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Data Scientist interview questions: the 8 to ask

A data scientist turns data into models and decisions: forecasting, scoring, recommendation.

  1. 1.How do you choose a model's evaluation metric?
  2. 2.How do you detect overfitting?
  3. 3.How do you handle imbalanced classes?
  4. 4.Explain a model to a non-technical manager.
  5. 5.How do you deal with missing values?
  6. 6.How do you know a production model is degrading?
  7. 7.Tell me about a project where the model added no value, and why.
  8. 8.How do you design an A/B test?

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

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