Predictive maintenance is a vital strategy for optimizing operational efficiency and minimizing downtime in production environments. By leveraging the power of machine learning, businesses can anticipate potential equipment failures before they occur, enabling proactive repairs. Machine learning algorithms analyze vast amounts of telemetry collect