Using an example, this guide shows how we develop an application that classifies images using a TensorFlow Lite quantized Mobilenet V1 model. The guide also covers how we deploy the model using the open-source Arm NN SDK. We will be able to use the knowledge from this guide to run our own models in our own applications on Arm Cortex CPUs and Mali GPUs.