Baseline
These was the steps of my baseline using Logistic Regression and very simple transformations. The data was not balanced by any technique and the model was not tunned as well.
- File name:
lrc_baseline.sav
Pipeline
graph TD
A[Raw data: fraud_detection_dataset.csv] --> B[Drop Columns];
B[Drop Columns] --> C[Filter classes on type];
C[Filter classes on type] --> D[Train Test Split];
D[Train Test Split] --> E[Label Encoding on type];
E[Label Encoding on type] --> F[Scaling];
F[Scaling] --> G[Fit Logistic Regression];
G[Fit Logistic Regression] --> H[Predict];
H[Predict] --> I[Calculate Metrics];
Confusion Matrix
