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Dynamics 365 Saturday Custom Vision + Lego

Dynamics 365 Saturday Custom Vision + Lego

How to sort your child's Lego with Custom Vision. Presentation of Dynamics 365 Saturday Barcelona 2019

David Schneider

October 19, 2019

More Decks by David Schneider

Other Decks in Programming


  1. - Octubre 2019 Sort your (child's) Legos with Cognitive Services

    David Schneider

  3. About me David Schneider CTO isolutions Switzerland General Manager isolutions

    Barcelona MVP for Office Apps and Services https://linkedin.com/in/david-schneider https://twitter.com/fiddi https://davidschneider.blog
  4. None
  5. None
  6. Pre-Built AI 6 Ready to use with API For a

    reasanable price Performant Customizable Compliant In the Cloud or on the edge
  7. Cognitive Services

  8. None
  9. Scenarios Wear & Rust Detection Incorrect Configurations Lego Bricks

  10. Custom Vision Upload Images Upload your own labeled images Train

    Teach Custom Vision services using your labeled images. Evaluate Use REST API to tag images with your custom vision model.
  11. Object Detection vs. Classification Single tag per image: blue-4x2: 99%

    green-4x2: 2% Multiple tag per image: green: 98% 4x2: 92% 2x2: 5% blue: 1%
  12. - Octubre 2019 Demo: Custom Vision

  13. Custom Vision SDK

  14. Commonly Used APIs Prediction Training • Create images • Tag

    images • Create projects • Manage projects • Manage iterations • Create tags • Get account information • Train a project • Predict images • Predict and save images • Predict image URLs • Predict and save image URLs
  15. - Octubre 2019 Demo: Prediction in C#

  16. Custom Vision & Azure IoT Edge

  17. Train in the Cloud, run anywhere Train your model in

    Custom Vision Service TensorFlow ONNX/WinML CoreML Azure IoT Edge Docker Export
  18. Azure IoT Edge • Managed Service built on Azure IoT

    Hub • Deploy Cloud Workloads on IoT devices • Docker-compatible containers • For workloads like Azure Cognitive Services, 3rd party or own business logic
  19. Azure IoT Edge + Custom Vision Camera Custom Vision Model

    Display Azure IoT Edge Runtime IoT Hub & Container Registry Camera https://github.com/Azure-Samples/Custom-vision-service-iot-edge-raspberry-pi
  20. - Octubre 2019 Demo: Custom Vision Model on a Raspberry

  21. Vision AI Dev KIT https://visionaidevkit.com

  22. None
  23. Ressources • Custom Vision • https://www.customvision.ai/ • Custom Vision Lego

    UWP • https://github.com/fiddi/customvision-lego-uwp • Custom Vision IoT Edge Raspberry Pi • https://github.com/fiddi/Custom-vision-service-iot-edge- raspberry-pi • About me • https://linkedin.com/in/david-schneider • https://twitter.com/fiddi • https://davidschneider.blog
  24. ¡Muchas gracias!