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Bog, paperback An Introduction to Machine Learning af Miroslav Kubat

An Introduction to Machine Learning

(Bog, paperback)

69 black & white illustrations, 2 colour illustrations, biography

69 black & white illustrations, 2 colour illustrations, biography

Produktdetaljer:

Sprog:
Engelsk
ISBN-13:
9783319348865
Sideantal:
304
Udgivet:
04-11-2016
Udgave:
Softcover reprint of the original 1st ed. 2015
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Forlagets beskrivelse
69 black & white illustrations, 2 colour illustrations, biography
Bibliotekernes beskrivelse
This book presents basic ideas of machine learning in a way that is easy to understand, by providing hands-on practical advice, using simple examples, and motivating students with discussions of interesting applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, neural networks, and support vector machines. Later chapters show how to combine these simple tools by way of "boosting," how to exploit them in more complicated domains, and how to deal with diverse advanced practical issues. One chapter is dedicated to the popular genetic algorithms.

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