Edge AI Deployment: Running LLMs and Neural Networks on Embedded Systems and IoT Devices

ChatStick Team

May 2026 · ChatStick Team

Ebook

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About this ebook

Welcome to the forefront of the artificial intelligence revolution. Edge AI Deployment is the definitive, discovery-optimized guide for software engineers, embedded developers, and AI researchers looking to push the boundaries of on-device machine learning in 2026 and beyond. By moving inference from the cloud to the edge, developers can achieve zero-latency performance, eliminate bandwidth costs, and radically improve privacy. In this comprehensive manual, you will explore the full spectrum of edge AI architecture. Learn how to quantize massive large language models (LLMs) from Float32 down to INT4, GPTQ, and AWQ formats, enabling 7-billion parameter models to run natively on hardware like the Raspberry Pi 5 and Jetson Orin Nano. Dive deep into ultra-low-power TinyML deployments using the ESP32-S3 microcontroller and TensorFlow Lite. From cross-platform inference with ONNX Runtime on ARM Cortex architectures to managing strict power budgets and battery life, this book covers the exact engineering tradeoffs required for production. You will also uncover robust strategies for Over-The-Air (OTA) model updates across constrained networks (MQTT, LTE-M) and cutting-edge security practices like secure boot and anti-tampering for remote devices. Equip yourself with the practical knowledge to build real-time, cloud-independent AI systems. Whether you are creating the next generation of smart IoT sensors or upgrading legacy embedded systems, Edge AI Deployment delivers the hands-on expertise you need to succeed.

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About the author

About the Author

Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging and insightful books that transport readers through time.

Led by our team leader, Choochai Thianthae, who holds a wealth of experience in historical research and writing, our team is driven by a collective vision to make history accessible and captivating for readers of all backgrounds. We believe that understanding the past is crucial to understanding our present and shaping a better future.

Inspiration for our series stems from the awe-inspiring stories, events, and individuals who have shaped civilizations across the globe. We draw inspiration from the courage of ancient warriors, the intellectual brilliance of philosophers, the artistic genius of visionaries, and the indomitable spirit of those who fought for justice and equality.

Our team combines rigorous research with a commitment to storytelling, ensuring that our books not only present facts but also breathe life into the characters, cultures, and events of the past. We strive to provide a holistic view of history, encompassing political, social, economic, and cultural aspects, enabling readers to develop a comprehensive understanding of the world's intricate historical tapestry.

We are inspired by the belief that history is a powerful tool for personal growth and societal progress. Through our books, we aim to ignite curiosity, foster critical thinking, and encourage a deep appreciation for the diverse stories and experiences that have shaped human civilization.

Join us on this exciting journey through time as we unravel the mysteries, triumphs, and lessons of our shared past. The ChatStick Team is honored to share this series with you, and we hope that our books inspire a lifelong love for history and a greater understanding of the world we inhabit.

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About the Author Our dedicated team of historians, researchers, and writers at ChatStick has come together to bring you an exceptional series on world history. With a shared passion for knowledge and a deep appreciation for the rich tapestry of human history, we are committed to crafting engaging...

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