TinyML Made Easy
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Home > Computing and Information Technology > Computer hardware > TinyML Made Easy: Machine Learning on Micro controllers: Practical IoT projects that bring AI to Arduino-class devices for beginners
TinyML Made Easy: Machine Learning on Micro controllers: Practical IoT projects that bring AI to Arduino-class devices for beginners

TinyML Made Easy: Machine Learning on Micro controllers: Practical IoT projects that bring AI to Arduino-class devices for beginners


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About the Book

Tiny ML Made Easy is your hands-on guide to building real-world machine learning applications on ultra-low-power microcontrollers like the Arduino Nano 33 BLE Sense, ESP32, and Raspberry Pi Pico. Designed for curious beginners, hobbyists, and IoT enthusiasts, this project-driven book makes embedded AI accessible, practical, and fun-no prior experience with ML or embedded systems required. Inside, you'll build practical, end-to-end TinyML projects that include: Motion detection with accelerometers and gesture recognition Voice-controlled assistants and keyword spotting Environmental monitoring using sound, temperature, and light sensors On-device anomaly detection for predictive maintenance Real-time inferencing on ultra-low-power devices without internet Through clear explanations and step-by-step instructions, you'll learn how to collect and preprocess sensor data, train simple machine learning models using TensorFlow Lite for Microcontrollers, and deploy them directly to hardware-all while working within the extreme constraints of memory, power, and compute. What You'll Learn: The basics of machine learning tailored for microcontrollers Setting up your TinyML development environment quickly How to use Arduino, TensorFlow Lite, and Edge Impulse together Best practices for efficient model deployment on embedded devices Techniques to optimize performance and battery life for edge AI applications Whether you're an educator, a maker, or an aspiring AI developer, Tiny ML Made Easy is your gateway to bringing intelligence to the edge-one small project at a time.


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Product Details
  • ISBN-13: 9798296568519
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Height: 229 mm
  • No of Pages: 200
  • Sub Title: Machine Learning on Micro controllers: Practical IoT projects that bring AI to Arduino-class devices for beginners
  • Width: 152 mm
  • ISBN-10: 8296568519
  • Publisher Date: 27 Aug 2025
  • Binding: Paperback
  • Language: English
  • Spine Width: 11 mm
  • Weight: 326 gr


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TinyML Made Easy: Machine Learning on Micro controllers: Practical IoT projects that bring AI to Arduino-class devices for beginners
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