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TinyML Cookbook

You're reading from   TinyML Cookbook Combine machine learning with microcontrollers to solve real-world problems

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Product type Paperback
Published in Nov 2023
Publisher Packt
ISBN-13 9781837637362
Length 664 pages
Edition 2nd Edition
Languages
Tools
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Author (1):
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Gian Marco Iodice Gian Marco Iodice
Author Profile Icon Gian Marco Iodice
Gian Marco Iodice
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Toc

Table of Contents (16) Chapters Close

Preface 1. Getting Ready to Unlock ML on Microcontrollers FREE CHAPTER 2. Unleashing Your Creativity with Microcontrollers 3. Building a Weather Station with TensorFlow Lite for Microcontrollers 4. Using Edge Impulse and the Arduino Nano to Control LEDs with Voice Commands 5. Recognizing Music Genres with TensorFlow and the Raspberry Pi Pico – Part 1 6. Recognizing Music Genres with TensorFlow and the Raspberry Pi Pico – Part 2 7. Detecting Objects with Edge Impulse Using FOMO on the Raspberry Pi Pico 8. Classifying Desk Objects with TensorFlow and the Arduino Nano 9. Building a Gesture-Based Interface for YouTube Playback with Edge Impulse and the Raspberry Pi Pico 10. Deploying a CIFAR-10 Model for Memory-Constrained Devices with the Zephyr OS on QEMU 11. Running ML Models on Arduino and the Arm Ethos-U55 microNPU Using Apache TVM 12. Enabling Compelling tinyML Solutions with On-Device Learning and scikit-learn on the Arduino Nano and Raspberry Pi Pico 13. Conclusion
14. Other Books You May Enjoy
15. Index

Transmitting data over serial communication

Code debugging is a fundamental process of software development to identify errors in code.

This recipe will demonstrate how to conduct print debugging on the Arduino Nano and Raspberry Pi Pico by transmitting the following strings to the serial terminal:

  • Initialization completed: once the serial port on the microcontroller has finished initializing
  • Executed: after every 2 seconds of program execution

Getting ready

All programs are prone to bugs, and print debugging is a basic process that displays statements on the output terminal, providing valuable insight into the program’s execution, as shown in the following example:

int func (int func_type, int a) {
  int ret_val = 0;
  switch(func_type){
    case 0:
      printf("FUNC0\n");
      ret_val = func0(a)
      break;
    default:
      printf("FUNC1\n");
      ret_val = func1(a);
  }
  return ret_val;
}

In the preceding...

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