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Developing IoT Projects with ESP32

You're reading from   Developing IoT Projects with ESP32 Unlock the full Potential of ESP32 in IoT development to create production-grade smart devices

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Product type Paperback
Published in Nov 2023
Publisher Packt
ISBN-13 9781803237688
Length 578 pages
Edition 2nd Edition
Languages
Tools
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Author (1):
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Vedat Ozan Oner Vedat Ozan Oner
Author Profile Icon Vedat Ozan Oner
Vedat Ozan Oner
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Table of Contents (15) Chapters Close

Preface 1. Introduction to IoT development and the ESP32 platform 2. Understanding the Development Tools FREE CHAPTER 3. Using ESP32 Peripherals 4. Employing Third-Party Libraries in ESP32 Projects 5. Project – Audio Player 6. Using Wi-Fi Communication for Connectivity 7. ESP32 Security Features for Production-Grade Devices 8. Connecting to Cloud Platforms and Using Services 9. Project – Smart Home 10. Machine Learning with ESP32 11. Developing on Edge Impulse 12. Project – Baby Monitor 13. Other Books You May Enjoy
14. Index

Using the ML model on ESP32

The goal of the example is to understand how to use the downloaded C++ model to develop an ESP-IDF project and run it on ESP32-S3 Box Lite to detect the keyword tinyml. We will connect an RGB LED to the devkit so that the application can visually indicate the inference state: green for keyword detection, blue for no sound/background noise, and red for any sound other than the keyword.

Before moving on to the code, let’s attach an RGB LED to the GP13 (red), GP12 (green), and GP11 (blue) pins of the devkit. The following Fritzing sketch shows the connections:

Figure 11.8: The connections between the devkit and the RGB LED

Unfortunately, our devkit is not officially supported by the Edge Impulse platform, so we should do the integration manually. However, we will skip all the integration work by using the application code from the book repository as it is in order to keep the focus on the main subject. We will only discuss the code...

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