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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

Summary

This chapter showed that T-SQL is not the only language or environment used in data science for data transformation. All of the technology shown in this chapter deserves—and has—its own publications. The goal of this chapter was to show technologies beyond T-SQL and to offer inspiration for further studies.

The first section of this chapter was an introduction to several types of transformations often needed in the data science domain. We also learned about categorization, standardization, and missing-value imputations in the form of terms and formulas.

The knowledge obtained in the first section was used to introduce SQL Server Integration Services in the second section. Here, we created a simple package to show how the development is done. During the development of the Data Flow task, we learned about some transformations and their usage.

The section on...

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