This Guidance shows how you can improve failure predictions for large equipment and complex assemblies without requiring supervised machine learning (ML). Amazon Lookout for Equipment analyzes data from your sensors and systems—such as pressure, flow rate, revolutions per minute, temperature, and power—to automatically train a model specific to your equipment. This unique model can then identify early warning signs, pinpoint issues, and predict the magnitude of impact of a detected event. Your SAP system then creates maintenance notifications or measurement readings to help you proactively address the predicted event.