Question 10 of 10Pro Only

How does class imbalance affect feature engineering decisions? What techniques help create features that better distinguish minority class samples?

Sample answer preview

Class imbalance significantly influences feature engineering because features that appear informative across the overall dataset may not effectively discriminate the minority class.

class imbalanceminority classanomaly detectionSMOTEstratified evaluationdeviation features

Unlock the full answer

Get the complete model answer, key points, common pitfalls, and access to 9+ more Data Scientist interview questions.

Upgrade to Pro

Starting at $19/month • Cancel anytime