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AI-900 Microsoft Azure AI Fundamentals Questions and Answers

Questions 4

You need to provide customers with the ability to query the status of orders by using phones, social media, or digital assistants.

What should you use?

Options:

A.

Azure Al Bot Service

B.

the Azure Al Translator service

C.

an Azure Al Document Intelligence model

D.

an Azure Machine Learning model

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Questions 5

You are building a knowledge base by using QnA Maker. Which file format can you use to populate the knowledge base?

Options:

A.

PDF

B.

PPTX

C.

XML

D.

ZIP

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Questions 6

You are building a tool that will process images from retail stores and identity the products of competitors.

The solution must be trained on images provided by your company.

Which Azure Al service should you use?

Options:

A.

Azure Al Custom Vision

B.

Azure Al Computer Vision

C.

Face

D.

Azure Al Document Intelligence

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Questions 7

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 8

Select the answer that correctly completes the sentence.

Options:

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Questions 9

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 10

Match the types of computer vision to the appropriate scenarios.

To answer, drag the appropriate workload type from the column on the left to its scenario on the right. Each workload type may be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

Options:

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Questions 11

You have a frequently asked questions (FAQ) PDF file.

You need to create a conversational support system based on the FAQ.

Which service should you use?

Options:

A.

QnA Maker

B.

Text Analytics

C.

Computer Vision

D.

Language Understanding (LUIS)

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Questions 12

For each of the following statements, select Yes if the statement is True. Otherwise, select No. NOTE: Each correct selection is worth one point.

Options:

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Questions 13

Which type of machine learning should you use to predict the number of gift cards that will be sold next month?

Options:

A.

classification

B.

regression

C.

clustering

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Questions 14

Select the answer that correctly completes the sentence.

Options:

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Questions 15

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 16

You plan to build a conversational Al solution that can be surfaced in Microsoft Teams. Microsoft Cortana, and Amazon Alexa. Which service should you use?

Options:

A.

Azure Bot Service

B.

Azure Cognitive Search

C.

Language service

D.

Speech

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Questions 17

Select the answer that correctly completes the sentence.

Options:

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Questions 18

You build a machine learning model by using the automated machine learning user interface (UI).

You need to ensure that the model meets the Microsoft transparency principle for responsible AI.

What should you do?

Options:

A.

Set Validation type to Auto.

B.

Enable Explain best model.

C.

Set Primary metric to accuracy.

D.

Set Max concurrent iterations to 0.

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Questions 19

You are building a chatbot that will use natural language processing (NLP) to perform the following actions based on the text input of a user:

• Accept customer orders.

• Retrieve support documents.

• Retrieve order status updates.

Which type of NLP should you use?

Options:

A.

sentiment analysis

B.

translation

C.

language modeling

D.

named entity recognition

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Questions 20

Which Azure Machine Learning capability should you use to quickly build and deploy a predictive model without extensive coding?

Options:

A.

ML pipelines

B.

Copilot

C.

DALL-E

D.

automated machine learning (automated ML)

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Questions 21

You use Azure Machine Learning designer to publish an inference pipeline.

Which two parameters should you use to consume the pipeline? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

the model name

B.

the training endpoint

C.

the authentication key

D.

the REST endpoint

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Questions 22

Select the answer that correctly completes the sentence.

Options:

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Questions 23

An app that analyzes social media posts to identify their tone is an example of which type of natural language processing (NLP) workload?

Options:

A.

sentiment analysis

B.

key phrase extraction

C.

entity recognition

D.

speech recognition

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Questions 24

You need to identify harmful content in a generative Al solution that uses Azure OpenAI Service.

What should you use?

Options:

A.

Face

B.

Video Analysis

C.

Language

D.

Content Safety

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Questions 25

Match the computer vision service to the appropriate Al workload.

To answer, drag the appropriate service from the column on the left to its workload on the right. Each service may be used once, more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

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Questions 26

Your company manufactures widgets.

You have 1.000 digital photos of the widgets.

You need to identify the location of the widgets within the photos.

What should you use?

Options:

A.

