AI-3002 | Create document intelligence solutions with Azure AI Document Intelligence
 
To earn this Microsoft Applied Skills credential, learners demonstrate the ability to create and implement Azure AI Document Intelligence solutions.
Candidates for this credential should have a solid understanding of creating and using Document Intelligence models through both Document Intelligence Studio and in code. They should also have experience programming in either Python or C#, be familiar with the Azure portal, and be comfortable provisioning Azure AI resources.
 
Tasks performed
Create and configure resources
Programmatically analyze data in forms
Create a template-based custom model
Configure model endpoints for document types
Extract key value pairs
 
Role
Developer
AI Engineer
Data Engineer
 
Course Outline
Module 1: Plan an Azure AI Document Intelligence solution
Learn how to use Azure AI Document Intelligence to build solutions that analyze forms and output data for storage or further processing.
Introduction
Understand AI Document Intelligence
Plan Azure AI Document Intelligence resources
Choose a model type
Knowledge check
Summary
In this module, you will learn to:
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.
Module 2: Use prebuilt Form Recognizer models
Learn what data you can analyze by choosing prebuilt Forms Analyzer models and how to deploy these models in a Form Analyzer solution.
Introduction
Understand prebuilt models
Use the General Document, Read, and Layout models
Use financial, ID, and tax models
Exercise - Analyze a document using Azure AI Document Intelligence
Knowledge check
Summary
In this module, you will learn to:
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
Module 3: Extract data from forms with Azure Document Intelligence
Azure Document Intelligence uses machine learning technology to identify and extract key-value pairs and table data from form documents with accuracy, at scale. This module teaches you how to use the Azure Document Intelligence Azure AI service.
Introduction
What is Azure Document Intelligence?
Get started with Azure Document Intelligence
Train custom models
Use Azure Document Intelligence models
Use the Azure Document Intelligence Studio
Exercise - Extract data from custom forms
Knowledge check
Summary
In this module, you'll learn how to:
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
Module 4: Create a composed Form Recognizer model
Learn how to assemble custom models into composed solutions that can analyze different types of your own documents.
Introduction
Understand composed models
Assemble composed models
Exercise: Create a composed model
Knowledge check
Summary
In this module, you'll learn to:
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.
Module 5: Build a Form Recognizer custom skill for Azure Cognitive Search
Learn how to use an Azure Document Intelligence solution as a custom skill to enrich content in an Azure AI Search pipeline.
Introduction
Understand Azure AI Search enrichment pipelines
Build an Azure AI Document Intelligence custom skill
Exercise: Build and deploy an Azure AI Document Intelligence custom skill
Knowledge check
Summary
In this module, you'll learn to:
Describe how a custom skill can enrich content passed through an Azure AI Search pipeline.
Build a custom skill that calls an Azure Forms Analyzer solution to obtain data from forms.
 
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