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_4

4. Time Series Classification Using Edge Impulse

Simone Salerno¹  

(1)

Trani, Italy

 

Time series data refers to data where time is as important as the measured values. Rearranging the order of the samples would completely overturn the underlying data patterns. Time series classification is the task of receiving a batch (windows) of inputs and deciding to which class the whole batch belongs.

You can still optionally apply some transformations at the row level (normalization, binning), but feature engineering in the context of time series is focused on ...