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Using machine learning to build and evaluate a classification model for predicting whether a loan application would be approved or not.

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Naharul98/Loan-Approval-Prediction

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Loan-Approval-Prediction

This project aims to build a classification model for predicting whether a loan would be approved or not.

Project Demo

Jupyter Notebook Demo

Key Project Elements

  • Feature Engineering and Importance Analysis using
    • K-Best features
    • Extremely Randomized Trees Classifier
    • Mutual information
  • Build classifier model using
    • C-Support Vector Classification.
    • K nearest neighbour
    • Max-Ent classifier
  • Evaluate accuracy of model using cross validation.
  • Data cleaning and visualization
  • Label encoding

Libraries Used

  • Sklearn
  • Pandas
  • Seaborn
  • Matplotlib

Screenshots

Example Comparision ScreenShot1 Example Comparision ScreenShot2 Example Comparision ScreenShot3