In this short online fellowship, you will acquire knowledge about how a convolutional neural network works, being able to experiment in real time with the main parameters that influence its training. We will also cover the main limitations of Deep Learning in the field of medical imaging and discuss basic notions and resources to start experimenting with Deep Learning algorithms in daily practice. Each day, a series of selected topics will be presented, followed by a guided interactive activity.