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Artificial Intelligence for IoT Cookbook

You're reading from   Artificial Intelligence for IoT Cookbook Over 70 recipes for building AI solutions for smart homes, industrial IoT, and smart cities

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Product type Paperback
Published in Mar 2021
Publisher Packt
ISBN-13 9781838981983
Length 260 pages
Edition 1st Edition
Languages
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Author (1):
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Michael Roshak Michael Roshak
Author Profile Icon Michael Roshak
Michael Roshak
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Toc

Table of Contents (11) Chapters Close

Preface 1. Setting Up the IoT and AI Environment 2. Handling Data FREE CHAPTER 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
Computer Vision

Computer vision has come a long way in recent years. Unlike many other forms of machine learning that require complex analysis, the vast majority of computer vision problems come from simple RGB cameras. Machine learning frameworks such as Keras and OpenCV have standard and high-accuracy neural networks built-in. A few years ago, implementing a facial recognition neural net, for example, was complex and challenging to set up in Python, let alone on a high-speed device using C++ or CUDA. Today, this process is easier and more accessible than ever before. In this chapter, we are going to talk about implementing computer vision in the cloud, as well as on Edge devices such as NVIDIA Jetson Nano.

We will cover the following recipes in this chapter: 

  • Connecting cameras through OpenCV
  • Using Microsoft's custom vision to train and label your images
  • Detecting...
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