Student researcher and developer working across civic technology, biomedical AI, and disaster resilience. Each section below is a visual reading of one section of the résumé: the same facts, arranged so their shape is visible.
Two summers of foundations, then three concurrent research positions running through senior year.
Built the surface-temperature layer for the Seattle City Light GIS Mapping Hub in Dr. Bo Zhao's lab, pairing grid-restoration records since 2011 with the CDC Social Vulnerability Index. Deployed to the city government's internal site.
With Dr. Lorenzo Rosa. Inventoried Los Angeles-area data centers and modeled water and energy demand, plus grid impact, for those with sufficient data.
Faster R-CNN pneumonia detection and chest X-ray localization pipeline in PyTorch, trained locally on an RTX 4080 Super under strict submission limits. Team Falcons.
Mentored research on user-centric AI for assisting the visually impaired under Lilian Chen, Stanford School of Medicine.
Autonomous recorder-playing machine in C++ with custom PCB layouts and mechatronic sensors.
Research curriculum across neuroscience, biochemistry, biomechanics, and physics; cross-language algorithms, rule-based digital-circuit prototypes, and VR/human-agent interaction.
Reviewer in May, presenter in July, at the same IEEE conference.
Gradient-boosted classifier evaluated with leave-one-subject-out validation on ECG windows from a 22-subject PhysioNet dataset.
Appointed to evaluate manuscripts in humanitarian technology; reviewed papers in AI healthcare and civic technology.
Grew out of the SCAD cardiac-safety monitor: Polar H10 ECG over BLE, custom Android app, on-device classifier.
The wearable half of AccessMate: a 360° embedded helmet that describes surroundings to the rider. A U.S. provisional application is also pending.
Three domains, one question: when is it safe, and for whom does the answer fail?
iOS and web app scoring streets on public crime data, with a separate XGBoost model per region behind a FastAPI backend. Found that heavier police presence produces more reports regardless of activity, and documented the bias.
Turns local air-quality and extreme-heat data into plain-language safety guidance, with live time-series readings from the backyard station for block-level recommendations.
Raspberry Pi station assembled from discrete sensors, logging continuously since August 2026. It is the data layer under EnviGuard.
Non-invasive microneedle biosensing patch for continuous tracking of cortisol and serotonin, with a B2B go-to-market and fundraising strategy.
Models cascading Southern California disasters with an XGBoost stacked ensemble and SHAP; real-time FastAPI and PostgreSQL backend on live feeds.
Polar H10 ECG over BLE into a custom Android app; gradient-boosted classifier on 25 engineered features. 1st Place Applied Computational Science and Grand Award Finalist at LACSEF 2026; ISEF 2026 1st Alternate.
Open dataset and interactive map intersecting CAL FIRE 2025 fire perimeters with ACS median household income, in an equal-area projection (EPSG:3310). doi:10.7910/DVN/2R57BG, CC0 1.0.
Real-time computer-vision accessibility app paired with a wearable 360° embedded helmet. Taiwan patent granted, U.S. provisional pending, Congressional App Recognition Award.
The two oldest commitments are not technical at all: swimming since 2018, orchestra since 2019.
Where the field size is known, every placement lands in the top 8 percent, and three in the top 3.
Every tool listed is tied to something shipped: the matrix marks where each one appears in the work.
Python, TypeScript, JavaScript, Java, C++, SQL (PostgreSQL/PLpgSQL), Shell, HTML/CSS, LaTeX
PyTorch, Faster R-CNN and DenseNet-121, gradient-boosted trees (XGBoost), SHAP explainability, ONNX on-device deployment, leave-one-subject-out validation
FastAPI, Flask, PostgreSQL, Supabase, Firebase, real-time ingestion pipelines, geospatial analysis
Docker, CI/CD pipelines, reverse-proxy and DNS/TLS configuration, managed cloud platforms; six self-hosted applications in production
Raspberry Pi, Android & BLE (Polar H10 ECG), custom PCB layouts, closed-loop control systems
Outside of work: concerts, classical and competitive instruments, pickleball, swimming, community service and volunteer outreach.