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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

There’s more…

In this recipe, we learned how to use the PyDrive library to upload data captured with the microcontroller to the cloud automatically.

PyDrive is not restricted to uploading files to Google Drive only. In reality, PyDrive can carry out the usual tasks that are done in the web browser, such as:

  • Creating files
  • Downloading files
  • Searching for files
  • Delegating files

For more information, refer to the official PyDrive documentation at https://pythonhosted.org/PyDrive/.

For example, you may consider extending the Python script to create a directory in Google Drive to automate uploading files in the cloud fully.

Serial communication is undoubtedly an easy way to get information during the program execution. However, its relatively slow data transfer speed could make it unsuitable for some applications.

The upcoming recipe will show an alternative approach that can only display simple information to the user...

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