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AI-900 Microsoft Azure AI Fundamentals Questions and Answers

Questions 4

Match the tasks to the appropriate machine learning models.

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

NOTE: Each correct selection is worth one point.

AI-900 Question 4

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Questions 5

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 6

Select the answer that correctly completes the sentence

AI-900 Question 6

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Questions 7

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

NOTE: Each correct selection is worth one point.

AI-900 Question 7

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Questions 8

Select the answer that correctly completes the sentence.

AI-900 Question 8

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Questions 9

A medical research project uses a large anonymized dataset of brain scan images that are categorized into predefined brain haemorrhage types.

You need to use machine learning to support early detection of the different brain haemorrhage types in the images before the images are reviewed by a person.

This is an example of which type of machine learning?

Options:

A.

clustering

B.

regression

C.

classification

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Questions 10

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 11

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 12

What are two metrics that you can use to evaluate a regression model? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

coefficient of determination (R2)

B.

F1 score

C.

root mean squared error (RMSE)

D.

area under curve (AUC)

E.

balanced accuracy

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Questions 13

A smart device that responds to the question. "What is the stock price of Contoso, Ltd.?" is an example of which Al workload?

Options:

A.

computer vision

B.

anomaly detection

C.

knowledge mining

D.

natural language processing

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Questions 14

You ate building a Conversational Language Understanding model for an e-commerce business.

You need to ensure that the model detects when utterances are outside the intended scope of the model.

What should you do?

Options:

A.

Export the model.

B.

Create a new model.

C.

Add utterances to the None intent.

D.

Create a prebuilt task entity.

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Questions 15

In which two scenarios can you use a speech synthesis solution? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

an automated voice that reads back a credit card number entered into a telephone by using a numeric keypad

B.

generating live captions for a news broadcast

C.

extracting key phrases from the audio recording of a meeting

D.

an Al character in a computer game that speaks audibly to a player

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Questions 16

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

NOTE: Each correct selection is worth one point.

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Questions 17

Select the answer that correctly completes the sentence.

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Questions 18

Select the answer that correctly completes the sentence.

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Questions 19

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 20

You have a chatbot that answers technical questions by using the Azure OpenAI GPT-3.5 large language model (LLM). Which two statements accurately describe the chatbot? Each correct answer presents a complete solution.

NOTE: Each correct answer is worth one point.

Options:

A.

Grounding data can be used to constrain the output of the chatbot.

B.

The chatbot will always provide accurate data.

C.

The chatbot might respond with inaccurate data.

D.

The chatbot is suitable for performing medical diagnosis.

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Questions 21

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

NOTE: Each correct selection is worth one point.

AI-900 Question 21

Options:

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Questions 22

Select the answer that correctly completes the sentence.

AI-900 Question 22

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Questions 23

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

NOTE: Each correct selection is worth one point.

AI-900 Question 23

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Questions 24

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

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Questions 25

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

NOTE: Each correct selection is worth one point.

AI-900 Question 25

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Questions 26

What ate two common use cases for generative Al solutions? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

generating draft responses for customer service agents

B.

creating original artwork from textual descriptions

C.

predicting sales revenue based on historical data

D.

classifying email messages as spam or non-spam

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Questions 27

What is an example of a Microsoft responsible Al principle?

Options:

A.

Al systems should protect the interests of developers.

B.

Al systems should be in the public domain.

C.

Al systems should be secure and respect privacy.

D.

Al systems should make personal details accessible.

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Questions 28

What are three Microsoft guiding principles for responsible AI? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

knowledgeability

B.

decisiveness

C.

inclusiveness

D.

fairness

E.

opinionatedness

F.

reliability and safety

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Questions 29

Match the types of natural languages processing 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.

AI-900 Question 29

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Questions 30

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 31

Which Azure Al Language feature can be used to retrieve data, such as dates and people's names, from social media posts?

Options:

A.

language detection

B.

speech recognition

C.

key phrase extraction

D.

entity recognition

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Questions 32

You need to create a model that labels a collection of your personal digital photographs.

Which Azure Al service should you use?

Options:

A.

Azure Al Language

B.

Azure Al Computer Vision

C.

Azure Al Document Intelligence

D.

Azure Al Custom Vision

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Questions 33

You need to develop a chatbot for a website. The chatbot must answer users questions based on the information m the following documents

• A product troubleshooting guide m a Microsoft Word document

• A frequently asked questions (FAQ) list on a webpage

Which service should you use to process the documents?

Options:

A.

Language Undemanding

B.

Text Analytics

C.

Azure Bot Service

D.

QnA Maker

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Questions 34

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 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.

AI-900 Question 35

Options:

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Questions 36

Select the answer that correctly completes the sentence.

