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DP-100 Exam - Question 98


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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Correct 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

Discussion

11 comments
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michaelmorar
Dec 4, 2022

"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.

ahson0124
Feb 15, 2023

On exam 2023-02-15

FlexingD
Nov 5, 2022

ACI for testing + 1

Yuriy_Ch
Mar 8, 2023

Exactly this question was on exam 07/March/2023

claps92
Sep 12, 2022

ACI for testing (minimizes the deployment effort)

daviskv74
Oct 15, 2023

Chat GPT says for testing, ACI suitable

prabhjot
Jan 27, 2024

i agress ACI for testing and for Production AKS

klowqw
Sep 1, 2022

ACI for testing

klowqw
Sep 2, 2022

Local for testing

PremPatrick
Nov 18, 2022

LocalWebservice for testing (not sure though!) https://learn.microsoft.com/en-us/azure/machine-learning/concept-compute-target

reddragondms
Sep 26, 2022

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

Edriv
Jan 8, 2023

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.

sanctafrax
Jul 18, 2024

Question states it is for model testing. Therefore ACI is not needed, Local Webservice should be fine. AKS is required for prod