Build an Azure AI Vision solution with Azure AI services (AI-3004)

Course Objectives

• Analyze images    

• Image classification with custom Azure AI Vision models    

• Detect, analyze, and recognize faces    

• Read Text in images and documents with the Azure AI Vision Service

• Analyze video Target Audience

• AI Engineer

• Software Developer

Prerequisites Recommended:

• Familiarity with Azure and the Azure portal.

• Experience programming with C# or Python.

Course Outline

1) Analyze images • Provision an Azure AI Vision resource • Use the Azure AI Vision SDK to connect to your resource • Write code to analyze an image • Lab: Analyze images

2) Read text in images • Describe the OCR capabilities of Azure AI Vision's Image Analysis API • Use the Azure AI Vision service Image Analysis API to extract text from images • Lab: Read text in images

3) Detect analyze and recognize faces • Describe the capabilities of the Azure AI Vision Face service • Write code to detect and analyze faces in an image • Describe facial recognition support in Azure AI Vision Face • Describe responsible AI considerations when developing facial solutions • Lab: Detect and analyze faces

4) Classify images • Provision Azure resources for Azure AI Custom Vision • Train an image classification model • Use the Azure AI Custom Vision SDK to create an image classification client application • Lab: Classify images

5) Detect objects in images • Provision Azure resources for Azure AI Custom Vision • Understand object detection • Train an object detector • Use the Azure AI Custom Vision SDK to create an object detection client application • Lab: Detect objects in images

6) Analyze video • Describe Azure Video Indexer capabilities • Extract custom insights • Use Azure Video Indexer widgets and APIs • Lab: Analyze video

7) Develop a visionenabled generative AI application • Deploy a vision-enabled generative AI model in Azure AI Foundry • Test an image-based prompt in the chat playground • Create a chat app that submits image-based prompts • Lab: Develop a vision-enabled chat app

8) Generate images with AI • Describe the capabilities of image generation models • Use the Images playground in Azure AI Foundry portal • Integrate image generation models into your apps • Lab: Generate images with AI