{"product_id":"edge-ai-on-embedded-devices-running-machine-learning-on-microcontrollers-and-low-power-hardware-9798241712158","title":"Edge AI on Embedded Devices Running Machine Learning on Microcontrollers and Low-Power Hardware","description":"\u003cp\u003e • Author(s): Byte Weaver\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Embedded Computer Systems\u003c\/p\u003e\u003cp\u003eWhat if your AI model has to run on a device with less RAM than a single smartphone photo? Edge AI on Embedded Devices answers that question with engineering discipline, not theory.\u003cbr\u003e\u003cb\u003eWhy this matters now: \u003c\/b\u003e Billions of microcontrollers power our world-pacemakers, industrial sensors, smart infrastructure. Cloud AI can't reach them. This book shows how to build machine learning systems that thrive under constraints where standard ML practices break down.\u003cbr\u003e\u003cb\u003eWhat makes this different: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eConcrete trade-offs between accuracy, latency, memory, and power consumption on real hardware\u003c\/li\u003e\n\u003cli\u003eModel optimization techniques that preserve performance when kilobytes matter\u003c\/li\u003e\n\u003cli\u003eDeployment pipelines designed for resource-limited targets, not GPU clusters\u003c\/li\u003e\n\u003cli\u003eSecurity and maintenance strategies for devices in the field for decades\u003c\/li\u003e\n\u003cli\u003eHardware selection frameworks that match model complexity to silicon capabilities\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eSystems-level thinking: \u003c\/b\u003e Connects model architecture to power management, real-time OS behavior, and long-term reliability. No abstraction comes without cost analysis.\u003cbr\u003e\u003cb\u003eFor practitioners: \u003c\/b\u003e Written for engineers building production systems, not running benchmarks. Embedded developers learn ML constraints. ML engineers learn embedded realities. Both learn to design AI that survives deployment.\u003cbr\u003eBuild AI that runs where cloud computing ends. Start designing systems engineered for silicon, not slides.","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":46860597985431,"sku":"9798241712158","price":2980.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798241712158.webp?v=1769957139","url":"https:\/\/atlanticbooks.com\/products\/edge-ai-on-embedded-devices-running-machine-learning-on-microcontrollers-and-low-power-hardware-9798241712158","provider":"Atlantic Books","version":"1.0","type":"link"}