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Google Professional Machine Learning Engineer Exam - Topic 7 Question 62 Discussion

Actual exam question for Google's Professional Machine Learning Engineer exam
Question #: 62
Topic #: 7
[All Professional Machine Learning Engineer Questions]

You are training an object detection model using a Cloud TPU v2. Training time is taking longer than expected. Based on this simplified trace obtained with a Cloud TPU profile, what action should you take to decrease training time in a cost-efficient way?

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Suggested Answer: A

by Georgene at Apr 01, 2023, 04:43 PM

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Janey
5 months ago
Wait, can you really get better performance just by changing the input function?
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Dean
5 months ago
Definitely agree with the input function rewrite!
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Lashanda
6 months ago
Not sure about that, isn't batch size already maxed out?
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Karan
6 months ago
I think parallel processing is the way to go.
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Ena
6 months ago
Moving to TPU v3 could really speed things up!
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Daniel
6 months ago
Increasing the batch size sounds familiar, but I can't recall if that alone would solve the training time issue.
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Argelia
6 months ago
I practiced a similar question where parallel processing improved performance, so maybe option D is the right choice here.
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Arlette
6 months ago
I think moving to a Cloud TPU v3 could be beneficial, but I wonder if the cost would outweigh the benefits.
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Berry
6 months ago
I remember something about optimizing input functions, but I'm not sure if rewriting it would really help with the training time.
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Cherelle
6 months ago
Okay, let's see. The question is asking about identifying the geolocation information for a Sentinel incident. Based on the options, it seems like I need to look in the Incidents view and review the details of the associated entities. I think option B is the way to go.
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Mel
6 months ago
I've got a good feeling about B. Forwarding (IP) virtual servers bypass the normal load balancing process, so they don't use a default pool.
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Gerald
6 months ago
Okay, let me think this through. ALE is the expected annual loss from a threat, so it makes sense that it would involve the SLE and the frequency of the threat occurring. I'm leaning towards D, but I want to double-check my understanding.
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Oneida
6 months ago
I remember studying something about how MQTT is lightweight for IoT applications—definitely sounds like it fits the publish-subscribe model.
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