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

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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

Running the CIFAR-10 model inference on the Arm Ethos-U55 microNPU

Now that all the necessary tools and software libraries are installed, our final step involves building the application with code generated by TVM for the Arm Ethos-U55 microNPU, on the Corstone-300 FVP.

Although it seems there is still a lot left to do, this recipe offers a solution to simplify the remaining technicalities.

In this recipe, we will show you how to modify the Ethos-U prebuilt sample available in the TVM source code to run the CIFAR-10 inference, on the Arm Ethos-U55. After making the necessary modifications, we will compile the application, using the provided Makefile and Linker scripts from the prebuilt sample, and run the compiled application on the Corstone-300 FVP.

Getting ready

The prebuilt sample considered in this recipe is available in the TVM source code within the tvm/apps/microtvm/ethosu directory (https://github.com/apache/tvm/tree/v0.11.1/apps/microtvm/ethosu...

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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

Running the CIFAR-10 model inference on the Arm Ethos-U55 microNPU

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

Running the CIFAR-10 model inference on the Arm Ethos-U55 microNPU

Getting ready

Unlock this book and the full library FREE for 7 days

Authors (1)

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