Computer Vision Spatial Analysis

B.

Custom Vision object detection

C.

Custom Vision classification

D.

Computer Vision Image Analysis

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Questions 27

Which two languages can you use to write custom code for Azure Machine Learning designer? Each correct answer presents a complete solution.

NOTE; Each correct selection is worth one point.

Options:

A.

C#

B.

Scala

C.

Python

D.

R

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Questions 28

You have the following apps:

• App1: Uses a set of images and photos to extract brand names

• App2: Enables touchless access control for buildings

Which Azure Al Vision service does each app use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 29

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 30

You are processing photos of runners in a race.

You need to read the numbers on the runners' shirts to identify the runners in the photos. Which type of computer vision should you use?

Options:

A.

image classification

B.

optical character recognition (OCR)

C.

object detection

D.

facial recognition

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Questions 31

You need to implement a pre-built solution that will identify well-known brands in digital photographs. Which Azure Al sen/tee should you use?

Options:

A.

Face

B.

Custom Vision

C.

Computer Vision

D.

Form Recognizer

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Questions 32

Select the answer that correctly completes the sentence.

Options:

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Questions 33

You need to scan the news for articles about your customers and alert employees when there is a negative article. Positive articles must be added to a press book.

Which natural language processing tasks should you use to complete the process? To answer, drag the appropriate tasks to the correct locations. Each task may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.

NOTE: Each correct selection is worth one point.

Options:

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Questions 34

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 35

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 36

What are three stages in a transformer model? Each correct answer presents a complete solution.

NOTE: Each correct answer is worth one point.

Options:

A.

object detection

B.

embedding calculation

C.

tokenization

D.

next token prediction

E.

anonymization

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Questions 37

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 38

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 39

Match the types of AI workloads to the appropriate scenarios.

To answer, drag the appropriate workload type from the column on the left to its scenario on the right. Each workload type may be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

Options:

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Questions 40

You have the following apps:

• App1: Understands the public perception of a brand or topic

• App2: Applies profanity filters to speech-to-text

What does each app use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 41

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 42

For each of The following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 43

You have the Predicted vs. True chart shown in the following exhibit.

Which type of model is the chart used to evaluate?

Options:

A.

classification

B.

regression

C.

clustering

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Questions 44

What is a form of unsupervised machine learning?

Options:

A.

multiclass classification

B.

clustering

C.

binary classification

D.

regression

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Questions 45

You are building an AI system.

Which task should you include to ensure that the service meets the Microsoft transparency principle for responsible AI?

Options:

A.

Ensure that all visuals have an associated text that can be read by a screen reader.

B.

Enable autoscaling to ensure that a service scales based on demand.

C.

Provide documentation to help developers debug code.

D.

Ensure that a training dataset is representative of the population.

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Questions 46

Select the answer that correctly completes the sentence.

Options:

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Questions 47

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 48

You need to reduce the load on telephone operators by implementing a chatbot to answer simple questions with predefined answers.

Which two AI service should you use to achieve the goal? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Text Analytics

B.

QnA Maker

C.

Azure Bot Service

D.

Translator Text

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Questions 49

You plan to develop a bot that will enable users to query a knowledge base by using natural language processing.

Which two services should you include in the solution? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Language Service

B.

Azure Bot Service

C.

Form Recognizer

D.

Anomaly Detector

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Questions 50

For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.

Options:

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Questions 51

When training a model, why should you randomly split the rows into separate subsets?

Options:

A.

to train the model twice to attain better accuracy

B.

to train multiple models simultaneously to attain better performance

C.

to test the model by using data that was not used to train the model

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Questions 52

Which two components can you drag onto a canvas in Azure Machine Learning designer? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

dataset

B.

co mpute

C.

pipeline

D.

module

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Questions 53

You have an Azure subscription that uses Azure OpenAI.

You need to create an original image of a rural scene to use on a website.

What should you do?

Options:

A.

From Azure Al Foundry, deploy a GPT-3.5 Turbo model and provide instructions to create the image of the rural scene.

B.

From Microsoft Bing, search the term "rural scene" and download the results.

C.

