Tiny Machine Learning Quickstart: Machine Learning for Arduino Microcontrollers

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2025

S. SalernoTiny Machine Learning QuickstartMaker Innovations Serieshttps://doi.org/10.1007/979-8-8688-1294-1_5

5. Time Series Classification Using Python

Simone Salerno¹  

(1)

Trani, Italy

 

Chapter 4 introduced the problem of time series classification. By leveraging a low-code tool like Edge Impulse, we successfully deployed a classification model without digging into the details of Fourier transform and power spectrum feature extraction. Also, the neural network used as a classifier acted like a black box to us, leaving us only the mandatory task of configuring the number and width of layers (you are even allowed to configure the Python code to define and train ...