AI-3004 Develop computer vision solutions in Azure

Description

This course is intended for software developers wanting to build AI infused computer vision applications that leverage Microsoft Foundry and Azure Vision. 
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Additional Course Information

Schedule and Pricing

Target Audience

This course was designed for software engineers concerned with building, managing and deploying AI solutions that leverage Microsoft Foundry and other Azure AI services. They are familiar with C# or Python and have knowledge on using REST-based APIs and SDKs to build solutions on Azure.

Pre-Requisites
  • Familiarity with Azure and the Azure portal.
  • Experience programming with C# or Python.
Objectives
Course Delivery Modality
VILT
Duration in Hours
8
Credits Eligible
1
Course Vendor

Course Outline

1 - Analyze images

  • Provision an Azure Vision resource
  • Analyze an image
  • Module assessment

2 - Read text in images

  • Explore Azure AI options for reading text
  • Read text with Azure Vision Image Analysis
  • Module assessment

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
  • Module assessment

4 - Classify images

  • Azure AI Custom Vision
  • Train an image classification model
  • Create an image classification client application
  • Module assessment

5 - Detect objects in images

  • Use Azure AI Custom Vision for object detection
  • Train an object detector
  • Develop an object detection client application
  • Module assessment

6 - Analyze video

  • Understand Azure Video Indexer capabilities
  • Extract custom insights
  • Use Video Analyzer widgets and APIs
  • Module assessment

7 - Develop a vision-enabled generative AI application

  • Deploy a multimodal model
  • Develop a vision-based chat app
  • Module assessment

8 - Generate images with AI

  • What are image-generation models?
  • Explore image-generation models in Microsoft Foundry portal
  • Create a client application that uses an image generation model
  • Module assessment