DATA SCIENTIST & ML ENGINEER
I'm Ethan, a data scientist who builds.
I turn messy, real-world data into models, and models into deployed systems people actually use. This site is a walkthrough of how I think, not just what I scored.
- 2026VisaData Science Intern, Issuer Solutions
- 2025VisaData Science Intern, Merchant Solutions
- 2024Stack SportsData Science & Engineering Intern
- 2023UCSD Belkin LabMachine Learning Research Assistant
SELECTED WORK
End-to-end systems, not just notebooks
Projects carried from real data through a shipped system. Every case study covers the data, the trade-offs, how it deployed, and what it demonstrated.
Real-Time Telemetry Anomaly Detection Pipeline
Catching sensor anomalies in the stream, not after the fact.
Telemetry Pipeline · Shipped 2026
Agentic Enterprise Support Bridge
A Slack bot that escalates instead of hallucinating.
Support Agent · Shipped 2026
League of Legends Post-Draft Win Predictor
A credible win-probability signal, scoped to where it's real.
LoL Win Predictor · Shipped 2025
VALORANT Agent Meta & Sentiment Tracker
Where community “meta” talk diverges from what's actually winning.
Meta Tracker · Shipped 2026
SKILLS
Modeling
Pythonscikit-learnPyTorchXGBoostStatistics
Data Engineering
SQLSparkAirflowdbtKafka
Deployment & MLOps
DockerFastAPICI/CDAWSMonitoring & drift