class Normalize(Transform):
    def __init__(self, mean=None, std=None):
        self.mean = mean
        self.std = std
        
    def encodes(self, x): return (x-self.mean) / self.std  # forward transform
    def decodes(self, x): return x*self.std + self.mean    # inverse transform