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Understand which features drive your model with SHAP and PDPs
claude install community/feature-importance-analyzerExplainability toolkit: compute SHAP values, run permutation importance, generate partial dependence plots, and produce human-readable feature importance reports.
mkdir -p ~/.claude/skills/feature-importance-analyzer~/.claude/skills/feature-importance-analyzer/SKILL.mdResulting file structure:
~/.claude/
skills/
feature-importance-analyzer/
SKILL.md <-- skill definitionSkills are loaded automatically by Claude Code when you start a new session. The skill name and description in the frontmatter determine when Claude triggers it.
Recommended from shared domain, career, and tool overlap with Feature Importance Analyzer
Build data pipelines with extraction, transformation, and loading
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Analyze datasets with statistics, correlations, and visualizations
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Generate publication-quality charts from any data format
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Generate data dictionaries with business context from database schemas
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Generate data pipeline tests that catch schema and quality issues
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Generate complete Jupyter notebooks for EDA and model training
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Feature Importance Analyzer