Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies /
John D. Kelleher, Brian Mac Namee, Aoife D'Arcy.
- xxii, 595 pages : illustrations ; 24 cm
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.