All awards
2 nd Place
datathons

DataCamp Predicting Industrial Machine Downtime — Level 3

How do machines behave before downtime?

DataCamp Predicting Industrial Machine Downtime — Level 3

About the Competition

Final level of DataCamp's predictive maintenance competition series — and the most analytical of the three. Focused on pre-failure machine behavior patterns rather than just binary failure prediction.

The Solution

Analyzed how machines behave in the lead-up to failure — what signals appear, how early they show up, and whether patterns hold across different machine types. Combined deep EDA with a well-tuned ensemble model carried over from earlier rounds to complete the three-level sweep.

Level 3 of 3. Completed the full sweep across all levels.

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