Machine learning :
Marsland, Stephen
Machine learning : an algorithmic perspective / Stephen Marsland. - Second edition. - 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 / MAR/M
Machine learning : an algorithmic perspective / Stephen Marsland. - Second edition. - 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 / MAR/M