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

Microsoft Developer
588K subscribers
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5.3K views 2 years ago #ai #tinyml
🐝 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:// …...more
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Build an Object Detector Running on a Microcontroller Using Edge Impulse FOMO and Azure IoT
142Likes
5,378Views
2023Apr 5
🐝 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 Feel free to leave us a comment below, and don't forget to subscribe: https://aka.ms/Reactor/Subscribe-YouTube Thanks! This show was recorded at the Microsoft Reactor in Redmond. Connect with us: Homepage: https://aka.ms/Reactor Facebook: https://fb.com/MicrosoftReactor Twitter:   / msftreactor   Meetup: https://www.meetup.com/pro/microsoft-... About Microsoft Reactor: 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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Microsoft Developer

588K subscribers