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CertNexus Exam AIP-210 Topic 1 Question 25 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 25
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 Alona at Aug 04, 2024, 05:57 PM

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Matthew
3 months ago
Hold up, did someone say 'security test'? As long as it's not the 'set the data center on fire' kind of security test, I'm on board!
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Maybelle
2 months ago
I agree, we need to make sure the model is secure before deploying it.
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Jimmie
2 months ago
Security test is crucial to protect against potential vulnerabilities in the model.
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Armando
2 months ago
I think security test is important to ensure the model is safe to deploy.
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Isabelle
3 months ago
Performance test all the way - we need to make sure the model doesn't crash the entire system, and that it's fast enough to keep our users happy.
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Deandrea
3 months ago
Unit test? I thought we were talking about a production-level model, not some early-stage experiment!
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Annelle
3 months ago
A/B test is the way to go. Let's see how the new model stacks up against the old one.
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Estrella
2 months ago
Unit testing should have already been done during the development process to catch any bugs early on.
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Allene
2 months ago
Security testing is essential to protect against potential vulnerabilities in the production environment.
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Ivory
2 months ago
Performance testing is also important to ensure the model can handle the expected workload.
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Clay
2 months ago
I agree, A/B testing is crucial to compare the performance of the new model.
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Talia
3 months ago
Unit test should not be overlooked as it helps in identifying any bugs in the code.
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Myra
3 months ago
I believe we should also consider a security test to protect against potential vulnerabilities.
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Katlyn
3 months ago
I agree with Fernanda, performance test is crucial to ensure the model works efficiently.
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Wei
3 months ago
Security test is crucial. We can't risk any vulnerabilities or data breaches.
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Kayleigh
2 months ago
Performance test is also crucial to make sure the model is running efficiently.
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Stephane
2 months ago
I agree, security test is definitely important to ensure the model is safe to deploy.
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Shannon
3 months ago
D) Unit test
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Christiane
3 months ago
C) Security test
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Dyan
3 months ago
B) Performance test
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Ming
3 months ago
A) A/B test
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Cherelle
3 months ago
Performance test, for sure! We need to make sure the model can handle the real-world workload.
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Brigette
2 months ago
Let's not forget about security test as well to protect our model from potential threats.
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Mignon
2 months ago
Performance test is definitely a top priority before deployment.
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Vi
2 months ago
I agree, we can't afford any performance issues in production.
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Lynette
2 months ago
Absolutely, performance test is crucial to ensure the model's scalability.
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Celia
3 months ago
D) Unit test
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Alisha
3 months ago
C) Security test
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Jerrod
3 months ago
B) Performance test
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Aleta
3 months ago
A) A/B test
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Fernanda
4 months ago
I think we should perform a performance test.
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