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Data Science Algorithms in a Week

You're reading from   Data Science Algorithms in a Week Top 7 algorithms for scientific computing, data analysis, and machine learning

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Product type Paperback
Published in Oct 2018
Publisher Packt
ISBN-13 9781789806076
Length 214 pages
Edition 2nd Edition
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Authors (2):
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David Toth David Toth
Author Profile Icon David Toth
David Toth
David Natingga David Natingga
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David Natingga
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Toc

Table of Contents (12) Chapters Close

Preface 1. Classification Using K-Nearest Neighbors 2. Naive Bayes FREE CHAPTER 3. Decision Trees 4. Random Forests 5. Clustering into K Clusters 6. Regression 7. Time Series Analysis 8. Python Reference 9. Statistics 10. Glossary of Algorithms and Methods in Data Science
11. Other Books You May Enjoy

Electronics shop's sales – analyzing seasonality

We have data for sales in thousands of USD for a small electronics shop, by month, for the years 2010 to 2017. We would like to predict sales for each month of 2018:

Month/Year 2010 2011 2012 2013 2014 2015 2016 2017 2018
January 10.5 11.9 13.2 14.6 15.1 16.5 18.9 20
February 11.9 12.6 14.4 15.4 17.4 17.9 19.5 20.8
March 13.4 13.5 16.1 16.2 17.2 19.6 19.8 22.1
April 12.7 13.6 14.9 17.8 17.8 20.2 19.7 20.9
May 13.9 14.6 15.7 17.8 18.6 19.1 20.8 21.5
June 14 14.4 15.3 16.1 18.9 19.7 21.1 22.1
July 13.5 15.7 16.8 17.4 18.3 19.7 21 22.6
August 14.5 14 15.7 17 17.9 20.5 21 22.7
September 14.3 15.5 16.8 17.2 19.2 20.3 20.6 21.9
October 14.9 15.8 16.3 17.9 18.8 20.3 21.4 22.9
November 16.9 16.5 18.7 20.5 20.4 22.4 23.7 24
December 17.4 20.1 19.7 22.5 23 23.8 24.6 26.6
The data...
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