Exam Professional Machine Learning Engineer topic 1 question 288 discussion - ExamTopics


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Problem Description

The question presents a scenario involving an AutoML tabular classification model deployed to a Vertex AI endpoint. The model identifies high-value website customers, and the endpoint needs configuration to handle peak traffic during nights and weekends while minimizing latency and cost.

Multiple Choice Options

Four options are given, each suggesting different machine type configurations, including the use of GPUs and varying replica counts (minReplicaCount and maxReplicaCount).

  • Option A: n1-standard-32 machine type
  • Option B: n1-standard-4 machine type, minReplicaCount=1, maxReplicaCount=8
  • Option C: n1-standard-4 machine type, GPU, minReplicaCount=1, maxReplicaCount=4
  • Option D: n1-standard-8 machine type, GPU

Correct Answer

The suggested answer is B. This option balances resource utilization and scalability by using a moderately sized machine type (n1-standard-4) and dynamically adjusting the number of replicas based on demand (minReplicaCount=1, maxReplicaCount=8).

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You have developed an AutoML tabular classification model that identifies high-value customers who interact with your organization's website. You plan to deploy the model to a new Vertex AI endpoint that will integrate with your website application. You expect higher traffic to the website during nights and weekends. You need to configure the model endpoint's deployment settings to minimize latency and cost. What should you do?

  • A. Configure the model deployment settings to use an n1-standard-32 machine type.
  • B. Configure the model deployment settings to use an n1-standard-4 machine type. Set the minReplicaCount value to 1 and the maxReplicaCount value to 8.
  • C. Configure the model deployment settings to use an n1-standard-4 machine type and a GPU accelerator. Set the minReplicaCount value to 1 and the maxReplicaCount value to 4.
  • D. Configure the model deployment settings to use an n1-standard-8 machine type and a GPU accelerator.
Show Suggested Answer Hide Answer
Suggested Answer: B πŸ—³οΈ

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