AI-3002: Develop AI Information Extraction Solutions in Azure
Course Overview
Course Description
Unlock the potential of unstructured data by developing robust AI information extraction solutions in Azure. This intermediate instructor-led course equips developers and AI engineers to design, build, and deploy intelligent document processing systems using Azure AI Document Intelligence, Azure AI Content Understanding, and Azure Cognitive Search. Learn to extract structured information from diverse document formats—forms, invoices, PDFs, images—and create scalable knowledge mining pipelines that transform raw data into actionable insights. The course emphasizes real-world application, with 40–50% dedicated to hands-on exercises.
Target Audience
This course is ideal for:
AI Engineers, Software Developers, and Data Engineers focused on building AI-driven document processing and information extraction solutions in Azure
Professionals experienced in C# or Python programming and familiar with Azure portal and REST APIs
Prerequisites:
Basic understanding of Azure services and cloud computing concepts
Working programming knowledge in C# or Python
Course Outline
Module 1: Develop Multimodal AI Content Understanding Solutions
Implement Azure AI Content Understanding to extract structured data from documents combining text and image analysis
Apply multimodal AI models to improve data accuracy and processing speed
Module 2: Build Client Applications to Interact with Content Understanding APIs
Develop scalable client applications using Azure REST APIs and SDKs for content understanding
Process JSON payloads and handle asynchronous document extraction workflows
Module 3: Extract Information Using Azure Document Intelligence Prebuilt Models
Leverage prebuilt models for invoices, receipts, identity documents, and more
Utilize OCR technology for text and handwriting extraction
Module 4: Train and Deploy Custom Document Intelligence Models
Customize models for domain-specific forms and complex documents
Use label tools to train models for tables, key-value pairs, and handwriting recognition
Module 5: Compose Composite Models for Complex Document Sets
Create composite models that combine multiple custom models to streamline processing varied document types
Module 6: Implement Knowledge Mining Pipelines with Azure Cognitive Search
Design enrichment pipelines integrating Document Intelligence skills with Azure Cognitive Search
Build searchable, scalable knowledge mining solutions from extracted content
Hands-On Experience
Approximately 40–50% of the class is dedicated to hands-on coding, demos, and practical exercises that reinforce building and deploying effective AI information extraction solutions in Azure.
Skills You’ll Gain
By completing AI-3002, you will be able to:
Design and implement multimodal AI extraction workflows with Azure Content Understanding
Use prebuilt and custom Document Intelligence models for accurate data extraction
Build composite models to handle diverse document types efficiently
Develop knowledge mining pipelines leveraging Azure Cognitive Search
Deploy and scale intelligent document processing applications
Hands-On Labs
This course includes practical, hands-on laboratory exercises to reinforce your learning:
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