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MLS-C01 Modeling Practice Question

A machine learning engineer is monitoring a deployed model on SageMaker and notices that the prediction latency is increasing over time. The model is a linear regression with a small number of features. Which is the MOST likely cause?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

The inference code has a memory leak

Memory leak or accumulation of model artifacts in inference code can cause latency growth over time.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • The number of features is too large

    Why it's wrong here

    Features are small; linear regression is simple; latency should be constant.

  • The CPU utilization is too low

    Why it's wrong here

    Low CPU would not cause increasing latency.

  • The model is overfitting to recent data

    Why it's wrong here

    Overfitting affects accuracy, not latency.

  • The inference code has a memory leak

    Why this is correct

    Memory leaks cause gradual performance degradation and increased latency.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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