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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]

For each of the last 10 years, your team has been collecting data from a group of subjects, including their age and numerous biomarkers collected from blood samples. You are tasked with creating a prediction model of age using the biomarkers as input. You start by performing a linear regression using all of the data over the 10-year period, with age as the dependent variable and the biomarkers as predictors.

Which assumption of linear regression is being violated?

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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]


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Glen
1 days ago
I agree with Coral. The biomarkers may not be normally distributed.
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Coral
6 days ago
I think the assumption of normality is being violated.
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