Miroslav Kubat: An Introduction to Machine Learning
- Yhteenveto
- Kategoria: muu, ei luokiteltu, alakategoria: tietotekniikka
- Materiaali: Sidottu
- Kustantaja: SPRINGER-VERLAG NEW YORK INC
- Kieli: englanti
- ISBN: 9783319200095
- Lisätiedot
- Katseltu: 94 krt
- Suosituksia: 0 kpl
Kuvaus (92 sanaa, lukemiseen kuluu n. 0 minuuttia)
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.