an algorithmic perspective Marsland, Stephen creator text bibliography flu 2015 Second edition. monographic eng

print

xx, 437 pages : illustrations ; 25 cm. 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. Stephen Marsland. "A Chapman & Hall book." Includes bibliographical references and index. Machine learning Algorithms Q325.5 .M368 2015 006.31 MAR/M 9781466583283 (hbk) 1466583282 (hbk) 2014434325 DLC 150407 20221031140837.0 18556845 eng