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Cover: 9783540231226 | Advanced Lectures on Machine Learning | Olivier Bousquet (u. a.)
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Advanced Lectures on Machine Learning
ML Summer Schools 2003, Canberra, Australia, February 2-14, 2003, Tübingen, Germany, August 4-16, 2003, Revised Lectures
Taschenbuch von Olivier Bousquet (u. a.)
Sprache: Englisch

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Beschreibung
Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To stimulate discussions and to disseminate new results, a summer school series was started in February 2002, the documentation of which is published as LNAI 2600.

This book presents revised lectures of two subsequent summer schools held in 2003 in Canberra, Australia, and in Tübingen, Germany. The tutorial lectures included are devoted to statistical learning theory, unsupervised learning, Bayesian inference, and applications in pattern recognition; they provide in-depth overviews of exciting new developments and contain a large number of references.

Graduate students, lecturers, researchers and professionals alike will find this book a useful resource in learning and teaching machine learning.
Machine Learning has become a key enabling technology for many engineering applications, investigating scientific questions and theoretical problems alike. To stimulate discussions and to disseminate new results, a summer school series was started in February 2002, the documentation of which is published as LNAI 2600.

This book presents revised lectures of two subsequent summer schools held in 2003 in Canberra, Australia, and in Tübingen, Germany. The tutorial lectures included are devoted to statistical learning theory, unsupervised learning, Bayesian inference, and applications in pattern recognition; they provide in-depth overviews of exciting new developments and contain a large number of references.

Graduate students, lecturers, researchers and professionals alike will find this book a useful resource in learning and teaching machine learning.
Zusammenfassung
Also available online
Inhaltsverzeichnis
An Introduction to Pattern Classification.- Some Notes on Applied Mathematics for Machine Learning.- Bayesian Inference: An Introduction to Principles and Practice in Machine Learning.- Gaussian Processes in Machine Learning.- Unsupervised Learning.- Monte Carlo Methods for Absolute Beginners.- Stochastic Learning.- to Statistical Learning Theory.- Concentration Inequalities.
Details
Erscheinungsjahr: 2004
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9783540231226
ISBN-10: 3540231226
Sprache: Englisch
Herstellernummer: 11322894
Einband: Kartoniert / Broschiert
Autor: Bousquet, O.
Luxburg, U. von
Rätsch, G.
Redaktion: Bousquet, Olivier
Rätsch, Gunnar
Luxburg, Ulrike Von
Hersteller: Springer Berlin
Springer Berlin Heidelberg
Verantwortliche Person für die EU: preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße: 235 x 155 x 15 mm
Von/Mit: Olivier Bousquet (u. a.)
Erscheinungsdatum: 02.09.2004
Gewicht: 0,394 kg
Artikel-ID: 102443659
Zusammenfassung
Also available online
Inhaltsverzeichnis
An Introduction to Pattern Classification.- Some Notes on Applied Mathematics for Machine Learning.- Bayesian Inference: An Introduction to Principles and Practice in Machine Learning.- Gaussian Processes in Machine Learning.- Unsupervised Learning.- Monte Carlo Methods for Absolute Beginners.- Stochastic Learning.- to Statistical Learning Theory.- Concentration Inequalities.
Details
Erscheinungsjahr: 2004
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9783540231226
ISBN-10: 3540231226
Sprache: Englisch
Herstellernummer: 11322894
Einband: Kartoniert / Broschiert
Autor: Bousquet, O.
Luxburg, U. von
Rätsch, G.
Redaktion: Bousquet, Olivier
Rätsch, Gunnar
Luxburg, Ulrike Von
Hersteller: Springer Berlin
Springer Berlin Heidelberg
Verantwortliche Person für die EU: preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße: 235 x 155 x 15 mm
Von/Mit: Olivier Bousquet (u. a.)
Erscheinungsdatum: 02.09.2004
Gewicht: 0,394 kg
Artikel-ID: 102443659
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