"Dr James Howard is an NIHR Clinical Lecturer and cardiologist at Imperial College London as well as a computer scientist and here breaks down the rudiments of how to understand machine and deep learning as we enter an era of ever expanding data science literature informing clinical treatment. This complements the excellent review of the subject published in Heart in May 2022 https://heart.bmj.com/content/108/12/973.long"