Abstract: In this talk, I will describe several recent and ongoing projects that apply deep neural networks to the analysis of large compendia of biological data. The first two projects operate on protein tandem mass spectrometry data. We first show how a Siamese architecture can be trained in a supervised fashion to embed…

Abstract: Emerging platforms such as Augmented Reality (AR), Virtual Reality (VR), and autonomous machines, while are of a computing nature, intimately interact with both the environment and humans. They must be built, from the ground up, with principled considerations of three main components: imaging, computer systems, and human…