This is one of a series of tutorials that are part of the "AI in the Industry" course at University of Bologna. Each tutorial tackles a simplified industrial problem and aims at showing how similar problem can be tackled using AI techniques, from Machine Learning to Combinatorial Optimization (and later on their combination).

This tutorial in particular addresses the estimation of the Remaining Useful Life (RUL) of industrial components, and how to implement maintenance policies based on RUL estimation. The tutorial show multiple techniques to formulate the policy design problem, and touches also the concept and use of neuro-probabilistic models.

This tutorial relies on publicly available data.

The guide is available at the URL specified in the top right of the page, or directly on Binder