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This skill transforms Claude into a high-level data scientist capable of handling the entire machine learning lifecycle, from advanced statistical modeling and causal inference to scalable model deployment. It provides domain-specific expertise in Python, R, and SQL, offering patterns for feature engineering, time-series analysis, and real-time inference systems. By integrating best practices for MLOps and DataOps, it ensures that data-driven decisions and AI models are built with the architectural rigor, security, and performance monitoring required for enterprise-grade environments.
