Machine Learning: a Concise Introduction

$19.99

Download Machine Learning: a Concise Introduction written by Steven W. Knox in PDF format. This book is under the category Engineering and bearing the isbn/isbn13 number 1119439191/9781119439196. You may reffer the table below for additional details of the book.

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Description

An introduction to machine learning that includes fundamental methods; techniques; and applications.

Machine Learning: a Concise Introduction (PDF) offers a comprehensive introduction to the approaches; core concepts; and applications of machine learning. The author — an expert in the field — presents terminology; fundamental ideas; and techniques for solving applied problems in classification; clustering; regression; density estimation; and dimension reduction. The design principles behind the techniques are emphasized; including the bias-variance trade-off and its influence on the design of ensemble methods. Understanding these principles leads to more successful and flexible applications. Machine Learning: a Concise Introduction also includes methods for risk estimation; optimization; and model selection— essential elements of most applied projects.

This important resource:

 

 

    • Contains useful information for effectively communicating with clients

 

    • Presents R source code which shows how to apply and interpret many of the techniques covered

 

    • Includes many thoughtful exercises as an integral part of the textbook; with an appendix of selected solutions

 

    • Illustrates many classification methods with a single; running example; highlighting similarities and differences between methods

 

A volume in the popular Wiley Series in Probability and Statistics; Machine Learning: a Concise Introduction offers the practical information needed for an understanding of the methods and application of machine learning.

NOTE: This source only includes the ebook Machine Learning: a Concise Introduction by Knox in PDF. No access codes included.

 

Additional information

book-author

Steven W. Knox

publisher

Wiley

file-type

PDF

pages

352 pages

language

English

asin

B07BHYKL4V

isbn10

1119439191

isbn13

9781119439196

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