Selected Work
Each of these is written up end to end — the problem, the approach, what the numbers came out at, and what I'd do differently.
Isolating individual customer conversations inside eight-hour, multi-speaker audio recorded on wearables across retail stores.
Finding where one customer interaction ends and the next begins, by classifying what happened rather than who was speaking.
Screening retinal images for diabetic retinopathy severity, with visual explanations a clinician can actually audit.
Reading sentiment from speech and text together, because tone routinely contradicts the words.
A content-plus-collaborative recommender built as a reproducible, versioned pipeline rather than a notebook.