Learning Outcomes |
PO |
MME |
The students who succeeded in this course: |
|
|
LO-1 |
Learn the concepts of intelligence and artificial intelligence |
PO-51 Have knowledge about artificial intelligence.
|
Examination Term Paper |
LO-2 |
Students have knowledge about artificial intelligence applications |
PO-51 Have knowledge about artificial intelligence.
|
Examination Term Paper |
LO-3 |
Learning to search, play games, agents |
PO-51 Have knowledge about artificial intelligence.
|
Examination Term Paper |
LO-4 |
Learn about machine learning, classification and clustering |
PO-51 Have knowledge about artificial intelligence.
|
Examination Term Paper |
PO: Programme Outcomes MME:Method of measurement & Evaluation |
Course Contents |
Concepts of intelligence and artificial intelligence, search algorithms, intelligent agents, machine learning, classification, clustering, artificial neural networks, genetic algorithms, fuzzy logic |
Weekly Course Content |
Week |
Subject |
Learning Activities and Teaching Methods |
1 |
Introduction to artificial intelligence
|
Narration, Question-Answer. |
2 |
Intelligent agents
|
Narration, Question-Answer. |
3 |
Search algorithms
|
Narration, Question-Answer. |
4 |
Machine Learning – Normalization
|
Narration, Question-Answer. |
5 |
Classification, confusion matrix
|
Narration, Question-Answer. |
6 |
Clustering, contingency matrix
|
Narration, Question-Answer. |
7 |
Genetic Algorithms |
Narration, Question-Answer. |
8 |
mid-term exam |
|
9 |
Genetic Algorithms
|
Narration, Question-Answer. |
10 |
Artificial Neural Networks
|
Narration, Question-Answer. |
11 |
Artificial Neural Networks
|
Narration, Question-Answer. |
12 |
Fuzzy Logic
|
Narration, Question-Answer. |
13 |
Students Presentations |
Narration, Question-Answer. |
14 |
Students Presentations |
Narration, Question-Answer. |
15 |
Students Presentations |
Narration, Question-Answer. |
16 |
final exam |
|
Recommend Course Book / Supplementary Book/Reading |
1 |
Russell, S.J. And Norvig, P., “Artificial Intelligence : A Modern Approach”, Third Edition, Prentice-Hall, 2009. (AIMA) |
2 |
Sunumlar |
3 |
Yapay Zeka Uygulamaları, Seçkin Yayıncılık, 2016 |
Required Course instruments and materials |
Course book, laptop computer, projector |