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Mastering Machine Learning with R

You're reading from   Mastering Machine Learning with R Advanced machine learning techniques for building smart applications with R 3.5

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Product type Paperback
Published in Jan 2019
Publisher
ISBN-13 9781789618006
Length 354 pages
Edition 3rd Edition
Languages
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Author (1):
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Cory Lesmeister Cory Lesmeister
Author Profile Icon Cory Lesmeister
Cory Lesmeister
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Table of Contents (16) Chapters Close

Preface 1. Preparing and Understanding Data 2. Linear Regression FREE CHAPTER 3. Logistic Regression 4. Advanced Feature Selection in Linear Models 5. K-Nearest Neighbors and Support Vector Machines 6. Tree-Based Classification 7. Neural Networks and Deep Learning 8. Creating Ensembles and Multiclass Methods 9. Cluster Analysis 10. Principal Component Analysis 11. Association Analysis 12. Time Series and Causality 13. Text Mining 14. Creating a Package 15. Other Books You May Enjoy

Data

We will be using what is referred to as the ANSUR dataset, which stands for US Army Anthropometric Survey. It consists of two separate files: one for female soldiers and one for male soldiers. I've combined the results into one dataset. You can download the data here: https://github.com/datameister66/MMLR3rd/blob/master/army_ansur.RData.

I found this data on a data repository site called data.world, which allows members to share any dataset they have of interest. For example, I have a version of the Gettysburg data we used in Chapter 1, Preparing and Understanding Data, on the site. This ANSUR data consists of research done by the Natick Soldier Research, Development and Engineering Center (NSRDEC) on over 6000 Active Duty, Reserve, and National Guard soldiers for the US Army. The features are of 93 different body measurements along with assorted demographic data. The...

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