AI-3002: Develop AI information extraction solutions in Azure

Course AI-3002: Develop AI information extraction solutions in Azure

To earn this Microsoft Applied Skills credential, students demonstrate the ability to create and implement Azure AI Intelligence Document solutions.

In this course, you will learn how to implement solutions using the Microsoft Azure AI Intelligence Document. Specifically, you will learn how to do the following:

• Design a solution that analyzes your business forms using Azure AI Intelligence Document.
  
• Create a solution that analyzes common documents using Document Intelligence.
  
• Create a solution that analyzes different types of custom forms using Intelligence Document.
  
• Combine multiple Intelligence Document templates into one composite template.
  

Level: Intermediate - Product: Azure AI Document, Intelligence, Azure AI services - Subject: Artificial intelligence - Role: AI Engineer

Artificial intelligence in Azure - Information extraction with AI - Cognitive solutions - Unstructured data processing - Azure AI - Enterprise AI training - Intelligent solutions development

Course aimed at

This course is primarily aimed at application developers who want to incorporate intelligence document models into their applications. Students should have experience programming in Python or C#, be familiar with the Azure Portal, and be comfortable provisioning Azure AI resources.

Objectives of the AI-3002 training

• Recognizing patterns in Azure AI Intelligence Document
  
• Train a custom Document Intelligence model
  
• Connecting an application to the Intelligence Document APIs
  
• Creating a custom composite model
  

Course content AI-3002 Developing AI information extraction solutions in Azure

1. Creating a multimodal analytics solution with the Azure AI Content Understanding Service

• Document analysis
  
• Image analysis
  
• Audio analysis
  
• Video analysis
  
• Practical exercise: Extracting information from multimodal content
  

2. Creating a client application for the Azure AI Content Understanding Service

• Using the REST API
  
• Creation and use of custom analyzers
  
• Practical exercise: Development of a client application for content comprehension
  

3. Extracting data from forms using pre-built Azure Document Intelligence models

• Pre-made templates: receipts, invoices, business cards, etc.
  
• API calls and response
  
• Practical exercise: Analyzing forms with pre-built Azure AI Intelligence Document templates
  

4. Extracting data from forms with custom Azure Document Intelligence models

• Custom model types: template and neural
  
• Training and use of customized models
  
• Practical exercise: Analyzing forms with custom Azure AI Intelligence Document templates
  

5. Creating a knowledge mining solution with Azure AI Search

• Introduction to Azure AI Search
  
• Indexing and data enrichment
  
• Creation and consultation of indexes
  
• Practical exercise: Creating a knowledge mining solution

Prerequisites

It does not require

Language

• Course: English / Spanish
• Labs: English / Spanish

Microsoft Applied Skills

This course is part of the Microsoft Applied Skills Credentials.

Earn this Microsoft Applied Skills credential. In this course, you will learn how to build AI applications with Azure Database for PostgreSQL.

Applied Skills: Explore all credentials in one guide