Hi, I’m Tim.

This is my old machine learning blog from an earlier chapter, when I was studying and learning in public.

I’ve kept it online mostly for nostalgia. The posts are dated now.

These days I’m a machine learning engineer working on ML infrastructure and customer-deployed robotics in London.

I’m especially interested in the systems around model improvement: data capture, training loops, evals, deployment, telemetry, and operator feedback.

Recent work includes robotics platform and training infrastructure at Reimagine Robotics; production ML systems at Lifecheq; Kubernetes ML platform work for Deutsche Telekom; and manufacturing ML deployments for Norican, Condals, and Sibanye-Stillwater.