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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
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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

Summary

MLOps is a group of activities and tools to manage an ML product life cycle. In this chapter, we discussed Edge Impulse as an MLOps platform for TinyML. After cloning an open project from the Edge Impulse project repository, we built it in Edge Impulse Studio, the online tool to manage projects. We downloaded the Edge Impulse C++ library that contains the ML model and integrated that library with the devkit in an ESP-IDF project. We discussed the application in detail to see how to use the model to make inferences on the audio data coming from the mic of the devkit.

In the final chapter of the book, we will design and develop another project to cement what we have learned about TinyML so far.

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