TY - BOOK AU - Marsland,Stephen TI - Machine learning: an algorithmic perspective T2 - Chapman & Hall/CRC machine learning & pattern recognition series SN - 9781466583283 (hbk) AV - Q325.5 .M368 2015 U1 - 006.31 22 PY - 2015/// CY - Boca Raton : PB - CRC Press / Taylor & Francis Group, KW - Machine learning KW - BUEsh KW - Computer algorithms KW - COMSCI KW - June2015 KW - August2015 KW - reading book N1 - "A Chapman & Hall book."; Index : p. 431-437; Includes bibliographical references; 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 ER -