Microsoft AI-102 Dumps Questions Answers

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Microsoft AI-102 Frequently Asked Questions

Microsoft AI-102 Sample Questions

Question # 1

You have a product support manual. You need to build a product support chatbot based on the manual. The solution must minimize development effort and costs. What should you use?

A. Azure Al Phi-3-medium with fine-tuning 
B. Azure A1 Language Custom question answering 
C. Azure OpenA1 GPI-4 with grounding data that uses Azure Al Search 
D. Azure Al Document Intelligence 

Show Answer

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Question # 2

You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-3.5 Turbo model named Model1. You configure Model1 to use the following system message: "You are an Al assistant that helps people solve mathematical puzzles. Explain your answers as if the request is by a 4- year-old." Which type of prompt engineering technique is this an example of?

A. few-shot learning 
B. affordance 
C. chain of thought 
D. priming 

Show Answer

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Question # 3

You are building an app that uses a Language Understanding model to analyze text files. You need to ensure that the app can detect the following entities: • Temperatures • Currency values • Email addresses • Telephone numbers The solution must minimize development effort. Which model capability should you use?

A. list entities 
B. learned entities 
C. utterances 
D. regular expression components 
E. pre-built entity components 

Show Answer

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Question # 4

You have a training dataset that contains 10,000 PDF documents. The documents contain scanned books, comics, and magazines. You are building a solution that will use Azure Al and a custom model. You need to train the model by using Language Studio. The solution must meet the following requirements: • Tag each item as a book, comic, or magazine. • Minimize development effort. What should you use?

A. a custom extraction model 
B. a multi label classification project 
C. a custom named entity recognition (NER) project 
D. a multi label image classification model 

Show Answer

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Question # 5

You have an Azure DevOps pipeline named Pipeline1 that is used to deploy an app. Pipeline1 includes a step that will create an Azure AI services account. You need to add a step to Pipeline1 that will identify the created Azure AI services account. The solution must minimize development effort. Which Azure Command-Line interface (CLI) command should you run?

A. Az resource link 
B. Az account list 
C. Az cognitivesservices account network-rule 
D. As cognitiveservices account show 

Show Answer

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Question # 6

Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. You are building a chatbot that will use question answering in Azure Cognitive Service for Language. You have a PDF named Doc1.pdf that contains a product catalogue and a price list You upload Doc1.pdf and train the model. During testing, users report that the chatbot responds correctly to the following question: What is the price of ? The chatbot fails to respond to the following question: How much does < product > cost? You need to ensure that the chatbot responds correctly to both questions. Solution: From Language Studio, you add alternative phrasing to the question and answer pair, and then retrain and republish the model. Does this meet the goal?

A. Yes 
B. No 

Show Answer

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Question # 7

You have an Azure subscription that contain an Azure OpenAI resource named AI1. You build a chatbot that uses AI1 to provide generation answers to specific questions. You need to ensure that the chatbot checks all input output for objectionable content. Which types of resource should you create first?

A. Azure Machine Learning 
B. Log Analytics 
C. Azure AI Content Safety 
D. Microsoft Defender Threat intelligence (Defender TI) 

Show Answer

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Question # 8

You have an Azure OpenAI model. You have 500 prompt-completion pairs that will be used as training data to fine-tune the model. You need to prepare the training data. Which format should you use for the training data file?

A. XML 
B. JSONL 
C. CSV 
D. TSV 

Show Answer

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Question # 9

You have an Azure OpenAI model named All. You are building a web app named App1 by using the Azure OpenAI SDK You need to configure App1 to connect to All What information must you provide? 

A. the endpoint, key, and model name 
B. the deployment name, endpoint. and key 
C. the endpoint, key, and model type 
D. the deployment name, key, and model name 

Show Answer

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Question # 10

You are designing a content management system. You need to ensure that the reading experience is optimized for users who have reduced comprehensive and learning differences, such as dyslexia. Which Azure service should you include in the solution?

