Information Package / Course Catalogue
| Course Code | : MCS523 |
| Course Type | : Area Elective |
| Couse Group | : Second Cycle (Master's Degree) |
| Education Language | : English |
| Work Placement | : N/A |
| Theory | : 3 |
| Prt. | : 0 |
| Credit | : 3 |
| Lab | : 0 |
| ECTS | : 6 |
Introducing the fundamentals of deep learning, deep learning concepts, and applications. Enabling students to develop deep learning projects with Python.
The mathematical foundations of deep learning, artificial neural networks, neural network training, convolutional neural networks, recurrent neural networks, long short-term memory, non-linear activation functions, deep learning algorithms and applications
| 1. | Understanding the fundamentals of deep learning |
| 2. | Understanding how basic deep learning models such as artificial neural networks work. |
| 3. | Applying deep learning algorithms and techniques |
| 4. | Developing deep learning projects |
| 5. | Understanding how basic deep learning models such as convolutional neural networks, and recurrent neural networks work. |
| 1. | François Chollet, “Deep Learning with Python” , 2 nd Ed., Manning, 2021. |
| 2. | Aurélien Géron, “Hands-On Machine Learning with Scikit-Learn, Keras and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems”, 2 nd Ed., O’Reilly, 2019 |
| Type of Assessment | Count | Percent |
|---|---|---|
| Attending Lectures | 1 | %5 |
| Presentation | 1 | %10 |
| Midterm Examination | 1 | %15 |
| Final Examination | 1 | %70 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 3 | 3 | 84 |
| Presentation | 1 | 5 | 1 | 6 |
| Individual Work | 14 | 0 | 1 | 14 |
| Midterm Examination | 1 | 20 | 2 | 22 |
| Final Examination | 1 | 20 | 3 | 23 |
| TOTAL WORKLOAD (hours) | 149 | |||
PÇ-1 | PÇ-2 | PÇ-3 | PÇ-4 | PÇ-5 | PÇ-6 | PÇ-7 | PÇ-8 | PÇ-9 | |
OÇ-1 | 3 | 3 | 3 | 3 | 4 | 3 | 4 | 3 | 3 |
OÇ-2 | 4 | 4 | 4 | 3 | 5 | 4 | 3 | 4 | 3 |
OÇ-3 | 3 | 3 | 5 | 5 | 5 | 4 | 3 | 5 | 5 |
OÇ-4 | 5 | 4 | 5 | 4 | 4 | 4 | 5 | 5 | 4 |
OÇ-5 | 3 | 3 | 3 | 3 | 4 | 3 | 4 | 3 | 3 |