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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

Basic concepts

Notation

A set intersection of two sets, A and B, denoted by A ∩ B, is a subset of A or B that contains all elements that are in both A and B. In other words, A ∩ B := { x : x in A and x in B}.

A set union of two sets, A and B, denoted by A ∪ B, is a set that contains precisely the elements that are in A or in B. In other words, A ∪ B := { x : x in A or x in B}.

A set difference of two sets, A and B, denoted by A – B or A\B, is a subset of A that contains all elements in A that are not in B. In other words, A – B := { x : x in A and x not in B}.

The summation symbol, ∑, represents the sum of all members over the set, for example...

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