In this tutorial, we will walk you through how to create a TinyML application using the SensiML Toolkit combined with a NN classifier using TensorFlow Lite for Microcontroller AI framework. The model we create will use the onboard IMU sensor as input, SensiML Knowledge Pack for feature extraction, and Tensorflow Lite for Microcontrollers to perform classification. In the end, we will have a successfully built application for realtime detection of a variety of boxing punches for a hypothetical smart boxing glove wearable product.