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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
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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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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

Installing the Fixed Virtual Platform (FVP) for the Arm Corstone-300

So far, our focus has been primarily on Arduino boards. However, TVM can generate code for various platforms, including those with the Arm Ethos-U55 processor, the first microNPU designed by Arm to extend the ML capabilities of Cortex-M-based devices.

In this recipe, we will give more details on the computational capabilities of the Arm Ethos-U55 microNPU and install the FVP model for the Arm Corstone-300 platform. This virtual device will allow us to see this new processor in action without needing a physical device.

Getting ready

The FVP model for the Arm Corstone-300 platform (https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps) is a free-of-charge virtual platform, based on an Arm Cortex-M55 CPU and Ethos-U55 microNPU.

Arm Ethos-U55 (https://www.arm.com/products/silicon-ip-cpu/ethos/ethos-u55) is a specialized processor for ML...

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