User-friendly Introduction to PAC-Bayes Bo... - Cellestria

Cover: 9781638283263 | User-friendly Introduction to PAC-Bayes Bounds | Pierre Alquier | Buch

Rückseite: 9781638283263 | User-friendly Introduction to PAC-Bayes Bounds | Pierre Alquier | Buch

Cover: 9781638283263 | User-friendly Introduction to PAC-Bayes Bounds | Pierre Alquier | Buch

Rückseite: 9781638283263 | User-friendly Introduction to PAC-Bayes Bounds | Pierre Alquier | Buch

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Sprache: Englisch

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Beschreibung

Probably almost correct (PAC) bounds have been an intensive field of research over the last two decades. Hundreds of papers have been published and much progress has been made resulting in PAC-Bayes bounds becoming an important technique in machine learning. The proliferation of research has made the field for a newcomer somewhat daunting. In this tutorial, the author guides the reader through the topic's complexity and large body of publications. Covering both empirical and oracle PAC-bounds, this book serves as a primer for students and researchers who want to get to grips quickly with the subject. It provides a friendly introduction that illuminates the basic theory and points to the most important publications to gain deeper understanding of any particular aspect.

Probably almost correct (PAC) bounds have been an intensive field of research over the last two decades. Hundreds of papers have been published and much progress has been made resulting in PAC-Bayes bounds becoming an important technique in machine learning. The proliferation of research has made the field for a newcomer somewhat daunting. In this tutorial, the author guides the reader through the topic's complexity and large body of publications. Covering both empirical and oracle PAC-bounds, this book serves as a primer for students and researchers who want to get to grips quickly with the subject. It provides a friendly introduction that illuminates the basic theory and points to the most important publications to gain deeper understanding of any particular aspect.

Details

Erscheinungsjahr:	2024
Fachbereich:	Datenkommunikation, Netze & Mailboxen
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
ISBN-13:	9781638283263
ISBN-10:	1638283265
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Alquier, Pierre
Hersteller:	Now Publishers Inc
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	234 x 156 x 9 mm
Von/Mit:	Pierre Alquier
Erscheinungsdatum:	22.01.2024
Gewicht:	0,231 kg

Artikel-ID: 128350567

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