Machine learning : an algorithmic perspective / Stephen Marsland.
Series: Chapman & Hall/CRC machine learning & pattern recognition seriesPublisher: Boca Raton : CRC Press, [2015]Copyright date: ©2015Edition: Second editionDescription: xx, 437 pages : illustrations ; 25 cmContent type:- text
- unmediated
- volume
- 9781466583283
- 1466583282
| Item type | Current library | Home library | Collection | Call number | Materials specified | Copy number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|---|---|
| AM | PERPUSTAKAAN LINGKUNGAN KEDUA | PERPUSTAKAAN LINGKUNGAN KEDUA KOLEKSI AM-P. LINGKUNGAN KEDUA | - | Q325.5.M377 2015 3 (Browse shelf(Opens below)) | 1 | Available | 00002188265 |
'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.
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