Move plot functions close together
Make GPEIOptChooser default for plotting
Factorize out MCMC steps
Compute mean and variance while we compute ei
Add option to skip MCMC -- not very useful

To be honest, this is not very efficient, the optimization procedure
does not seem to find good hyperparams
Allow to skip plotting or csv