Microsoft AI-901 Dumps

Microsoft AI-901 Questions Answers

Microsoft Azure AI Fundamentals (Updated Version)
  • 125 Questions & Answers
  • Update Date : September 04, 2026

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Microsoft AI-901 Sample Questions

Question # 1

You are developing an application that uses the Azure Language SDK and a Microsoft Foundry resource.You need to return a list of important topics from unstructured text.Which Python method should you use?

A. client.recognize_linked_entities()
B. client.recognize_entities()
C. client.begin_extract_summary()
D. client.extract_key_phrases()



Question # 2

You need to build an AI solution that generates marketing email drafts based on a short description of a product and its target audience.Which AI workload should you use?

A. generative AI
B. computer vision
C. text classification
D. speech recognition



Question # 3

Which natural language processing feature can be used to identify the main talking points in customer feedback surveys?

A. language detection
B. translation
C. key phrase extraction
D. entity recognition



Question # 4

Your company has thousands of recorded customer support calls in multiple languages stored as audio files in Azure Storage.You need to generate text transcripts of all the recordings.Which Azure Speech in Foundry Tools capability should you use?

A. speech to text batch transcription
B. speech to text real-time transcription
C. text to speech
D. speech translation



Question # 5

Which action can be performed by using the Azure Vision in Foundry Tools service?

A. identifying breeds of animals in live video streams
B. extracting data from handwritten letters
C. extracting key phrases from documents
D. creating thumbnails for training videos



Question # 6

Your company wants to build a recycling machine for bottles. The recycling machine must use cameras to automatically identify bottles of the correct shape and reject all other items.Which type of Al workload should the company use?

A. knowledge mining
B. natural language processing
C. generative Al
D. computer vision



Question # 7

You are developing a simple application that uses the Microsoft Foundry SDK to send chat prompts to a model.Which three elements should you provide in the code to run the application? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.

A. the model deployment name
B. credentials
C. the endpoint URL
D. the task type
E. the Foundry project display name



Question # 8

You are developing an AI-powered customer support application.Which task is an example of the Microsoft responsible AI principle of inclusiveness?

A. Provide explanations about how predictions are generated.
B. Design the interface to support multiple languages and screen readers.
C. Evaluate model outputs across demographic groups to reduce bias.
D. Encrypt stored customer data and restrict access by using role-based controls.



Question # 9

You plan to create an Al application that will use Azure OpenAI in Foundry Models. The solution requires that a specific amount of throughput be allocated.Which type of deployment should you use?

A. global batch
B. data zone standard
C. provisioned
D. standard



Question # 10

Your company provides users with clear information about an Al system's purpose, functionality, and limitations. Which Microsoft responsible Al principle is this an example of?

A. reliability and safety
B. accountability
C. transparency
D. fairness



Question # 11

Based on the image provided, here is the transcribed text:You need to build an AI solution that produces new product images based on written descriptions provided by users.Which AI workload should you use?

A. image generation
B. image analysis
C. object detection
D. optical character recognition (OCR)



Question # 12

You are developing a system to predict the prices of insurance for drivers in the United Kingdom. You need to minimize unintended bias in the system. What should you do?

A. Create a training dataset that uses data from global insurers
B. Take a completely random training sample.
C. Remove information about protected characteristics from the data before sampling.
D. Take a training sample that is representative of the population in the United Kingdom.



Question # 13

You have a Microsoft Foundry project that contains a vision-enabled model deployment.You need to develop an application that sends a message containing text and an image URL. The solution must ensure the quickest response time.Which message structure should you include in the request?

A. a user message that includes only a text item and sends an image item in a separate request
B. a system message that includes both a text item and an image item in the content array
C. a system message that includes only a text item and sends an image item in a separate request
D. a user message that includes both a text item and an image item in the content array



Question # 14

You ate building an application that uses Azure Speech in Foundry Tools. You need to initialize the Speech SDK for Python oy creating a SpechConfig object. Which values should you specify?

A. the model deployment name and model endpoint
B. the storage account key and connection string
C. The Foundry project name and project endpoint
D. the foundry resource key and endpoint



Question # 15

You have a Microsoft Foundry project that contains an agent named Agent1.You need to ensure that Agent1 always calls an Azure function when the agent responds to user input.To what should you set tool_choice for Agent1?

A. auto
B. none
C. required




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