Introduction to Machine Learning 2e (OISC)

Note moyenne 3,6
( 137 avis fournis par Goodreads )
 
9780262012430: Introduction to Machine Learning 2e (OISC)

The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. The second edition of Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. In order to present a unified treatment of machine learning problems and solutions, it discusses many methods from different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The text covers such topics as supervised learning, Bayesian decision theory, parametric methods, multivariate methods, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, and reinforcement learning. New to the second edition are chapters on kernel machines, graphical models, and Bayesian estimation; expanded coverage of statistical tests in a chapter on design and analysis of machine learning experiments; case studies available on the Web (with downloadable results for instructors); and many additional exercises. All chapters have been revised and updated. Introduction to Machine Learning can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Revue de presse :

"This volume offers a very accessible introduction to the field of machine learning. Ethem Alpaydin gives a comprehensive exposition of the kinds of modeling and prediction problems addressed by machine learning, as well as an overview of the most common families of paradigms, algorithms, and techniques in the field. The volume will be particularly useful to the newcomer eager to quickly get a grasp of the elements that compose this relatively new and rapidly evolving field." --Joaquin Quinonero-Candela, coeditor, Dataset Shift in Machine Learning

Biographie de l'auteur :

Ethem Alpaydin is Professor in the Department of Computer Engineering at Bogazici University, Istanbul.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Meilleurs résultats de recherche sur AbeBooks

1.

Alpaydin, Ethem
Edité par Cumberland, Rhode Island, U.S.A.: Mit Pr (2010)
ISBN 10 : 026201243X ISBN 13 : 9780262012430
Neuf(s) Couverture rigide Quantité : 5
Vendeur
LINDABOOK
(Taipei, TP, Taïwan)
Evaluation vendeur
[?]

Description du livre Cumberland, Rhode Island, U.S.A.: Mit Pr, 2010. Hardcover. État : New. 2nd Edition. Ship out 1-2 business day,Brand new,US edition, Free tracking number usually 2-4 biz days delivery to worldwide Same shipping fee with US, Canada,Europe country, Australia, item will ship out from either LA or Asia,kf. N° de réf. du libraire ABE-7636576149

Plus d'informations sur ce vendeur | Poser une question au libraire

Acheter neuf
EUR 69,03
Autre devise

Ajouter au panier

Frais de port : EUR 10,28
De Taïwan vers France
Destinations, frais et délais

2.

Alpaydin, Ethem
Edité par The MIT Press (2009)
ISBN 10 : 026201243X ISBN 13 : 9780262012430
Neuf(s) Couverture rigide Quantité : 2
Vendeur
Murray Media
(North Miami Beach, FL, Etats-Unis)
Evaluation vendeur
[?]

Description du livre The MIT Press, 2009. Hardcover. État : New. N° de réf. du libraire P11026201243X

Plus d'informations sur ce vendeur | Poser une question au libraire

Acheter neuf
EUR 91,89
Autre devise

Ajouter au panier

Frais de port : EUR 17,87
De Etats-Unis vers France
Destinations, frais et délais

3.

Alpaydin, Ethem
Edité par The MIT Press
ISBN 10 : 026201243X ISBN 13 : 9780262012430
Neuf(s) Couverture rigide Quantité : 1
Vendeur
Cloud 9 Books
(Wellington, FL, Etats-Unis)
Evaluation vendeur
[?]

Description du livre The MIT Press. Hardcover. État : New. 026201243X New Condition. N° de réf. du libraire NEW6.0934645

Plus d'informations sur ce vendeur | Poser une question au libraire

Acheter neuf
EUR 108,17
Autre devise

Ajouter au panier

Frais de port : EUR 35,74
De Etats-Unis vers France
Destinations, frais et délais
Edition internationale
Edition internationale

4.

Alpaydin
ISBN 10 : 026201243X ISBN 13 : 9780262012430
Neuf(s) Soft cover Quantité : > 20
Edition internationale
Vendeur
LOW COST_FAST SHIP
(Scottsdale, AZ, Etats-Unis)
Evaluation vendeur
[?]

Description du livre Soft cover. État : New. Opt EXPEDITED shipping for 2 to 4 day delivery - Brand NEW - International Edition - 2ed - Harbound Cover, SAME Contents as in US edition - SHRINKwrapped BOXpacked - There is no CD or Access Code, unless specified above - Ships from various locations. N° de réf. du libraire N40

Plus d'informations sur ce vendeur | Poser une question au libraire

Acheter neuf
EUR 305,57
Autre devise

Ajouter au panier

Frais de port : EUR 9,82
De Etats-Unis vers France
Destinations, frais et délais