An Introduction to Machine Learning

Kubat, Miroslav

ISBN 10: 3319876694 ISBN 13: 9783319876696

Verlag: Springer, 2018

Sprache: Englisch

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2nd reprint edition. 348 pages. 9.25x6.10x0.71 inches. In Stock.

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Bibliografische Details

Titel: An Introduction to Machine Learning
Verlag: Springer
Ver�ffentlichungsdatum: 2018
Sprache: Englisch
ISBN-10: 3319876694
ISBN-13: 9783319876696
Bindung: Paperback
Zustand: Brand New

�ber diesen Titel

Inhaltsangabe

Offers frequent opportunities to practice techniques with control questions, exercises, thought experiments, and computer assignments.

Reinforces principles using well-selected toy domains and relevant real-world applications.

Provides additional material, including an instructor's manual with presentation slides, as well as answers to exercises.

�ber die Autorin bzw. den Autor

Miroslav Kubat, Associate Professor at the University of Miami, has been teaching and studying machine learning for over 25 years. He has published more than 100 peer-reviewed papers, co-edited two books, served on the program committees of over 60 conferences and workshops, and is an editorial board member of three scientific journals. He is widely credited with co-pioneering research in two major branches of the discipline: induction of time-varying concepts and learning from imbalanced training sets. He also contributed to research in induction from multi-label examples, induction of hierarchically organized classes, genetic algorithms, and initialization of neural networks.

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