Final Grade (download)
Course slides:
09/21: Course introduction (slides), basic concept and naive bayes (slides)
09/28: Suspended due to Megi Typhoon
10/05: Basic Model Evaluation (slides)
10/12: Basic Model Evaluation (demo code)
10/19: Dimension Reduction and Case Study: Face Recognition (slides)
10/26: Types of Learning (slides)
11/02: Linear Regression (slides)
11/09: Ridge Regression
11/16: Midterm Exam
11/23: Decision Tree (slides)
11/30: Decision Tree and Clustering (slides)
12/07: Clustering
12/14: Attend APSIPA 2016
12/21: Dr. Wang's Talk (from CITI, Academia Sinica)
12/28: Support Vector Machines
01/04: Data analysis demos
01/10: Final Project Presentation
Midterm Exam:
11/16: previous midterm exam (download)
Final Project:
Gender Recognition by Voice: download
House Sales: download
Field Goal Prediction: download
Text Classification: download