End-to-end predictive maintenance pipeline: multi-sensor data acquisition (current, temperature, vibration), signal processing, ML-based condition classification (98% accuracy), and an offline inference dashboard. Validated on a vertical drill press — adaptable to any sensor-instrumented machine.