Machine Learning
🧬 ATOM-1: a sequence-to-sequence foundation model for RNA biophysics, and the core of Atomic AI’s 3D structure prediction model.
🧭 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 the world Hyperband).
🛰️ Deep learning for dynamical systems analysis: a project with the European Space Agency using deep learning to analyze data from (potentially chaotic) dynamical systems.
Computational Physics & Chemistry
⚛️ 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.
Algorithms & Games
🧮 Ataxx game search engine: my C++ Ataxx minimax search engine that won a graduate heuristic search course tournament (by being fast, and spending it’s time wisely in the tournament)