This lecture is a primer on Bayesian regularization and its relation with standard regularization strategies such as Tikhonov regularization or Sparse regularization (l1-regulzarization, RVR, ...). All the relevant concepts are illustrated from a leading example consisting in reconstructing a unit point force exciting a simplysupported beam at a given frequency.