Develop computer vision solutions in Azure (AI-3004)

- AI Professionals

- Database Professionals

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
  

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

Before starting this course, you should already have:

• Familiarity with Azure and the Azure portal.
• Experience programming with C# or Python. If you have no previous programming experience, we recommend you complete the Take your first steps with C# or Take your first steps with Python learning path before starting this one.