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

Format:

Book

Author/Creator:

Watt, Jeremy, author.

Borhani, Reza, author.

Katsaggelos, Aggelos Konstantinos, 1956- author.

Contributor:

Cambridge University Press.

Language:

English

Subjects (All):

Machine learning.

Physical Description:

xxi, 574 pages : illustrations (some color) ; 26 cm

Edition:

Second edition.

Place of Publication:

Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2020.

Summary:

"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"-- Provided by publisher.

Notes:

First edition published 2016.

Includes bibliographical references and index.

Other Format:

Online version: Watt, Jeremy, 1983- Machine learning refined

ISBN:

9781108480727

1108480721

OCLC:

1129399227

Publisher Number:

99987422726