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CI6124 Data Mining & Machine Learning

by Kuiyu Chang last modified Aug 25, 2008 03:23 PM

The knowledge discovery process; data preparation; Supervised and unsupervised learning. Machine learning: decision tree induction, rule induction, nearest neighbour categorisation, cluster analysis, Bayesian learning and neural networks; Web mining: content, structure and usage mining; Information mining software and tools; Recommender systems and intelligent information retrieval; spiders; semantic Web; information agents and brokers.

FaqFolder FAQ by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
Anything about the course
Document Books by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
You should consider getting at least the text. The references are listed in ascending order of difficulty/levels, i.e. first book is introductory, last book is the hardest.
Folder Lecture Slides by Kuiyu Chang — last modified Aug 25, 2008 07:23 AM
The following lecture slides are derived primarily from Tan/Steinbach/Kumar's slides available @ http://www-users.cs.umn.edu/~kumar/dmbook/index.php, and from other secondary sources.
Document Syllabus by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Tentative, subject to change.
Folder News by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
 
Folder Quiz by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
In class quiz (past quizzes downloadable) & results.
Link Anonymous Forum by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Discuss anything related to the class in the anonymized safety of your home.
File An Overview of Computational Learning and Function Approximation by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Scan from my hardcopy Friedman, J. H (1994). "An Overview of Computational Learning and Function Approximation" In: From Statistics to Neural Networks. Theory and Pattern Recognition Applications. (Cherkassy, Friedman, Wechsler, eds.) Springer-Verlag 1
File 2006 Exam paper & solutions by Kuiyu Chang — last modified Aug 25, 2008 07:24 AM
Solutions may contain errors, use your discretion.
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