Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies / John D. Kelleher, Brian Mac Namee, Aoife D'Arcy.

Author/creator Kelleher, John D., 1974-
Other author Mac Namee, Brian, 1978-
Other author D'Arcy, Aoife, 1978-
Format Book
PublicationCambridge, Massachusetts : The MIT Press, [2015]
Descriptionxxii, 595 pages : illustrations ; 24 cm
Subjects

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.
Bibliography noteIncludes bibliographical references (pages 557-563) and index.
LCCN 2014046123
ISBN9780262029445 (hardcover : alk. paper)
ISBN0262029448 (hardcover : alk. paper)

Availability

Library Location Call Number Status Item Actions
Joyner General Stacks Q325.5 .K455 2015 ✔ Available Place Hold