Experience
Work history, skills, and education.
Work History
- 2025 – Present
Solutions Architect — AWS Startups
Helping startups design and scale cloud-native architectures on AWS. Advising on infrastructure, ML workloads, and best practices for early-stage technical teams.
- 2022 – 2025
Data Scientist — Microsoft
Architected real-time telemetry pipelines in Azure Cloud to fine-tune LLM products. Built prompt ranking, recommendation systems, and A/B testing experiments using GenAI APIs.
- 2020 – 2022
Data Science Manager — BMO Financial Group
Built end-to-end ML frameworks for product recommendation, fraud detection, and risk optimization. Designed automated real-time data ingestion and reporting systems.
- 2018 – 2020
Senior Analyst — Constellation Brands
Engineered time series datasets for demand forecasting and anomaly detection. Built predictive models for pricing and customer behavior. Automated ETL pipelines.
- 2016 – 2018
Quantitative Researcher — CaseRank
Built a legal AI platform predicting lawsuit outcomes from caselaw. Accepted into the #1-ranked B2B Tech Wildcatters accelerator.
- 2016 – 2018
Data Science Specialist — BudLab (AB InBev)
Designed end-to-end ML solutions for dynamic pricing optimization. Built demand forecasting models delivered via a Flask web dashboard.
- 2011 – 2013
Network Specialist — Defense Command HQ, South Korea
CTF training, network monitoring, and server maintenance as platoon lead. Supported air, sea, and ground operations via telemetry downlink optimization.