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ภาคพิเศษ: 204764-Artificial IntelligenceLecturer: Jakramate Bootkrajang Office : 15.00-16.00 Tuesday,Friday @ CSB 107 Email: jakramate.b@cmu.ac.th |
- Welcome to course's homepage.
- I. Introduction [slides]
- II. Decision Tree Learning
- ID3, C4.5, CART - [slides]
- III Ensemble methods for decision tree
- Regression tree and Ensemble methods [slides] animation
- IV. Lab [slides]
- Banana dataset -[download]
- Boston dataset -[download]
Assignments
Useful resources
- Books
- Pattern Classification: Peter E. Hart, David G. Stork, and Richard O. Duda, WILEY.
- Machine Learning: Tom Mitchell [pdf]
- Julia programming
- Julia Manual
- Julia for Quantitative Economics
- Julia by Examples
- Similar courses at other universities
- Penn State's STAT557 by Prof. Jia Li link
- University of Washington's CSS490 by Prof. Jeffry Howbert link