Instructor: Pedro Domingos
Textbook: Tom Mitchell, Machine Learning, McGraw-Hill,
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Topics & Lecture Notes |
Introduction; data warehousing and OLAP PPT , PDF |
Inductive learning, decision trees PPT , PDF |
Rule induction PPT, PDF |
Bayesian learning PPT, PDF |
Neural networks PPT, PDF |
Genetic algorithms, model ensembles PPT, PDF |
Instance-based learning PPT, PDF |
Learning theory PPT, PDF |
Association rules PPT, PDF |
Clustering PPT, PDF |