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MicroPython Projects

You're reading from   MicroPython Projects A do-it-yourself guide for embedded developers to build a range of applications using Python

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Product type Paperback
Published in Apr 2020
Publisher Packt
ISBN-13 9781789958034
Length 294 pages
Edition 1st Edition
Languages
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Author (1):
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Brad Stewart Brad Stewart
Author Profile Icon Brad Stewart
Brad Stewart
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Table of Contents (14) Chapters Close

Preface 1. Down the Rabbit Hole with MicroPython 2. Managing Real-Time Tasks FREE CHAPTER 3. Writing a MicroPython Driver for an I/O Expander 4. Developing an Application Test Harness 5. Customizing the MicroPython Kernel Start Up Code 6. A Custom Debugging Tool to Visualize Sensor Data 7. Device Control Using Gestures 8. Automation and Control Using Android 9. Building an Object Detection Application Using Machine Learning 10. The Future of MicroPython 11. Downloading and Running MicroPython Code
12. Assessments 13. Other Books You May Enjoy

Building an Object Detection Application Using Machine Learning

The ability to recognize objects is becoming a critical skill for embedded systems. Whether the system needs to recognize an object on an assembly line or recognize a person or objects in its path, environmental awareness is becoming an important feature for many systems. Hand coding a recognition algorithm using traditional coding techniques is extremely difficult and challenging. Using machine learning and leveraging the CIFAR-10 classes, to build object recognition into a system, is nearly as simple as writing a Hello World! application.

In this project, we will explore machine learning and the embedded libraries that allow us to perform object detection on a microcontroller-based device.

The following topics will be covered in this chapter:

  • An introduction to machine learning
  • Object detection requirements
  • Object...
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