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Projects

Things I've built

A mix of research prototypes, systems work, and side projects. Use the filters to narrow by topic or tech.

All projects

Showing 9 projects.

2026

Circumflex — Neonatal Photoacoustic Oximeter

Two-quarter capstone: a miniaturized transesophageal photoacoustic oximetry probe to non-invasively measure pulmonary venous oxygen saturation in neonates with congenital heart disease.

  • Medical Devices
  • Biosensors
  • Photoacoustics
  • Hardware
2025

Implementing GPT-2 from Scratch

A decoder-only Transformer built in the GPT-2 style, adapted across sentiment analysis, paraphrase detection, and sonnet generation — comparing full fine-tuning to LoRA, ReFT, and DPO.

  • NLP
  • Transformers
  • PyTorch
  • LoRA
2025

TripCompassSF — Personalized Itinerary Planner

Generates budget- and time-aware daily itineraries for San Francisco by pairing a learned user–POI satisfaction model with a beam-search planner.

  • Machine Learning
  • Beam Search
  • Python
  • Recommender Systems
2025

4D Flow MRI Hepatic Flow Pipeline

A Python pipeline that extracts and quantifies hepatic flow metrics from 4D Flow MRI to study Fontan hemodynamics and AVM risk.

  • Python
  • NumPy
  • SciPy
  • Medical Imaging
2023

LLM Fallacy Detection

Benchmarked large language models for logical-fallacy detection and co-developed a detector with reproducible evaluation pipelines.

  • NLP
  • LLMs
  • Python
  • scikit-learn
2024

V3 Centrifuge — Phase-Aware Notifications

Redesigned a benchtop centrifuge with color-coded visual and auditory cues for each operation phase, so users can safely step away during long runs.

  • Embedded Systems
  • Hardware
  • UX
  • Bioengineering
2025

Brain Injury Connection — Accessible Redesign

As product manager with Develop for Good, led an accessible, cognitive-friendly website redesign for acquired-brain-injury patients and caregivers.

  • Product Management
  • Accessibility
  • UX
  • Web