Autonomous Assembly

Started as a research prototype and its now in production with multiple customers

Mind Reading

Deep learning with attention to predict human action from EEG data

Force control

Generalized algorithm for high-precision robotic assembly. System can perform complex fit up and insertion operations

Neurons as RL Agents

Biologically inspired framework for multi agent learning. A network of individual agents compete for resources while cooperating on high level objectives

Machine learning for Astrophysics

Predicting the equation of state of neutron stars with deep neural networks

Particle Physics

Deep learning for particle reconstruction

Weight sharing

Investigation of weight sharing in neural networks. Searching for biologically plausible alternatives.

Deep Learning in Fortran

Run neural networks directly in FORTRAN for large scale computing frameworks

Climate Modeling

Deep networks emulate cloud convection processes

Hyperparameter Optimization

Hyperparameter search library for machine learning applications