Search icon
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
TinyML Cookbook - Second Edition

You're reading from  TinyML Cookbook - Second Edition

Product type Book
Published in Nov 2023
Publisher Packt
ISBN-13 9781837637362
Pages 664 pages
Edition 2nd Edition
Languages
Author (1):
Gian Marco Iodice Gian Marco Iodice
Profile icon Gian Marco Iodice

Table of Contents (16) Chapters

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

Preparing the Zephyr Project structure

Only a few steps are separating us from the completion of this project. Now that we have the model and the input test image, we can leave Colab’s environment and focus on the application development with the Zephyr OS.

In this recipe, we will prepare the skeleton of the tflite-micro application from the pre-built hello_world sample available in the Zephyr SDK.

Getting ready

The easiest way to start a new tflite-micro project is to copy and edit one of the pre-built samples provided by the Zephyr SDK, available in the ~/zephyrproject/zephyr/samples/modules/tflite-micro/ folder. At the time of writing, there are two ready-to-use examples:

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $15.99/month. Cancel anytime}