Before revision: Echo State Networks (ESNs) are a type of single-layer recurrent neural network with randomly-chosen internal weights and a trainable output layer.
After revision: An Echo State Network (ESN) is a type of single-layer recurrent neural network with randomly-chosen internal weights and a trainable output layer.