Probability theory and statistical physics are concerned with the understanding of big systems that are built out of a large number of random microscopic inputs. I will discuss some examples in order to illustrate the different types of possible behaviours of such large systems, focusing in particular on two-dimensional models, that turn out to be closely related to various branches of mathematics