Module 2: Working with data

Cleaning and preprocessing

Real data may contain missing values, duplicates, outliers, and inconsistent categories. Numerical scaling and categorical encoding must be fitted using training data only.

Practice exercise

Create a cleaning checklist for a customer dataset.

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