Phase 22 · Interview Preparation

Technical

Model Evaluation & Trade-offs

Part of the AI Engineer Roadmap.

Summary

Interviewers probe whether you can choose the right metric for a business problem, not just compute one — expect 'what metric would you use and why' questions.

How to Learn This

  • 1Practice justifying a metric choice for several different business scenarios.
  • 2Be ready to discuss precision/recall trade-offs with concrete cost implications.
  • 3Prepare a story about a time a model looked good on one metric but failed in practice.
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