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AI on the Edge - Is a Naked Raspberry Pi Fast Enough for YOLO11 Object Detection

Paul McWhorter via YouTube

Overview

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Learn to install and optimize YOLO11 object detection on a Raspberry Pi 5 running Bookworm OS in this comprehensive 44-minute tutorial. Follow step-by-step instructions to convert standard YOLO models into optimized versions specifically designed for the Raspberry Pi 5's hardware capabilities. Discover how to achieve 10 frames per second performance for full-resolution 1280x720 video processing using only the Pi's built-in processing power, without requiring additional accelerator hardware. Master the complete setup process from initial installation through model conversion and optimization, enabling you to run full-strength AI object detection directly on your Raspberry Pi 5. Gain practical experience with edge AI deployment while learning cost-effective alternatives to expensive AI accelerator boards for computer vision projects.

Syllabus

AI on the Edge: Is a Naked Raspberry Pi Fast Enough

Taught by

Paul McWhorter

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