Define a custom loss function:
import keras.backend as K
def euclidean_distance_loss(y_true, y_pred):
"""
Euclidean distance loss
https://en.wikipedia.org/wiki/Euclidean_distance
:param y_true: TensorFlow/Theano tensor
:param y_pred: TensorFlow/Theano ...