Professional Overview
Operations Manager with 12+ years building manufacturing and commercial operations from the ground up. Built two factories from empty sites — battery/inverter and mobile phone assembly — plus led national sales/distribution operations, improving forecast accuracy by 15–20%. Data-driven, hands-on, and ready for full-time remote work.
Areas of Expertise
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
AI Product & Strategy
Translate AI capabilities into product roadmaps, define success metrics, and drive adoption across engineering and business teams.
AI Business, Marketing & Strategy
Apply AI to marketing automation, content generation, customer segmentation, and revenue growth strategies.
