Machine learning refined foundations, algorithms, and applications

"The second edition of this text is a complete revision of our first endeavor, with virtually every chapter of the original rewritten from the ground up and eight new chapters of material added, doubling the size of the first edition. Topics from the first edition, from expositions on gradient...

Ausführliche Beschreibung

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Bibliographische Detailangaben
1. Verfasser: Watt, Jeremy (VerfasserIn)
Körperschaft: Cambridge University Press (Verlag)
Weitere Verfasser: Borhani, Reza (VerfasserIn), Katsaggelos, Aggelos K. (VerfasserIn)
Format: UnknownFormat
Sprache:eng
Veröffentlicht: Cambridge, New York, NY, Port Melbourne, New Delhi, Singapore Cambridge University Press 2020
Ausgabe:Second Edition
Schlagworte:
Online Zugang:Inhaltsverzeichnis
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Beschreibung
Zusammenfassung:"The second edition of this text is a complete revision of our first endeavor, with virtually every chapter of the original rewritten from the ground up and eight new chapters of material added, doubling the size of the first edition. Topics from the first edition, from expositions on gradient descent to those on One-versus- All classification and Principal Component Analysis have been reworked and polished. A swath of new topics have been added throughout the text, from derivative-free optimization to weighted supervised learning, feature selection, nonlinear feature engineering, boosting-based cross-validation, and more"--
Beschreibung:Hier auch später erschienene, unveränderte Nachdrucke
First edition published 2016
Includes bibliographical references and index
Beschreibung:xxi, 574 Seiten
Illustrationen, Diagramme
ISBN:9781108480727
978-1-108-48072-7