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Exam DP-100 topic 6 question 4 discussion

Actual exam question from Microsoft's DP-100
Question #: 4
Topic #: 6
[All DP-100 Questions]

You use an Azure Machine Learning workspace.

You must monitor cost at the endpoint and deployment level.

You have a trained model that must be deployed as an online endpoint. Users must authenticate by using Microsoft Entra ID.

What should you do?

  • A. Deploy the model to Azure Kubernetes Service (AKS). During deployment, set the token_auth_mode parameter of the target configuration object to true.
  • B. Deploy the model to Azure Kubernetes Service (AKS). During deployment, set the auth_mode parameter to configure the authentication type.
  • C. Deploy the model to a managed online endpoint. During deployment, set the auth_mode parameter to configure the authentication type.
  • D. Deploy the model to a managed online endpoint. During deployment, set the token_auth_mode parameter of the target configuration object to true.
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Suggested Answer: C 🗳️

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D0ktor
5 months, 3 weeks ago
Selected Answer: D
It should be D as one of the needs is authentication by Microsoft Entra ID, and that only works with token authentication
upvoted 1 times
Sadhak
5 months, 2 weeks ago
why not AKS? Because it is costly?
upvoted 1 times
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kfgg
6 months, 3 weeks ago
https://learn.microsoft.com/en-us/azure/machine-learning/how-to-authenticate-online-endpoint?view=azureml-api-2&tabs=azure-cli#create-an-endpoint
upvoted 1 times
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f2a9aa5
10 months, 2 weeks ago
C. Attributes: Diagnostics and Monitoring and Cost Managed online endpoints (v2): - Local endpoint debugging possible with Docker and Visual Studio Code - Advanced metrics and logs analysis with chart/query to compare between deployments - Cost breakdown down to deployment level -Azure Monitor and Log Analytics powered (includes key metrics and log tables for endpoints and deployments) ACI or AKS(v1): No easy local debugging https://learn.microsoft.com/en-us/azure/machine-learning/concept-endpoints-online?view=azureml-api-2
upvoted 3 times
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