An Introduction to Machine Learning

Kubat, Miroslav

ISBN 10: 3319876694 ISBN 13: 9783319876696

Edit� par Springer, 2018

Ancien(s) ou d'occasion Paperback

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Pages are clean and are not marred by notes or folds of any kind. ~ ThriftBooks: Read More, Spend Less. N� de r�f. du vendeur G3319876694I2N00

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Synopsis :

Offers frequent opportunities to practice techniques with control questions, exercises, thought experiments, and computer assignments.

Reinforces principles using well-selected toy domains and relevant real-world applications.

Provides additional material, including an instructor's manual with presentation slides, as well as answers to exercises.

� propos de l?auteur:

Miroslav Kubat, Associate Professor at the University of Miami, has been teaching and studying machine learning for over 25 years. He has published more than 100 peer-reviewed papers, co-edited two books, served on the program committees of over 60 conferences and workshops, and is an editorial board member of three scientific journals. He is widely credited with co-pioneering research in two major branches of the discipline: induction of time-varying concepts and learning from imbalanced training sets. He also contributed to research in induction from multi-label examples, induction of hierarchically organized classes, genetic algorithms, and initialization of neural networks.

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D�tails bibliographiques

Titre : An Introduction to Machine Learning
�diteur : Springer
Date d'�dition : 2018
Reliure : Paperback
Etat : As New
Etat de la jaquette : No Jacket

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An Introduction to Machine Learning

Kubat, Miroslav

Edit� par Springer, 2018

ISBN 10 : 3319876694 ISBN 13 : 9783319876696

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paperback. Etat : Good. Softcover reprint of the origina. *NEW* One time use physical access code. ALL SALES FINAL.*VALUE PRICED USED BOOK* Book may contain markings, highlights, water damage, and minor cover damage. Used items may not contain supplemental items such as CD, DVD, or other previously included items that would come with a NEW book. N� de r�f. du vendeur BSNV8381450

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An Introduction to Machine Learning

Miroslav Kubat

Edit� par Springer International Publishing, 2018

ISBN 10 : 3319876694 ISBN 13 : 9783319876696

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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Miroslav Kubat, Associate Professor at the University of Miami, has been teaching and studying machine learning for over 25 years. He has published more than 100 peer-reviewed papers, co-edited two books, served on the program committees of over 60 confe. N� de r�f. du vendeur 448760880

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An Introduction to Machine Learning

Miroslav Kubat

Edit� par Springer, 2018

ISBN 10 : 3319876694 ISBN 13 : 9783319876696

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An Introduction to Machine Learning

Miroslav Kubat

Edit� par Springer International Publishing Aug 2018, 2018

ISBN 10 : 3319876694 ISBN 13 : 9783319876696

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant 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. This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work. 364 pp. Englisch. N� de r�f. du vendeur 9783319876696

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An Introduction to Machine Learning

Miroslav Kubat

Edit� par Springer, Berlin, Springer International Publishing, Springer, 2018

ISBN 10 : 3319876694 ISBN 13 : 9783319876696

Neuf Taschenbuch

Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne

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Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant 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. This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work. N� de r�f. du vendeur 9783319876696

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