Machine learning :

Marsland, Stephen.

Machine learning : an algorithmic perspective / Stephen Marsland. - Second edition. - New York, CRC Press, c2016. - xx, 437 pages : illustrations ; 25 cm. - Chapman & Hall/CRC machine learning & pattern recognition series .

"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.

9781466583283 (hbk) 1466583282 (hbk)

2014434325


Machine learning.
Algorithms.

Q325.5 / .M368 2015

006.31

Powered by Koha