Avoiding Data Leakage in Synthetic Data Projects
Synthetic data offers vast opportunities for machine learning model training without real-world constraints. Yet, beneath this promise lies the risk of…
Read more →Samotics’ SAM4 system reads current and voltage signals at the motor control cabinet of AC-motor-driven equipment – pumps, fans, compressors, conveyors – and analyzes the resulting electrical-signature data with physics-informed AI to detect developing faults early. The company monitors more than 7,000 assets and reports a 95.5% recall on confirmed fault events.
Sensor / Time-series