Information Package / Course Catalogue
| Course Code | : RYZ112 |
| 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 | : 3 |
The goal of this course is to teach students how to work with deep learning techniques, a sub-branch of artificial intelligence and machine learning, and to show them how to apply these methods to real-world problems.
The Deep Learning course covers the fundamentals of artificial neural networks and deep learning techniques, providing students with the ability to create applied deep learning models.
| Lec. İsmail MERSİNKAYA |
| 1. | Gaining the ability to understand and apply the fundamentals of artificial neural networks. |
| 2. | Understanding of deep learning models such as convolutional and recursive neural networks. |
| 3. | Learn the techniques needed to train and evaluate deep learning models. |
| 4. | Develop the ability to successfully apply deep learning techniques in image processing, natural language processing, and other application areas. |
| 5. | Problem Solving and Analytical Thinking |
| 1. | "Deep Learning" by Ian Goodfellow, Yoshua Bengio, and Aaron Courville |
| 2. | Introduction to Deep Learning From Logical Calculus to Artificial Intelligence, Sandro Skansi |
| 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 |
| Assignment | 5 | 0 | 3 | 15 |
| Individual Work | 14 | 0 | 2 | 28 |
| Midterm Examination | 1 | 0 | 1 | 1 |
| Final Examination | 1 | 0 | 1 | 1 |
| TOTAL WORKLOAD (hours) | 73 | |||
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 |