This tutorial provides a gentle introduction to building a modern text recognition system using deep learning in just 15 minutes. It teaches the main ideas of using Keras and Supervisely for this problem, and is suitable for anyone interested in using deep learning for text recognition in images but doesn't know where to start. The tutorial focuses on a real-world example: number plate recognition. The authors also share their understanding of creating effective recognition systems in two short video lectures, available on YouTube.