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 .M37 2015 PY - 2015///] CY - Boca Raton PB - CRC Press KW - Machine learning KW - Algorithms N1 - 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 ER -