Design, operate, and improve on-premises MLOps infrastructure to productionize, deploy, monitor, and optimize ML models. Troubleshoot across the stack (Linux, Docker, Kubernetes), refine CI/CD workflows, integrate training/validation testing, and collaborate with data scientists and engineers to ensure reliability and performance at scale.

Lead global paid media strategy and execution across search, display, social, and app channels. Manage budget allocation, attribution and MMM, agency relationships, A/B testing, affiliate programs, and mentor a remote paid media team to drive scalable growth and optimize ROI and LTV.