Learning deep neural networks: necessity and scope of prior knowledge, raw data, and labels

<p>The recent rise in machine learning has been largely made possible by novel algorithms, such as convolutional neural networks and large-scale labelled datasets. Yet obtaining labelled datasets is expensive, does not scale well, and should not be necessary for learning general representati...