Machine learning : an algorithmic perspective / Stephen Marsland.
Material type: TextSeries: Chapman & Hall/CRC machine learning & pattern recognition seriesPublication details: Boca Raton : CRC Press, [2015]Edition: 2nd edDescription: xx, 437 p. : ill. ; 25 cmISBN: 9781466583283 (hbk); 1466583282 (hbk)Subject(s): Machine learning | AlgorithmsLOC classification: Q325.5 | .M37 2015Item type | Current library | Collection | Call number | Copy number | Status | Date due | Barcode |
---|---|---|---|---|---|---|---|
General Circulation | APU Library Open Shelf | Book | Q325.5 .M37 2015 c.1 (Browse shelf (Opens below)) | 1 | Missing | 00012323 |
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.
There are no comments on this title.