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CertNexus Exam AIP-210 Topic 7 Question 16 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 16
Topic #: 7
[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 Terina at Apr 19, 2024, 07:29 PM

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Dana
6 months ago
Unit test is also necessary to ensure individual components of the model are functioning correctly. So, I think all tests are important before deployment.
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Luisa
6 months ago
I believe both performance and security tests are important. We should conduct both before deployment.
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Mirta
6 months ago
But what about a security test? We can't neglect the security aspect of deploying a model.
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Elliott
7 months ago
I agree with Performance test is crucial to ensure the model works efficiently in production.
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Vi
7 months ago
I think we should perform a performance test before deploying the model.
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Denae
8 months ago
That's a good point. We should definitely include a Security test as well.
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Noelia
8 months ago
Shouldn't we also conduct a Security test to make sure the model is secure from any vulnerabilities?
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Noel
8 months ago
I agree. We need to ensure the model is performing as expected under real-world conditions.
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Denae
8 months ago
I think we should perform a Performance test before deploying the model.
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