Marsland, Stephen.
Machine learning : an algorithmic perspective / Stephen Marsland. - 2nd ed. - Boca Raton : CRC Press, [2015] - xx, 437 p. : ill. ; 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)
Machine learning.
Algorithms.
Q325.5 / .M37 2015
Machine learning : an algorithmic perspective / Stephen Marsland. - 2nd ed. - Boca Raton : CRC Press, [2015] - xx, 437 p. : ill. ; 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)
Machine learning.
Algorithms.
Q325.5 / .M37 2015