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Tools in Data Science · End Term · 31 Aug 2025 · May 2025 term · Set QIA3

Question 12: For a machine learning API serving models with inconsist…

Question 12

+1 markOne correct option

For a machine learning API serving models with inconsistent response times, which monitoring strategy provides the most actionable insights?

  1. A

    Track only HTTP response status codes

  2. B

    Model inference time + request queue depth + resource utilization + error rate tracking

  3. C

    Monitor only successful prediction accuracy

  4. D

    Focus exclusively on network bandwidth usage

Show answer

Correct answer

  • B

    Model inference time + request queue depth + resource utilization + error rate tracking

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Question 12 of 34 in the IIT Madras BS Tools in Data Science (Tools in Data Science (TDS)) End Term paper sat on 31 Aug 2025, in the May 2025 term (IIT M IMPROVEMENT AN EXAM QIA3 31 Aug 2025). It carries 1 mark.

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