From GitHub Copilot, provide instructions to create the image of the rural scene.

D.

From Azure Al Foundry, deploy a DALL-E model, and provide instructions to create the rural scene.

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Questions 54

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 55

Extracting relationships between data from large volumes of unstructured data is an example of which type of Al workload?

Options:

A.

computer vision

B.

knowledge mining

C.

natural language processing (NLP)

D.

anomaly detection

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Questions 56

Select the answer that correctly completes the sentence.

Options:

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Questions 57

You have a dataset that contains experimental data for fuel samples.

You need to predict the amount of energy that can be obtained from a sample based on its density.

Which type of Al workload should you use?

Options:

A.

Classification

B.

Clustering

C.

Knowledge mining

D.

Regression

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Questions 58

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 59

You need to predict the sea level in meters for the next 10 years.

Which type of machine learning should you use?

Options:

A.

classification

B.

regression

C.

clustering

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Questions 60

Match the types of machine learning to the appropriate scenarios.

To answer, drag the appropriate machine learning type from the column on the left to its scenario on the right. Each machine learning type may be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

Options:

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Questions 61

You need to predict the population size of a specific species of animal in an area.

Which Azure Machine Learning type should you use?

Options:

A.

clustering

B.

regression

C.

classification

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Questions 62

Select the answer that correctly completes the sentence.

Options:

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Questions 63

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 64

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 65

Which service should you use to extract text, key/value pairs, and table data automatically from scanned documents?

Options:

A.

Azure Al Custom Vision

B.

Azure Al Document Intelligence

C.

Azure Al Language

D.

Azure Al face

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Questions 66

You have an Azure Machine Learning pipeline that contains a Split Data module. The Split Data module outputs to a Train Model module and a Score Model module. What is the function of the Split Data module?

Options:

A.

selecting columns that must be included in the model

B.

creating training and validation datasets

C.

diverting records that have missing data

D.

scaling numeric variables so that they are within a consistent numeric range

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Questions 67

Select the answer that correctly completes the sentence.

Options:

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Questions 68

You are evaluating whether to use a basic workspace or an enterprise workspace in Azure Machine Learning.

What are two tasks that require an enterprise workspace? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Use a graphical user interface (GUI) to run automated machine learning experiments.

B.

Create a compute instance to use as a workstation.

C.

Use a graphical user interface (GUI) to define and run machine learning experiments from Azure Machine Learning designer.

D.

Create a dataset from a comma-separated value (CSV) file.

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Questions 69

You are developing a model to predict events by using classification.

You have a confusion matrix for the model scored on test data as shown in the following exhibit.

Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.

NOTE: Each correct selection is worth one point.

Options:

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Questions 70

What can be used to analyze scanned invoices and extract data, such as billing addresses and the total amount due?

Options:

A.

Azure Al Search

B.

Azure Al Document intelligence

C.

Azure Al Custom Vision

D.

Azure OpenAI

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Questions 71

You are designing an AI system that empowers everyone, including people who have hearing, visual, and other impairments.

This is an example of which Microsoft guiding principle for responsible AI?

Options:

A.

fairness

B.

inclusiveness

C.

reliability and safety

D.

accountability

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Questions 72

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 73

For each of the following statements. select Yes if the statement is true. Otherwise, select No. NOTE; Each correct selection is worth one point

Options:

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Questions 74

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 75

Match the Al workload to the appropriate task.

To answer, drag the appropriate Ai workload from the column on the left to its task on the right. Each workload may be used once, more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

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Questions 76

You plan to deploy an Azure Machine Learning model by using the Machine Learning designer

Which four actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Options:

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Questions 77

What is an example of a regression model in machine learning?

Options:

A.

dividing the student data in a dataset based on the age of the students and their educational achievements

B.

identifying subtypes of spam email by examining a large collection of emails that were flagged by users

C.

predicting the sale price of a house based on historical data, the size of the house, and the number of bedrooms in the house

D.

identifying population counts of endangered animals by analyzing images

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Questions 78

What should you use to identify similar faces in a set of images?

Options:

A.

Azure Al Vision

B.

