At Doris Worldwide Ltd, I audited 200+ school listings for data integrity on a B2B2C platform. I also proposed SEO and AI-optimised search content standards that were adopted.
On VIBECHECK, my final-year project, I combined audio and lyrics models to classify music emotions and built a Streamlit and Plotly app for track analysis and playlist annotation. The model reached 73.94% test accuracy.
I’ve also developed BI dashboards, predictive models, and deep learning classifiers through academic projects. As a Student Ambassador & Bilingual Liaison at Asia Pacific University (APU), I support Japanese and Korean exchange students and present APU programmes to recruitment agents and partner schools.
