In machine learning model development, feature engineering plays a crucial role since real-world data often comes with noise, missing values, skewed distributions, and even inconsistent formats.
source https://machinelearningmastery.com/selecting-the-right-feature-engineering-strategy-a-decision-tree-approach/
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