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Google Professional Machine Learning Engineer Exam - Topic 11 Question 11 Discussion

You have deployed multiple versions of an image classification model on Al Platform. You want to monitor the performance of the model versions overtime. How should you perform this comparison?
B) Compare the loss performance for each model on the validation data
A) Compare the loss performance for each model on a held-out dataset.
C) Compare the receiver operating characteristic (ROC) curve for each model using the What-lf Tool
D) Compare the mean average precision across the models using the Continuous Evaluation feature

Google Professional Machine Learning Engineer Exam - Topic 11 Question 11 Discussion

Actual exam question for Google's Professional Machine Learning Engineer exam
Question #: 11
Topic #: 11
[All Professional Machine Learning Engineer Questions]

You have deployed multiple versions of an image classification model on Al Platform. You want to monitor the performance of the model versions overtime. How should you perform this comparison?

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Suggested Answer: B

by Luisa at May 03, 2022, 07:49 PM

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Thersa
10 months ago
I disagree, ROC curves are overrated for this.
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Markus
10 months ago
Wait, what's the What-if Tool? Sounds cool!
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Tegan
11 months ago
D sounds interesting, but is it really reliable?
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Arthur
11 months ago
I think B makes more sense for validation.
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Margart
11 months ago
A is the best choice for a fair comparison!
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Beckie
11 months ago
I feel like using the Continuous Evaluation feature for mean average precision could be a solid approach, but I need to double-check how that works.
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Lavonda
11 months ago
The ROC curve sounds interesting, but I can't recall if the What-if Tool is the right choice for this kind of comparison.
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Whitney
11 months ago
I think comparing the loss performance on a held-out dataset makes sense, but I'm not sure if that's the best way to monitor over time.
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Glen
11 months ago
I remember practicing with validation data for model comparisons, but I wonder if that's enough for long-term monitoring.
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Xuan
11 months ago
Okay, I think I've got this. The fact that the attacker could see all the products by altering the URL suggests a SQL injection vulnerability in the products.jsp page. I'll select option C.
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Loren
11 months ago
This seems like a straightforward question about the importance of incumbents in job analysis. I'm pretty confident I can figure this out.
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Rutha
11 months ago
This one's got me a bit confused. I'm not sure if it's a constraint or a guideline. I'll have to review the definitions of those terms to make the best decision.
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