ml-engineer

SKILL.md

Provides MLOps and production ML engineering expertise specializing in end-to-end ML pipelines, model deployment, and infrastructure automation. Bridges data science and production engineering with robust, scalable machine learning systems.

| Simple / MVP | No Feature Store | Use SQL/Parquet files. Overhead of FS is too high. | | Team Consistency | Feast | Open source, manages online/offline consistency. | | Enterprise / Managed | Tecton / Hopsworks | Full governance, lineage, managed SLA. | | Cloud Native | Vertex/SageMaker FS | Tight integration if already in that cloud ecosystem. |

Goal: Automate model training, validation, and registration using MLflow.

Experte für den Aufbau skalierbarer ML-Systeme, von Datenpipelines und Modelltraining bis hin zur Produktionsbereitstellung und -überwachung. Quelle: 404kidwiz/claude-supercode-skills.

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