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What embedding model and vector database would you choose to build a document QA bot for engineering teams, and why?

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Interview question asked to Data Scientists interviewing at Coupang, Eventbrite, Riot Games and other companies. Original question asked: What embedding model and vector database would you choose to build a document QA bot for engineering teams, and why?.