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CertNexus Exam AIP-210 Topic 3 Question 20 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 20
Topic #: 3
[All AIP-210 Questions]

Which of the following tests should be performed at the production level before deploying a newly retrained model?

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Suggested Answer: B

Performance testing is a type of testing that should be performed at the production level before deploying a newly retrained model. Performance testing measures how well the model meets the non-functional requirements, such as speed, scalability, reliability, availability, and resource consumption. Performance testing can help identify any bottlenecks or issues that may affect the user experience or satisfaction with the model. Reference: [Performance Testing Tutorial: What is, Types, Metrics & Example], [Performance Testing for Machine Learning Systems | by David Talby | Towards Data Science]


by Isabella at Jun 01, 2024, 05:05 PM

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Justine
4 months ago
Security test, for sure. Can't have our model getting hacked and leaking all our data. That would be a PR nightmare!
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Toshia
4 months ago
Performance test all the way! Gotta make sure that baby can handle the heat in the kitchen, you know what I mean?
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Micaela
3 months ago
Security test is crucial to protect the model from potential threats in production.
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Ellsworth
3 months ago
A/B test can also be useful to compare the new model with the existing one.
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Osvaldo
3 months ago
I agree, we need to test its performance under different conditions before deploying.
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Justine
3 months ago
Performance test is definitely important to ensure the model can handle the workload.
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Irene
4 months ago
A/B testing? Hmm, I don't know, seems a bit overkill for a new model deployment. Let's keep it simple and go with the performance test.
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Latanya
4 months ago
Unit test? Really? That's for development, not production deployment. We need something more comprehensive.
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Carolann
3 months ago
C) Security test
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Suzi
4 months ago
B) Performance test
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Laticia
4 months ago
A) A/B test
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Una
5 months ago
Security test is a must. Can't deploy a model without making sure it's secure and won't expose any sensitive information.
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Melodie
4 months ago
C) Security test
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Lisha
4 months ago
A) A/B test
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Malcolm
5 months ago
I agree with you, Alline. A performance test will help ensure the model works efficiently in production.
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Reita
5 months ago
I think the performance test is the obvious choice here. We need to ensure the model can handle production-level traffic and data.
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Juan
4 months ago
Security test is important too, we need to make sure the model is secure against potential threats.
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Gianna
4 months ago
A/B test could also be useful to compare the new model with the existing one before full deployment.
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Jonelle
5 months ago
I agree, performance test is crucial to ensure the model can handle the production environment.
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Alline
5 months ago
I think we should perform a performance test before deploying the model.
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