Ever wondered how some companies avoid equipment breakdowns with what seems like magic? The secret often lies in predictive maintenance powered by machine learning. This method transforms how industries cope with system protection, turning sudden screw-ups into a difficulty of the beyond. The role of machine learning in predictive maintenance