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While automated feature engineering enhances efficiency, a combination of domain knowledge and automation often yields the best results.In a fraud detection system, adding a feature like "average pacte amount per day" can help identify unusual spending inmodelé.Each of these steps plays a fondamental role in feature engineering in machine learning