Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies / John D. Kelleher, Brian Mac Namee, Aoife D'Arcy.
Material type:
TextPublisher: Cambridge, Massachusetts : The MIT Press, [2015]Description: xxii, 595 pages : illustrations ; 24 cmContent type: text Media type: unmediated Carrier type: volumeISBN: 9780262029445 (hardcover : alk. paper)Subject(s): Machine learning | Data mining | Prediction theoryDDC classification: 006.31 LOC classification: Q325.5 | .K455 2015
Contents:
Machine learning for predictive data analytics -- Data to insights to decisions -- Data exploration -- Information-based learning -- Similarity-based learning -- Probability-based learning -- Error-based learning -- Evaluation -- Case study : customer churn -- Case study : galaxy classification -- The art of machine learning for predictive data analytics.
| Item type | Current location | Home library | Collection | Shelving location | Call number | Status | Date due | Barcode | Item holds |
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Central Library (CL) | Central Library (CL) | NFIC | First Floor - Artificial Intelligence/Data Mining | 006.31 KEL (Browse shelf) | Available | SEECS013726 | ||
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Book
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Central Library (CL) | Central Library (CL) | NFIC | First Floor - Artificial Intelligence/Data Mining | 006.31 KEL (Browse shelf) | Available | SEECS013727 | ||
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Book
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Central Library (CL) | Central Library (CL) | NFIC | First Floor - Artificial Intelligence/Data Mining | 006.31 KEL (Browse shelf) | Checked out to Qadir Ali (71403-0343334-9) | 02/20/2025 | SEECS013728 |
Total holds: 0
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Includes bibliographical references (pages 557-563) and index.
Machine learning for predictive data analytics -- Data to insights to decisions -- Data exploration -- Information-based learning -- Similarity-based learning -- Probability-based learning -- Error-based learning -- Evaluation -- Case study : customer churn -- Case study : galaxy classification -- The art of machine learning for predictive data analytics.
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