Machine learning at the EDGE, embedded machine learning, AI accelerators, computational sensors

Assurance of autonomous systems through design processes, testing, and fault detection/recovery. Particular experience with marine robotics, observatory systems, observation system design, and various aspects of working in the ocean environment (acoustics, under-ice operations, etc).

My [Econ-ARK/HARK](https://github.com/econ-ark/HARK) toolkit for solving dynamic stochastic optimization problems in economics should probably add some ML (and maybe AI) tools for solving these kinds of models, both as a computational technique and as an alternative to “rational” (Bellman) methods.

Human-AI Interaction

Theory of Algorithms

Cyber-Physical Systems, Formal Verification, Optimization

Uncertainty Quantification

philosophy, foundations of the mind-brain sciences, language, perception

causal inference

Team, teams, teamwork, teaching, pedagogy, andragogy, business, management

Medical Imaging

Optimization, Distributed / Federated Learning

Computational Economics, Heterogeneous Agent Models, Dynamic Stochastic Optimization

Augmented Reality, Mixed Reality, Virtual Reality, Extended Reality

AI assisted image processing, data visualization, virtual reality, VR, XR, AR, microscopy, data compression, data management, data sharing, Big Data, Cloud computing

Cyber Physical Systems, Cybersecurity

Research and Statistics