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Yet Another Loan Prediction Project

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yalpp

A simple Loan Prediction application based on this dataset.

Models Used

  • Logistic Regression (with and without PCA)
  • SVM
  • Decision Tree
  • Random Forest
  • Naive Bayes
  • KNN

Accuracy

Model Accuracy Mean Squared Error
Logistic Regression (with PCA) 0.715 0.284
Logistic Regression (without PCA) 0.804 0.195
SVM 0.796 0.203
Decision Tree 0.804 0.195
Random Forest 0.813 0.186
Naive Bayes 0.804 0.195
KNN 0.796 0.203

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Yet Another Loan Prediction Project

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  • Jupyter Notebook 98.1%
  • Python 1.9%