Multitask/multioutput GPy Coregionalized Regression with non-Gaussian Likelihood and Laplace inference function

Question

I want to perform coregionalized regression in GPy, however I am using a Bernoulli likelihood and then to estimate that as a Gaussian, I use Laplace inference. The code belo