An Introduction to Machine Learning [E-Book] / by Miroslav Kubat.
Kubat, Miroslav, (author)
Cham : Springer International Publishing, 2015
XIII, 291 p. 71 illus., 2 illus. in color. online resource.
englisch
9783319200101
10.1007/978-3-319-20010-1
Full Text
Table of 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.