AI - 3002 : Develop solutions with Azure AI Document Intelligence
In this course, you'll explore how to leverage Azure AI Document Intelligence to capture and analyze data from both typed and handwritten forms. You'll learn to design and build custom solutions for various form types and integrate them into an Azure Cognitive Search pipeline. Key topics include:
Designing solutions to analyze business forms using Azure AI Document Intelligence
Creating solutions for analyzing common documents
Developing solutions for custom form types
Integrating Azure AI Document Intelligence as a custom skill within an Azure Cognitive Search pipeline
Audience Profile:
The primary audience for this course is AI Engineers.
Prerequisites:
None
Course Outline:
Module 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.
Module 2: Use Prebuilt Form Recognizer Models
Identify business problems that can be solved using prebuilt models in Forms Analyzer.
Analyze forms using the General Document, Read, and Layout models.
Analyze forms using financial, ID, and tax prebuilt models.
Module 3: Extract Data from Forms with Azure Document Intelligence
Identify how the layout service, prebuilt models, and custom service in Azure Document Intelligence can automate processes.
Utilize 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
Describe business problems suited for custom and composed models.
Train a custom model to extract data from forms with unique structures.
Create a composed model that analyzes forms in various formats.
Module 5: Build a Form Recognizer Custom Skill for Azure Cognitive Search
Describe how a custom skill can enrich content passed through an Azure AI Search pipeline.
Build a custom skill that integrates an Azure Forms Analyzer solution to extract data from forms.
In this course, you'll explore how to leverage Azure AI Document Intelligence to capture and analyze data from both typed and handwritten forms. You'll learn to design and build custom solutions for various form types and integrate them into an Azure Cognitive Search pipeline. Key topics include:
Designing solutions to analyze business forms using Azure AI Document Intelligence
Creating solutions for analyzing common documents
Developing solutions for custom form types
Integrating Azure AI Document Intelligence as a custom skill within an Azure Cognitive Search pipeline
Audience Profile:
The primary audience for this course is AI Engineers.
Prerequisites:
None
Course Outline:
Module 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.
Module 2: Use Prebuilt Form Recognizer Models
Identify business problems that can be solved using prebuilt models in Forms Analyzer.
Analyze forms using the General Document, Read, and Layout models.
Analyze forms using financial, ID, and tax prebuilt models.
Module 3: Extract Data from Forms with Azure Document Intelligence
Identify how the layout service, prebuilt models, and custom service in Azure Document Intelligence can automate processes.
Utilize 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
Describe business problems suited for custom and composed models.
Train a custom model to extract data from forms with unique structures.
Create a composed model that analyzes forms in various formats.
Module 5: Build a Form Recognizer Custom Skill for Azure Cognitive Search
Describe how a custom skill can enrich content passed through an Azure AI Search pipeline.
Build a custom skill that integrates an Azure Forms Analyzer solution to extract data from forms.
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