Examples
Perhaps the simplest approach to learn using SIPPI is by trying out (and alter) an example.
A priori models
Examples of different types of a priori models
Line fitting
Probabilistic polynomial regression
Cross-hole GPR tomographic inversion
An example of 2D/3D inversion of crosshole traveltime data obtained from GPR measurements from Stevns, Denmark. (The case examined in Hansen et al. (2013b)).
Covariance model inference
An example of inference of covariance model parameters, from either direct observations of model parameters, of from linear average observations (such as data related to an linear inverse problem).
See also:
Hansen, T. M., Cordua, K. S., & Mosegaard, K. (2015). A General Probabilistic Approach for Inference of Gaussian Model Parameters from Noisy Data of Point and Volume Support. Mathematical Geosciences, 47(7), 843-865. PDF.