Which deployment option is best suited for a team that needs to run a containerized AI model on a Kubernetes cluster with custom scaling rules?

Azure Container Instances (ACI)

A media company wants to automatically generate captions for videos. They need to support multiple languages and ensure the captions are accurate. Which Azure AI service should they use?

Use Azure AI Speech with the batch transcription API.

Use Azure AI Vision to analyze the video frames and infer speech.

Use Azure AI Translator to translate existing English captions.

Use Azure AI Language to extract key phrases from the audio.

A company is designing an AI solution that will be used to screen loan applications. To align with Microsoft's Responsible AI principles, which practice should the team prioritize?

Reducing the number of features to simplify the model

Deploying the model to the fastest available compute

Maximizing the model's accuracy on historical data

Ensuring the model's decisions are explainable to stakeholders

Microsoft Certified:Azure AI Engineer Associate

Domain 1Objective 2

Plan, Create and Deploy a Microsoft Foundry Service AI-102 Practice Questions (Page 3)

Part of the Plan and manage an Azure AI solution domain, which accounts for 20-25% of the AI-102 exam. Microsoft does not publish an official question count, but from its 100-minute exam (~40–65 total, ~8–16 in this domain), expect 2–4 from this objective — we provide 36 practice questions to prepare you well beyond it. (estimate)

36questions here

8free pages

8concepts

20-25%of the exam

Questions 11–15

11foundation · easy
Which deployment option is best suited for a team that needs to run a containerized AI model on a Kubernetes cluster with custom scaling rules?
Select an answer first
12application · medium
A media company wants to automatically generate captions for videos. They need to support multiple languages and ensure the captions are accurate. Which Azure AI service should they use?
Select an answer first
13foundation · easy
A team wants to deploy a custom-trained machine learning model as a web service that can scale automatically. Which Azure service is designed for this purpose?
Select an answer first
14foundation · easy
A team needs to build a solution that extracts key phrases from customer reviews. Which Azure AI service should they select?
Select an answer first
15foundation · easy
A company is designing an AI solution that will be used to screen loan applications. To align with Microsoft's Responsible AI principles, which practice should the team prioritize?
Select an answer first

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Plan, Create and Deploy a Microsoft Foundry Service AI-102 Practice Questions (Page 3)

Questions 11–15

Which deployment option is best suited for a team that needs to run a containerized AI model on a Kubernetes cluster with custom scaling rules?

A media company wants to automatically generate captions for videos. They need to support multiple languages and ensure the captions are accurate. Which Azure AI service should they use?

A team wants to deploy a custom-trained machine learning model as a web service that can scale automatically. Which Azure service is designed for this purpose?

A team needs to build a solution that extracts key phrases from customer reviews. Which Azure AI service should they select?

A company is designing an AI solution that will be used to screen loan applications. To align with Microsoft's Responsible AI principles, which practice should the team prioritize?

Keep studying — Plan and manage an Azure AI solution