Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies /
Kelleher, John D.
Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies / John D. Kelleher - Cambridge, Massachusetts : The MIT Press, Cambridge, c2015 - xxii, 595 pages ; 23 cm.
Includes bibliographical references 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.
A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications.
9780262029445
DATA MINING
Q 325.5 .K45 2015
Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies / John D. Kelleher - Cambridge, Massachusetts : The MIT Press, Cambridge, c2015 - xxii, 595 pages ; 23 cm.
Includes bibliographical references 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.
A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications.
9780262029445
DATA MINING
Q 325.5 .K45 2015