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

 
9781108473989: Data Mining and Machine Learning: Fundamental Concepts and Algorithms
  • PublisherCambridge University Press
  • Publication date2020
  • ISBN 10 1108473989
  • ISBN 13 9781108473989
  • BindingHardcover
  • LanguageEnglish
  • Edition number2
  • Number of pages776

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Condition: Good. Your purchase helps support Sri Lankan Children's Charity 'The Rainbow Centre'. Shows some signs of wear but in good overall condition. Our donations to The Rainbow Centre have helped provide an education and a safe haven to hundreds of children who live in appalling conditions. Seller Inventory # Z1-R-005-01839

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Hardcover. Condition: new. Hardcover. 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. 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781108473989

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