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" Machine learning : "
Stephen Marsland
Document Type
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BL
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Record Number
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644245
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Doc. No
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dltt
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Main Entry
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Marsland, Stephen
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Title & Author
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Machine learning : : an algorithmic perspective /\ Stephen Marsland
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Edition Statement
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2nd ed
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Publication Statement
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Boca Raton :: CRC Press,, ©2015
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Series Statement
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Chapman & Hall/CRC machine learning & pattern recognition series
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Page. NO
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xx, 437 pages :: illustrations ;; 25 cm
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ISBN
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9781466583283
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: 1466583282
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Notes
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"A Chapman & Hall book."
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Bibliographies/Indexes
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Includes bibliographical references and index
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Contents
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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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Subject
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Machine learning
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Subject
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Algorithms
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Dewey Classification
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006.3/1
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LC Classification
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Q325.5.M368 2015
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