Develop AI information extraction solutions in Azure

Overview

In this workshop, you'll see how Azure AI Document Intelligence solutions can enable you to capture data from typed or hand-written forms. You'll also learn how to build a solution for your custom form types and integrate that solution into an Azure Cognitive Search pipeline.

Prerequisites

Important – This course has MFA Requirements. Please read this link and download the MFA app, prior to attending.

• None

Objectives

You'll learn how to:

• 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.

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

Module 2: Use prebuilt Azure AI Document Intelligence models

Learn what data you can analyze by choosing prebuilt Azure AI Document Intelligence models and how to deploy these models in a Document Intelligence 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

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

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

Module 5: Build an Azure AI Document Intelligence custom skill for Azure Cognitive Search

Learn how to use an Azure AI Document Intelligence solution as a custom skill to enrich content in an Azure Cognitive Search pipeline.

• Introduction
• Understand Azure Cognitive 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