Homomorphic Encryption for Deep Learning
There are very few (somewhat practical) results about homomorphic deep learning currently. As a good starting point, you might want to have a look at this recent paper from my former colleagues, and references therein. It focuses on optimizing lattice-based somewhat homomorphic encryption schemes, for evaluating deep neural networks.