Machine Learning for Equipment Failure Prediction and Predictive Maintenance (PM)

I spent roughly four years of my life studying equipment failure problems as a Data Scientist. This article includes the better part of what I learned along the way.

machine_failure/Machine Learning for Equipment Maintenance - 2022.ipynb at master ·…

For more predictive maintenance techniques, please see the following series of articles.

A Complete Solution to the BackBaze.com Kaggle Problem

Originally published in July 2020. Significantly augmented in February 2021 and August 2022

In this notebook, I walk through a predictive maintenance problem in great detail. These types of problems can be tricky for several reasons. The first six sections deal with building a model. The last sections deal with evaluating model effectiveness and ensuring it will be effective when deployed…