## Deep Physics MSc Projects — Skoltech MSc class of 2020

We still have two openings to advise MSc students. Deep learning and quantum computing. We have several ongoing and new projects to select from that apply deep learning to understand physics. We also use statistical mechanics and quantum theory as a mathematical tool to understand e.g. the informatic properties of deep neural networks. For example, quantum computers provide new classes of neural networks that appear to be exponentially difficult to simulate using classical computers; on going work is geared towards refining quantum deep learning algorithms. Applications of deep learning to predict properties of quantum systems Enhancement of deep learning algorithms using real-world quantum computers and programable quantum simulators[…]