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Fundamentals of machine learning for predictive data analytics : algorithms, worked examples, and case studies /

Bibliographic Details
Main Authors: Kelleher, John D., 1974- (Author), MacNamee, Brian, 1978- (Author), D'Arcy, Aoife, 1978- (Author)
Format: Book
Language:English
Published: Cambridge, Massachusetts : MIT Press, [2015]
Subjects:
Machine learning.
Data mining.
Prediction theory.
Table of 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.