Random Forest Classifier

Predict Your
Loan Approval
Instantly

Trained on real financial data. Powered by 7 machine learning models. Get an intelligent credit decision in seconds.

82%

RF Accuracy

Models Compared

Features Analyzed

🌲

Random Forest

Best performer — Cross-val: 0.80

Best

🚀

Gradient Boosting

Accuracy: 79%

📈

Logistic Regression

Accuracy: 78%

🧠

SVM

Accuracy: 77%

🌿

Naive Bayes

Accuracy: 75%

🎯

KNN

Accuracy: 72%

🌳

Decision Tree

Accuracy: 70%

Application Form

Enter Applicant Details

Fill in all fields for the most accurate prediction using our Random Forest model.

Gender

Marital Status

Dependents

Education

Self Employed

Credit History

Property Area

Loan Amount Term (months)

Loan Amount (₹ in thousands)

Applicant Income (₹/month) — ₹5,000

Co-applicant Income (₹/month) — ₹0

Prediction Confidence

Random Forest Model

Feature Importance (Random Forest)