Machine learning : an algorithmic perspective / Stephen Marsland.
Material type: TextSeries: Chapman & Hall/CRC machine learning & pattern recognition seriesPublication details: Boca Raton : CRC Press / Taylor & Francis Group, c.2015.Edition: 2nd edDescription: xx, 437 p. : ill. ; 25 cmISBN:- 9781466583283 (hbk)
- 1466583282 (hbk)
- 22 006.31 MAR
- Q325.5 .M368 2015
Item type | Current library | Collection | Call number | Vol info | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|---|---|
Book - Borrowing | Central Library Lower Floor | Alahram | 006.31 MAR (Browse shelf(Opens below)) | 312 | Available | 000038858 |
"A Chapman & Hall book."
Index : p. 431-437.
Includes bibliographical references.
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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