This application note describes the step-by-step process of building an Edge AI application for vision tasks on TI AM6xA processors, using the AM62A and a retail-scanner demo to provide an example of the process. Following this development flow greatly accelerates new designs. This document details the TI Processor-specific steps for training, compiling, and running a model. Additionally, this document provides information about creating a gstreamer pipeline in Linux that leverages hardware accelerators for image processing such that the developer need not program those accelerators manually.