Experience

Returning full-time to join Semi-Systematic Equities.

Statistical research projects alongside training in game theory, mock trading, and finance.

• Building a brain–computer interface that uses EEG signals to control prosthetic limbs (currently in amputee pilots).
• Set SOTA on PhysioNet (97% accuracy, 200k-parameter model).
• Built a self-supervised time-series pipeline on AWS for real-time streaming and online fine-tuning.
• $1.5M pre-seed; Rice Summer Venture Studio 2025; NeurIPS workshop demo.

PyTorch · Signal Processing · AWS · Embedded

• Undergraduate: Data Structures & Algorithms (CS201), Machine Learning (CS371).
• Graduate: Numerical Analysis (Math 565D).

• Extracted fiber-optic network topologies from maps and built a self-updating database of nodes and links.
• Trained image segmentation models (91% Mean IoU) and transformer feature matchers.
• Generated 100k+ synthetic training images and automated discovery with Puppeteer.

Computer Vision · LoFTR · PyTorch · Slurm