Data Science
Course List
1st Semester
| CODE | COURSE NAME | M/E | T | P | C | ECTS |
|---|---|---|---|---|---|---|
| BBG677 | COMPUTER and NETWORK SECURITY | E | 3 | 0 | 3 | 6 |
| BBS632 | DATABASE SYSTEMS | E | 3 | 0 | 3 | 6 |
| VBL601 | STATISTICAL ESTIMATION | E | 3 | 0 | 3 | 6 |
| VBL607 | BIG DATA ANALYSIS | E | 3 | 0 | 3 | 6 |
| VBL609 | OPTIMIZATION TECHNIQUES | E | 3 | 0 | 3 | 6 |
| VBL611 | SIMULATION TECHNIQUES FOR DATA SCIENCE | E | 3 | 0 | 3 | 6 |
| VBL617 | BAYESIAN MODELLING | E | 3 | 0 | 3 | 6 |
| VBL619 | GENERALIZED LINEAR MODELS | E | 3 | 0 | 3 | 6 |
| VBL620 | DATA VISUALIZATION and STORYTELLING | E | 3 | 0 | 3 | 6 |
| VBL621 | DATA MINING | E | 3 | 0 | 3 | 6 |
| VBL625 | FINANCIAL DATA ANALYSIS | E | 3 | 0 | 3 | 6 |
| VBM683 | MACHINE LEARNING | E | 3 | 0 | 3 | 6 |
| Total ECTS credits (Elective courses) | 30 | |||||
| 1st Semester Total ECTS | 30 | |||||
2nd Semester
| CODE | COURSE NAME | M/E | T | P | C | ECTS |
|---|---|---|---|---|---|---|
| BBS670 | CLOUD COMPUTING and VIRTUALIZATION | E | 3 | 0 | 3 | 6 |
| VBL602 | WEB MINING | E | 3 | 0 | 3 | 6 |
| VBL606 | SPATIAL STATISTICS | E | 3 | 0 | 3 | 6 |
| VBL608 | GRAPHICAL MODELS | E | 3 | 0 | 3 | 6 |
| VBL612 | ANALYTICAL APPLICATIONS IN DATA SCIENCE | E | 3 | 0 | 3 | 6 |
| VBL614 | EXTREME VALUE DISTRIBUTIONS | E | 3 | 0 | 3 | 6 |
| VBL615 | APPLIED PROBABILITY and STOCHASTIC PROCESSES | E | 3 | 0 | 3 | 6 |
| VBL616 | STATISTICAL MODEL SIMULATION | E | 3 | 0 | 3 | 6 |
| VBL618 | MODEL SELECTION TECHNIQUES | E | 3 | 0 | 3 | 6 |
| VBL622 | APPLIED TIME SERIES ANALYSIS | E | 3 | 0 | 3 | 6 |
| VBL624 | ECONOMETRICS of PANEL DATA | E | 3 | 0 | 3 | 6 |
| VBM687 | PATTERN RECOGNITION METHODS | E | 3 | 0 | 3 | 6 |
| VBM688 | FUNDAMENTALS of ARTIFICIAL INTELLIGENCE | E | 3 | 0 | 3 | 6 |
| Total ECTS credits (Elective courses) | 30 | |||||
| 2nd Semester Total ECTS | 30 | |||||
3rd Semester
| CODE | COURSE NAME | M/E | T | P | C | ECTS |
|---|---|---|---|---|---|---|
| VBL650 | TERM PROJECT | M | 3 | 0 | 3 | 6 |
| Total ECTS credits (Must courses) | 3 | 0 | 3 | 6 | ||
| 3rd Semester Total ECTS | 30 | |||||
| PROGRAM ECTS SUMMARY | |
| Semesters ECTS credits in total for Must Courses | 6 |
| Semesters ECTS credits in total for Elective Courses | 84 |
| Sum of ECTS credits required for graduation from the program | 90 |