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

Product type Paperback

Published in Feb 2018

Publisher Packt

ISBN-13 9781787283572

Length 338 pages

Edition 1st Edition

Languages

Tools

R Services

Concepts

Data Analysis

Authors (2):

Julie Koesmarno

Toma≈æ Ka≈°trun Kaštrun

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Table of Contents (12) Chapters

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

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Deploying, Managing, and Monitoring Database Solutions containing R Code

Operationalizing R code in a SQL Server database means that data scientists/database developers can also leverage productionizing data science solutions as part of Database Lifecycle Management (DLM). This includes the following:

Checking in R code as part of a SQL Server database project into a version control
Adding the stored procedures for the data science solution as part of SQL Server unit tests
Integrating the data science solution into the Continuous Integration/Continuous Delivery (CI/CD) process
Monitoring performance of the data science solution in the production on a regular basis

In this chapter, we will be using SQL Server Data Tools (SSDT) in Visual Studio 2017 and Visual Studio Team Services to perform this DLM workflow. However, the underlying concept can be applied to any other CI/CD platform...

The rest of the chapter is locked

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Authors (2)

Koesmarno

Julie Koesmarno is a senior program manager in the Database Systems Business Analytics team, at Microsoft. Currently, she leads big data analytics initiatives, driving business growth and customer success for SQL Server and Azure Data businesses. She has over 10 years of experience in data management, data warehousing, and analytics for multimillion-dollar businesses as a SQL Server developer, a system analyst, and a consultant prior to joining Microsoft. She is passionate about empowering data professionals to drive impacts for customer success and business through insights.

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Toma≈æ Ka≈°trun Kaštrun

Toma Katrun is a SQL Server developer and data scientist with more than 15 years of experience in the fields of business warehousing, development, ETL, database administration, and query tuning. He holds over 15 years of experience in data analysis, data mining, statistical research, and machine learning. He is a Microsoft SQL Server MVP for data platform and has been working with Microsoft SQL Server since version 2000. He is a blogger, author of many articles, a frequent speaker at the community and Microsoft events. He is an avid coffee drinker who is passionate about fixed gear bikes.

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