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CertNexus Exam AIP-210 Topic 1 Question 33 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 33
Topic #: 1
[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 Bo at Oct 23, 2024, 11:42 PM

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Elke
3 months ago
If I had a penny for every time someone forgot to test the security, I'd be a millionaire by now. Security test all the way!
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Tracey
3 months ago
A/B test, baby! Gotta see how the new model stacks up against the old one. Data doesn't lie, am I right?
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Jade
2 months ago
D) Unit test
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Aja
2 months ago
C) Security test
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Chan
2 months ago
B) Performance test
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Leslie
2 months ago
A) A/B test
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Vanesa
4 months ago
Unit test, all the way. Gotta make sure the individual components are working properly before the big show, you know?
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Harrison
3 months ago
Unit tests are a must to make sure everything is working as expected before deployment.
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Jina
3 months ago
I agree, unit tests are crucial for catching any bugs early on.
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Carol
3 months ago
Unit test is definitely important to ensure each component is functioning correctly.
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Germaine
4 months ago
Security test, no doubt. Can't have any vulnerabilities creeping in, especially in production. Gotta keep those hackers at bay!
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Tijuana
3 months ago
Performance test is important too, we need to make sure it can handle the workload.
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Karon
3 months ago
A/B test could also be helpful to ensure the model is performing as expected.
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Maddie
3 months ago
I agree, we can't afford any vulnerabilities in production.
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Willodean
3 months ago
Security test is definitely crucial before deploying a new model.
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Kimberlie
4 months ago
I agree with Marci. Performance test is crucial to ensure the model works efficiently in production.
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Janella
4 months ago
I think a performance test is the way to go. Gotta make sure that model can handle the real-world load, am I right?
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Yolande
3 months ago
Unit testing is necessary to check individual components, but performance testing is key for overall functionality.
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Junita
3 months ago
Security testing is important too, we need to make sure the model is not vulnerable to attacks.
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Rhea
3 months ago
A/B testing could also be useful to compare the new model with the old one before full deployment.
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Graciela
4 months ago
I agree, a performance test is crucial to ensure the model can handle the real-world load.
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Marci
4 months ago
I think we should perform a performance test before deploying the model.
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