Machine Learning (기계학습 CNCE405-00)
Time & Place :
Tue/Thu 10:30-11:45am, Room 231 (Science Building)
Textbook :
Introduction to Machine Learning, Ethem Alpaydin, 2004, MIT Press, ISBN 0-262-01211-1
Instructor :
Dongsuk Yook (육동석),
Room 506 (Science Building), Phone: 3290-3202, Office Hour: Tue 2:00-3:00pm
TA :
Donghyoun Kong (공동현),
Room 543A (Science Building), Phone: 3290-3641
BBS
Syllabus
Computational Learning Theory
Bayesian Learning
Maximum Likelihood
Multivariate Data
Hidden Markov Models
Learning Algorithm Evaluation
Principal Component Analysis
Linear Discriminant Analysis
Unsupervised Learning
Decision Tree Learning
Links
Assignments
Subject survey (Due:3/14)
Project proposal (Due:3/28)
Progress report 1 (Due:4/11)
Progress report 2 (Due:5/21)
Final report (Due:6/4)
Examinations
Midterm
Time : 5/8(Tue) 10:30-11:45am
Place : Room 231 (Science Building)
Final
Time : 6/14(Thu) 10:30-11:45am
Place : Room 231 (Science Building)
Grading
Quiz and Assignments
Presentation
Examination
Prerequisites
Logical thinking and creative mind (논리적이고 창의적인 사고)
Challenging spirit of never giving up (포기하지 않는 끈질긴 도전 정신)