Data Mining and Machine Learning : Fundamental Concepts and Algorithms Hardback
by Mohammed J. (Rensselaer Polytechnic Institute, New York) Zaki, Jr, Wagner (Universidade Federal de Minas Gerais, Brazil) Meira
Hardback
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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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In Stock - low on stock, only 1 copy remainingFree UK DeliveryEstimated delivery 2-3 working days
- Format:Hardback
- Pages:776 pages, Worked examples or Exercises; 297 Line drawings, black and white
- Publisher:Cambridge University Press
- Publication Date:30/01/2020
- Category:
- ISBN:9781108473989
Information
-
In Stock - low on stock, only 1 copy remainingFree UK DeliveryEstimated delivery 2-3 working days
- Format:Hardback
- Pages:776 pages, Worked examples or Exercises; 297 Line drawings, black and white
- Publisher:Cambridge University Press
- Publication Date:30/01/2020
- Category:
- ISBN:9781108473989