How do you handle data imbalance? What is your offline evaluation metric (AUC, F1-score) vs. your online business metric (CTR, Revenue)? 5. Serving & Infrastructure This is the "System" part of the interview.
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The book recommends a consistent 7-step approach for every interview question to ensure all critical engineering and business aspects are covered: How do you handle data imbalance