Computer Science · UT Austin
Hi, I'm Roy.
A researcher and engineer working where machine learning, simulation, and physical systems meet.
Selected work
Research, engineering, and a few side projects01 / RESEARCH
↗Physics-informed deep learning
Surrogate modeling for a materials inverse problem in the GAMMA Lab.

02 / ENGINEERING
↗Formula Student simulation
Vehicle-dynamics simulation, data cleanup, and tooling for Longhorn Racing Combustion.

03 / MACHINE LEARNING
↗Short-term market modeling
A student project on short-term market signals, feature engineering, and backtesting tree-based models.

04 / ATHLETICS
↗Competitive tennis
Years of practice, competition, and learning how to stay steady under pressure.

Experience
The concise versionEducation
University of Texas at Austin
B.S. Computer Science · GPA 3.94/4.0
Experience
Undergraduate Researcher · GAMMA Lab
Working on surrogate models, inverse problems, and training pipelines for computational materials research.
Simulation & Validation · Longhorn Racing
Building and validating simulation and data tools for vehicle-dynamics work.
Toolkit
PythonJuliaJavaPyTorchscikit-learnNumPyLinuxGitMySQLTACC / HPC