A company uses an open source pre-trained model to analyze user sentiment for a newly released product. Which action must the company perform, according to MLOps best practices?

The correct answer is C. Continuously monitor outputs in production. MLOps best practices require continuous monitoring of model outputs in production to detect performance drift, bias, and degradation over time, ensuring the sentiment analysis model remains reliable and compliant after deployment.

Submitted by lars.no· Mar 30, 2026Machine Learning Implementation and Operations

Question

Options

AUse deep learning to perform hyperparameter tuning.
BCollect user reviews and label each review as positive or negative.
CContinuously monitor outputs in production.
DPerform feature engineering on the input dataset.

How the community answered

(37 responses)

A
8% (3)
B
3% (1)
C
76% (28)
D
14% (5)

Explanation

MLOps best practices require continuous monitoring of model outputs in production to detect performance drift, bias, and degradation over time, ensuring the sentiment analysis model remains reliable and compliant after deployment.

Topics

#MLOps#Model monitoring#Production ML

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