The model is
only part
of the story.

My route into data science started with pharmacy. That background gives me a practical connection to healthcare and life-sciences data.

That perspective has stayed with me, from pharmaceutical demand forecasting and enterprise analytics to production ML and Generative AI at Call Assist.

I work across the full system: preparing data, building and evaluating models, serving them through APIs, and keeping deployment repeatable. I’m interested in work where the technical choices have a clear connection to what people need.