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Exam DP-100 topic 2 question 55 discussion

Actual exam question from Microsoft's DP-100
Question #: 55
Topic #: 2
[All DP-100 Questions]

HOTSPOT -
You are using an Azure Machine Learning workspace. You set up an environment for model testing and an environment for production.
The compute target for testing must minimize cost and deployment efforts. The compute target for production must provide fast response time, autoscaling of the deployed service, and support real-time inferencing.
You need to configure compute targets for model testing and production.
Which compute targets should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

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Suggested Answer:
Box 1: Local web service -
The Local web service compute target is used for testing/debugging. Use it for limited testing and troubleshooting. Hardware acceleration depends on use of libraries in the local system.
Box 2: Azure Kubernetes Service (AKS)
Azure Kubernetes Service (AKS) is used for Real-time inference.
Recommended for production workloads.
Use it for high-scale production deployments. Provides fast response time and autoscaling of the deployed service
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/concept-compute-target

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michaelmorar
Highly Voted 2 years, 5 months ago
"You need to configure compute targets for model testing and production." Suggests that we don't need a target for training and evaluation, ONLY to test the deployed model. Therefore: 'Local Web Service' for Test, and AKS for PROD.
upvoted 13 times
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ahson0124
Highly Voted 2 years, 2 months ago
On exam 2023-02-15
upvoted 6 times
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sanctafrax
Most Recent 9 months, 3 weeks ago
Question states it is for model testing. Therefore ACI is not needed, Local Webservice should be fine. AKS is required for prod
upvoted 1 times
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daviskv74
1 year, 6 months ago
Chat GPT says for testing, ACI suitable
upvoted 4 times
prabhjot
1 year, 3 months ago
i agress ACI for testing and for Production AKS
upvoted 1 times
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Yuriy_Ch
2 years, 2 months ago
Exactly this question was on exam 07/March/2023
upvoted 4 times
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Edriv
2 years, 4 months ago
https://www.techtarget.com/searchcloudcomputing/definition/Azure-Container-Instances#:~:text=Azure%20Container%20Instances%20is%20a%20service%20that%20enables,having%20to%20provision%20or%20manage%20any%20underlying%20infrastructure.
upvoted 1 times
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PremPatrick
2 years, 5 months ago
LocalWebservice for testing (not sure though!) https://learn.microsoft.com/en-us/azure/machine-learning/concept-compute-target
upvoted 2 times
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FlexingD
2 years, 6 months ago
ACI for testing + 1
upvoted 4 times
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reddragondms
2 years, 7 months ago
Local web services and azure container instances are listed under compute targets for inference, not training targets. Wouldn't the order for "minimize cost and deployment efforts" for testing be first "Local computer" then "Azure ML compute cluster"? https://learn.microsoft.com/en-us/azure/machine-learning/concept-compute-target
upvoted 1 times
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claps92
2 years, 7 months ago
ACI for testing (minimizes the deployment effort)
upvoted 3 times
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klowqw
2 years, 8 months ago
ACI for testing
upvoted 2 times
klowqw
2 years, 8 months ago
Local for testing
upvoted 1 times
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