I ship across applied ML and full-stack SaaS — from healthcare biosignals to multi-tenant analytics in production. My work spans two worlds: one day it's a CNN reading single-lead physiological data, the next it's per-tenant isolation in an analytics SaaS. The throughline is the same — turn a hard, real-world problem into a working system people rely on.
- 🔭 Currently building → ArbFlow, a multi-tenant GA4 analytics SaaS running in production
- 🫀 Researching → sleep-apnea detection from single-lead signals (paper in progress)
- 🌱 Gravitate toward → early-stage teams where shipping is the job
- 💬 Open to → SWE internships · 2026 · remote-friendly
| Project | What it is |
|---|---|
ArbFlow 🟢 Live |
Multi-tenant GA4 analytics SaaS — secure per-tenant data isolation and a clean product-metrics dashboard. Deployed and running in production. · Next.js FastAPI PostgreSQL Vercel |
Sleep Apnea Detection Research · in progress |
1D CNN detecting apnea from single-lead signals, validated with leave-one-patient-out CV. Accuracy is the wrong yardstick when events are rare — a model scores ~91% by mostly predicting normal and misses what matters. Rebuilding the evaluation around recall & PR-AUC over the apnea class is the core of the paper. · PyTorch 1D CNN LOPO CV SHAP |
| Self-Healing MLOps Pipeline | Automated training pipeline that catches data drift statistically and retrains/rolls back before degradation reaches users — making reliability a property of the system instead of a fire drill. · Python Docker CI/CD |
| [Pre-Eclampsia Risk Model] | Flags high-risk pregnancies early from routine clinical features — surfacing the signal that sits in checkup data before it becomes an emergency. · scikit-learn Pandas |
Languages
Frontend
Backend & Data
ML / Ops
No grand process — just a loop I trust:
1. Find what actually matters → 2. Ship the smallest thing that actually works → 3. Put it in front of real users, fast → 4. Measure → fix → repeat
So far, so good.
I like a clean straight six. Same way I like shipping — line it up, make clean contact, send it.
Let's build something. · Email me · Portfolio · Resume