preprocessing

Why data cleaning takes 80% of a data scientist's time: common issues, pandas workflows, automation tips, and how to clean datasets efficiently in Python.

Handle missing data in ML datasets: deletion, mean/median imputation, forward fill, KNN imputation. When to use each method with Python code examples.