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Embeddings and Vector Search at Scale

Medium
MediumGenerative AI & LLMsVector SearchRAG

Problem

How would you build and maintain an embeddings and vector search layer for semantic retrieval at scale for Amplitude?

Practicing as: AI Engineer interview at Amplitude

Hi, I'll play your Amplitude interviewer for the AI Engineer role. Candidates describe these interviews as often stressful and moderately difficult, so expect me to be direct and to the point. Take your time with the question above and answer like we're in the room.

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