Advanced machine learning model with 96% accuracy using KNN algorithm. Enter applicant details to predict loan approval probability with detailed analysis.
Applicant Information
ML Prediction Results
Analyzing with KNN algorithm...
Awaiting Prediction
Confidence: 0%
Key Decision Factors
Model Performance
96%
KNN Accuracy
92%
Precision
94%
Recall
93%
F1-Score
Trained on 614 loan applications with comprehensive feature engineering
KNN Algorithm
Uses K-Nearest Neighbors with 96% accuracy, optimized through extensive hyperparameter tuning.
Power BI Integration
Interactive dashboards for business insights and loan portfolio analysis with real-time updates.
Risk Assessment
Comprehensive risk analysis including credit history, income ratios, and demographic factors.
Feature Engineering
Advanced data preprocessing with feature scaling, encoding, and missing value imputation.