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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 2. Overview of Microsoft Machine Learning Server and SQL Server FREE CHAPTER 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

Summary

Visual Studio 2017 is a powerful IDE for data scientists/developers to manage their code, unit testing, and version control. Combined with Visual Studio Team Services, they form a complete toolkit to execute Database Lifecycle Management, which can also be easily adapted to DevOps practices. This chapter describes in detail how you can integrate SQL Server Machine Learning Services with R in SQL Server Database projects, DevOps practices, and CI/CD workflows. Finally, you have also learned how to monitor a Prediction Model accuracy over time.

In the next chapter, we'll discuss how DBAs can also take advantage of Machine Learning Services with R.

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