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Google Professional Machine Learning Engineer Exam - Topic 6 Question 1 Discussion

You are an ML engineer at a regulated insurance company. You are asked to develop an insurance approval model that accepts or rejects insurance applications from potential customers. What factors should you consider before building the model?
B) Traceability, reproducibility, and explainability
A) Redaction, reproducibility, and explainability
C) Federated learning, reproducibility, and explainability
D) Differential privacy federated learning, and explainability

Google Professional Machine Learning Engineer Exam - Topic 6 Question 1 Discussion

Actual exam question for Google's Professional Machine Learning Engineer exam
Question #: 1
Topic #: 6
[All Professional Machine Learning Engineer Questions]

You are an ML engineer at a regulated insurance company. You are asked to develop an insurance approval model that accepts or rejects insurance applications from potential customers. What factors should you consider before building the model?

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Suggested Answer: B

by Elouise at May 06, 2022, 05:52 PM

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Deonna
9 months ago
Totally agree, reproducibility is a must!
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Geraldine
9 months ago
Redaction isn't really relevant for this, right?
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Jaclyn
9 months ago
Wait, are we really talking about federated learning here? Sounds complicated!
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Haydee
9 months ago
I think traceability is super important too.
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Yvonne
9 months ago
Definitely need to consider explainability!
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Ozell
10 months ago
I vaguely recall that redaction might be relevant for data privacy, but I can't remember how it fits into the model-building process.
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Linn
10 months ago
I’m leaning towards option B because reproducibility seems crucial, but I’m a bit confused about the differences between the options.
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Hui
10 months ago
I practiced a similar question where traceability was emphasized, so I feel like it might be a key factor here too.
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Howard
10 months ago
I think I remember that explainability is really important for models in regulated industries, but I'm not sure about the other factors.
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Kerry
10 months ago
I'm pretty confident in my Java knowledge, so I think I can spot the right answer here. Let me take a closer look.
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Josefa
10 months ago
Caustic was mentioned in a similar example we did in class, but I'm still torn between that and the other options.
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Reynalda
10 months ago
This is a tricky one. I'm debating between the custom list view and the Salesforce Console 'History' component. Both seem like they could work, but I'll need to weigh the details of each to decide which is the better recommendation.
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Maryann
10 months ago
Okay, I think I've got this. The key here is the concept of "fault tolerance" - the ability of a system to continue functioning even when one of its components fails. That sounds like the most relevant answer choice to me.
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