Manage the complete lifecycle of ML models, including governance, versioning, approvals, and production deployment. Develop and maintain monitoring and retraining pipelines to ensure ongoing model quality and compliance. Implement robust regulatory controls and audit processes to meet enterprise standards. Collaborate with applied ML engineers and compliance teams to uphold safe and compliant ML operations. Document and enforce governance practices, supporting transparency and readiness for audi