What is a Pipeline in Scikit-learn? Why is it important for preventing data leakage, and how do you create one?

Sample answer preview

A Pipeline in Scikit-learn chains multiple processing steps into a single estimator. It sequentially applies a list of transforms followed by a final estimator, ensuring that all steps are executed in the correct order with proper data flow.