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USAII CAIC Exam - Topic 3 Question 6 Discussion

Which of the following is MLOps?
E) a, b and c only
A) Workflow automation
B) Continuous integration
C) Continuous deployment
D) a and b only

USAII CAIC Exam - Topic 3 Question 6 Discussion

Actual exam question for USAII's CAIC exam
Question #: 6
Topic #: 3
[All CAIC Questions]

Which of the following is MLOps?

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Suggested Answer: E

The correct answer is E. a, b and c only because MLOps includes workflow automation, continuous integration, and continuous deployment as important practices for managing the machine learning lifecycle. MLOps, or Machine Learning Operations, applies DevOps-style principles to machine learning systems so models can be developed, tested, deployed, monitored, and maintained in a reliable and repeatable way.

Workflow automation is part of MLOps because machine learning pipelines often include data ingestion, data validation, feature engineering, model training, model evaluation, deployment, and monitoring. Continuous integration is also included because ML code, data pipelines, configuration files, and model components need regular testing and validation when changes are made. Continuous deployment is another key part because approved models should be deployed efficiently into production environments with version control, rollback options, and monitoring.

Since all three options describe important MLOps capabilities, the best answer is E. a, b and c only.


Contribute your Thoughts:

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Milly
4 days ago
I definitely remember that MLOps is about automating processes, but I can't remember if it includes all three options or just the first two.
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Matt
9 days ago
I feel like I've seen a similar question before, and I think the answer was E, but I might be mixing it up with something else.
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Alica
14 days ago
I remember studying that MLOps includes both CI and CD, but I can't recall if it was just a and b or all three options.
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Noble
20 days ago
I think MLOps involves workflow automation, but I'm not sure if continuous integration is also part of it.
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Letha
25 days ago
I feel like I might be mixing up the definitions; I thought MLOps was mainly about automation and integration, but I'm not confident about the deployment part.
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Cassi
30 days ago
I practiced a similar question, and I believe the answer is E because MLOps covers all those aspects.
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Christiane
1 month ago
I think MLOps includes both continuous integration and deployment, but I can't recall if it's just a and b or all three options.
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Shawnda
3 months ago
I remember MLOps involves workflow automation, but I'm not sure if continuous integration is also part of it.
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