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w.r.t. 
and 
.
Therefore, let us calculate its derivatives
w.r.t. the hyperparameters :
where= expectation calculated with X samples
which are images following the probability law :.
We must also
calculate two types of expectations :
a priori law
to take into account the constraints
a posteriori law 
: 
w.r.t. the data 