A. Azure AI Translator 
B. Azure AI Document Intelligence 
C. Azure AI Immersive Reader 
D. Azure AI Language 

Show Answer

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Question # 11

You have an Azure Al Search resource named Search1. You have an app named App1 that uses Search1 to index content. You need to add a custom skill to App1 to ensure that the app can recognize and retrieve properties from invoices by using Search1. What should you include in the solution?

A. Azure OpenAI 
B. Azure Al Immersive Reader 
C. Azure Al Document Intelligence 
D. Azure Custom Vision 

Show Answer

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Question # 12

You have an Azure subscription that contains an Azure OpenAI resource named All and a user named User1 You need to ensure that User1 can perform the following actions in Azure OpenAI Studio; • Identify resource endpoints. • View models that are available for deployment. • Generate text and images by using the deployed models The solution must follow the principle of least privilege Which role should you assign to User1?

A. Cognitive Services OpenAI User 
B. Cognitive Services Contributor 
C. Contributor 
D. Cognitive Services OpenAI Contributor 

Show Answer

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Question # 13

You are building an app that will use the Azure AI Speech service. You need to ensure that the app can authenticate to the service by using a Microsoft Entra ID token. Which two action should you perform? Each answer part of the solution. NOTE: Each correct selection is worth one point. 

A. Create a Conditional Access 
B. Create a private endpoint 
C. Request an X.509 certificate 
D. Certificate a custom subdomain. 
E. Enable a virtual network service endpoint. 

Show Answer

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Question # 14

You are designing a solution that will answer questions about human resources (HR) policies stored in the PDF format. You need to ensure that the identical answer to a specific question is returned every time. The solution must minimize development effort Which service should you include in the solution?

A. Azure Al Language 
B. Azure Machine Learning 
C. Azure OpenAI 
D. Azure Al Document Intelligence 

Show Answer

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Question # 15

You have an Azure subscription that contains an Azure OpenAI resource named All and an Azure Al Content Safety resource named CS1. You build a chatbot that uses All to provide generative answers to specific questions and CSl to check input and output for objectionable content. You need to optimize the content filter configurations by running tests on sample questions. Solution: From Content Safety Studio, you use the Monitor online activity feature to run the tests Does this meet the requirement? 

A. Yes 
B. No 

Show Answer

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Question # 16

You have an Azure subscription that contains an Azure OpenAl resource named All and ari Azure Al Content Safety resource named CS1. You build a chatbot that uses All to provide generative answers to specific questions and CS1 to check input and output for objectionable content You need to optimize the content filter configurations by running tests on sample questions. Solution: From Content Safety Studio, you use the Moderate text content feature to run the tests. Does this meet the requirement?

A. Yes 
B. No 

Show Answer

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Question # 17

You have an Azure subscription that contains an Azure Al service resource named CSAccount1 and a virtual network named VNet1 CSAaccount1 is connected to VNet1 You need to ensure that only specific resources can access CSAccount1. The solution must meet the following requirements: • Prevent external access to CSAccount1 • Minimize administrative effort Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct answer is worth one point. 

A. In VNet1, modify the virtual network settings. 
B. In VNet1. enable a service endpoint for CSAccount1 
C. In CSAccount1, configure the Access control (1AM) settings. 
D. In VNet1, create a virtual subnet. 
E. In CSAccount1, modify the virtual network settings. 

Show Answer

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Question # 18

You are building a Conversational Language Understanding model. You need to ensure that the model will support the following sample utterances: • Set all the lights to on. • Turn off the lights in the living room. • What is the current thermostat temperature? • Lower the temperature of the thermostat by five degrees. Which three elements should you add to the model? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.  

A. a location Intent 
B. a change setting entity 
C. a device intent 
D. a change setting intent 
E. a query setting intent 
F. a device entity 

Show Answer

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Question # 19

You have an Azure subscription that contains an Azure OpenAI resource named AM. You build a chatbot that uses All to provide generative answers to specific questions. You need to ensure that questions intended to circumvent built-in safety features are blocked. Which Azure Al Content Safety feature should you implement?

A. Protected material text detection 
B. Jailbreak risk detection 
C. Monitor online activity 
D. Moderate text content

Show Answer

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Question # 20

You are building a Language Understanding model for an e-commerce platform. You need to construct an entity to capture billing addresses. Which entity type should you use for the billing address? 

