Buenas !
Después de una noche genial con los amigos de Metro Toronto UG, llega el momento de compartir los materiales que utilice durante la sesión. La idea inicial era hablar un poco de Azure Notebooks, y de alguna manera terminamos hablando también de Cognitive Services y Custom Vision, fue genial!
Para comenzar, los 15 min con el video de la Keynote:
Mis Slides
Y algunos de los links que utilicé durante la sesión
- Azure Notebook, Pytorch Intro by @sethJuarez
- Cognitive Services, Beginner Track by @amynic
My posts on Custom Vision and ONNX
- Object recognition with Custom Vision and ONNX in Windows applications using WinML
- Object recognition with Custom Vision and ONNX in Windows applications using WinML
- Object recognition with Custom Vision and ONNX in Windows applications using Windows ML, drawing frames
- Object recognition with Custom Vision and ONNX in Windows applications using Windows ML, calculate FPS
- Can’t install Docker on Windows 10 Home, need Pro or Enterprise
- Running a Custom Vision project in a local Docker Container
- Analyzing images in a Console App using a Custom Vision project in a Docker Container
- Analyzing images using PostMan from a Custom Vision project hosted in a Docker Container
- Building the CustomVision.ai project in Docker in a RaspberryPi
- Container dies immediately upon successful start in a RaspberryPi. Of course, it’s all about TensorFlow dependencies
- About ports, IPs and more to access a container hosted in a Raspberry Pi
- Average response times using a CustomVision.ai docker container in a RaspberryPi and a PC
Windows 10 and YOLOV2 for Object Detection Series
- Introduction to YoloV2 for object detection
- Create a basic Windows10 App and use YoloV2 in the camera for object detection
- Transform YoloV2 output analysis to C# classes and display them in frames
- Resize YoloV2 output to support multiple formats and process and display frames per second
- How to convert Tiny-YoloV3 model in CoreML format to ONNX and use it in a Windows 10 App
- Updated demo using Tiny YOLO V2 1.2, Windows 10 and YOLOV2 for Object Detection Series
- Alternatives to Yolo for object detection in ONNX format
Saludos @ Toronto
El Bruno