Question Bank

RecSys interview questions

Recommendations must find relevant items while respecting product constraints. Review candidate retrieval, ranking and evaluation. Explain how cold starts, user feedback and the difference between offline metrics and online experiments affect your choices.

1635
questions
16
categories
50
companies

Showing 19 of 139 questions

MediumRecSysConstructor

How to use user interaction signals with search results?

#ml#ranking
Practice in bot
MediumRecSysConstructor

How to integrate a new model into the existing system?

#ml#ranking
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MediumRecSysConstructor

Do we know which metrics correlate with the company's revenue?

ml-recsysrecsys
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MediumRecSysConstructor

What should we do if the number of candidate results reaches a million?

ml-recsysrecsys
Practice in bot
MediumRecSysGRII

What is our CTR target for recommended products?

ml-recsysrecsys
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MediumRecSysGRII

What could be a drawback of a strategy that considers only additions to the cart?

ml-recsysrecsys
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MediumRecSysGRII

Will we apply any business rules to the baseline?

ml-recsysrecsys
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MediumRecSysGRII

What fallback would you provide if the model returned no recommendations?

ml-recsysrecsys
Practice in bot
MediumRecSysGRII

What should we do to avoid recommending only similar products?

ml-recsysrecsys
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MediumRecSysGRII

Are cart recommendations more of an item-to-item or an item-to-user task?

ml-recsysrecsys
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MediumRecSysGRII

What would be the nearest neighbors of that ring with the luxurious gemstone?

ml-recsysrecsys
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MediumRecSysGRII

Is that acceptable to us?

ml-recsysrecsys
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MediumRecSysGRII

Would co-occurrence help here?

ml-recsysrecsys
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EasyRecSysGRII

What complementary products would I want to see alongside this ring?

ml-recsysrecsys
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MediumRecSysGRII

Could we formalize this constraint and incorporate it into our A&N model?

ml-recsysrecsys
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MediumRecSysGRII

What objective do we want cart recommendations to achieve?

ml-recsysrecsys
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MediumRecSysGRII

How do we do that?

ml-recsysrecsys
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MediumRecSysGRII

How good is it if the recommendations contain only a ring?

ml-recsysrecsys
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MediumRecSysGRII

How would we obtain recommendations from it, then?

ml-recsysrecsys
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