AI-900 Question 36

Options:

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Questions 37

Select the answer that correctly completes the sentence.

AI-900 Question 37

Options:

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Questions 38

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 39

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 40

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 41

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

AI-900 Question 41

Options:

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Questions 42

Select the answer that correctly completes the sentence.

AI-900 Question 42

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Questions 43

You are authoring a Language Understanding (LUIS) application to support a music festival.

You want users to be able to ask questions about scheduled shows, such as: “Which act is playing on the main stage?”

The question “Which act is playing on the main stage?” is an example of which type of element?

Options:

A.

an intent

B.

an utterance

C.

a domain

D.

an entity

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Questions 44

Providing contextual information to improve the responses quality of a generative Al solution is an example of which prompt engineering technique?

Options:

A.

providing examples

B.

fine-tuning

C.

grounding data

D.

system messages

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Questions 45

Select the answer that correctly completes the sentence.

AI-900 Question 45

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Questions 46

Select the answer that correctly completes the sentence.

AI-900 Question 46

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Questions 47

Capturing text from images is an example of which type of Al capability?

Options:

A.

text analysis

B.

optical character recognition (OCR)

C.

image description

D.

object detection

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Questions 48

Select the answer that correctly completes the sentence.

AI-900 Question 48

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Questions 49

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 50

You run a charity event that involves posting photos of people wearing sunglasses on Twitter.

You need to ensure that you only retweet photos that meet the following requirements:

Include one or more faces.

Contain at least one person wearing sunglasses.

What should you use to analyze the images?

Options:

A.

the Verify operation in the Face service

B.

the Detect operation in the Face service

C.

the Describe Image operation in the Computer Vision service

D.

the Analyze Image operation in the Computer Vision service

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Questions 51

What can be used to complete a paragraph based on a sentence provided by a user?

Options:

A.

Azure Al Language

B.

Azure OpenAI

C.

Azure Machine Learning

D.

Azure Al Vision

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Questions 52

Select the answer that correctly completes the sentence.

AI-900 Question 52

Options:

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Questions 53

You are building a Language Understanding model for an e-commerce business.

You need to ensure that the model detects when utterances are outside the intended scope of the model.

What should you do?

Options:

A.

Test the model by using new utterances

B.

Add utterances to the None intent

C.

Create a prebuilt task entity

D.

Create a new model

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Questions 54

Select the answer that correctly completes the sentence.

AI-900 Question 54

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Questions 55

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

AI-900 Question 55

Options:

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Questions 56

What is an example of the Microsoft responsible Al principle of transparency?

Options:

A.

helping users understand the decisions made by an Al system

B.

ensuring that developers are accountable for the solutions they create

C.

ensuring that opportunities are allocated equally to all applicants

D.

ensuring that the privileged data of users is stored in a secure manner

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Questions 57

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 58

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 59

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 60

What should you do to ensure that an Azure OpenAI model generates accurate responses that include recent events?

Options:

A.

Modify the system message.

B.

Add grounding data.

C.

Add few-shot learning.

D.

Add training data.

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Questions 61

What is an example of a Microsoft responsible Al principle?

Options:

A.

Al systems should treat people fairly.

B.

Al systems should NOT reveal the details of their design.

C.

Al systems should use black-box models.

D.

Al systems should protect the interests of developers.

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Questions 62

You have a large dataset that contains motor vehicle sales data.

You need to train an automated machine learning (automated ML) model to predict vehicle sale values based on the type of vehicle.

Which task should you select? To answer, select the appropriate task in the answer area.

NOTE: Each correct selection is worth one point.

AI-900 Question 62

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Questions 63

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.

AI-900 Question 63

Options:

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Questions 64

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 65

A company employs a team of customer service agents to provide telephone and email support to customers.

The company develops a webchat bot to provide automated answers to common customer queries.

Which business benefit should the company expect as a result of creating the webchat bot solution?

Options:

A.

increased sales

B.

a reduced workload for the customer service agents

C.

improved product reliability

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Questions 66

You are developing a natural language processing solution in Azure. The solution will analyze customer reviews and determine how positive or negative each review is.

This is an example of which type of natural language processing workload?

Options:

A.

language detection

B.

sentiment analysis

C.

key phrase extraction

D.

entity recognition

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Questions 67

Select the answer that correctly completes the sentence.

AI-900 Question 67

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Questions 68

You need to create a clustering model and evaluate the model by using Azure Machine Learning designer. What should you do?

Options:

A.

Split the original dataset into a dataset for features and a dataset for labels. Use the features dataset for evaluation.

B.

Split the original dataset into a dataset for training and a dataset for testing. Use the training dataset for evaluation.

C.

Split the original dataset into a dataset for training and a dataset for testing. Use the testing dataset for evaluation.

