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

Product type Paperback

Published in Nov 2023

Publisher Packt

ISBN-13 9781837637362

Length 664 pages

Edition 2nd Edition

Languages

Python

Tools

Combine

Concepts

Machine Learning

Author (1):

Gian Marco Iodice

View More author details

Table of Contents (16) Chapters

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

Getting familiar with Arduino CLI

In this first recipe, we will install Arduino CLI on our local machine, to be ready to compile and run the code generated by TVM on any Arduino-compatible microcontroller. This step is essential to learn how to use this tool to create sketches for Arduino Nano and Raspberry Pi Pico.

Getting ready

Arduino CLI (https://arduino.github.io/arduino-cli) is a software package that exposes almost all functionalities bundled in the Arduino IDE into a CLI tool. Therefore, using shell commands, you can use Arduino CLI to create new sketches, download libraries, compile and upload programs on Arduino-compatible microcontrollers, and much more!

Arduino CLI is also available as a Python package (pyduinocli), a wrapper library around Arduino CLI. You can discover more about the Python Arduino CLI at the following link: https://pypi.org/project/pyduinocli/.

To install Arduino CLI, you can follow the instructions reported at the following...

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

Table of Contents (16) Chapters

Getting familiar with Arduino CLI

Getting ready

Authors (1)

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

Table of Contents (16) Chapters

Getting familiar with Arduino CLI

Getting ready

Unlock this book and the full library FREE for 7 days

Authors (1)

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