Exam Professional Machine Learning Engineer topic 1 question 182 discussion - ExamTopics


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Question:

The question revolves around deploying a new machine learning model to a production Vertex AI endpoint without service interruption. The goal is to seamlessly transition all user traffic to the new model.

Options:

  • Option A: Involves creating a new endpoint and model, then updating DNS to point to the new endpoint.
  • Option B: Creates a new endpoint and model, specifying the parent model, setting it as the default, and directing 100% of traffic to the new model.
  • Option C: Creates a new model (specifying the parent model), deploys it to the existing endpoint, and sets it to 100% traffic.
  • Option D: Creates a new model, sets it as default, and deploys it to the existing endpoint.

Suggested Answer:

The suggested answer is Option C. This approach directly utilizes the existing endpoint, minimizing disruption. It creates the new model, linking it to the existing one, and redirects all traffic without the need to change endpoints.

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You are deploying a new version of a model to a production Vertex Al endpoint that is serving traffic. You plan to direct all user traffic to the new model. You need to deploy the model with minimal disruption to your application. What should you do?

  • A. 1. Create a new endpoint 2. Create a new model. Set it as the default version. Upload the model to Vertex AI Model Registry 3. Deploy the new model to the new endpoint 4. Update Cloud DNS to point to the new endpoint
  • B. 1. Create a new endpoint 2. Create a new model. Set the parentModel parameter to the model ID of the currently deployed model and set it as the default version. Upload the model to Vertex AI Model Registry 3. Deploy the new model to the new endpoint, and set the new model to 100% of the traffic.
  • C. 1. Create a new model. Set the parentModel parameter to the model ID of the currently deployed model. Upload the model to Vertex AI Model Registry. 2. Deploy the new model to the existing endpoint, and set the new model to 100% of the traffic
  • D. 1. Create a new model. Set it as the default version. Upload the model to Vertex AI Model Registry 2. Deploy the new model to the existing endpoint
Show Suggested Answer Hide Answer
Suggested Answer: C πŸ—³οΈ

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