CS + Math @ Georgetown
working in machine learning, data science, and software development
I'm an undergraduate at Georgetown University studying Computer Science and Mathematics, with a particular interest in how data, ML, and AI systems drive civic and social impact.
02 / about
about
kyoto, japan · 2025
seoul / nova
I grew up in Northern Virginia, after my family immigrated from Seoul when I was in elementary school.
alexandria
I went to Thomas Jefferson High School for Science and Technology, where I learned how to build things.
washington
Now I'm at Georgetown, where being in the middle of D.C. made it obvious how much of public life runs on infrastructure most people never see.
what for
I want to use math and CS for the communities that took my family in, building technology that serves actual people.
elsewhere
long-distance running
golf
dollar slice pizza
country music
sudoku
basketball
weightlifting
03 experience
experience
Better Futures Institute
may 2026 — aug 2026
software engineer intern
transit APIs and ridership forecasting across a multi-agency system
Break Through Tech
may 2026 — present
ai/ml fellow
deep learning and RAG systems with corporate clients via Cornell Tech
Georgetown Ventures
sep 2025 — present
software engineer
async ingestion and autonomous agents for an AI travel startup
Hoyalytics
sep 2025 — present
director of training
led data science training for 500+ students
George Mason University
may 2024 — aug 2024
geospatial analytics researcher
geospatial modeling of heat exposure across DC bike networks
04 / projects
projects
a serverless monte carlo simulator that knows when to stop.
Python · AWS Lambda · SQS · DynamoDB · Terraform · WebSockets · Next.js
stopped early · 95% compute saved forecasting which bills advance, across a 5.8m-edge cosponsorship graph.
Python · PyTorch Geometric · scikit-learn · FastAPI · Next.js · SHAP
cosponsorship graph · 5.8m edges mapping how land surface temperature and wind speed shape cycling across the DC metro area.
ArcGIS Pro · OpenStreetMap · USGS Earth Explorer · NOAA NCEI
lst × bike trails · dc metro · jul–aug 2023
05 / skills
skills
select a node
17 tools · 4 domains
languages
- python
- typescript
- java
- c++
- sql
- r
ml & data
- pytorch
- scikit-learn
- xgboost
- pandas
infrastructure
- aws
- docker
- terraform
- postgresql
interfaces
- next.js
- react
- fastapi
- python — languages — 2m+ apc records spatially joined to census tracts
- pytorch — ml & data — graphsage gnn benchmarked on a 5.8m-edge cosponsorship graph
- aws — infrastructure — serverless monte carlo simulator, 43× hot-path speedup
- next.js — interfaces — live explainable bill forecasts across 16k bills
- typescript — languages — full-stack demo interfaces for capitolcast and my 5
- scikit-learn — ml & data — ml pipeline forecasting bill advancement, 15× lift over baseline
- xgboost — ml & data — 86% cross-validated r² on transit ridership forecasting
- docker — infrastructure — containerized services for the multi-agency transit api
- terraform — infrastructure — infrastructure-as-code for the my 5 serverless stack
- react — interfaces — component interfaces for capitolcast and my 5
- java — languages — coursework — data structures and advanced programming
- c++ — languages — coursework — data structures and systems programming
- sql — languages — multi-agency transit api with schema-level data isolation
- r — languages — statistical modeling coursework
- pandas — ml & data — anomaly detection pipeline across 2m+ vehicle records
- postgresql — infrastructure — relational store behind the transit api
- fastapi — interfaces — serving live bill forecasts to the capitolcast frontend
06 / education
education
Georgetown University
B.S. Computer Science · A.B. Mathematics
Washington, D.C.
- computer science i & ii
- data structures
- advanced programming
- discrete math
- multivariable calculus
- intro to math statistics
Thomas Jefferson High School for Science and Technology
Advanced Studies Diploma
Alexandria, Virginia
- computer science principles
- data structures
- web app development
- mobile app development
- engineering research lab
- calculus bc
- multivariable calculus
- linear algebra
- ap statistics
- statistical modeling
let's connect
jp2282 [at] georgetown [dot] edu
always up for a conversation about ML, civic tech, or pizza