Azure AI for Developers: Process Images with Azure AI
1h 13mIntermediate2025-04-23
Authors
Ziggy Zulueta
Course details
This course provides a comprehensive introduction to Azure AI Vision, Azure Custom Vision, and utilizing generative AI for image processing. Learn how to create and manage resources, explore various studios, and utilize SDKs for image and video analysis. Through hands-on challenges, you'll process images, perform face analysis, build custom classifiers and object detectors, generate and analyze images, and create image retrieval systems using Python. By the end of the course, you should have a better understanding of these powerful AI tools and how to apply them to real-world scenarios.
Learning objectives
Identify common use cases for image processing.
Build image-processing applications using Azure Vision, Azure Face, Azure Custom Vision, Azure OpenAI, and Azure AI Content Understanding.
Use Custom Vision to create custom classifiers and object detectors.
Generate and analyze images using Azure OpenAI and Azure AI Content Understanding.
Create image retrieval systems using Azure AI Vision and Search.
Learning objectives
Identify common use cases for image processing.
Build image-processing applications using Azure Vision, Azure Face, Azure Custom Vision, Azure OpenAI, and Azure AI Content Understanding.
Use Custom Vision to create custom classifiers and object detectors.
Generate and analyze images using Azure OpenAI and Azure AI Content Understanding.
Create image retrieval systems using Azure AI Vision and Search.
Skills covered
Azure AI ServicesImage EditingCloud AdministrationArtificial Intelligence FoundationsPhotographyCloud PlatformsArtificial Intelligence (AI)Cloud ComputingMicrosoftDeep Dive (X:Y)
Concepts
0. Introduction
- 01 - Discover how to process images with Azure AI Vision
- 02 - What you should know
- 03 - Use cases of computer vision
1. Azure AI Vision
- 04 - What is Azure AI Vision
- 05 - Creating a resource for image processing
- 06 - Exploring the Vision Studio
- 07 - Image analysis
- 08 - Video retrieval
- 09 - Challenge - Analyze images using the Python SDK
- 10 - Solution - Analyze images using the Python SDK
2. Azure AI Face
- 11 - What is Azure AI Face
- 12 - Face detection, analysis, and recognition
- 13 - Challenge - Build a face recognition system
- 14 - Solution - Build a face recognition system
3. Azure Custom Vision
- 15 - What is Azure Custom Vision
- 16 - Exploring the Custom Vision Studio
- 17 - Build a custom image classification system
- 18 - Build a custom object detection system
- 19 - Challenge - Build a custom classifier system
- 20 - Solution - Build a custom classifier system
4. Harnessing Generative AI
- 21 - Generating images with Azure OpenAI
- 22 - Analyzing images with Azure OpenAI
- 23 - Generate image embeddings with Azure AI Vision
- 24 - Image retrieval system using Azure AI Search
- 25 - Azure AI content understanding
- 26 - Challenge - Use generative AI in images challenge
- 27 - Solution - Use generative AI in images challenge
Conclusion
- 28 - Key takeaways