The goal of the project is to go through the CRISP-DM cycle of a Machine Learning Project. For this project in particular, that means:
- Analyse the dataset
- Discover and present patterns that you find
- Train a regressor on humidity and minimize the mean squared error
- Use XAI tools to explain your classifier to stakeholders and debug it
The dataset is public from the UCI ML repository.
Feature No. | Description |
---|---|
0 | Date (DD/MM/YYYY) |
1 | Time (HH.MM.SS) |
2 | True hourly averaged concentration CO in mg/m^3 (reference analyzer) |
3 | PT08.S1 (tin oxide) hourly averaged sensor response (nominally CO targeted) |
4 | True hourly averaged overall Non Metanic HydroCarbons concentration in microg/m^3 (reference analyzer) |
5 | True hourly averaged Benzene concentration in microg/m^3 (reference analyzer) |
6 | PT08.S2 (titania) hourly averaged sensor response (nominally NMHC targeted) |
7 | True hourly averaged NOx concentration in ppb (reference analyzer) |
8 | PT08.S3 (tungsten oxide) hourly averaged sensor response (nominally NOx targeted) |
9 | True hourly averaged NO2 concentration in microg/m^3 (reference analyzer) |
10 | PT08.S4 (tungsten oxide) hourly averaged sensor response (nominally NO2 targeted) |
11 | PT08.S5 (indium oxide) hourly averaged sensor response (nominally O3 targeted) |
12 | Temperature in °C |
13 | Relative Humidity (%) |
14 | AH Absolute Humidity |
Depending on the number of groups and the interest of the students, a second dataset of the SOEP might be introduced.
- Freitag, 2022-03-18
- Auftaktveranstaltung mit Vorstellung der neuen Projekte (und Bildung der Gruppen zur Bearbeitung)
- Freitag, 2022-04-01
- Vorstellung der Planung des ersten Sprints: Analyse
- Freitag, 2022-04-22
- Vorstellung der Planung des zweiten Sprints und Review+Retrospektive des ersten Sprints
- Freitag, 2022-05-13
- Vorstellung der Planung des dritten Sprints und Review+Retrospektive des zweiten Sprints
- Freitag, 2022-06-03
- Vorstellung der Planung des letzten Sprints und Review+Retrospektive des dritten Sprints
- Freitag, 2022-07-01
- Abschlusspräsentation (sofern möglich als Postersession / alternativ online: 10:30 - 12:00 Uhr)
The colab notebook is here.