Building a restaurant recommendation feature for a food-ordering app.

Describe end-to-end how you would design a restaurant recommendation system. Which machine-learning models are suitable, and how would you handle cold-start restaurants or users? How would you evaluate the quality of your recommendations both offline and online?

Cover data requirements, collaborative filtering vs. content-based models, implicit feedback, A/B testing metrics like CTR and conversion.

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