Marsland, Stephen.
Machine learning : an algorithmic perspective /
Stephen Marsland.
- Second edition.
- xx, 437 pages :
- Chapman & Hall/CRC machine learning & pattern recognition series .
"A Chapman & Hall book."
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.
004.85 / MAR