{"product_id":"tinyml-in-action-camila-jones-9798273180840","title":"TinyML in Action: A Practical Guide to Machine Learning on Microcontrollers","description":"\u003cp\u003e\u003cb\u003eTinyML in Action\u003c\/b\u003e is your hands-on guide to making that future real. This comprehensive book takes you from the foundations of embedded machine learning to full, deployable AI projects running on ultra-low-power devices. Whether you're a developer, engineer, or curious maker, you'll learn to design, train, and deploy efficient neural networks that live right on your hardware.\u003c\/p\u003e\u003cb\u003eWhat You'll Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eUnderstand TinyML fundamentals: \u003c\/b\u003e What it is, how it evolved, and why edge inference changes everything.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eMaster the hardware-software ecosystem: \u003c\/b\u003e Learn to choose the right microcontroller (ARM Cortex-M, ESP32, Arduino Nano 33 BLE Sense) and sensors for your application.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBuild and train real TinyML models: \u003c\/b\u003e Use TensorFlow Lite for Microcontrollers, Edge Impulse, and CMSIS-NN to create compact, optimized neural networks.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDeploy, debug, and optimize models on-device: \u003c\/b\u003e Convert models to C-arrays, manage tensor arenas, and achieve real-time inference even on devices with \u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eImplement power-efficient designs: \u003c\/b\u003e Learn duty cycling, quantization-aware training, and firmware optimization for long battery life.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eDevelop real-world edge AI projects: \u003c\/b\u003e Gesture recognition, keyword spotting, image detection, predictive maintenance, and environmental monitoring-all step-by-step.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eInside the Book\u003c\/b\u003e\u003cp\u003eYou'll walk through the entire \u003cb\u003eTinyML workflow\u003c\/b\u003e, from \u003cb\u003edata → model → deployment\u003c\/b\u003e, using practical, real-world examples grounded in official TensorFlow Lite Micro and Arduino references. Each chapter builds on the previous with structured learning: theory, implementation, optimization, and testing. You'll also find dedicated troubleshooting sections, hardware setup guides, and power-profiling strategies for dependable edge-AI performance.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll know how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eCollect and preprocess sensor data directly on your board.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTrain compact neural networks using Python and TensorFlow\/Keras.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eQuantize, prune, and compress models for memory-limited devices.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eFlash the compiled model and run \u003cb\u003einference in real time\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eProfile latency, RAM usage, and power consumption with confidence.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eScale your TinyML applications with OTA updates and cloud integration via MQTT, AWS IoT, or Azure IoT Hub.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cp\u003eThis book is perfect for: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eEmbedded developers exploring AI for the first time.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMachine learning practitioners looking to deploy models at the edge.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eIoT engineers building intelligent sensors, wearables, or industrial monitors.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eStudents, educators, and makers passionate about sustainable, low-power AI.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eNo prior deep learning expertise is required - every example is practical, commented, and reproducible.\u003c\/p\u003e\u003cb\u003eInside You'll Build Projects Like\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eGesture recognition using an IMU sensor.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eKeyword spotting wake-word detector.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePerson detection on an ESP32-CAM.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePredictive maintenance system with vibration data.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eSmart environmental monitor fusing sound, temperature, and motion.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEach project reinforces your understanding of \u003cb\u003eembedded AI optimization\u003c\/b\u003e, ensuring you can design models that think, sense, and respond - all within the constraints of a microcontroller.\u003c\/p\u003e\u003cb\u003e\u003ci\u003eEmpower the edge. Code the future. Build the next generation of intelligent systems with TinyML.\u003c\/i\u003e\u003c\/b\u003e\u003cp\u003e\u003cb\u003e\u003ci\u003eStart reading TinyML in Action today.\u003c\/i\u003e\u003c\/b\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Camila Jones\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798273180840\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/05\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 410\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.56lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.84d","brand":"Camila Jones","offers":[{"title":"Paperback","offer_id":48743022657791,"sku":"9798273180840","price":25.88,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/tinyml-in-action-camila-jones-9798273180840","provider":"WR Book House","version":"1.0","type":"link"}