Information Package / Course Catalogue
| Course Code | : RYZ104 |
| 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 |
The aim of this course is to teach students the Python programming language and provide introductory-level knowledge in machine learning. It is intended for students to learn the fundamental concepts of machine learning through data analysis, basic algorithms, and simple applications, thereby gaining the ability to develop technological solutions to everyday problems
Python programming language, data analysis and visualization processes, introduction to machine learning concepts, basic algorithms (regression, decision trees, classification)
| Ins. Neslihan BİLİNMEZ |
| 1. | Introduction to Python programming language, basic data types, and control structures |
| 2. | Uses basic Python libraries (NumPy, Pandas, Matplotlib) for data analysis and visualization. |
| 3. | Defines the fundamental concepts of machine learning and builds sample models. |
| 4. | Applies simple classification, regression, and clustering algorithms on real datasets. |
| 5. | Implements data preparation, model training, and validation steps in the machine learning process. |
| 1. | Python Ile Makine Öğrenimi Ve Derin Öğrenme, Ali Şir ATTİLA |
| 2. | Python ile Makine Öğrenmesi, Ömer Deperlioğlu, Utku Köse |
| Type of Assessment | Count | Percent |
|---|---|---|
| Midterm Examination | 1 | %40 |
| Final Examination | 1 | %60 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 0 | 2 | 28 |
| Term Project | 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 |