Future Proof Data Science
System design Project structure
INTERACTIVE

Anatomy of a Production ML System

One real system, end to end: a model that predicts, from a trial's first three days, whether it will convert to paid, and everything it takes to keep those predictions flowing without a human in the loop. Everything here is clickable; the panel will guide you from there.

Play a flow
Build order
The big picture
makes the model ships it serves predictions watches it · the world artifacts + their store dashed outlines = environments, where things run