Portfolio

Recommendation

A practical route from MovieLens interactions to graph embeddings, along with the evidence and limits needed before calling the result a recommender.

Replacing a static affiliate landing page with a continuous, personalized discovery feed, measured through a multi-country controlled experiment.

An end-to-end decision engine for audience, timing, and content, evaluated against persistent holdouts across eight countries.