Azure-Computer-Vision-in-a-day-workshop
Azure-Computer-Vision-in-a-day-workshop copied to clipboard
Azure Computer Vision 4 (March 2023 - Florence) workshop in a day
Azure Computer Vision in a day workshop
![](https://github.com/retkowsky/Azure-Computer-Vision-in-a-day-workshop/raw/main/workshopheader.jpg)
In this technical workshop, you will receive a thorough introduction to Azure Computer Vision and Azure Vision Studio. You will be taught how to utilize the
new capabilities of Azure Computer Vision 4
to analyze images, including its multimodal features (Florence). Moreover, you will be able to investigate pre-existing solution accelerators and best practices for prototyping and deploying end-to-end use cases. Finally, the workshop will conclude with a Q&A session and a wrap-up.
Note: Some features are currently inpreview
and the API may change in the future.
https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/
1. Workshop agenda
🌅 Morning (9:00 – 12:00)
Focus: Introduction and images processing with Azure Computer Vision
📣 Azure Computer Vision presentation (30 min)
📣 Azure Azure Vision Studio (30 min)
📣 Intro Workshop (15 min)
🧑🏼💻 Azure Computer Vision setup (15 min)
🧑🏼💻 Image Analysis using Azure Computer Vision (15 min)
:coffee:Pause (20 min)
🧑🏼💻 Dense captioning of images (15 min)
🧑🏼💻 Background removal with Azure Computer Vision (15 min)
🧑🏼💻 Gradio webapp example using the background removal from Azure Computer Vision (10 min)
🧑🏼💻 Image retrieval with Azure Computer Vision (images et text vectors embeddings) (15 min)
🌆 Afternoon (14:00 – 16:00)
Focus: Visual search usecase with Azure Computer Vision
📣 Recap (20 min)
🧑🏼💻 Fashion visual search - Images analysis (20 min)
🧑🏼💻 Fashion visual search - Images embeddings (20 min)
🧑🏼💻 Fashion visual search - Search using an image or a prompt - we will build a webapp as well (15 min)
🧑🏼💻 Fashion visual search - Images Clustering (15 min)
:question:Conclusion and QnA session (30 min)
Legend: 📣 Presentation, 🧑🏼💻 Hands-on lab
2. Notebooks
Azure Computer Vision setup
00 Setup Azure Computer Vision
Image Analysis using Azure Computer Vision
01 Image Analysis
Dense captioning of images
02 Captioning and dense captioning
Background removal with Azure Computer Vision
03 Background removal
Gradio webapp example using the background removal from Azure Computer Vision
04 Gradio app for background removal
Image retrieval with Azure Computer Vision (images et text vectors embeddings)
05 Image retrieval
Visual Search demo based on a fashion images datasets using Azure Computer Vision
06 Fashion visual search - Images analysis
Visual Search demo (images vectors embeddings)
07 Fashion visual search - Images embeddings
Visual Search demo (Search using an image reference or a text)
08 Fashion visual search - Search using an image or a prompt
Visual Search demo (images clustering using images vectors embeddings)
09 Fashion visual search - Images Clustering
Visual Search demo (gradio webapp)
10 Fashion visual search - Gradio App
Note: You need to enter your Azure Computer vision endpoint and key in this .env file: azure.env
3. Azure Computer Vision presentation
Azure Computer Vision PowePoint presentation
4. Documentation
https://learn.microsoft.com/en-us/azure/cognitive-services/computer-vision/
5. Vision Studio
https://portal.vision.cognitive.azure.com
6. Azure Computer Vision 4 demos videos
Azure Computer Vision 4 (Florence) demos videos
Created: 19-Apr-2023
Updated: 04-May-2023
Serge Retkowsky | [email protected] | https://www.linkedin.com/in/serger/