'Normalize the data present in self.data'

def Normalize(self):

    for (i, batch) in enumerate(self.data):
        if self.normalize[i]:
            mean = self.means[i]
            std = self.stds[i]
            batch.add_col_mult(mean, mult=(-1.0))
            batch.div_by_col(std)
