An Introduction to Machine Learning by Miroslav Kubat PDF

By Miroslav Kubat

ISBN-10: 3319348868

ISBN-13: 9783319348865

ISBN-10: 3319639129

ISBN-13: 9783319639123

This textbook offers primary laptop studying suggestions in a simple to appreciate demeanour through delivering sensible suggestion, utilizing undemanding examples, and delivering attractive discussions of appropriate purposes. the most themes contain Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, selection bushes, neural networks, and help vector machines. Later chapters convey the best way to mix those easy instruments in terms of “boosting,” how one can make the most them in additional advanced domain names, and the way to accommodate varied complex useful matters. One bankruptcy is devoted to the preferred genetic algorithms.

This revised variation includes 3 solely new chapters on severe themes concerning the pragmatic software of laptop studying in undefined. The chapters study multi-label domain names, unsupervised studying and its use in deep studying, and logical techniques to induction. quite a few chapters were extended, and the presentation of the cloth has been more suitable. The ebook comprises many new workouts, quite a few solved examples, thought-provoking experiments, and laptop assignments for autonomous work.

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An Introduction to Machine Learning by Miroslav Kubat

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