Inverse problems are ubiquitous in many areas of Science and Engineering and lead, once discretised, to ill-conditioned linear systems, often of huge dimensions. In order to obtain a meaningful approximation of their solutions, one might decide to add regularisation. After briefly surveying some standard regularisation methods, I will focus on particular cases in which preconditioning (priorconditioning) is used as a regularisation tool.