research

Interactive ML for physical training

UX Researcher · Uppsala University · Aug – Dec 2022

I interned on a Swedish Research Council-funded project led by Prof. Annika Waern at the Department of Informatics and Media, Uppsala University.

I researched, prototyped, and fabricated wearable sensor devices that fed an interactive MLInteractive machine learningMachine learning where people shape the model as they use it, by giving examples and corrections instead of handing over a fixed dataset. model for personalised physical training.

Then I ran user testing sessions to validate the wearables and improve their fit, comfort, and data quality.

Two years later I was shipping another body-worn sensing product: OrbitDesign and Product LeadChennai · 2024–26Orbitprototype → marketRoadmapEEG + PPGScopeproduct, ID, brand.

Related publication

Conference paper · ACM CHI 2025Towards Personalized Physiotherapy through Interactive Machine LearningWith Laia Turmo Vidal, Annika Waern, Rosa Cabanas-Valdés, Lauren van Loo, and Yinchu Li.