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Design an Expedia Trip Recommender

HardSystem Design00:00
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Your question is Design an Expedia Trip Recommender. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Scenario

You are designing a recommendation system for a travel booking experience. The system should surface hotels, flights, or packages that fit a traveler’s intent and adapt as their trip planning changes.

Question

How would you design an end-to-end machine learning pipeline for a recommendation system?