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Machine learning :an algorithmic per...

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Marsland, Stephen.

Machine learning :an algorithmic perspective /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Machine learning :Stephen Marsland.
Reminder of title:	an algorithmic perspective /
Author:	Marsland, Stephen.
Published:	Boca Raton :CRC Press,c2015.
Description:	xx, 437 p. :ill. ;26 cm.
Notes:	"A Chapman & Hall book."
Subject:	Machine learning.
ISBN:	9781466583283 (hbk.) :

Machine learning :an algorithmic perspective /
Marsland, Stephen.

Machine learning :an algorithmic perspective /Stephen Marsland. - 2nd ed. - Boca Raton :CRC Press,c2015. - xx, 437 p. :ill. ;26 cm. - Chapman & Hall/CRC machine learning & pattern recognition series.

"A Chapman & Hall book."

Includes bibliographical references and index.

Introduction -- Preliminaries -- Neurons, neural networks, and linear discriminants -- The multi-layer perceptron -- Radial basis functions and splines -- Dimensionality reduction -- Probabilistic learning -- Support vector machines -- Optimisation and search -- Evolutionary learning -- Reinforcement learning -- Learning with trees -- Decision by committee: ensemble learning -- Unsupervised learning -- Markov chain Monte Carlo (MCMC) methods -- Graphical models -- Symmetric weights and deep belief networks -- Gaussian processes -- Python.

ISBN: 9781466583283 (hbk.) :NT$2150

LCCN: 2014434325Subjects--Topical Terms:

188639
Machine learning.

LC Class. No.: Q325.5 / .M368 2015

Machine learning :an algorithmic perspective /
LDR:01299nam a2200241 a 4500 001 457940
003 DLC
005 20150617180942.0
008 150922s2015 flua b 001 0 eng
010 $a 2014434325 $z 2015302878
020 $a 9781466583283 (hbk.) : $c NT$2150
020 $a 1466583282 (hbk.)
035 $a 2014434325
040 $a DLC $b eng $c DLC
042 $a pcc
050 0 0 $a Q325.5 $b .M368 2015
100 1 $a Marsland, Stephen. $3 380883
245 1 0 $a Machine learning : $b an algorithmic perspective / $c Stephen Marsland.
250 $a 2nd ed.
260 $a Boca Raton : $b CRC Press, $c c2015.
300 $a xx, 437 p. : $b ill. ; $c 26 cm.
490 0 $a Chapman & Hall/CRC machine learning & pattern recognition series
500 $a "A Chapman & Hall book."
504 $a Includes bibliographical references and index.
505 0 $a Introduction -- Preliminaries -- Neurons, neural networks, and linear discriminants -- The multi-layer perceptron -- Radial basis functions and splines -- Dimensionality reduction -- Probabilistic learning -- Support vector machines -- Optimisation and search -- Evolutionary learning -- Reinforcement learning -- Learning with trees -- Decision by committee: ensemble learning -- Unsupervised learning -- Markov chain Monte Carlo (MCMC) methods -- Graphical models -- Symmetric weights and deep belief networks -- Gaussian processes -- Python.
650 0 $a Machine learning. $3 188639
650 0 $a Algorithms. $3 184661

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西方語文圖書區(四樓)

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Q325.5 M372 2015

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1 records • Pages 1 •
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