def freeze(self, parameter_set):

        self.freeze_set = self.freeze_set.union(parameter_set)
Freezes some of the parameters (new theano functions that implement
dataset/ETHPy150Open lisa-lab/pylearn2/pylearn2/models/mlp.py/MLP.freeze