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Introduction to machine learning /

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Alpaydin, Ethem.

Introduction to machine learning /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
杜威分類號:	006.3/1
書名/作者:	Introduction to machine learning // Ethem Alpaydin.
作者:	Alpaydin, Ethem.
出版者:	Cambridge, Mass. : : MIT Press,, c2014.
面頁冊數:	xxii, 613 p. : : ill. ;; 24 cm.
標題:	Machine learning.
ISBN:	9780262028189 (hbk.) :
書目註:	Includes bibliographical references and index.
內容註:	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.

Introduction to machine learning /
Alpaydin, Ethem.

Introduction to machine learning /Ethem Alpaydin. - 3rd ed. - Cambridge, Mass. :MIT Press,c2014. - xxii, 613 p. :ill. ;24 cm. - Adaptive computation and machine learning.

Includes bibliographical references 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.

ISBN: 9780262028189 (hbk.) :NTD 2,015

LCCN: 2014007214Subjects--Topical Terms:

202931
Machine learning.

LC Class. No.: Q325.5 / .A46 2014

Dewey Class. No.: 006.3/1

Introduction to machine learning /
LDR:01084cam a2200205 a 4500 001 484913
005 20150402124832.0
008 200306s2014 maua b 001 0 eng
010 $a 2014007214
020 $a 9780262028189 (hbk.) : $c NTD 2,015
040 $a DLC $b eng $c DLC $d DYU
041 0 $a eng
050 0 0 $a Q325.5 $b .A46 2014
082 0 0 $a 006.3/1 $2 23
100 1 $a Alpaydin, Ethem. $3 700999
245 1 0 $a Introduction to machine learning / $c Ethem Alpaydin.
250 $a 3rd ed.
260 $a Cambridge, Mass. : $b MIT Press, $c c2014.
300 $a xxii, 613 p. : $b ill. ; $c 24 cm.
490 0 $a Adaptive computation and machine learning
504 $a Includes bibliographical references and index.
505 0 $a 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.
650 0 $a Machine learning. $3 202931

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