Evidence-Based Model Selection
A fundamentals round. The interviewer cares about how you reason from data and errors, not whether you can list algorithms.
The questions in this round
You have a binary classifier with rare positive cases. How do you choose a baseline and evaluate it?
Training performance is strong and validation performance is weak. What do you investigate first?