Information Package / Course Catalogue
| Course Code | : RYZ107 |
| Course Type | : Area Elective |
| Couse Group | : Short Cycle (Associate's Degree) |
| Education Language | : Turkish |
| Work Placement | : N/A |
| Theory | : 2 |
| Prt. | : 0 |
| Credit | : 2 |
| Lab | : 0 |
| ECTS | : 2 |
To provide information about the fundamental concepts, methods, and application areas of machine learning. To enable students to use machine learning methods in data analysis, classification, and prediction problems.
This course introduces machine learning and explores the relationship between artificial intelligence and data. It examines both supervised and unsupervised learning approaches used in machine learning. Furthermore, it investigates the applications of machine learning in robotics, automation, and industrial settings.
| 1. | Ability to explain the fundamental concepts and terminology of machine learning. |
| 2. | Ability to distinguish between supervised and unsupervised learning methods. |
| 3. | Ability to explain the working principles of basic machine learning programs. |
| 4. | The ability to select and interpret appropriate machine learning methods on simple data packets. |
| 5. | The ability of machine learning to expand its application areas across different sectors. |
| 1. | Ethem Alpaydın, Machine Learning, Boğaziçi University Press. |
| 2. | Tom M. Mitchell, Machine Learning, McGraw-Hill Education. |
| 3. | Sinan Uğuz, Theoretical Aspects of Machine Learning and Python Applications: A School of Thought in Artificial Intelligence, Nobel Publishing. |
| Type of Assessment | Count | Percent |
|---|---|---|
| Attending Lectures | 10 | %5 |
| Quiz | 1 | %5 |
| Midterm Examination | 1 | %30 |
| Final Examination | 1 | %60 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 0 | 2 | 28 |
| Individual Work | 10 | 0 | 2 | 20 |
| Midterm Examination | 1 | 0 | 1 | 1 |
| Final Examination | 1 | 0 | 1 | 1 |
| TOTAL WORKLOAD (hours) | 50 | |||
PÇ-1 | PÇ-2 | PÇ-3 | PÇ-4 | PÇ-5 | PÇ-6 | PÇ-7 | PÇ-8 | PÇ-9 | PÇ-10 | PÇ-11 | PÇ-12 | PÇ-13 | PÇ-14 | PÇ-15 | |
OÇ-1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
OÇ-2 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
OÇ-3 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
OÇ-4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
OÇ-5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |