Data & ML Talk

From notebook to production without a rewrite

Name: From notebook to production without a rewrite
Start: 2027-05-21T11:00:00+02:00
End: 2027-05-21T11:45:00+02:00
Location: Kiln Room, The Foundry Hall

Notebooks are great for thinking and terrible for operating. Wren shows how to keep the exploratory flow while extracting testable modules, scheduled runs and a paper trail.

Walkthrough of a refactor of a real churn analysis, in nine small commits.

Python
MLOps

Speaker

Wren Calloway

Independent researcher, Independent

Wren studies small models, latency and the cost of doing machine learning on modest hardware. They publish their benchmarks and failures alike.