02 — work
Selected work
Live products I've designed and shipped, plus the data science and NLP work behind them.
live products
pilates.exe
Visit liveBiomechanics learning platform
A knowledge platform for Pilates instructors and practitioners. 112 classical exercises indexed across mat, reformer, Cadillac and chair; an interactive 43-muscle anatomy module; posture assessment; a drag-and-drop program builder; and a Schroth-informed scoliosis protocol.
Ground
Visit liveBreathe & reset
A minimalist breathing and grounding app for calming the nervous system. Guided breath pacing wrapped in a deliberately quiet, zen interface — restraint in the design serving the calming purpose.
client work
Atelier Move
Open demoStudio class-booking app
A mobile class-booking app for a Pilates & rehab studio — browse the schedule by day, filter by class type, and reserve a spot. Rebuilt as an anonymized, interactive mockup (the client brand is confidential).
Maison Dorée
Open demoRestaurant membership & rewards app
A loyalty app for a restaurant membership program — track points and tier, redeem rewards, and browse perks. Rebuilt as an anonymized, interactive mockup (the client brand and customer data are confidential).
research & data
Multi-Label BERT Classifier
PhayaThaiBERT + DNN for Jira issue tickets. Reduced labeling time by 80%. F1: 0.769. Published at IEEE ICCI 2024.
Document Clustering Engine
Unsupervised clustering pipeline using BERT embeddings to group related documents for topic categorization at scale.
ETL & Analytics Dashboards
Scheduled ETL pipelines from multiple data sources. Interactive dashboards in Tableau, Apache Superset, and Streamlit.