Azure Al Custom Vision

C.

Azure Al Language

D.

Azure OpenAI Service

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Questions 79

Select the answer that correctly completes the sentence.

Options:

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Questions 80

Match the types of machine learning to the appropriate scenarios.

To answer, drag the appropriate machine learning type from the column on the left to its scenario on the right. Each machine learning type may be used once, more than once, or not at all.

NOTE: Each correct selection is worth one point.

Options:

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Questions 81

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 82

You have insurance claim reports that are stored as text.

You need to extract key terms from the reports to generate summaries.

Which type of Al workload should you use?

Options:

A.

conversational Al

B.

anomaly detection

C.

natural language processing

D.

computer vision

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Questions 83

Which feature of the Azure Al Language service should you use to automate the masking of names and phone numbers in text data?

Options:

A.

Personally Identifiable Information (Pll) detection

B.

entity linking

C.

custom text classification

D.

custom named entity recognition (NER)

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Questions 84

You need to provide content for a business chatbot that will help answer simple user queries.

What are three ways to create question and answer text by using QnA Maker? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Generate the questions and answers from an existing webpage.

B.

Use automated machine learning to train a model based on a file that contains the questions.

C.

Manually enter the questions and answers.

D.

Connect the bot to the Cortana channel and ask questions by using Cortana.

E.

Import chit-chat content from a predefined data source.

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Questions 85

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 86

You need to convert receipts into transactions in a spreadsheet. The spreadsheet must include the date of the transaction, the merchant the total spent and any taxes paid.

Which Azure Al service should you use?

Options:

A.

Face

B.

Azure Al Language

C.

Azure Al Document Intelligence

D.

Azure Al Custom Vision

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Questions 87

Match the Azure OpenAI large language model (LLM) process to the appropriate task.

To answer, drag the appropriate process from the column on the left to its task on the right. Each process may be used once, more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

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Questions 88

To complete the sentence, select the appropriate option in the answer area.

Options:

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Questions 89

You need to predict the animal population of an area.

Which Azure Machine Learning type should you use?

Options:

A.

clustering

B.

classification

C.

regression

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Questions 90

TION NO: 81

Which AI service should you use to create a bot from a frequently asked questions (FAQ) document?

Options:

A.

QnA Maker

B.

Language Understanding (LUIS)

C.

Text Analytics

D.

Speech

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Questions 91

Select the answer that correctly completes the sentence.

Options:

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Questions 92

Which scenario is an example of a webchat bot?

Options:

A.

Determine whether reviews entered on a website for a concert are positive or negative, and then add athumbs up or thumbs down emoji to the reviews.

B.

Translate into English questions entered by customers at a kiosk so that the appropriate person can call the customers back.

C.

Accept questions through email, and then route the email messages to the correct person based on the content of the message.

D.

From a website interface, answer common questions about scheduled events and ticket purchases for a music festival.

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Questions 93

For which two workloads can you use computer vision? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.

Options:

A.

creating photorealistic images by using three-dimensional models

B.

assigning the color pixels in an image to object names

C.

describing the contents of an image

D.

detecting inconsistencies and anomalies in a stream of data

E.

creating visual representations of numerical data

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Questions 94

Match the Azure Al service to the appropriate generative Al capability.

To answer, drag the appropriate service from the column on the left to its capability on the right. Each service may be used once, more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

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Questions 95

Select the answer that correctly completes the sentence.

Options:

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Questions 96

You need to generate cartoons for use in a brochure. Each cartoon will be based on a text description.

Which Azure OpenAI model should you use?

Options:

A.

Codex

B.

DALL-E

C.

GPT-3.5

D.

GPT-4

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Questions 97

What should you do to reduce the number of false positives produced by a machine learning classification model?

Options:

A.

Include test data in the training data.

B.

Increase the number of training iterations.

C.

Modify the threshold value in favor of false positives.

D.

Modify the threshold value in favor of false negatives.

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Exam Code: AI-900
Exam Name: Microsoft Azure AI Fundamentals
Last Update: Nov 7, 2025
Questions: 323
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