Discuss IAPP AIGP Exam Topic 6 Question 3

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.

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.

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36 comments · newest first

Venita 11 months ago

Isn't it risky to switch from synthetic to live data just like that?

Carli 11 months ago

Totally agree, anonymization is key for privacy!

Brett 12 months ago

Wait, why would you use personal data without proper anonymization?

Gerald 12 months ago

I think minimizing human involvement is a bad idea.

Alesia 1 year ago

The test data should definitely be representative!

Marg 1 year ago

Testing specific to intended uses seems crucial, but I wonder if there's a case where it might not be necessary?

Denny 1 year ago

I think anonymizing test data is definitely a best practice, especially with personal data involved.

Stephanie 1 year ago

I'm not entirely sure, but minimizing human involvement sounds like it could lead to issues if not done carefully.

Daryl 1 year ago

I remember discussing how important it is for test data to be representative, so I think that's a best practice.

Jarod 1 year ago

I'm pretty confident I know the answer here. Testing should absolutely minimize human involvement as much as possible to protect people's privacy. That means option B is the correct answer.

Percy 1 year ago

Okay, I've got this. The key is to make sure the test data is representative, anonymized, and focused on the intended uses - so option B, minimizing human involvement, must be the one that's not a best practice.

Carey 1 year ago

Hmm, I'm a bit confused by the options here. I'll need to review the key principles of responsible data testing to determine which one is not a best practice.

Xuan 1 year ago

This seems like a tricky question. I'll need to think carefully about the best practices for testing an ML model with live personal data.

Judy 1 year ago

Ah, I think I've got it. The virtual server is configured for HTTPS, but there are no SSL profiles associated. That's probably the problem.

Emeline 2 years ago

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

Lai 2 years ago

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

Mi 2 years ago

↳ replying to Lai

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.

Leota 2 years ago

↳ replying to Lai

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

Derick 2 years ago

↳ replying to Lai

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

Catrice 2 years ago

↳ replying to Lai

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

Jerrod 2 years ago

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

Mary 2 years ago

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

Merlyn 2 years ago

↳ replying to Mary

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

Isreal 2 years ago

↳ replying to Mary

Definitely, anonymizing the test data is a top priority.

Tasia 2 years ago

↳ replying to Mary

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

Ernest 2 years ago

↳ replying to Mary

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

Sheridan 2 years ago

↳ replying to Mary

Definitely, we need to prioritize data privacy in testing.

Annett 2 years ago

↳ replying to Mary

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

Daniel 2 years ago

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

Christa 2 years ago

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

Celeste 2 years ago

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

Merri 2 years ago

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

Raylene 2 years ago

↳ replying to Merri

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

Grover 2 years ago

↳ replying to Merri

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

Carli 2 years ago

↳ replying to Merri

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

Leonard 2 years ago

I think option B is NOT a best practice.

IAPP AIGP Exam - Topic 6 Question 3 Discussion