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Challenge 9: Equipment Failure Rate Analysis


Amena Zepherin
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Challenge Overview

Can we predict when a piece of equipment will have a fault by using historical maintenance data? Can we use our equipment failure data to streamline our maintenance and reduce cost? 

 

Challenge Breakdown

This challenge is all about working with an unclean data set. You will have to sort through the data to find insight and potentially use language processing to find the root cause of equipment failure from maintenance logs. You will be provided with two data sets, one with long descriptions and one without. You can pick and choose what you use for insight with the goal of streamlining equipment maintenance and reducing how often equipment will need to be checked and potentially see if equipment failure can be pre-empted.

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