Information Package / Course Catalogue
| Course Code | : FİZ210 |
| Course Type | : Area Elective |
| Couse Group | : First Cycle (Bachelor's Degree) |
| Education Language | : Turkish |
| Work Placement | : N/A |
| Theory | : 3 |
| Prt. | : 0 |
| Credit | : 3 |
| Lab | : 0 |
| ECTS | : 4 |
Introduce and apply machine learning, artificial intelligence, and optimization methods to physical problems.
Data analysis with Python, machine learning, optimization methods, and artificial intelligence applications to physical problems.
| Lec. Arash MOBARAKI |
| 1. | Be able to define the basic concepts of artificial intelligence and machine learning. |
| 2. | Be able to use the Python programming language for scientific data analysis and visualization. |
| 3. | Be able to apply basic machine learning algorithms (regression, classification, clustering). |
| 4. | Be able to use optimization concepts and global optimization methods (e.g., PSO) in physical problems. |
| 5. | Be able to understand neural networks and perform basic applications on physical data. |
| 6. | Be able to develop data-driven approaches suitable for physical problems and make modeling and predictions. |
| 1. | Machine Learning for Physics and Astronomy (Viviana Acquaviva) |
| 2. | Introduction to Machine Learning with Python (Andreas C. Müller, Sarah Guido) |
| 3. | Machine Learning with Python (Ömer Deperlioğlu, Utku Köse) |
| Type of Assessment | Count | Percent |
|---|---|---|
| Midterm Examination | 1 | %20 |
| Final Examination | 1 | %50 |
| Assignment | 5 | %30 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 1 | 3 | 56 |
| Assignment | 5 | 0 | 2 | 10 |
| Midterm Examination | 1 | 12 | 2 | 14 |
| Final Examination | 1 | 18 | 2 | 20 |
| TOTAL WORKLOAD (hours) | 100 | |||
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 | |
OÇ-1 | 1 | 1 | 1 | 1 | 3 | 5 | 3 | 2 | 3 | 5 | 1 | 2 | 1 | 4 |
OÇ-2 | 4 | 5 | 2 | 4 | 3 | 5 | 3 | 2 | 3 | 5 | 1 | 3 | 4 | 4 |
OÇ-3 | 4 | 5 | 3 | 5 | 3 | 5 | 3 | 2 | 3 | 5 | 1 | 3 | 3 | 4 |
OÇ-4 | 1 | 4 | 4 | 4 | 3 | 5 | 3 | 2 | 3 | 5 | 1 | 2 | 1 | 4 |
OÇ-5 | 4 | 5 | 4 | 4 | 3 | 5 | 4 | 2 | 3 | 5 | 1 | 3 | 3 | 4 |
OÇ-6 | 3 | 4 | 3 | 3 | 3 | 5 | 4 | 2 | 3 | 5 | 1 | 3 | 3 | 4 |