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Introduction to machine learning / Ethem Alpaydin.

By: Material type: TextTextPublication 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
Item type Current library Collection Call number Vol info Status Date due Barcode Item holds
Book - Borrowing 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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