Finding an algorithm able to predict whether a single record of meteorological data belongs to a place in the northern, central, or southern area of the UK. Experiment with Pycaret. This exercise includes:
- Exploratory Data Analysis
- Selection of the features
- Which metrics?
- Setting the experiment
- Building of the model
- Testing the model
- Hyperparameter tuning
- Evaluation and Explainability of the classifier
- Saving the algorithm
- Loading the model
https://github.com/InmaculadaRM/PyCaretExperiment/blob/main/uk10data.csv
This data came from the UK meteorological office. If you preffer to clean it yourself you have the code to retrieve it from the Internet at the beggining of this other exercise:
https://github.com/InmaculadaRM/weatherClustering/blob/main/WeatherClusteringViz.ipynb