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Question # 1
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
Question # 2
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
Question # 3
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
Question # 4
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
Question # 5
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.
Question # 6
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
Question # 7
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
Question # 8
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
Question # 9
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
Question # 10
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
Question # 11
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
Question # 12
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
Question # 13
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
Question # 14
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
Question # 15
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
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Daniel Moore
Passed AI-102 today — huge thanks! The exam seemed difficult, but with the right preparation, it was manageable.
Luna Thomas
The PDF and Practice Test Engine helped me understand real AI scenarios like Azure Cognitive Services and solution design. My self-confidence was greatly enhanced by practicing in exam mode. Cleared AI-102 on the first try!
Malena Saraiva
A big thanks to Certifycerts for their AI-102 preparation. Their practice questions highlighted exactly where I was weak, especially around responsible AI and model deployment. Passed with confidence!
Tanuja Nawal
AI-102 was not an easy exam for me because of all the design-based questions. I focused on real-world use cases, practiced daily, and used mock tests to manage time pressure. Having a PASS today feels extremely satisfying. Truly thankful for the learning journey!
Brett Harmse
