Dynamics 365 Saturday Custom Vision + Lego

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

Transcript

1. - Octubre 2019 Sort your (child's) Legos with Cognitive Services David Schneider
2. NUESTROS PATROCINADORES ORO PLATINO PLATA
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
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
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 Pi
21. Vision AI Dev KIT https://visionaidevkit.com
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!