Basic credit risk modelling of probability of default using logistic regression optimized with grid search.
- Exploratary analysis and cleaning
- Data split and data preprocessing - dummy encoding, ordinal encoding, discretization
- Modelling and optimization - logistic regression tuned with grid search
- Evaluation - confusion matrix, AUC score, ROC curves