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Data Science, 2nd Edition
book

Data Science, 2nd Edition

by Vijay Kotu, Bala Deshpande
November 2018
Beginner to intermediate
568 pages
15h 59m
English
Morgan Kaufmann
Content preview from Data Science, 2nd Edition
Chapter 5

Regression Methods

Abstract

This chapter covers two of the most popular function-fitting algorithms. The first is the well-known linear regression method, commonly used for numeric prediction. The basics of regression is briefly described and with the use of the classic Boston Housing dataset, how to implement linear regression in RapidMiner is also explained. A discussion on feature selection is also included and some checkpoints for correctly implementing linear regression are provided. The latter is the more current logistic regression method used for classification. The basic concepts behind calculation of the logit are explained along with how this is used to transform a discrete label into a continuous function so that function-fitting ...

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Publisher Resources

ISBN: 9780128147627