Embedded Machine Learning - Couverture souple

Mdhaffar, Afef

Couverture souple

ISBN 10 : 6208158656 ISBN 13 : 9786208158651

Editeur : Our Knowledge Publishing, 2024

Synopsis

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.

Détails de l'édition

• Éditeur: Our Knowledge Publishing
• Date d'édition: 2024
• Langue: anglais
• ISBN 10: 6208158656
• ISBN 13: 9786208158651
• Reliure: Broché
• Nombre de pages: 56
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible