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SQL Server 2017 Machine Learning Services with R

You're reading from   SQL Server 2017 Machine Learning Services with R Data exploration, modeling, and advanced analytics

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Product type Paperback
Published in Feb 2018
Publisher Packt
ISBN-13 9781787283572
Length 338 pages
Edition 1st Edition
Languages
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Authors (2):
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Julie Koesmarno Julie Koesmarno
Author Profile Icon Julie Koesmarno
Julie Koesmarno
Toma≈æ Ka≈°trun Kaštrun Toma≈æ Ka≈°trun Kaštrun
Author Profile Icon Toma≈æ Ka≈°trun Kaštrun
Toma≈æ Ka≈°trun Kaštrun
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Table of Contents (12) Chapters Close

Preface 1. Introduction to R and SQL Server FREE CHAPTER 2. Overview of Microsoft Machine Learning Server and SQL Server 3. Managing Machine Learning Services for SQL Server 2017 and R 4. Data Exploration and Data Visualization 5. RevoScaleR Package 6. Predictive Modeling 7. Operationalizing R Code 8. Deploying, Managing, and Monitoring Database Solutions containing R Code 9. Machine Learning Services with R for DBAs 10. R and SQL Server 2016/2017 Features Extended 11. Other Books You May Enjoy

High performance using ColumnStore and in memory OLTP

SQL Server 2016 R Services and SQL Server 2017 ML Services provide advanced analytical capabilities that can also be applied to optimized tables. In this section, we will walk you through comparisons on how to use R Services with:

  • A table with a primary key
  • A table with a clustered ColumnStore index
  • A memory-optimized table
  • A memory-optimized table with a clustered ColumnStore index
For more optimization tips and tricks with SQL Server and machine learning, visit:
https://azure.microsoft.com/en-us/blog/optimization-tips-and-tricks-on-azure-sql-server-for-machine-learning-services/

Testing rxLinMod performance on a table with a primary key

The following steps will test...

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