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Academy

Module 07

Data exploration and feature engineering

Variable types, missing values, outliers, transformations, feature selection and PCA.

Outcome

What you will be able to do

You can take a raw table and produce a modelling-ready feature set you can justify decision by decision.

Lessons

Work through these in order

Assessment

Module quiz — 70% to pass

6 questions mixing concept checks and short code-output problems. Graded on the server with per-question explanations afterwards, unlimited retakes, and a badge with a verification code the moment you pass.