Microsoft Azure AI Engineer Associate AI-102 Practice Question
You are designing a mobile claims-processing app. When a driver takes a photo of a damaged vehicle panel, the backend must 1) return a natural-language caption describing what the image shows and 2) identify whether the panel is a bumper, door, or hood based on a small custom training set. Which Azure AI Foundry service should you recommend?
Azure AI Speech
Azure OpenAI Service
Azure AI Language
Azure AI Vision (Image Analysis with Custom Vision)
Azure AI Vision combines prebuilt Image Analysis-able to auto-generate natural-language captions-with Custom Vision, which lets you train bespoke image-classification models using relatively small labeled datasets. A single Azure AI Vision resource therefore meets both requirements with minimal integration effort. Azure AI Language works only with text. Azure OpenAI Service now offers vision-capable GPT-4o models, but adapting them to recognize specific vehicle parts would require advanced fine-tuning and is not optimized for rapid, low-data classification tasks. Azure AI Speech targets audio processing and offers no image-analysis features.
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Microsoft Azure AI Engineer Associate AI-102
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