TRAINING ON SMARTLY SAMPLED DATA

Train on what matters—not everything.

The same CWRU model window enters two very different compute paths.

SPEED

INPUT FROM ARTIFACT 1

One 2,000-sample model window

Outer race · 1797 RPM

Loading CWRU window…

Same input

TRADITIONAL PIPELINEMove and train on everything

100%RAW DATA

Every sample moves forward

DATA CENTERCentralized training infrastructure

LIGHTSCLINETrain only on what matters

5–10%SMARTLY SAMPLED

A small, physics-rich fraction moves forward

LIGHTWEIGHT COMPUTEOn-site-ready training pipeline

Same 10-class diagnostic task.A radically lighter training pipeline.