A. machine learned 
B. Regex 
C. geographyV2 
D. Pattern.any 
E. list 

Show Answer

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Question # 21

You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-4 model named Modell and an app named Appl. App1 uses Model1. You need to ensure that App1 will NOT return answers that include hate speech. What should you configure for Model1?

A. the Frequency penalty parameter 
B. abuse monitoring 
C. a content filter 
D. the Temperature parameter

Show Answer

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Question # 22

You ace developing an app that will use the Speech and language APIs. You need to provision resources for the app. The solution must ensure that each service is accessed by using a single endpoint and credential Which type of resource should you create?

A. Azure Al Content Safety 
B. Azure Al service 
C. Azure Al Speech 
D. Azure Al Language 

Show Answer

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Question # 23

You have an Azure subscription that contains an Azure Al Language custom question answering project named QA1. You need to import question and answer pairs to QA1. Which two file formats can you use? Each correct answer presents a complete solution NOTE; Each correct selection is worth one point

A. Excel 
B. TSV 
C. JSON 
D. LU 
E. CSV 

Show Answer

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Question # 24

You have an Azure subscription. You are building a social media app that will enable users to share images. You need to ensure that inappropriate content uploaded by the users is blocked. The solution must minimize development effort What are two tools that you can use? Each correct answer presents a complete solution NOTE: Each correct selection is worth one point.

A. Microsoft Defender for Cloud Apps 
B. Azure Al Custom Vision 
C. Azure Al Vision 
D. Azure Al Content Safety 
E. Azure Al Document Intelligence 

Show Answer

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Question # 25

You have an app named App1 that uses a custom Azure Al Document Intelligence model to recognize contract documents. You need to ensure that the model supports an additional contract format. The solution must minimize development effort. What should you do?

A. Lower the confidence score threshold of App1. 
B. Lower the accuracy threshold of App1. 
C. Add the additional contract format to the existing training set. Retrain the model. 
D. Create a new training set and add the additional contract format to the new training set. 
E. Create and train a new custom model.

Show Answer

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Question # 26

You are building an app by using the Semantic Kernel. You need to include complex objects in the prompt templates of the app. The solution must support objects that contain sub-properties. Which two prompt templates can you use? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.

A. Liquid 
B. JSONL 
C. Handlebars 
D. YAML 
E. Semantic Kernel 

Show Answer

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Question # 27

You have an Azure subscription that contains an Azure OpenAI resource named All and an Azure Al Content Safety resource named CS1. You build a chatbot that uses All to provide generative answers to specific questions and CS1 to check input and output for objectionable content. You need to optimize the content filter configurations by running tests on sample questions. Solution: From Content Safety Studio, you use the Safety metaprompt feature to run the tests Does this meet the requirement? 

A. Yes 
B. No 

Show Answer

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Question # 28

You have an Azure subscription that contains an Azure Al Document Intelligence resource named Aldoc1. You have an app named App1 that uses Aldoc1. App1 analyzes business cards by calling business card model v2.1. You need to update App1 to ensure that the app can interpret QR codes. The solution must minimize administrative effort. What should you do first?

A. Deploy a custom model. 
B. Implement the read model. 
C. Upgrade the business card model to v3.0 
D. Implement the contract model 

Show Answer

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Question # 29

You have an Azure subscription that contains an Azure OpenAI resource named OpenAI1 and a user named User1. You need to ensure that User1 can upload datasets to OpenA11 and finetune the existing models. The solution must follow the principle of least privilege. Which role should you assign to User!?

A. Cognitive Services Contributor 
B. Contributor 
C. Cognitive Services OpenAI User 
D. Cognitive Services OpenAI Contributor 

Show Answer

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Question # 30

You have an Azure subscription. You need to build an app that will compare documents for semantic similarity. The solution must meet the following requirements: • Return numeric vectors that represent the tokens of each document. • Minimize development effort. Which Azure OpenAI model should you use?

