Builds and deploys production-grade ML and generative-AI solutions in enterprise environments: designing CI/CD pipelines for model deployment, containerizing with Docker, orchestrating on Kubernetes, and using MLOps tools (MLflow, Kubeflow, SageMaker, Vertex AI) across AWS, Azure, and GCP while collaborating with data scientists to productionize models.
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