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American Bankruptcy Prediction - Assignment 2

Overview

This project analyzes financial data of American companies to predict bankruptcy. It includes Data Cleaning, EDA, Feature Engineering, Regression, and Classification models.

πŸŽ₯ Project Presentation Video

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πŸ† Best Models

  1. Regression Task: Predicted X1 (Current Assets).

    • Winning Model: Ridge Regression
    • Performance: R2 Score = 0.9999
  2. Classification Task: Predicted Status (Alive/Failed).

    • Winning Model: Random Forest Classifier
    • Performance: F1-Score = 0.9976

πŸ“‚ Files in this Repo

  • Assignment_2.ipynb: The complete code notebook.
  • best_regression_model.pkl: The trained regression model.
  • best_classification_model.pkl: The trained classification model.
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