by Robert Skeirik, Technical Associates of Charlotte

AI may be fast, but it's not magic—it can only detect what it’s trained to see. In this insightful session, Robert Skeirik from Technical Associates of Charlotte unpacks the three critical dimensions that make or break vibration-based AI: frequency range, amplitude capacity, and sampling rate. You’ll learn how to avoid artificial ignorance, ensure your systems detect early signals of failure, and choose sensors that actually deliver on the promise of predictive maintenance. Whether you’re in implementation mode or upgrading your IIoT strategy, this talk will shift how you think about machine learning and condition monitoring.