How does a Bayes regularization works?
I have found answer for my question here.
If anyone needs it in future: all above likelihoods are assumed to be a gaussian distributions. Likelihood $P(\gamma)$ is assumed to be uniform. In the article it is shown how exactly are they defined and how to compute further is described in detail in article linked above.