AI Prompts for Feature Engineering — prompt 10

You are optimizing feature engineering specifically to achieve {performance_goal} for predicting {target_variable} using {model_type} on {dataset_description}. Design targeted features that directly address your performance objective by analyzing current model weaknesses, creating features that improve decision boundaries, reducing noise through strategic transformations, and engineering features that enhance model interpretability when needed. Provide a feature validation framework to measure impact on your specific performance metric.