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How do machines behave before downtime?

Predictive Maintenance Level 3 — DataCamp Competition

Final entry in DataCamp's machine downtime competition series, focusing on pre-failure behavior patterns.

How do machines behave before downtime?

Overview

The final level of the series, and probably the most interesting one. Instead of just predicting failure, this one looked at how machines behave leading up to downtime — what signals show up, how early they appear, and whether patterns are consistent across different machine types. Completed the sweep of all three levels. The win here came from combining solid EDA with an ensemble model that was already well-tuned from the earlier rounds.

Gallery

How do machines behave before downtime? — view 1