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Artificial Intelligence for IoT Cookbook

You're reading from Artificial Intelligence for IoT Cookbook

Product type Book

Published in Mar 2021

Publisher Packt

ISBN-13 9781838981983

Pages 260 pages

Edition 1st Edition

Languages

Concepts

Artificial Intelligence

Author (1):

Michael Roshak

Table of Contents (11) Chapters

Preface

1. Setting Up the IoT and AI Environment

2. Handling Data

3. Machine Learning for IoT

4. Deep Learning for Predictive Maintenance

5. Anomaly Detection

6. Computer Vision

7. NLP and Bots for Self-Ordering Kiosks

8. Optimizing with Microcontrollers and Pipelines

9. Deploying to the Edge

10. About Packt

OTA updating MCUs

OTA updates are essential for deploying security updates, new functionality, and updating models. There are two different techniques for OTA updates. The first is building a custom program that, ideally, runs on its own program or thread that is different than the main program you are trying to update. This software downloads the new firmware to the flash memory and registers and starts the new firmware. If the new firmware fails to start, the custom software can then start up the working version of the software. This usually involves saving half of the flash memory available for OTA updates.

The second way is to use a system such as Azure IoT Edge to update the Docker containers on the device. This requires a device that is running a full operating system, such as Raspbian, Ubuntu, or Windows. The majority of IoT devices do not have the compute needed to support IoT Edge. In this recipe, we will talk about OTA updates on MCUs, while in the next, we will discuss...

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Authors (1)

Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.

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