| Teaching Staff
|
|
| Language of Instruction |
Türkçe (Turkish) |
| Type Of Course |
Elective |
| Prerequisites |
No pre-requisites |
| Recommended Optional Programme Component |
|
| Course Objectives |
This course is an introduction to artificial intelligence. Basic concepts will be examined in the context of computational intelligence. At the same time, efforts will be made to create a multidisciplinary awareness on artificial intelligence. |
| Course Content |
Basic concepts of artificial intelligence, machine learning, big data, expert systems, search and intelligent systems, and decision tree and artificial neural networks. |
| Learning Outcomes (LO) |
At the end of this course, students:
Define artificial intelligence and its properties.
Tells the areas of use
Machine learning tells the areas of use of expert systems and decision trees. |
| Mode of Delivery |
Face to face |
| Course Outline |
| Week |
Topics |
| 1. Week |
Introduction, What is Artificial Intelligence? And what is Machine Learning? |
| 2. Week |
Factors and environment |
| 3. Week |
Knowledgeable search |
| 4. Week |
Uninformed search |
| 5. Week |
Games and Decision trees |
| 6. Week |
Logic |
| 7. Week |
Fuzzy Logic |
| 8. Week |
MIDTERM EXAM |
| 9. Week |
Prolog |
| 10. Week |
Machine Learning |
| 11. Week |
Deep learning |
| 12. Week |
Expert systems and Natural language processing |
| 13. Week |
Artificial Neural Networks and Robotics |
| 14. Week |
Application areas of artificial intelligence in businesses |
|
| Assessment |
| |
Percentage(%) |
| Mid-term (%) |
40 |
| Quizes (%) |
|
| Homeworks/Term papers (%) |
|
| Practice (%) |
|
| Labs (%) |
|
| Projects/Field Work (%) |
|
| Seminars/Workshops (%) |
|
| Final (%) |
60 |
| Other (%) |
|
| Total(%) |
100 |
|
| Course Book (s) and/or References |
|
| Work Placement(s) |
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| The Relationship between Program Qualifications (PQ) and Course Learning Outcomes (LO) |
| | PQ1 | PQ2 | PQ3 | PQ4 | PQ5 | PQ6 | PQ7 | PQ8 | PQ9 | PQ10 | PQ11 | PQ12 | PQ13 | PQ14 | LO1 | 5 | | 3 | 2 | | 2 | 5 | | | | | | | | LO2 | 5 | | | | | | | | | | | 2 | | | LO3 | 5 | | | | | | | | 1 | | | | | |
* Contribution Level : 1 Very low 2 Low 3 Medium 4 High 5 Very High |