D.

Use the original dataset for training and evaluation.

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Questions 69

Match the tool to the Azure Machine Learning task.

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

NOTE: Each correct match is worth one point.

AI-900 Question 69

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Questions 70

Select the answer that correctly completes the sentence.

AI-900 Question 70

Options:

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Questions 71

You have an app that identifies the coordinates of a product in an image of a supermarket shelf.

Which service does the app use?

Options:

A.

Azure Al Custom Vision object detection

B.

Azure Al Computer Vision Read

C.

Azure Al Computer Vision optical character recognition (OCR)

D.

Azure Al Custom Vision classification

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Questions 72

Match the machine learning tasks to the appropriate scenarios.

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

NOTE: Each correct selection is worth one point.

AI-900 Question 72

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Questions 73

In which scenario should you use key phrase extraction?

Options:

A.

translating a set of documents from English to German

B.

generating captions for a video based on the audio track

C.

identifying whether reviews of a restaurant are positive or negative

D.

identifying which documents provide information about the same topics

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Questions 74

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

NOTE: Each correct selection is worth one point.

AI-900 Question 74

Options:

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Questions 75

Which machine learning technique can be used for anomaly detection?

Options:

A.

A machine learning technique that understands written and spoken language.

B.

A machine learning technique that classifies objects based on user supplied images.

C.

A machine learning technique that analyzes data over time and identifies unusual changes.

D.

A machine learning technique that classifies images based on their contents.

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Questions 76

Select the answer that correctly completes the sentence

AI-900 Question 76

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Questions 77

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 78

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

AI-900 Question 78

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Questions 79

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 80

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 81

NO: 85 HOTSPOT

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

NOTE: Each correct selection is worth one point.

AI-900 Question 81

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Questions 82

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

AI-900 Question 82

Options:

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Questions 83

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

NOTE: Each correct selection is worth one point.

AI-900 Question 83

Options:

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Questions 84

Match the types of computer vision 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 match is worth one point.

AI-900 Question 84

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Questions 85

You have the following apps:

• App1: Uses a set of images of tumors to identify whether the tumors are benign or malignant and suggest a treatment

• App2: Uses images from cameras to track individual livestock as they move around a farm

• App3: Identifies brands in photographs of billboards

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

NOTE: Each correct selection is worth one point.

AI-900 Question 85

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Questions 86

You have an Azure Machine Learning model that uses clinical data to predict whether a patient has a disease.

You clean and transform the clinical data.

You need to ensure that the accuracy of the model can be proven.

What should you do next?

Options:

A.

Train the model by using the clinical data.

B.

Split the clinical data into Two datasets.

C.

Train the model by using automated machine learning (automated ML).

D.

Validate the model by using the clinical data.

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Questions 87

In which two scenarios can you use the Form Recognizer service? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Extract the invoice number from an invoice.

B.

Translate a form from French to English.

C.

Find image of product in a catalog.

D.

Identity the retailer from a receipt.

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Questions 88

You have an Azure Machine Learning model that predicts product quality. The model has a training dataset that contains 50,000 records. A sample of the data is shown in the following table.

AI-900 Question 88

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

NOTE: Each correct selection is worth one point.

AI-900 Question 88

Options:

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Questions 89

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 90

Which OpenAI model does GitHub Copilot use to make suggestions for client-side JavaScript?

Options:

A.

GPT-4

B.

Codex

C.

DALL-E

D.

GPT-3

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Questions 91

Select the answer that correctly completes the sentence.

AI-900 Question 91

Options:

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Questions 92

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

AI-900 Question 92

Options:

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Questions 93

Match the Azure Al service to the appropriate actions.

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

NOTE: Each correct match is worth one point.

AI-900 Question 93

Options:

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Questions 94

Which Azure service can use the prebuilt receipt model in Azure Al Document Intelligence?

Options:

A.

Azure Al Computer Vision

B.

Azure Machine Learning

C.

Azure Al Services

D.

Azure Al Custom Vision

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Questions 95

You are building an AI-based app.

You need to ensure that the app uses the principles for responsible AI.

Which two principles should you follow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Implement an Agile software development methodology

B.

Implement a process of Al model validation as part of the software review process

C.

Establish a risk governance committee that includes members of the legal team, members of the risk management team, and a privacy officer

D.

Prevent the disclosure of the use of Al-based algorithms for automated decision making

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Questions 96

Select the answer that correctly completes the sentence.

AI-900 Question 96

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Questions 97

Select the answer that correctly completes the sentence.

AI-900 Question 97

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Exam Code: AI-900
Exam Name: Microsoft Azure AI Fundamentals
Last Update: Nov 30, 2025
Questions: 323

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