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Microsoft DP-100 Exam - Topic 8 Question 37 Discussion

Actual exam question for Microsoft's DP-100 exam
Question #: 37
Topic #: 8
[All DP-100 Questions]

You plan to use the Hyperdrive feature of Azure Machine Learning to determine the optimal hyperparameter values when training a model.

You must use Hyperdrive to try combinations of the following hyperparameter values:

* learning_rate: any value between 0.001 and 0.1

* batch_size: 16, 32, or 64

You need to configure the search space for the Hyperdrive experiment.

Which two parameter expressions should you use? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Show Suggested Answer Hide Answer
Suggested Answer: B, D

B: Continuous hyperparameters are specified as a distribution over a continuous range of values. Supported distributions include:

uniform(low, high) - Returns a value uniformly distributed between low and high

D: Discrete hyperparameters are specified as a choice among discrete values. choice can be:

one or more comma-separated values

a range object

any arbitrary list object


https://docs.microsoft.com/en-us/azure/machine-learning/how-to-tune-hyperparameters

by Katina at May 08, 2022, 09:54 AM

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Cammy
4 months ago
I thought batch_size should always be a fixed value, not a choice.
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Lucia
4 months ago
Definitely need a choice expression for learning_rate, no doubt!
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Louvenia
4 months ago
Wait, can you really use a normal expression for batch_size? That seems off.
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My
5 months ago
I think a choice expression for batch_size makes sense too.
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Dick
5 months ago
A uniform expression for learning_rate is a good choice!
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Lezlie
5 months ago
I practiced a similar question where we had to set hyperparameters, and I think we used a choice expression for learning_rate in that case.
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Mozell
5 months ago
I'm a bit unsure about the learning_rate. I think a uniform expression might be appropriate since it allows for any value within a range, but I can't recall for sure.
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Rebbeca
5 months ago
I remember we discussed using a choice expression for batch_size since it has specific values like 16, 32, and 64.
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Brent
5 months ago
I feel like a normal expression is not the right fit here. I think we should definitely go with a choice expression for batch_size, but I'm not completely confident about the learning_rate option.
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Vernice
5 months ago
Hmm, this seems like a straightforward question about Automotive SPICE requirements. I'll need to recall what the different test documents are and match them to the options provided.
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Rochell
5 months ago
I'm really uncertain about this one. MD5 codes and Jar packages sound familiar, but I can't recall if they're actually used for embedding screens.
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Ressie
5 months ago
Hmm, I'm a bit unsure about this one. I know we cover system documentation in this course, but I can't quite remember the specific names and purposes of each document type. I'll have to think it through carefully.
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