Instructor: Pedro Domingos
Textbook: Tom Mitchell, Machine Learning, McGraw-Hill,
Download Slides from here
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 |