| 1 |
The relevant unit in the course book |
Introduction. |
Explanation, problem-solving, practical application |
| 2 |
The relevant unit in the course book |
Data types and data sources. |
Explanation, problem-solving, practical application |
| 3 |
The relevant unit in the course book |
Data collection methods and basic data structures. |
Explanation, problem-solving, practical application |
| 4 |
The relevant unit in the course book |
Data cleaning and preprocessing (missing/erroneous data). |
Explanation, problem-solving, practical application |
| 5 |
The relevant unit in the course book |
Basic statistical concepts (mean, median, variance). |
Explanation, problem-solving, practical application |
| 6 |
The relevant unit in the course book |
Introduction to data visualization (tables, graphs). |
Explanation, problem-solving, practical application |
| 7 |
The relevant unit in the course book |
Algorithmic thinking and the logic of data analysis (language-independent). |
Explanation, problem-solving, practical application |
| 8 |
The relevant unit in the course book |
Examples of simple analysis on datasets. |
Explanation, problem-solving, practical application |
| 9 |
The relevant unit in the course book |
Introduction to data mining and example applications. |
Explanation, problem-solving, practical application |
| 10 |
- |
MID-TERM EXAM |
- |
| 11 |
The relevant unit in the course book |
Introduction to machine learning (basic concepts). |
Explanation, problem-solving, practical application |
| 12 |
The relevant unit in the course book |
Application areas of data science (healthcare, finance, education, etc.). |
Explanation, problem-solving, practical application |
| 13 |
The relevant unit in the course book |
Big data and cloud-based data processing. |
Explanation, problem-solving, practical application |
| 14 |
The relevant unit in the course book |
Ethical principles in data science and future trends. |
Explanation, problem-solving, practical application |
| 15 |
The relevant unit in the course book |
General review |
Explanation, problem-solving, practical application |
| 16 |
- |
FINAL EXAM |
- |
| 17 |
- |
FINAL EXAM |
- |