Implement knowledge mining and information extraction solutions →hardMultiple ChoiceObjective-mapped
AI-102 Practice Question: Implement knowledge mining and information extraction solutions
You are designing a knowledge mining solution that must extract entities from scanned handwritten forms. The forms contain signatures and checkboxes. Which combination of Azure AI services should you recommend?
⚠ Common exam trap
Many candidates assume premade Document Intelligence models can handle handwriting, but they are designed for printed text only, and they overlook the need for entity linking to disambiguate extracted entities from unstructured handwritten forms.
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 AI Document Intelligence with a custom neural model and Azure AI Language for entity linking
The scenario requires extracting entities from scanned handwritten forms, which demands a custom neural model in Azure AI Document Intelligence to handle the variability of handwriting, signatures, and checkboxes. Azure AI Language's entity linking then enriches the extracted entities by disambiguating and linking them to a knowledge base, providing structured, meaningful output. The premade models in Document Intelligence are designed for printed text and common layouts, not handwritten content, making a custom neural model essential.
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 Document Intelligence with a custom neural model and Azure AI Language for entity linking
Why this is correct
Custom neural models support handwriting; Language can enrich entities.
- ✗
Azure AI Document Intelligence with a premade model and Azure AI Computer Vision
Why it's wrong here
Premade models for forms are optimized for printed text.
- ✗
Azure AI Computer Vision (OCR) and Azure AI Search with integrated vectorization
Why it's wrong here
Computer Vision OCR does not handle handwriting well.
- ✗
Azure Cognitive Search and Azure AI Document Intelligence with a premade model
Why it's wrong here
Premade models may not support handwriting.
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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.