Onboard sensors monitoring motor current, vibration, and temperature now allow drones to detect anomalies in real time. This machine learning system predicts mechanical failures before they occur. The research focuses on increasing the reliability of unmanned aerial vehicles. Practitioners can use these predictive diagnostics to reduce crash rates and maintenance costs for commercial fleets.