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Introduction to machine learning / Ethem Alpaydin.

By: Material type: TextPublication details: Delhi : PHI Learing Private Limited, c.2014.Edition: 3rd ed., Eastern economy edDescription: xxii, 613 p. : ill. ; 24 cmISBN:
  • 9788120350786 (hardcover)
Subject(s): DDC classification:
  • 006.31 ALP 22
Contents:
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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Holdings
Cover image Item type Current library Home library Collection Shelving location Call number Materials specified Vol info URL Copy number Status Notes Date due Barcode Item holds Item hold queue priority Course reserves
Book - Borrowing Central Library Lower Floor Academic Bookshop 006.31 ALP (Browse shelf(Opens below)) 9155 Available 000034161
Total holds: 0

Index : p. 605-613.

Includes bibliographical references.

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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