In the previous two instalments of this series we looked at the Maixduino development board. We also demostrated how to use MicroPython to run a pre-built neural network capable of detecting faces in an image. In this third and final instalment we will develop a stand-alone neural network. It also makes use of the on-board ESP32 which, in this application, functions as a co-processor to support with communication tasks.