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Notes from the lab on physical systems.

Write-ups on training and evaluating machine learning models on industrial, energy and environmental data.

October 26, 2026 · 26 min read

From raw vibration data to a working fault detector, and what to check along the way

A hands-on example with bearing vibration data from rotating machines (CWRU), covering data checks, leak-free splits and a small neural network in pytorch.

Predictive Maintenance · Vibration Data · Training