nerdexam
Microsoft

DP-100 · Question #189

An organization creates and deploys a multi-class image classification deep learning model that uses a set of labeled photographs. The software engineering team reports there is a heavy inferencing…

The correct answer is B. Increase the node count of the compute cluster where the web service is deployed. The Azure Machine Learning SDK does not provide support scaling an AKS cluster. To scale the nodes in the cluster, use the UI for your AKS cluster in the Azure Machine Learning studio. You can only change the node count, not the VM size of the cluster…

Train and deploy models

Question

An organization creates and deploys a multi-class image classification deep learning model that uses a set of labeled photographs. The software engineering team reports there is a heavy inferencing load for the prediction web services during the summer. The production web service for the model fails to meet demand despite having a fully- utilized compute cluster where the web service is deployed. You need to improve performance of the image classification web service with minimal downtime and minimal administrative effort. What should you advise the IT Operations team to do?

Options

  • ACreate a new compute cluster by using larger VM sizes for the nodes, redeploy the web service
  • BIncrease the node count of the compute cluster where the web service is deployed.
  • CIncrease the minimum node count of the compute cluster where the web service is deployed.
  • DIncrease the VM size of nodes in the compute cluster where the web service is deployed.

How the community answered

(22 responses)
  • A
    9% (2)
  • B
    86% (19)
  • C
    5% (1)

Explanation

The Azure Machine Learning SDK does not provide support scaling an AKS cluster. To scale the nodes in the cluster, use the UI for your AKS cluster in the Azure Machine Learning studio. You can only change the node count, not the VM size of the cluster. https://docs.microsoft.com/en-us/azure/machine-learning/how-to-create-attach-kubernetes

Topics

#Inference scaling#Azure ML Compute Cluster#Performance optimization#Horizontal scaling

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