Week |
Topics |
1 |
Course introduction, Python basics |
2 |
Python basics (cont'd), data analysis with pandas |
3 |
Data analysis with pandas (cont'd) |
4 |
Data visualization |
5 |
Time series analysis |
6 |
Interactive dashboards |
7 |
Interactive dashboards (cont'd), declarative visualization |
8 |
Declarative visualization (cont'd), 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 |