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Machine learning : a Bayesian and optimization perspective /

"This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Theodoridis, Sergios, 1951- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam [Netherlands] : Academic Press, 2015.
Temas:
Acceso en línea:Texto completo
Descripción
Sumario:"This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches--which are based on optimization techniques--together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models"--Publisher's website
Descripción Física:1 online resource (1,075 pages) : illustrations
Bibliografía:Includes bibliographical references and index.
ISBN:9780128017227
0128017228