Introduction to machine learning /

by Alpaydin, Ethem, Series: Adaptive computation and machine learning Edition statement:Third edition. Physical details: xxii, 613 pages : illustrations ; 24 cm. ISBN:9780262028189 (hardcover); 0262028182 (hardcover).
Subject(s): Machine learning.
Item type: Book
Current library Call number Copy number Status Date due Barcode Item holds
Riara University Library
General stack 		Q325.5.A46 2014 (Browse shelf (Opens below)) C.1 Available 7590/16
Riara University Library
General stack 		Q325.5.A46 2014 (Browse shelf (Opens below)) C.2 Available 7591/16
Total holds: 0

Includes bibliographical references (page 203) and index.

Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.

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