Phase 22 · Interview Preparation

Technical

Debugging Model Performance Issues

Part of the AI Engineer Roadmap.

Summary

A practical skill interviewers test directly — given a model performing poorly, can you systematically narrow down whether it's data, features, architecture, or training issues.

How to Learn This

  • 1Build a mental checklist: data quality, label quality, feature leakage, overfitting, underfitting.
  • 2Practice narrating your debugging process out loud, not just the final fix.
  • 3Review a real bug you hit in a project and be ready to tell that story in an interview.
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