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Development Technology

Build an Object Detector Running on a Microcontroller Using Edge Impulse FOMO and Azure IoT



🐝 Bees, 🔩 screws and #ai

On today’s show, Jim is joined by @ShawnHymel a developer relations engineer from @EdgeImpulse. Shawn has been playing with FOMO, an object detection AI model that runs on microcontrollers using #tinyml, and has built a bolt and screw counter that not only runs on a low-powered device, but sends the data up to the cloud to monitor via Azure IoT.

Learn more and build this yourself at https://aka.ms/lgpc/fomo

00:00 – Intro
00:30 – Introducing Shawn from his secret laboratory
01:29 – An OpenMV board running FOMO
02:23 – 🔩 Object detection running at 12FPS on a microcontroller
03:30 – We dig into the OpenMV and ESP32 hardware
04:27 – Constrained object detection vs full object detection
05:06 – How FOMO works using MobileNet
11:12 – 🐝 Bees! Using FOMO for bee counting
14:45 – Capturing good training data for the model
15:58 – Get started with FOMO – https://aka.ms/lgpc/fomo
17:34 – 🔩 Screw/Washer demo – https://aka.ms/lgpc/fomo/code

Presented by @jimbobbennett
Get the look! Buy Jim’s shirt: https://aka.ms/lgpc/look/fomo

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Thanks!

This show was recorded at the Microsoft Reactor in Redmond.

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Reactors are community spaces where technology professionals meet, learn, and connect – to both their local peers as well as industry-leading ideas and technology from Microsoft, partners, and the open source community. With a diverse mix of workshops, presentations, and networking events customized for each city, there’s something for everyone – whether you’re just getting started or working on complex projects. Our programming is always free and inclusive of a broad set of products, tools, and technologies.

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