Undergraduate Research
Computational Physics
⚛️ Ab Initio Quantum Chemistry: applying the variational method to estimate ground state properties of exotic molecules (or: why I learned Fortran77 in 2016).
Computer Vision + Robotics
🦾 Visual Servoing with Humans in the Loop: a novel control scheme for simplifying the operation of a high degree of freedom robot arm that uses computer vision to define an intuitive, task-specific control manifold.
Graduate Research
Machine Learning Theory
🧭 Pure Exploration in Bandit Problems: how to run an experiment as efficiently as possible when there’s no explicit penality for exploration (or: the problem setting that gave us Hyperband).
Machine Learning Applications
🛰️ Deep Learning for Dynamical Systems Analysis: a project with the European Space Agency on using deep learning to analyze data from (potentially chaotic) dynamical systems.
Industry Research
Machine Learning for Structural Biology
🧬 ATOM-1: a foundation model which understands the biophysics of structured RNA molecules.