IAPP Exam AIGP Topic 6 Question 3 Discussion

Actual exam question for IAPP's AIGP exam

Question #: 3
Topic #: 6

A company has trained an ML model primarily using synthetic data, and now intends to use live personal data to test the model.

Which of the following is NOT a best practice apply during the testing?

AThe test data should be representative of the expected operational data.

BTesting should minimize human involvement to the extent practicable.

CThe test data should be anonymized to the extent practicable.

DTesting should be performed specific to the intended uses.

Show Suggested Answer

Suggested Answer: B

Minimizing human involvement to the extent practicable is not a best practice during the testing of an ML model. Human oversight is crucial during testing to ensure that the model performs correctly and ethically, and to interpret any anomalies or issues that arise. Best practices include using representative test data, anonymizing data to the extent practicable, and performing testing specific to the intended uses of the model. Reference: AIGP Body of Knowledge on AI Model Testing and Human Oversight.

by Vernell at Jun 21, 2024, 04:53 AM

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Emeline

5 months ago

Option B - 'Testing should minimize human involvement'? What is this, a robot's paradise?

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Lai

5 months ago

Hmm, I'm not sure about option D. Testing should be comprehensive, not just specific to the intended uses.

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Mi

3 months ago

That's a good point, testing in diverse scenarios can help identify any limitations of the model that may not be apparent in specific use cases.

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Leota

4 months ago

But wouldn't it be beneficial to also test the model in various scenarios to uncover any potential weaknesses?

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Derick

4 months ago

I agree, it's crucial to test the model in the specific situations it will be used in to ensure accuracy.

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Catrice

4 months ago

Option D is important because testing should focus on the intended uses to ensure the model performs well in those scenarios.

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Jerrod

5 months ago

Option A is the way to go. The test data should be as close to the real thing as possible.

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Mary

5 months ago

I'd go with option C. Anonymizing the test data is a must when dealing with sensitive personal information.

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Merlyn

3 months ago

It's important to prioritize data privacy when testing the model.

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Isreal

4 months ago

Definitely, anonymizing the test data is a top priority.

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Tasia

4 months ago

I agree, option C is crucial to protect personal data.

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Ernest

4 months ago

Sheridan: It's a non-negotiable aspect when dealing with sensitive information.

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Sheridan

4 months ago

Definitely, we need to prioritize data privacy in testing.

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Annett

5 months ago

I agree, option C is crucial to protect personal data.

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Daniel

6 months ago

I think all options are important, but I see the rationale behind prioritizing specific testing for intended uses.

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Christa

6 months ago

I believe option D is also important, testing should be specific to intended uses.

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Celeste

6 months ago

I agree with Leonard, minimizing human involvement is not ideal for testing.

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Merri

6 months ago

Option B is a terrible idea! Minimizing human involvement in testing personal data? That's just asking for trouble.

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Raylene

5 months ago

C: It's important to prioritize privacy and security when testing with live personal data.

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Grover

5 months ago

B: Definitely, we need human oversight to ensure ethical use of personal data.

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Carli

6 months ago

A: I agree, minimizing human involvement in testing personal data is risky.

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Leonard

6 months ago

I think option B is NOT a best practice.

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