1750531208  

Machine learning refined : foundations, algorithms, and applications / Jeremy Watt, Northwestern University, Illinois, Reza Borhani, Northwestern University, Illinois, Aggelos K. Katsaggelos, Northwestern University, Illinois

Borhani, Reza [VerfasserIn] ; Katsaggelos, Aggelos Konstantinos, 1956- [VerfasserIn]

Second Edition

Englisch

New York : Cambridge University Press [2020], 2020

1 Online-Ressource (1 online resource)

First edition published 2016

Includes bibliographical references and index

2003

Erscheint auch als: Druck-Ausgabe- Watt, Jeremy: Machine learning refined. - New York : Cambridge University Press, 2020

978-1-108-69093-5 ePub

1-108-69093-9

Weitere Ausgaben: 978-1-108-48072-7 (Druckausgabe)

DOI: 10.1017/9781108690935

*978-1-10-848072-7

*Machine learning

*Machine learning

Klassifikation der Library of Congress: Q325.5

Dewey Dezimal-Klassifikation: 006.3/1;

"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"--

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