In this talk, I'll cover how was the development process of Tumaini, a mobile application that uses artificial intelligence (AI) to detect pests and diseases affecting banana. I'll be discussing the architecture of the app, how the dataset was created, and the deployment in the device. https://doi.org/10.1186/s13007-019-0475-z