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encoder.fit_transform(df['categorical_column']) Target Encoding (Mean Encoding): For each category, the mean of the target variable is calculated and used as the new feature. mean_encoded = df.groupby(['categorical_column'])['target'].mean().to_dict() df['encoded_column'] =