Develop AI information extraction solutions in Azure (AI-3002)

Objectives

• Design a solution that analyzes your business forms by using Azure AI Document Intelligence

• Create a solution that analyzes common documents by using Document Intelligence

• Create a solution that analyses different custom form types by using Document Intelligence

• Include an Azure AI Document Intelligence service as a custom skill in an Azure Cognitive Search pipeline

Target Audience

• AI Engineer

Course Outline

1) Plan an Azure AI Document Intelligence solution

• Describe the components of an Azure AI Document Intelligence solution

• Create and connect to Azure AI Document Intelligence resources in Azure

• Choose whether to use a prebuilt, custom, or composed model

2) Use prebuilt Form Recognizer models

• Identify business problems that you can solve by using prebuilt models in Forms Analyzer

• Analyze forms by using the General Document, Read, and Layout models

• Analyze forms by using financial, ID, and tax prebuilt models

• Lab: Analyze a document using Azure AI Document Intelligence

3) Extract data from forms with Azure Document Intelligence

• Identify how Azure Document Intelligence's layout service, prebuilt models, and custom service can automate processes

• Use Azure Document Intelligence's Optical Character Recognition (OCR) capabilities with SDKs, REST API, and Azure Document Intelligence Studio

• Develop and test custom models

• Lab: Extract data from custom forms

4) Create a composed Form Recognizer model

• Describe business problems that you would use custom models and composed models to solve

• Train a custom model to obtain data from forms with unusual structures

• Create a composed model that can analyze forms in multiple formats

• Lab: Create a composed model