AI-3004: Develop computer vision solutions in Azure
Duration: 1 Day
This course is intended for software developers wanting to build AI infused computer vision applications that leverage Microsoft Foundry and Azure Vision.
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.
Analyze images
With the Azure Vision service, you can use pre-trained models to analyze images and extract insights and information from them.
- Provision an Azure Vision resource
- Analyze an image
- Exercise - Analyze images
Read text in images
The Azure Vision Image Analysis service uses algorithms to process images and return information. This module teaches you how to use the Image Analysis API for optical character recognition (OCR).
- Explore Azure AI options for reading text
- Read text with Azure Vision Image Analysis
- Exercise - Read text in images
Detect, analyze, and recognize faces
The ability for applications to detect human faces, analyze facial features and emotions, and identify individuals is a key artificial intelligence capability.
- 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
Classify images
Image classification is used to determine the main subject of an image. You can use the Azure AI Custom Vision services to train a model that classifies images based on your own categorizations.
- Azure AI Custom Vision
- Train an image classification model
- Create an image classification client application
- Exercise - Classify images
Detect objects in images
Object detection is used to locate and identify objects in images. You can use Azure AI Custom Vision to train a model to detect specific classes of object 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
Analyze video
Azure Video Indexer is a service to extract insights from video, including face identification, text recognition, object labels, scene segmentations, and more.
- Understand Azure Video Indexer capabilities
- Extract custom insights
- Use Video Analyzer widgets and APIs
- Exercise - Analyze video
Develop a vision-enabled generative AI application
A picture says a thousand words, and multimodal generative AI models can interpret images to respond to visual prompts. Learn how to build vision-enabled chat apps.
- Deploy a multimodal model
- Develop a vision-based chat app
- Exercise - Develop a vision-enabled chat app
Generate images with AI
In Microsoft Foundry, you can use image generation models to create original images based on natural language prompts.
- What are image-generation models?
- Explore image-generation models in Microsoft Foundry portal
- Create a client application that uses an image generation model
- Exercise - Generate images with AI