Machine learning algorithms are revolutionizing the field of predictive maintenance by enabling proactive detection of potential equipment failures. By analyzing real-time data from sensors and other sources, these algorithms can identify anomalies that may indicate imminent issues. This allows organizations to plan maintenance before failures occu