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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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Toc

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

Topic models

We will leave behind the 19th century and look at these recent times of trial and tribulation (1965 through 2016). In looking at this data, I found something interesting and troubling. Let's take a look at the 1970s:

> sotu_meta[185:191, 1:4]
# A tibble: 7 x 4
president year years_active party
<chr> <int> <chr> <chr>
1 Richard M. Nixon 1970 1969-1973 Republican
2 Richard M. Nixon 1971 1969-1973 Republican
3 Richard M. Nixon 1972 1969-1973 Republican
4 Richard M. Nixon 1972 1969-1973 Republican 5 Richard M. Nixon 1974 1973-1974 Republican
6 Richard M. Nixon 1974 1973-1974 Republican
7 Gerald R. Ford 1975 1974-1977 Republican

We see there are two 1972 and two 1974 addresses, but none for 1973. What? I went to the Nixon Foundation website, spent about 10 minutes trying to deconflict...

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