Rethinking Temporal Models for TinyML: LSTM versus 1D-CNN in Resource-Constrained Devices

Bidyut Saha, Riya Samanta

Time series classification underpins applications such as human activity recognition, healthcare monitoring, and gesture detection in the IoT domain. Tiny Machine Learning enables…