A. GPT-3.5 
B. embeddings 
C. DALL-E 
D. GPT-4 

Show Answer

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Question # 31

You have an Azure subscription that contains an Azure Al Content Safety resource named CS1. You plan to build an app that will analyze user-gene rated documents and identify obscure offensive terms. You need to create a dictionary that will contain the offensive terms. The solution must minimize development effort. What should you use?

A. a text classifier 
B. text moderation 
C. language detection 
D. a blacklist 

Show Answer

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Question # 32

You are developing an app that will use the text-to-speech capability of the Azure Al Speech service. The app will be used in motor vehicles. You need to optimize the quality of the synthesized voice output. Which Speech Synthesis Markup Language (SSML) attribute should you configure?

A. the style attribute of the mstts: express -as element 
B. the level attribute of the emphasis element 
C. the pitch attribute of the prosody element 
D. the effect attribute of the voice element 

Show Answer

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Question # 33

You are building a solution in Azure that will use Azure AI Language service to process sensitive customer data. You need to ensure that only specific Azure processes can access the Language service. The solution must minimize administrative. What should you include in the solution? 

A. Azure Application Gateway 
B. IPsec rules 
C. A virtual network gateway 
D. Virtual network rules 

Show Answer

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Question # 34

Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. After you answer a question in this section, you will NOT be able to return to it as a result, these questions will not appear in the review screen. You are building a chatbot that will use question answering in Azure Cognitive Service for Language. You upload Doc1.pdf and train that contains a product catalogue and a price list. During testing, users report that the chatbot responds correctly to the following question: What is the price of ? The chatbot fails to respond to the following question: How much does cost? You need to ensure that the chatbot responds correctly to both questions. Solution: from Language Studio, you create an entity for price, and then retrain and republish the model. Does this meet the goal?

A. Yes 
B. No 

Show Answer

---

Question # 35

You have an Azure subscription that contains an Azure OpenAI resource named AH and an Azure Al Content Safety resource named CS1. You build a chatbot that uses All to provide generative answers to specific questions and CS1 to check input and output for objectionable content. You need to optimize the content filter configurations by running tests on sample questions. Solution: From Content Safety Studio, you use the Protected material detection feature to run the tests. Does this meet the requirement?

A. Yes 
B. No 

Show Answer

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Question # 36

You are building an image sharing app that will use Azure AI to prevent users from sharing sexually explicit images. You need to ensure that inappropriate images are identified correctly. The solution must minimize development effort. What should you use?

A. Visual Studio 
B. Vision Studio in Azure AI Vision 
C. Azure AI Content Safety Studio 
D. Azure AI Studio 

Show Answer

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Question # 37

You are building an app that will analyze documents by using the Azure Al Language service. You need to identify industry-specific technical terms in the documents. The solution must minimize development effort. What should you use?

A. key phrase extraction 
B. custom named entity recognition (NER) 
C. conversational language under-standing (CLU) 
D. language detection 

Show Answer

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Question # 38

You have the following files: • File1.pdf • File2.jpg • File3.docx • File4.webp • FileS.png Which files can you analyze by using Azure Al Content Understanding?

A. File1 .pdf and File3.docx only 
B. File1.pdf, File2jpg, and File5.png only 
C. File1.pdf, File2.jpg. and File3.docx only 
D. File1.pdf, File2.jpg. File3.docx, and FileS.png only 
E. File1.pdf. File2.jpg, File3.docx. File4.webp, and File5.png 

Show Answer

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Question # 39

You are building an app that will use Azure Al Language to extract meaning from text messages. You need to provide additional context by adding references to supporting articles in Wikipedia. What should you use?

A. entity linking 
B. custom entity extraction recognition (NER) 
C. Azure Al Content Safety 
D. key phrase extraction 

Show Answer

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Question # 40

You are developing a system that will monitor temperature data from a data stream. The system must generate an alert in response to atypical values. The solution must minimize development effort. What should you include in the solution?

A. Univariate Anomaly Detection 
B. Azure Stream Analytics 
C. metric alerts in Azure Monitor 
D. Multivariate Anomaly Detection 

Show Answer

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Question # 41

You have a blog that allows users to append feedback comments. Some of the feedback comments contain harmful content that includes discriminatory language. You need to create a prototype of a solution that will detect the harmful content. The solution must minimize development effort. Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point. 

