| Week |
Topics |
| 1 |
Course introduction, Python basics |
| 2 |
Python basics (cont'd), data analysis with Polars |
| 3 |
Data analysis with Polars (cont'd) |
| 4 |
Data visualization, writing reports with Quarto |
| 5 |
Time series analysis |
| 6 |
Interactive dashboards |
| 7 |
Interactive dashboards (cont'd), declarative visualization |
| 8 |
Linear regression |
| 9 |
Overfitting, cross-validation, more on linear regression |
| 10 |
Logistic regression |
| 11 |
Classification |
| 12 |
Clustering |
| 13 |
Spatial clustering, machine learning pipelines |
| 14 |
git & GitHub, natural language processing |