1. A method for event image curation, the method comprising: receiving a collection of digital images as an input to a convolutional neural network, the digital images being associated with a type of event; determining, using the convolutional neural network, an importance rating of each digital image within the collection of the digital images based on the type of the event, the importance rating of a digital image representative of an importance of the digital image to a person in context of the type of the event; and generating an output of representative digital images from the collection based on the importance rating of each digital image.