|
Week
|
Topics
|
Study Metarials
|
|
1
|
Introduction, Turing test, a brief history of AI
|
R1-Chapter-1
|
|
2
|
Knowledge acquisition, knowledge representation, inferencing
|
R1-Chapter-3
|
|
3
|
Expert Systems
|
R1-Chapter-5
|
|
4
|
Expert Systems and its applications for different application fields-I
|
R1-Chapter-5
|
|
5
|
Expert Systems and its applications for different application fields-II
|
R1-Chapter-5
|
|
6
|
Hybrid Neural Network and Expert Systems for different application fields-I
|
R1-Chapter-6
|
|
7
|
Hybrid Neural Network and Expert Systems for different application fields-II
|
R1-Chapter-6
|
|
8
|
Fuzzy Logic Theorem
|
R2-Chapter-1
|
|
9
|
Fuzzy Logic and its applications-I (ANFIS) for different application fields
|
R2-Chapter-4
|
|
10
|
Fuzzy Logic and its applications-II (ANFIS) for different application fields
|
R2-Chapter-4
|
|
11
|
Genetic Algorithms
|
R3-Chapter-1
|
|
12
|
Genetic Algorithms and its applications for different application fields
|
R3-Chapter-4
|
|
13
|
Project Presentations-I
|
|
|
14
|
Project Presentations-II
|
|
|
Prerequisites
|
-
|
|
Language of Instruction
|
Turkish
|
|
Responsible
|
Assist. Prof. Dr. Seda Şahin
|
|
Instructors
|
-
|
|
Assistants
|
-
|
|
Resources
|
R1-Russell, S. & Norvig, P. (1995). Artificial Intelligence A Modern Approach, Prentice-Hall, Inc.,
R2-Timothy, J.R. (2010). Fuzzy Logic with Engineering Applications, Third Edition, John Wiley & Sons, Ltd. ISBN: 978-0-470-74376-8.
R3-Goldberg, D.E. (1989). Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley.
|
|
Supplementary Book
|
-
|
|
Goals
|
The main aim of this course is to construct automated models to solve real world problems after learning theoretical background of the basic AI Methods and Fuzzy Logic Theorem for different application fields.
|
|
Content
|
Introduction, Turing test, a brief history of AI, Knowledge acquisition, knowledge representation, inferencing, Expert Systems, Expert Systems and its applications for different application fields-I, Expert Systems and its applications for different application fields-II, Hybrid Neural Network and Expert Systems for different application fields-I, Hybrid Neural Network and Expert Systems for different application fields-II, Fuzzy Logic Theorem, Fuzzy Logic and its applications for different application fields-I (ANFIS), Fuzzy Logic and its applications for different application fields-II (ANFIS), Genetic Algorithms, Genetic Algorithms and its applications for different application fields.
|