Machine learning : an algorithmic perspective / Stephen Marsland.
Material type:
- 9781466583283 (hbk)
- 1466583282 (hbk)
- 006.31
- Q325.5 .M368 2015
Item type | Current library | Call number | Status | Date due | Barcode |
---|---|---|---|---|---|
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CUTN Central Library Sciences | 006.31 (Browse shelf(Opens below)) | Available | 25829 |
"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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