AI Associate [AI-102] 5

Question 1

Which Azure OpenAI feature allows you to extend the model's capabilities by letting it call external APIs or run code?

Accepted Answer

Function calling (tools)

Answer

Function calling enables the model to generate structured JSON arguments to invoke developer-defined functions or external APIs as part of a conversation.

Question 2

You must ensure your Azure AI solution logs all inputs and outputs for compliance auditing. Which Azure service provides this capability when integrated with Azure OpenAI?

Accepted Answer

Azure Monitor with diagnostic settings

Answer

Azure Monitor diagnostic settings can capture Azure OpenAI request and response logs, storing them in Log Analytics or a storage account for auditing.

Question 3

What does 'few-shot prompting' mean when working with large language models?

Accepted Answer

Providing a small number of input-output examples in the prompt to guide model behavior

Answer

Few-shot prompting includes a handful of example input-output pairs in the prompt itself, showing the model the desired behavior without retraining.

Question 4

Which Azure AI service would you use to automatically extract and recognize handwritten text from scanned documents?

Accepted Answer

Azure AI Vision with OCR

Answer

Azure AI Vision's OCR capability extracts printed and handwritten text from images and documents using deep learning-based recognition models.

Question 5

When fine-tuning an Azure OpenAI model, what data format is required for the training file?

Accepted Answer

JSON Lines (JSONL) with 'messages' in chat format or prompt/completion pairs

Answer

Azure OpenAI fine-tuning requires JSONL files where each line is a JSON object with 'messages' (chat format) or 'prompt'/'completion' fields.

AI - Engineer Practice Test

AI - Engineer Practice Test

AI Associate [AI-102] 5