담당교수
(INSTRUCTOR)

년도
(YEAR)

학기
(SEMESTER)

교과목번호
(COURSE NUMBER)

교과목명 (COURSE NAME)

분반
(SECTION)

권혁철
(KWON,HYUK CHUL)

2016

1

EB64024

 인공지능특론
(Advanced Artificial Intelligence)

001

담당교수메일 / 연락처

 hckwon@pusan.ac.kr  /  

상담가능한 시간

 

 

1.교수목표 및 강의개요 (Course Objectives & Description)

1)
교수목표
This course provides a broad exposure to the advanced topics in artificial intelligence. Main topics include knowledge representation, intelligent systems, problem solving, planning, uncertainty, probabilistic reasoning, and other topics. The current issues of AI will be also covered.

2)
강의개요
The objectives of this course are (1) to instruct algorithms and methods of knowledge representation, knowledge learning and rule extraction for developing an intelligent system, (2) to enable students to apply these techniques in application which are related to their own interests, and (3) to improve the students' ability to solve problems.
* 장애학생의 경우 장애학습지원센터와 강의 및 과제에 대한 사전 협의가 가능합니다.

2.
주교재 (Required TextBook)
Artificial Intelligence: A Modern Approach (Third edition) by Stuart Russell and Peter Norvig

3.
평가방법 (Requirements & Grading)
-
중간고사 30%, 기말고사 40%, 프로그램 20%, 레포트 10%
* 장애학생의 경우 시험시간의 연장이 가능하며, 대필이나 컴퓨터를 활용하여 시험에 응할 수 있습니다.

4.
주별 강의계획 (Schedule)

주 별

강의 및 실험실기내용

과제 및 기타 참고사항

1

 Introduction of Artificial Intelligence

Writing Essay

2

Limitations of Artificial Intelligence and Rule-based Methodology I

3

 Rule-based Methodology II

Coding

4

 Knowledge Representation by Logic

5

 Knowledge Representation by Semantic Web and Others

6

 Rule-based Classification

7

 Machine Learning by C4.5

Coding

8

 Mid term exam

9

 Onthology I

10

 Onthology II

Implementation of Onthology (Protege)

11

 Machine Learning by CRFs, SVM

12

 Machine Learning by HMM

13

 Knowledge Extraction based on Statistical Methods

Word Extracting Experiment

14

 Solving Real World Problems by AI Methods

Word Similarity Experiment

15

 Information Retrieval and Data Mining

16

 Final exam



5.
참고문헌 (References)
- Protege 2000 - SVM, CRF
관련 자료 - Wikipedia - Foundation of Statistical Natural Language Processing, C. Manning, H. Schutze, The MIT Press, 2001