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iSQI CT-AI Exam - Topic 2 Question 42 Discussion

Which statement about testing levels for AI-based systems is correct?Choose ONE option (1 out of 4)
C) ML model testing ensures that the relevant ML functional performance criteria are met
A) Input data testing checks whether the inputs from the data pipeline are received by the model correctly and exchanged with all system components
B) Acceptance testing checks non-functional requirements such as explainability
D) If AI is offered as a service, system testing includes API tests of the service

iSQI CT-AI Exam - Topic 2 Question 42 Discussion

Actual exam question for iSQI's CT-AI exam
Question #: 42
Topic #: 2
[All CT-AI Questions]

Which statement about testing levels for AI-based systems is correct?

Choose ONE option (1 out of 4)

Show Suggested Answer Hide Answer
Suggested Answer: C

Section4.3 -- Test Levels for AI Systemsclearly defines ML model testing as the level at which testers evaluate whether an ML model fulfills itsfunctional performance criteria, including accuracy, precision, recall, F1, robustness, stability, and fairness. Therefore, Option C is the correct and syllabus-aligned statement.

Option A is incorrect because input data testing focuses onvalidity and correctness of data entering the model, not interactions with all system components. Option B is incorrect: acceptance testing in the syllabus focuses primarily onbusiness and stakeholder requirements, not specifically explainability. Explainability testing may occur at multiple levels depending on context. Option D is also incorrect because API testing belongs tointegration testing, not system testing, even when AI is consumed as a service.

Thus,Option Cis the only statement that precisely matches syllabus definitions.


Contribute your Thoughts:

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Melynda
3 days ago
I thought input data testing was more about data quality than just checking exchanges.
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Louisa
8 days ago
D) makes sense, API tests are a must for AI services!
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Tresa
13 days ago
Wait, isn't acceptance testing more about user needs than just explainability?
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Lorean
18 days ago
Totally agree, C) is crucial for ML performance!
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Twila
24 days ago
A) is all about data pipeline checks, right?
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Asha
29 days ago
I recall that system testing for AI services often includes API tests, so option D might be the right choice here.
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Daniela
1 month ago
I practiced a similar question about ML model testing, and I think it definitely focuses on performance criteria.
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Jolanda
1 month ago
I feel like acceptance testing is more about functional requirements rather than non-functional ones, but I could be wrong.
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Leila
1 month ago
I think I remember that input data testing is crucial, but I'm not entirely sure if it covers all system components.
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