IIE8550-01 (2014학년도 1학기)

2014-01-16 13:14:19  2014-01-16 13:26:10 
고등지능정보공학 
공A432/공A417  화8,9/수3 
 
   
   
 
Graduate Students, Industrial Engineering
The objective of this course is to learn machine learning (or data mining) 
techniques that automatically discover hidden knowledge from 
massive data sets. This course provides artificial intelligence techniques 
such as decision tree learning, artificial neural networks, instance based 
learning, genetic algorithm and advanced statistical methods such as Bayesian 
learning and principal component analysis.
Elementary Probability and Statistics
Advanced Engineering Mathematics
Lectures will be provided for this course.
This course requires homeworks, two exams, and final project.
Mid Exam: 25%, Final Exam: 25%
Project: 20%, Homework: 20%
Attendance: 10%
○ 1. Tom Mitchell, "Machine Learning" McGraw-Hill, 1997

2. Course Materials
Professor Chang Ouk Kim, Dept. of Information & Industrial Engineering
Not Available
In this course, students will learn about artificial techniques and advanced 
statistical algorithms to discover knowledge from massive data set.


Mid Exam: 25%, Final Exam: 25%
Project: 20%, Homework: 20%
Attendance: 10%
2014-03-03 2014-03-09
Introduction 
 
(3.3)개강 (3.5 - 3.7) 수강신청 확인 및 변경 
2014-03-10 2014-03-16
Decision Tree Learning 
 
 
2014-03-17 2014-03-23
Decision Tree Learning 
Assignment #1 
 
2014-03-24 2014-03-30
Artificial Neural Network 
 
 
2014-03-31 2014-04-06
Artificial Neural Network 
Assignment #2 
(4.2- 4.4) 수강철회 
2014-04-07 2014-04-13
Bayesian Learning 
 
(4.9) 학기 1/3선 
2014-04-14 2014-04-20
Bayesian Learning 
 
(4.17 - 4.23) 중간시험 
2014-04-21 2014-04-27
Mid Exam 
 
(4.17 - 4.23) 중간시험 
2014-04-28 2014-05-04
Instance Based Learning 
 
 
10  2014-05-05 2014-05-11
Support Vector Machines 
 
(5.5)어린이날 (5.6) 석가탄신일(5.10) 창립기념일 
11  2014-05-12 2014-05-18
Support Vector Machines 
Assignment #3 
(5.16) 학기 2/3 선 
12  2014-05-19 2014-05-25
Principal Component Analysis 
 
 
13  2014-05-26 2014-06-01
Random Forest 
Assignment #4 
 
14  2014-06-02 2014-06-08
Evaluating Hypotheses 
 
(6.6) 현충일 
15  2014-06-09 2014-06-15
Project Presentation 
 
(6.9 - 6.21) 자율학습 및 기말시험 
16  2014-06-16 2014-06-22
Final Exam 
 
(6.9 - 6.21) 자율학습 및 기말시험