IAPP Exam AIGP Topic 1 Question 15 Discussion

Actual exam question for IAPP's AIGP exam

Question #: 15
Topic #: 1

When monitoring the functional performance of a model that has been deployed into production, all of the following are concerns EXCEPT?

AFeature drift.

BSystem cost.

CModel drift.

DData loss.

Show Suggested Answer

Suggested Answer: B

When monitoring the functional performance of a model deployed into production, concerns typically include feature drift, model drift, and data loss. Feature drift refers to changes in the input features that can affect the model's predictions. Model drift is when the model's performance degrades over time due to changes in the data or environment. Data loss can impact the accuracy and reliability of the model. However, system cost, while important for budgeting and financial planning, is not a direct concern when monitoring the functional performance of a deployed model. Reference: AIGP Body of Knowledge on Model Monitoring and Maintenance.

by India at Sep 19, 2024, 11:02 AM

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Jerrod

1 months ago

Wait, system cost? Is this a trick question or something? I'm so confused.

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Emmanuel

2 months ago

Model drift is the real enemy here. Gotta stay on top of that like a hawk on a mouse.

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Marge

2 months ago

Data loss is a big no-no. Can't monitor performance if you don't have any data to work with.

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Arlene

2 months ago

I'd go with B. Keeping an eye on costs is always important, even in production.

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Cory

21 days ago

D) Data loss.

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Trinidad

1 months ago

C) Model drift.

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Barabara

1 months ago

A) Feature drift.

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Cecilia

2 months ago

Feature drift is definitely a concern, but system cost? Really? That's a new one.

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Nan

2 months ago

Haha, system cost? Are we running a business or a science experiment? I'm going with that one for sure.

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Tamra

24 days ago

User 3: Data loss is also a big concern when monitoring model performance.

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Albina

30 days ago

User 2: Yeah, we should be more focused on feature drift and model drift.

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Evangelina

1 months ago

I agree, system cost seems out of place in this list.

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Eden

2 months ago

Feature drift and model drift are the real headaches here. It's like trying to hit a moving target, you know?

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Gwenn

26 days ago

System cost is important too, we need to consider the resources needed to maintain the model.

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Cassi

1 months ago

Data loss is definitely a concern as well, we need to make sure our data is secure.

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Irene

2 months ago

I agree, feature drift and model drift can be really challenging to manage.

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Anastacia

2 months ago

But isn't monitoring data loss a concern when deploying a model into production?

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Eliz

2 months ago

I'm gonna go with B. System cost. It's the only one that doesn't directly impact the model's functionality. I mean, unless the cost is so high it shuts the whole thing down, right?

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