A. Sign in to Content Safety Studio and select Moderate text content. 
B. From the Azure portal, create an Azure Al Content Safety resource. 
C. From the Azure portal, create an Azure OpenAI resource. 
D. Sign in to Azure Al Foundry and select Safety + security. 
E. Sign in to Content Safety Studio and select Protected material detection for text. 

Show Answer

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Question # 42

You are building a social media messaging app. You need to identify in real time the language used in messages. Which service should you use?

A. Azure Al Speech 
B. Azure Al Content Safety 
C. Azure Al Translator 
D. Azure Al Language 

Show Answer

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Question # 43

You have a product knowledgebase that contains multiple PDF documents. You need to build a chatbot that will provide responses based on data in the knowledgebase. The solution must minimize development effort and costs. What should you include in the solution?

A. Azure Al Language conversational language understanding (CLU) 
B. Azure Al language detection 
C. Azure Al Language custom question answering 
D. Azure OpenAI 

Show Answer

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Question # 44

You have an Azure subscription and 10,000 ASCII files. You need to identify files that contain specific phrases. The solution must use cosine similarity. Which Azure OpenAI model should you use?

A. text-embedding-ada-002 
B. GPT-4 
C. GPT-35 Turbo 
D. GPT-4-32k 

Show Answer

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Question # 45

You have a Microsoft OneDrive folder that contains a 20-GB video file named FileVavi. You need to index File1.avi by using the Azure Video Indexer website. What should you do?

A. Upload File1.avi to the www.youtube.com webpage. and then copy the URL of the video to the Azure Al Video Indexer website 
B. From OneDrive. create a download link, and then copy the link to the Azure Al Video Indexer website. 
C. From OneDrive, create a sharing link for File1.avi and then copy the link to the Azure Al Video Indexer website. 
D. Download File1 avi to a local computer, and then upload the file to the Azure Al Video Indexer website. 

Show Answer

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Question # 46

You plan to build an agent that will combine and process multiple files uploaded by users. You are evaluating whether to use the Azure Al Agent Service to develop the agent. What is the maximum size of all the files that can be uploaded to the service?

A. 1 GB
B. 10 GB 
C. 100 GB 
D. 1 TB 

Show Answer

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Question # 47

You ace building an internet-based training solution. The solution requires that a user's camera and microphone remain enabled. You need to monitor a video stream ol the user and detect when the user asks an instructor a question. The solution must minimize development effort. What should you include in the solution?

A. object detection in Azure Al Custom Vision 
B. the Face service in Azure Al Vision 
C. language detection in Azure Al Language Service 
D. speech-to-text in the Azure Al Speech service 

Show Answer

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Question # 48

You have a library that contains 1,000 video files. You need to perform sentiment analysis on the videos by using an Azure Al Content Understanding project. The solution must minimize development effort. Which type of template should you use for the project? 

A. Video shot analysis 
B. Media asset management
 C. Advertising 

Show Answer

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Question # 49

You have an Azure subscription. You need to deploy an Azure Al Search resource that will recognize geographic locations. Which built-in skill should you include in the skillset for the resource?

A. AzureOpenAIEmbeddingSkill 
B. Document Extract ionSkill 
C. EntityLinkingSkill 
D. EntityRecognitionSkill 

Show Answer

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Question # 50

You have an Azure subscription that contains an Azure OpenAI resource. You plan to build an agent by using the Azure Ai Agent Service. The agent will perform the following actions: • Interpret written and spoken questions from users. • Generate answers to the questions. • Output the answers as speech. You need to create the project for the agent. What should you use?

A. Language Studio 
B. Azure Al Foundry 
C. Speech studio 
D. the Azure portal 

Show Answer

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Question # 51

You are building a social media messaging app. You need to identify in real time the language used in messages. Which SDK package should you install?

A. Azure.AI.Translation.Text 
B. Microsoft.CognitiveServices.Speech 
C. Azure.AI.Translation.Document 
D. Azure.AI.Translation.Speech 

Show Answer

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