Review Mode Diagnostic Test – AI102 Azure AI Engineer Associate

An organization has an Azure subscription that includes an Azure Cognitive Services resource named ConversAI. The company has developed a virtual assistant using ConversAI to generate responses to various user queries. To maintain compliance and ensure user safety, all attempts to bypass the chatbot’s built-in safety mechanisms must be blocked.

Which Azure AI Content Safety feature should be implemented to meet this requirement?

You are tasked to create a knowledge base with enhanced search capabilities using Azure AI Search. Users should be able to retrieve results that include equivalent terms, even when different words with similar meanings are used in search queries.

Which Azure AI Search feature should you implement to meet this requirement?

You have an Azure subscription with an Azure AI Content Safety resource named ContentModerationAI01.

You are developing a new content moderation system to analyze user-generated content and detect obscure offensive terms within documents. The system must support a custom dictionary of offensive words to enhance its moderation capabilities. The solution should minimize development effort while ensuring accuracy in filtering content. Additionally, you are considering Azure Cognitive Search to improve the content moderation process by enabling content indexing and searching for potential issues.

Which solution should you implement?

You need to analyze customer satisfaction from e-commerce platforms by processing text data from surveys and reviews to determine sentiment and extract insights. The solution must leverage natural language processing (NLP) to classify the feedback effectively.

Which Azure AI service should you use?

You are tasked with managing an Azure subscription that contains an Azure OpenAI resource called AI-Model1. You have developed a chatbot that uses AI-Model1 to deliver automated responses to customer inquiries. Additionally, you are considering using Azure Cognitive Services Speech-to-Text to transcribe voice inputs into text.

You need to ensure that the chatbot’s input and output are free from potentially harmful, offensive, or inappropriate content.

Which Azure resource should be set up first?

You are using the Azure AI Custom Vision service to train an image classifier for a food retailer. The classifier will categorize images of products into categories such as fruits, vegetables, and beverages. After training the model, you need to evaluate its performance to ensure that the predictions are accurate.

Which two built-in metrics does Azure AI Custom Vision provide for the performance evaluation of the classifier? (Select TWO)

You work for a marketing company that uses the Azure AI Document Intelligence resource TD-DocInt with the business card model v2.1 in the TD-CardScanner application.

You rely on Azure Blob Storage to store scanned card data for easy access and processing.

You need to update the app to interpret QR codes on business cards with minimal administrative effort.

Which action should be taken first to enable QR code interpretation?

You have an Azure subscription and a collection of 10,000 text files in ASCII format. You are considering using Azure Form Recognizer to extract and analyze the content of these files.

The task is to identify specific phrases within these files using cosine similarity for comparison.

Which Azure OpenAI model should you use for this solution?

You are preparing training data to fine-tune an Azure OpenAI model. The dataset consists of 500 prompt-response pairs stored in Azure Data Lake Storage, and you need to format the data appropriately before fine-tuning.

Which format will you use for the training data?