can you write haiku for different inductive biases in deep learning models? start with attention

Sure , here ' s a ha iku for attention in deep learning models : \n \n Att ention , oh attention \n How you guide the flow \n Of information in our models \n Hel ping us see the way \n \n And here ' s one for convolution al neural networks : \n \n Con volution s , oh convolution s \n How you spot patterns \n In the data with such ease \n And help us learn with grace \n \n And for rec urrent neural networks : \n \n Rec urrence , oh rec urrence \n How you keep things flow ing \n In time and space with ease \n And help us understand with grace \n \n And for auto enc od ers : \n \n Auto enc od ers , oh auto enc od ers \n How you compress and re construct \n With such efficiency and grace \n And help us learn with ease . </s>