About

Hi, I’m Umut

I’m a senior data scientist. I work on machine learning systems in production — the unglamorous parts: feature pipelines that don’t silently break, models that hold up under distribution shift, and metrics that mean what they say.

What I write about here

  • Blog posts — short writeups on things I run into at work or in side projects. Bias toward concrete, with code.
  • Projects — longer-form writeups of open-source work and experiments.

Background

  • Senior data scientist
  • Studied at Sapienza University of Rome

Get in touch