Data Mining and Machine Learning: Fundamental Concepts and...

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Data Mining and Machine Learning: Fundamental Concepts and Algorithms

Name: Data Mining and Machine Learning: Fundamental Concepts and Algorithms
ISBN: 9781108473989

Mohammed J. Zaki, Wagner Meira Jr

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The fundamental algorithms in data mining and machine learning form the basis of data science, utilizing automated methods to analyze patterns and models for all kinds of data in applications ranging from scientific discovery to business analytics. This textbook for senior undergraduate and graduate courses provides a comprehensive, in-depth overview of data mining, machine learning and statistics, offering solid guidance for students, researchers, and practitioners. The book lays the foundations of data analysis, pattern mining, clustering, classification and regression, with a focus on the algorithms and the underlying algebraic, geometric, and probabilistic concepts. New to this second edition is an entire part devoted to regression methods, including neural networks and deep learning.

种类:

Computers

年:

2020

出版:

出版社:

Cambridge University Press

语言:

english

页:

776

ISBN 10: