Data Mining and Machine Learning: Fundamental Concepts and Algorithms

Description: 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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EAN: 9781108473989

UPC: 9781108473989

ISBN: 9781108473989

MPN: N/A

Book Title: Data Mining and Machine Learning: Fundamental Conc

Item Length: 25.2 cm

Number of Pages: 776 Pages

Language: English

Publication Name: Data Mining and Machine Learning: Fundamental concepts and Algorithms

Publisher: Cambridge University Press

Publication Year: 2020

Subject: Computer Science, Management

Item Height: 257 mm

Item Weight: 1600 g

Type: Textbook

Author: Mohammed J. Zaki, Wagner Meira, Jr

Item Width: 185 mm

Format: Hardcover