Cover image for An Introduction to Machine Learning
Title:
An Introduction to Machine Learning
Author:
Kubat, Miroslav. author.
ISBN:
9783319200101
Edition:
1st ed. 2015.
Physical Description:
XIII, 291 p. 71 illus., 2 illus. in color. online resource.
Contents:
A Simple Machine-Learning Task -- Probabilities: Bayesian Classifiers -- Similarities: Nearest-Neighbor Classifiers -- Inter-Class Boundaries: Linear and Polynomial Classifiers -- Artificial Neural Networks -- Decision Trees -- Computational Learning Theory -- A Few Instructive Applications -- Induction of Voting Assemblies -- Some Practical Aspects to Know About -- Performance Evaluation.-Statistical Significance -- The Genetic Algorithm -- Reinforcement learning.
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