Preferred Qualifications· AWS Certified Solutions Architect – Professional or Associate· Experience with financial services regulations (PCI-DSS, SOX, GDPR, FFIEC, ISO 27001)· Experience with encryption, key management (AWS KMS, HSM), and secrets management· Knowledge of zero-trust architectures and defense-in-depth security models· Experience with containerization and orchestration (Docker, Kubernetes, ECS/EKS)· Familiarity with DevSecOps, CI/CD, and automated compliance controls· Experience with disaster recovery and multi-region architectures Design end-to-end MLOps pipelines using Amazon SageMaker (Pipelines, Model Registry, Projects, Feature Store, Clarify, Model Monitor) for automated model training, deployment, bias detection, and monitoring .