well, the package version I’m using is 3.11.2 and when I replaced my version of code to include your way, I keep on getting following errors:
TypeError: Laplace() got an unexpected keyword argument 'mu'
If I removed mu= and b= and kept observed= then I get
TypeError: Laplace() got an unexpected keyword argument 'observed'