10You're building a classifier that flags risky contract clauses. Do you optimize for precision or recall?▼easyScaleMicrosoftOpenAI1 repliesunlockedA classic metrics question with a domain twist. The answer isn't 'recall'; it's a cost-of-errors argument plus a threshold strategy, and interviewers grade the reasoning, not the metric you pick.Open full answer →
50What are Type I and Type II errors? Use an enterprise spam filter to make it concrete and tie each to a business cost.▼easyGoogleMicrosoftDatabricks1 replies◆ premiumA Type I error blocks a real invoice; a Type II error delivers the phishing email. Which one costs the customer more decides where you set the threshold. The spam-filter framing, the precision/recall mapping, and the asymmetric-cost call interviewers want.Open full answer →