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Author Kubat, Miroslav, 1958- author.

Title An introduction to machine learning / Miroslav Kubat.

Publication Info. Cham : Springer, 2015.

Copies

Location Call No. OPAC Message Status
 Axe Books 24x7 IT E-Book  Electronic Book    ---  Available
Description 1 online resource (xiii, 291 pages) : illustrations (some color)
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
text file PDF rda
Series Online access with purchase: Springer (t)
Bibliography Includes bibliographical references and index.
Note Online resource; title from PDF title page (SpringerLink, viewed July 21, 2015).
Contents A Simple Machine-Learning Task -- Probabilities: Bayesian Classifiers -- Similarities: Nearest-Neighbor Classifiers -- Inter-Class Boundaries: Linear and Polynomial Classifiers -- Artificial Neural Networks -- Decision Trees -- Computational Learning Theory -- A Few Instructive Applications -- Induction of Voting Assemblies -- Some Practical Aspects to Know About -- Performance Evaluation.-Statistical Significance -- The Genetic Algorithm -- Reinforcement learning.
Summary 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.
Language English.
Subject Machine learning.
Machine learning. (OCoLC)fst01004795
Computer Science.
Mechanical Engineering - General.
Mechanical Engineering.
Engineering & Applied Sciences.
Computer Science.
Artificial Intelligence (incl. Robotics).
Simulation and Modeling.
Information Storage and Retrieval.
Pattern Recognition.
Computers -- Computer Simulation.
Computers -- System Administration -- Storage & Retrieval.
Computers -- Computer Vision & Pattern Recognition.
Computer modelling & simulation.
Information retrieval.
Pattern recognition.
Computers -- Intelligence (AI) & Semantics.
Artificial intelligence.
Genre/Form Electronic books.
Other Form: Printed edition: 9783319200095
ISBN 9783319200101 (electronic bk.)
3319200100 (electronic bk.)
3319200097 (print)
9783319200095 (print)
9783319200095
Standard No. 10.1007/978-3-319-20010-1 doi
AU@ 000057666764
DKDLA 820120-katalog:000700797
NLGGC 395891019
UKMGB 019128556

 
    
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