Table of Contents: Machine learning :

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Machine learning : an algorithmic perspective /

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Bibliographic Details
Main Author:	Marsland, Stephen.
Format:	Book
Language:	English
Published:	Boca Raton : CRC Press, [2015]
Edition:	Second edition.
Series:	Chapman & Hall/CRC machine learning & pattern recognition series
Subjects:	Machine learning. Algorithms.
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Table of Contents:

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.