regularization

Interview

Explain the bias-variance tradeoff. How do you diagnose which is hurting your model?

Tests whether you understand fundamental model behavior beyond memorized definitions, and whether you can diagnose real-world problems.

Interview

What's the difference between L1 and L2 regularization, and when would you use each?

Quick check on fundamental ML knowledge — and whether you can connect math to practical model behavior.