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Embedded Machine Learning with Microcontrollers

Applications on Arduino Boards

Specificaties
Gebonden, 400 blz. | Engels
Springer International Publishing | e druk, 2024
ISBN13: 9783031694202
Rubricering
Springer International Publishing e druk, 2024 9783031694202
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Samenvatting

This textbook introduces basic and advanced embedded machine learning methods by exploring practical applications on Arduino boards. By covering traditional and neural network-based machine learning methods implemented on microcontrollers, the text is designed for use in courses on microcontrollers and embedded machine learning systems. Following the learning-by-doing approach, the book will enable students to grasp embedded machine learning concepts through real-world examples, providing them with the design and implementation skills needed for a competitive job market. By utilizing a programming environment that enables students to reach and modify microcontroller properties easily, the material allows for fast implementation of the developed system. Students are guided in implementing machine learning methods to be deployed and tested on microcontrollers throughout the book, with the theory behind the implemented methods also emphasized. Sample codes and real-world projects are available for readers and instructors. The book will also be an ideal reference for practicing engineers and electronics hobbyists.

Specificaties

ISBN13:9783031694202
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:400
Uitgever:Springer International Publishing

Inhoudsopgave

<p>Introduction.- Hardware to Be Used in the Book.- Software to Be Used in the Book.- Data Acquisition From Sensors.- Introduction to Machine Learning.- Classification.- Regression.- Clustering.- The Tensorflow Platform and Keras API.- Fundamentals of Neural Networks.- Embedding the Neural Network Model to the Microcontroller.- Multi-layer Neural Networks.- Convolutional Neural Networks.- Recurrent Neural Networks.- Training the Multi-layer Neural Network on the Microcontroller.- Convolution Neural Networks.- Recurrence in Neural Networks.</p>

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        Embedded Machine Learning with Microcontrollers