I build production-style ML and analytics systems that are meant to be used, not just trained. Most of my work sits at the intersection of credit risk, survival analysis, anomaly detection, forecasting, and decision-support tooling, with an emphasis on taking projects from modeling through APIs and usable front ends.
I am especially interested in applied ML and data work where modeling, software, and product thinking meet.
What you'll find here
- End-to-end ML projects grounded in real decision contexts
- Data systems with APIs, dashboards, evaluation workflows, and documentation
- Projects that balance statistical rigor, implementation detail, and usability
Selected projects
| Project | What it demonstrates |
|---|---|
| LoanSurv | Survival analysis for loan default timing on 2.2M Lending Club loans using Cox PH + Random Survival Forest, served through FastAPI with a React dashboard. [live demo] |
| Credit Recourse Engine | Actionable recourse for denied applicants using XGBoost, conformal prediction, and counterfactual explanations. |
| Freight KPI Tracker | Freight analytics pipeline with synthetic generation seeded from FAF5, Snowflake loading, lane-level anomaly detection, and dashboarding. |
| Controlled Document Retrieval | Compliance-focused retrieval system with role and jurisdiction filters, document lifecycle controls, and audit-ready citations. |
| codex-claude-bridge | Local orchestration bridge where Claude handles planning and review while Codex executes implementation-heavy work. |
| opsmon | Data reliability monitoring for multi-source time series with anomaly, drift, missingness, and integrity checks. |
How I like to build
- Start from a concrete decision or workflow, not just a benchmark
- Make uncertainty, evaluation, and failure modes visible
- Ship models with an interface: CLI, API, dashboard, or workflow
- Document tradeoffs clearly enough that another engineer can pick the work up
Stack
ML/Data Python · scikit-learn · XGBoost · lifelines · scikit-survival · PyTorch
Data pandas · SQL · Spark · Snowflake · Azure Synapse · Cosmos DB · pyarrow
APIs FastAPI · Pydantic · Docker
Frontend React · Vite · Plotly/Dash · Recharts · Tailwind CSS