This demo shows how SensiML Analytics Toolkit rapidly builds intelligent sensing algorithms that run efficiently on endpoints devices with ultra low-power microcontrollers. This demo was constructed using the Quicklogic QuickAI platform, a unique low-power sensor platform with Arm Cortex-M4 class MCU combined with FPGA, DSP core, and neuromorphic memory supported by SensiML.