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Developing IoT Projects with ESP32 - Second Edition

You're reading from  Developing IoT Projects with ESP32 - Second Edition

Product type Book
Published in Nov 2023
Publisher Packt
ISBN-13 9781803237688
Pages 578 pages
Edition 2nd Edition
Languages
Author (1):
Vedat Ozan Oner Vedat Ozan Oner
Profile icon Vedat Ozan Oner

Table of Contents (15) Chapters

Preface Introduction to IoT development and the ESP32 platform Understanding the Development Tools Using ESP32 Peripherals Employing Third-Party Libraries in ESP32 Projects Project – Audio Player Using Wi-Fi Communication for Connectivity ESP32 Security Features for Production-Grade Devices Connecting to Cloud Platforms and Using Services Project – Smart Home Machine Learning with ESP32 Developing on Edge Impulse Project – Baby Monitor Other Books You May Enjoy
Index

Questions

Here are some questions to review what we have learned in the chapter:

  1. Which one of the following is not true about machine learning?
    1. Supervised learning needs labeled data to train models.
    2. Unsupervised learning tries to find outliers in data.
    3. The agent in reinforced learning interacts with the environment to learn.
    4. Reinforced learning is superior to others at detecting patterns in data.
  2. Which one of the following is not a step in the tinyML pipeline?
    1. Data collection and pre-processing
    2. Training the model on an IoT device
    3. Optimizing the model for deployment
    4. Running inference on an IoT device
  3. Which technique makes an ML model small enough to fit into the memory of an IoT device?
    1. Training
    2. Quantization
    3. Overfitting
    4. Validation
  4. With TFLM, we can:
    1. Optimize a TensorFlow model...
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