Data Mining and Machine Learning: Fundamental Concepts and Algorithms

Author : Mohammed J. Zaki (Rensselaer Polytechnic Institute, New York)

Hardback

Published : Thursday 30 January 2020

ISBN : 9781108473989

Price : €67.85

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Data Mining and Machine Learning: Funda...

by Mohammed J. Zaki (Rensselaer Polytechnic Institute, New York)

Hardback

30 Jan 2020

COMPUTERS
>> Database Administration AND Management

€67.85

Extended stock – Dispatch 5-7 days

Description

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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