Data Virtualization, Data Lake, and AI Platform (Paperback, 2nd ed.)
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Use this guide to one of SQL Server 2019's most impactful
features-Big Data Clusters. You will learn about data
virtualization and data lakes for this complete artificial
intelligence (AI) and machine learning (ML) platform within the SQL
Server database engine. You will know how to use Big Data Clusters
to combine large volumes of streaming data for analysis along with
data stored in a traditional database. For example, you can stream
large volumes of data from Apache Spark in real time while
executing Transact-SQL queries to bring in relevant additional data
from your corporate, SQL Server database. Filled with clear
examples and use cases, this book provides everything necessary to
get started working with Big Data Clusters in SQL Server 2019. You
will learn about the architectural foundations that are made up
from Kubernetes, Spark, HDFS, and SQL Server on Linux. You then are
shown how to configure and deploy Big Data Clusters in on-premises
environments or in the cloud. Next, you are taught about querying.
You will learn to write queries in Transact-SQL-taking advantage of
skills you have honed for years-and with those queries you will be
able to examine and analyze data from a wide variety of sources
such as Apache Spark. Through the theoretical foundation provided
in this book and easy-to-follow example scripts and notebooks, you
will be ready to use and unveil the full potential of SQL Server
2019: combining different types of data spread across widely
disparate sources into a single view that is useful for business
intelligence and machine learning analysis. What You Will Learn
Install, manage, and troubleshoot Big Data Clusters in cloud or
on-premise environments Analyze large volumes of data directly from
SQL Server and/or Apache Spark Manage data stored in HDFS from SQL
Server as if it were relational data Implement advanced analytics
solutions through machine learning and AI Expose different data
sources as a single logical source using data virtualization Who
This Book Is For Data engineers, data scientists, data architects,
and database administrators who want to employ data virtualization
and big data analytics in their environments
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