MS-AI3002: Develop Solutions with Azure AI Document Intelligence

Course Code: MS-AI3002

In this learning path, discover how Azure AI Document Intelligence solutions can enable you to capture data from typed or hand-written forms. Learn how to build a solution for your custom form types and integrate that solution into an Azure Cognitive Search pipeline.

  • Duration: 1 Day
  • Level: Intermediate
  • Technology: Azure AI
  • Delivery Method: Instructor-led
  • Training Credits: NA

This course is designed for individuals who want to develop and implement intelligent document processing solutions using Azure AI services. The primary audience includes:

- AI Engineers: Professionals focused on creating and deploying AI solutions, particularly those involving document processing.

- Developers: Software developers who need to integrate Azure AI Document Intelligence into their applications.

- Data Engineers: Individuals responsible for managing and processing large volumes of data who want to leverage AI for document analysis.

Before attending this course, delegates must have:

- Basic understanding of Azure AI Document Intelligence

- Basic understanding of Azure AI Search

After attending this course, delegates will be able 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.

There is no Associated Certification or Exam for this course, however, there is an assessment to achieve your Applied Skills credential. (Assessment Link)  

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Modules

Learn how to use Azure AI Document Intelligence to build solutions that analyze forms and output data for storage or further processing.

Lessons

- Introduction.

- Understand AI Document Intelligence.

- Plan Azure AI Document Intelligence resources.

- Choose a model type.

- Knowledge check.

- Summary.

By the end of this module, you'll be able 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.

Learn what data you can analyze by choosing prebuilt Forms Analyzer models and how to deploy these models in a Form Analyzer solution.

Lessons

- 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.

By the end of this module, you'll be able 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.

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.

Lessons

- 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.

By the end of this module, you'll be able 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.

Learn how to assemble custom models into composed solutions that can analyze different types of your own documents.

Lessons

- Introduction.

- Understand composed models.

- Assemble composed models.

- Exercise: Create a composed model.

- Knowledge check.

- Summary.

By the end of this module, you'll be able 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.

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

Lessons

- 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.

By the end of this module, you'll be able to:

- Describe how a custom skill can enrich content passed through an Azure Cognitive Search pipeline.

- Build a custom skill that calls an Azure Forms Analyzer solution to obtain data from forms