Real projects where I had to turn messy data, business constraints, and technical decisions into working systems.
Initial Investment: $0 CapEx
A client-facing retail price monitoring tool, rebuilt as a privacy-safe architecture demo to show the system logic without exposing client data or vendor internals. more
Development Cycle: 8 Months
A BERT classifier built for limited labeled data and rebuilt as a sanitized public demo: pretrained semantic representations turn unstructured import descriptions into business categories, and uncertain predictions are routed to review instead of forced into a label. more
Model Output: Continuous Score
A Bayesian model for reading competitor price gaps as a continuous signal instead of a simple yes/no alert. more