Corrected bugs in the BNN and moved relevant code from torchbnn to remove its dependency. Split log_sigma per layer, so that one can do proper empirical Bayes.

Use per channel PCA for consistency check. Original fit model has better uncertainties, when compared to ARD regression: switching to it.