I build systems from scratch. Then I make them smart.
Data Scientist and full-stack AI builder with 4+ years across healthcare, manufacturing, and independent product development. Founded and shipped CertPath — a live, revenue-generating AI platform with 1,000+ certifications and real users. Authorized to work in the U.S. without sponsorship.
on CertPath
audit · zero findings
experience
Selected work
Things I've built
Live product · Mar 2026 – Present
CertPath — AI Certification Platform
getcertpath.com · Live · Revenue-generating · Built solo
Full-stack AI platform with 1,000+ indexed certifications, real users, and live Stripe payments — built and shipped solo from scratch.
LangChain + Claude API + FAISS vector search powering certification discovery; automated content pipelines with parallel background jobs.
React + Vite frontend on Vercel, FastAPI backend on Railway, Supabase for auth, Google OAuth, Resend for transactional email.
SEO — dynamic sitemaps, meta tags, Search Console — plus broken link audits across all 1,000+ records.
Oct – Dec 2025
FairLens AI
Product Sustainability Scorer
XGBoost + GPT-4 RAG pipeline generating health-risk scores from barcode data. 30+ features, ~85% accuracy. Fairness audits with AIF360. Deployed on SageMaker at 1,000+ evaluations/day.
2025
AI Task Recommendation Agent
Gemini · Kaggle Agents
Digital twin agent that adapts scheduling to user context and energy levels. Multi-agent reasoning pipeline with rule-based prioritization and context-aware re-ranking.
2025
MoMA Exhibition Helper
Scikit-learn · SHAP · Python
Logistic regression predicting artwork exhibition selection. Engineered features: medium, period, artist history. SHAP to interpret probability shifts per feature.
2024
Audio Emotion Recognition
SVM · Librosa · MFCC
SVM classifier on MFCC features from speech clips, mapping voice signals to emotion states. Confusion matrix analysis to identify which emotion pairs clash most.
Experience
Where I've worked
- Built and shipped a live, revenue-generating AI platform — React frontend, FastAPI backend, PostgreSQL, Supabase auth, Google OAuth; deployed on Vercel and Railway
- Powered certification discovery across 1,000+ indexed records using LangChain, Claude API, and FAISS vector search with automated content pipelines and parallel background jobs
- Handled SEO, dynamic sitemaps, Search Console, Stripe payments, transactional email via Resend — production infrastructure end-to-end
- Built and deployed classification and regression models (XGBoost, scikit-learn) with FastAPI endpoints and Plotly dashboards; completed Azure ML deployments end-to-end
- Mentored 5+ graduate students through complete data science projects — feature engineering, model selection, interpretation — all delivered successfully
- Built ETL pipelines using Python, SQL, dbt, and Airflow on AWS S3 and EC2, with Snowflake as the central data warehouse
- Developed attendance tracking, billing validation, and P&L reporting systems — cut weekly reporting from 6 hrs to under 2 hrs (66% reduction)
- Built seasonal staffing and budget forecasting models; Tableau and Power BI dashboards — all 4 facilities passed state audit with zero findings
- Built Looker dashboards using MongoDB and BigQuery with Git-tracked ETL pipelines, replacing fragmented Excel reporting
- Python + SQL EDA to surface production bottlenecks; time-series forecasting (rolling averages, seasonality decomposition) to align schedules with demand and cut overstock
Skills
What I bring
Where human intuition meets machine intelligence.
Languages & data
Databases
ML & AI
Cloud & tools
Visualization
Communication & people
Credentials
Education & certifications
05 · Contact
Let's build something real.
Open to full-time roles in data science, ML, and analytics. If there's a project where focused ML work could make a real difference — I'd love to hear about it. Usually reply within 1–2 business days.