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classification_model/preprocessing/ishwari

This update includes model-specific preprocessing for the Census Income dataset, tailored for:

  1. Decision Tree
  • Label encoding applied to categorical features
  • Ordinal encoding for education
  • Saved as: census_income_Decision_Tree.csv
  1. SVM & MLP
  • One-hot encoding for categorical features
  • Standardization applied to: age, education, hours-per-week
  • Target variable binary encoded (Income)
  • Saved as: census_income_SVM_MLP.csv

The notebook preprocessing_ishwari.ipynb has been updated with these changes and includes clear documentation for each model’s preprocessing approach.

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