Machine Learning : an algorithmic perspective

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Computers - Computer Science
Machine Learning : an algorithmic...

Machine Learning : an algorithmic perspective

Name: Machine Learning : an algorithmic perspective
ISBN: 9781466583368

Marshland, Stephen

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Introduction. Linear Discriminants. The Multi-Layer Perceptron. Radial Basis Functions and Splines. Support Vector Machines. Learning with Trees. Decision by Committee: Ensemble Learning. Probability and Learning. Unsupervised Learning. Dimensionality Reduction. Optimization and Search. Evolutionary Learning. Reinforcement Learning. Markov Chain Monte Carlo (MCMC) Methods. Graphical Models. Python.

Abstract: Covers neural networks, graphical models, reinforcement learning, evolutionary algorithms, dimensionality reduction methods, and the important area of optimization. This book includes examples based on widely available datasets and practical and theoretical problems to test understanding and application of the material.

Kategorie:

Computers - Computer Science

Rok:

2015

Wydanie:

2ed.

Wydawnictwo:

CRC Press

Język:

english

Strony:

430