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Machine Learning / AI Engineer interview questions: the 8 to ask

A machine learning / AI engineer ships reliable models and AI applications to production, including LLM-based ones.

  1. 1.How do you evaluate an LLM-based application?
  2. 2.How do you build a reliable RAG system?
  3. 3.How do you cut inference latency?
  4. 4.How do you detect data drift?
  5. 5.How do you version models and data?
  6. 6.Fine-tuning or prompting: which criteria?
  7. 7.How do you limit hallucinations?
  8. 8.How do you control the cost of model calls?

Tip: for every answer, ask for a concrete example (situation, action, result). An answer without an example is worth half.

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