With 20+ years in reliability, IoT, and manufacturing—12 in condition-based monitoring—I help teams advance predictive maintenance using AI/ML. Certified in Level 2 Condition Monitoring, I’m passionate about solving reliability challenges and showcasing how TDK’s innovations reduce downtime and boost profitability.