Develop computer vision solutions in Azure (AI-3004) [M-AI3004]

OVERVIEW

Computer vision is an area of artificial intelligence that deals with visual perception. Azure AI Vision includes multiple services that support common computer vision scenarios.

OBJECTIVES

Students will learn to,

• Analyze images
• Read text in images
• Detect, analyze, and recognize faces
• Classify images
• Detect objects in images
• Analyze video
• Develop a vision-enabled generative AI application
• Generate images with AI
  

AUDIENCE

- AI Professionals

- Database Professionals

CERTIFICATION

Build an Azure AI Vision solution

CONTENT

Module 1: Analyze images

• Provision an Azure AI Vision resource
• Analyze an image
• Generate a smart-cropped thumbnail

Module 2: Read text in images

• Explore Azure AI options for reading text
• Read text with Azure AI Vision Image Analysis
• Exercise - Read text in images

Module 3: Detect, analyze, and recognize faces

• Plan a face detection, analysis, or recognition solution
• Detect and analyze faces
• Verify and identify faces
• Responsible AI considerations for face-based solutions
• Exercise - Detect and analyze faces

Module 4: Classify images

• Azure AI Custom Vision
• Train an image classification model
• Create an image classification client application
• Exercise - Classify images

Module 5: Detect objects in images

• Use Azure AI Custom Vision for object detection
• Train an object detector
• Develop an object detection client application
• Exercise - Detect objects in images

Module 6: Analyze video

• Understand Azure Video Indexer capabilities
• Extract custom insights
• Use Video Analyzer widgets and APIs
• Exercise - Analyze video

Module 7: Develop a vision-enabled generative AI application

• Deploy a multimodal model
• Develop a vision-based chat app
• Exercise - Develop a vision-enabled chat app

Module 8: Generate images with AI

• What are image-generation models?
• Explore image-generation models in Azure AI Foundry portal
• Create a client application that uses an image generation model
• Exercise - Generate images with AI