SELECTED WORK / CASE STUDY
Credit Card Approval System
Decision support system for credit card approval
Project Overview
Developed a comprehensive credit card approval decision system using machine learning with explainable AI features. The system evaluates applicant information, provides approval/rejection decisions, and generates detailed reports explaining the reasoning behind each decision.
This project uses the dataset from Kaggle - Credit Card Approval.
Python
Scikit-learn
Pandas
Streamlit
Logistic Regression
Random Forest
XGBoost
Decision Tree
AdaBoost
SHAP
Application Demo
Best Model Performance
Accuracy
0.999403
Precision
0.999600
Recall
0.999800
F1-Score
0.999700
ROC-AUC
0.999917