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Embedded Machine Learning by Afef Mdhaffar

Embedded Machine Learning

by Afef Mdhaffar
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Book cover type: Paperback
  • ISBN13: 9786208158651
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Our Knowledge Publishing
  • Publisher Imprint: Our Knowledge Publishing
  • Publication Date:
  • Pages: 56
  • Original Price: GBP 37.0
  • Language: English
  • Edition: N/A
  • Item Weight: 96 grams
  • BISAC Subject(s): General

This book represents a first step towards embedded machine learning. It presents techniques for optimizing and compressing deep learning models. These techniques make it easier to deploy a high-performance, lightweight deep learning model on resource-constrained devices such as smartphones and microcontrollers. This paper also explores a topical knowledge transfer technique, namely knowledge distillation. This technique makes it possible to improve the performance of a lightweight deep learning model, while transferring to it the knowledge of a complex, high-performance deep learning model. All these techniques have been detailed in this book and illustrated with practical Python implementations, generally based on the use of the pytorch and tensorflow libraries.

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