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Paul DeCarlo demonstrates an Intelligent Home Security System built using the Jetson Xavier NX with Azure IoT Edge and the DeepStream SDK module. The project employs a custom object detection model built with Custom Vision.AI that has been trained with images captured on-site using the IoT Edge CameraTaggingModule. Object detection telemetry is pushed into Azure Time Series Insights and PowerBI to allow for analyzing these detections over time and in near real-time. This allows for an end-to-end custom Intelligent Video Application that could be modified to adapt to a variety of scenarios.

Steps to reproduce this project are coming as part of July-O-T, more details will be available later at http://aka.ms/julyiot

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