Machine learning algorithms are being applied to predictive maintenance in warehouses. By analyzing equipment usage patterns, the system can predict when machinery is likely to fail and schedule maintenance before breakdowns occur. This approach minimizes downtime and extends the lifespan of warehouse equipment.