normalisation with on train and validation cohort

[Peter]

Some sort of functionality to allow normalising first a training cohort and then train a test sample "in the same way". For example, if the training data is centralised by subtracting a value such that the average of the cohort is zero, one would like to subtract the same value when normalising the test data point.