A checklist for transforming features for better model performance — Feature engineering is the process of transforming data to extract valuable information. In fact, if appropriately transformed, feature engineering can play even a bigger role in model performance than hyperparameter tuning. Despite its huge role, feature engineering is often not well understood, and sometimes misunderstood, by beginner and experienced data…