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Hands-On Data Science with SQL Server 2017

You're reading from   Hands-On Data Science with SQL Server 2017 Perform end-to-end data analysis to gain efficient data insight

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788996341
Length 506 pages
Edition 1st Edition
Languages
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Authors (2):
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Vladimír Mužný Vladimír Mužný
Author Profile Icon Vladimír Mužný
Vladimír Mužný
Marek Chmel Marek Chmel
Author Profile Icon Marek Chmel
Marek Chmel
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Toc

Table of Contents (14) Chapters Close

Preface 1. Data Science Overview FREE CHAPTER 2. SQL Server 2017 as a Data Science Platform 3. Data Sources for Analytics 4. Data Transforming and Cleaning with T-SQL 5. Data Exploration and Statistics with T-SQL 6. Custom Aggregations on SQL Server 7. Data Visualization 8. Data Transformations with Other Tools 9. Predictive Model Training and Evaluation 10. Making Predictions 11. Getting It All Together - A Real-World Example 12. Next Steps with Data Science and SQL 13. Other Books You May Enjoy

Predictive Model Training and Evaluation

So far, all the chapters of this book have been dedicated to showing how to gather, transform, and statistically summarize data from a wide range of sources using different technologies. In this chapter, we are going to learn how to prepare SQL Server as an environment for predictive modeling. We're also going to look at how to create database structures and modules that are useful for efficient predictive model training. We will go through the following topics:

  • Preparing SQL Server: The first section of this chapter will show you how to configure the machine learning services of SQL Server and how to prepare them for custom packages
  • Creating data structures: The second section of this chapter will demonstrate how to create database objects that are used to create, train, and maintain machine learning models
  • Creating and evaluating...
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