An Introduction to Machine Learning - download pdf or read online

By Miroslav Kubat

This textbook offers primary laptop studying recommendations in a simple to appreciate demeanour via delivering useful recommendation, utilizing uncomplicated examples, and supplying enticing discussions of correct purposes. the most subject matters contain Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, choice bushes, neural networks, and aid vector machines. Later chapters convey find out how to mix those basic instruments in terms of “boosting,” find out how to take advantage of them in additional advanced domain names, and the way to accommodate various complicated useful concerns. One bankruptcy is devoted to the preferred genetic algorithms.

This revised variation comprises 3 completely new chapters on severe issues in regards to the pragmatic program of laptop studying in undefined. The chapters research multi-label domain names, unsupervised studying and its use in deep studying, and logical methods to induction. a variety of chapters were elevated, and the presentation of the fabric has been more suitable. The ebook includes many new workouts, a number of solved examples, thought-provoking experiments, and desktop assignments for autonomous work.

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An Introduction to Machine Learning by Miroslav Kubat

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