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CertNexus Exam AIP-210 Topic 1 Question 14 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 14
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 Lauran at Mar 21, 2024, 05:18 PM

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Florencia
4 months ago
Yes, an A/B test can help us understand the impact of the new model on performance.
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Rodney
4 months ago
I beliRodney we should also do an A/B test to compare the new model with the existing one.
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Sophia
4 months ago
That's a good point, Catalina. Security is definitely important.
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Catalina
5 months ago
I think we should also consider doing a Security test to ensure data privacy.
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Florencia
5 months ago
I agree with Sophia, we need to check the model's performance before deploying it.
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Sophia
5 months ago
I think we should perform a Performance test first.
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Adria
5 months ago
I also think conducting an A/B test would be beneficial to compare the new model with the existing one.
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Casie
5 months ago
That's a valid point, we need to make sure the model is secure before releasing it.
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Mattie
5 months ago
But shouldn't we also consider security testing to protect against potential vulnerabilities?
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Glenna
6 months ago
I agree, ensuring the model performs well in a real-world scenario is crucial.
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Geraldo
7 months ago
I think we should definitely perform a performance test before deploying the model.
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