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Machine learning :an algorithmic per...
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Marsland, Stephen.
Machine learning :an algorithmic perspective /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Machine learning :Stephen Marsland.
其他題名:
an algorithmic perspective /
作者:
Marsland, Stephen.
出版者:
Boca Raton :CRC Press,c2015.
面頁冊數:
xx, 437 p. :ill. ;26 cm.
附註:
"A Chapman & Hall book."
標題:
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 /
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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.
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184661
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