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SQL Server 2017 Machine Learning Services with R.

You're reading from  SQL Server 2017 Machine Learning Services with R.

Product type Book
Published in Feb 2018
Publisher Packt
ISBN-13 9781787283572
Pages 338 pages
Edition 1st Edition
Languages
Authors (2):
Julie Koesmarno Julie Koesmarno
Profile icon Julie Koesmarno
Tomaž Kaštrun Tomaž Kaštrun
Profile icon Tomaž Kaštrun
View More author details

Table of Contents (12) Chapters

Preface 1. Introduction to R and SQL Server 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

Summary

This chapter has covered important functions (among many others) for data manipulation and data wrangling. These steps are absolutely and utterly important for understanding the structure of the dataset, the content of the dataset, and how the data is distributed. These are used to mainly understand frequencies, descriptive statistics, and also some statistical sampling, as well as statistical correlations.

These steps must be done (or should be done) prior to data cleaning and data merging in order to get a better understanding of the data. Cleaning the data is of the highest importance, as outliers might bring sensitive data (or any kind of data) to strange or false conclusions: it might also sway the results in some other direction. So, treating these steps as highly important by using the powerful rx- functions (or classes) should be the task of every data engineer...

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