Senior Data Scientist

alirezarezvani/claude-skills/engineering-team/skills/senior-data-scientist

作者 alirezarezvani19392f7a0826無授權條款27K 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫5 週前更新

World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics. Covers A/B testing (sample sizing, two-proportion z-tests, Bonferroni correction), difference-in-differences, feature engineering pipelines (Scikit-learn, XGBoost), cross-validated model evaluation (AUC-ROC, AUC-PR, SHAP), and MLflow experiment tracking — using Python (NumPy, Pandas, Scikit-learn), R, and SQL. Use when designing or analysing controlled experiments, building and evaluating classification or regression models, performing causal analysis on observational data, engineering features for structured tabular datasets, or translating statistical findings into data-driven business decisions.

包含腳本Data & Analytics

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references/experiment_design_frameworks.md1.4 KBtext/markdown
references/feature_engineering_patterns.md1.4 KBtext/markdown
references/statistical_methods_advanced.md1.4 KBtext/markdown
scripts/experiment_designer.py2.7 KBtext/plain
scripts/feature_engineering_pipeline.py2.8 KBtext/plain
scripts/model_evaluation_suite.py2.7 KBtext/plain
SKILL.md9.2 KBtext/markdown

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