Predictive Maintaince (PdM) with Machine Learn- ing (ML) techniques is becoming increasingly vital for industrial equipment upkeep. The collection of comprehensive data from sensors and devices installed on machinery, ensuring both quality and quantity of data. Relevant features are then extracted from this data to build predictive models.