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AI-102 Implement computer vision solutions Practice Question

You are building a solution to detect if a person is wearing a hard hat in construction site images. You have a small dataset of labeled images. Which Azure service should you use?

⚠ Common exam trap

It's easy for candidates to assume Azure AI Vision Image Analysis can handle any visual detection task because of its broad 'Image Analysis' name, but it cannot be customized for niche objects like hard hats, which requires a custom training service like Custom Vision.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Azure Custom Vision

Azure Custom Vision is the correct choice because it allows you to train a custom image classification model with your own small dataset of labeled construction site images to detect whether a person is wearing a hard hat. Unlike pre-built services, Custom Vision specializes in fine-tuning models for specific visual concepts that are not covered by general-purpose APIs, making it ideal for niche object detection tasks like hard hat detection.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Azure AI Vision Image Analysis

    Why it's wrong here

    Prebuilt models lack hard hat detection.

  • Azure Video Indexer

    Why it's wrong here

    Designed for video, not static images.

  • Azure AI Document Intelligence

    Why it's wrong here

    For documents, not object detection.

  • Azure Custom Vision

    Why this is correct

    Custom Vision trains on your labeled images.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.