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

2 Revised edition

Book Details

Format Hardback or Cased Book
ISBN-10 1108473989
ISBN-13 9781108473989
Edition 2 Revised edition
Publisher Cambridge University Press
Imprint Cambridge University Press
Country of Manufacture US
Country of Publication GB
Publication Date Jan 30th, 2020
Print length 776 Pages
Weight 1,612 grams
Dimensions 25.60 x 18.60 x 4.60 cms
Ksh 13,800.00
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This textbook for senior undergraduate and graduate students offers comprehensive coverage, an algorithmic perspective, and a wealth of examples in exploratory data analysis, pattern mining, clustering, and classification. New to this second edition are several chapters on regression, including neural networks and deep learning.
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.

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