Hello again,
Thanks for the answers and sorry for my late reply.
@AlexAndorra I have checked the notebooks. It looks great and will help me a lot learning pymc by doing it. Thank you for sharing them.
I kept searching and could find an R code which applies MRP in multinomial setting. I am trying to translate those steps to pymc3. I hope I can manage that soon 