What 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. Why this matters now: 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. What makes this different: Concrete trade-offs between accuracy, ...
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What 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. Why this matters now: 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. What makes this different: Concrete trade-offs between accuracy, latency, memory, and power consumption on real hardware Model optimization techniques that preserve performance when kilobytes matter Deployment pipelines designed for resource-limited targets, not GPU clusters Security and maintenance strategies for devices in the field for decades Hardware selection frameworks that match model complexity to silicon capabilities Systems-level thinking: Connects model architecture to power management, real-time OS behavior, and long-term reliability. No abstraction comes without cost analysis. For practitioners: 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. Build AI that runs where cloud computing ends. Start designing systems engineered for silicon, not slides.
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Add this copy of Edge AI on Embedded Devices Running Machine Learning on to cart. $35.82, like new condition, Sold by GreatBookPricesUK5 rated 5.0 out of 5 stars, ships from Castle Donington, DERBYSHIRE, UNITED KINGDOM, published 2025 by Independently Published.
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Fine. Trade paperback (US). Glued binding. 472 p. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
Add this copy of Edge AI on Embedded Devices Running Machine Learning on to cart. $35.99, new condition, Sold by GreatBookPricesUK5 rated 5.0 out of 5 stars, ships from Castle Donington, DERBYSHIRE, UNITED KINGDOM, published 2025 by Independently Published.
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New. Trade paperback (US). Glued binding. 472 p. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
Add this copy of Edge AI on Embedded Devices Running Machine Learning on to cart. $37.17, new condition, Sold by Ingram Customer Returns Center rated 5.0 out of 5 stars, ships from NV, USA, published 2025 by Independently Published.
Add this copy of Edge AI on Embedded Devices Running Machine Learning on to cart. $45.39, like new condition, Sold by GreatBookPrices rated 4.0 out of 5 stars, ships from Columbia, MD, UNITED STATES, published 2025 by Independently Published.
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Fine. Trade paperback (US). Glued binding. 472 p. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
Add this copy of Edge AI on Embedded Devices Running Machine Learning on to cart. $45.78, new condition, Sold by GreatBookPrices rated 4.0 out of 5 stars, ships from Columbia, MD, UNITED STATES, published 2025 by Independently Published.
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Seller's Description:
New. Trade paperback (US). Glued binding. 472 p. In Stock. 100% Money Back Guarantee. Brand New, Perfect Condition, allow 4-14 business days for standard shipping. To Alaska, Hawaii, U.S. protectorate, P.O. box, and APO/FPO addresses allow 4-28 business days for Standard shipping. No expedited shipping. All orders placed with expedited shipping will be cancelled. Over 3, 000, 000 happy customers.
Add this copy of Edge Ai on Embedded Devices Running Machine Learning on to cart. $68.12, good condition, Sold by Bonita rated 4.0 out of 5 stars, ships from Santa Clarita, CA, UNITED STATES, published 2025 by Independently published.
