tidymodels
DAAF-Contribution-Community/daaf/.claude/skills/tidymodels/SKILL.md
R machine learning with tidymodels: recipes (preprocessing), parsnip (model specs), workflows (fit pipelines), tune (hyperparameters), rsample (resampling). Engines: ranger (RF), glmnet (lasso/ridge), xgboost, kknn. Model interpretation (permutation importance, PDP/ICE, SHAP via DALEX/iml/kernelshap) and fairness assessment (fairmodels). UMAP via uwot. Use when execution language is R. Python equivalent: scikit-learn. For econometric regression use fixest or r-stats.
Licensed with conditions — read it at the source. Read it on GitHub.
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CLAUDE.md
Skill
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- education-data-context.claude/skills/education-data-context/SKILL.md
- education-data-explorer.claude/skills/education-data-explorer/SKILL.md
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- education-data-source-ccd.claude/skills/education-data-source-ccd/SKILL.md
- education-data-source-crdc.claude/skills/education-data-source-crdc/SKILL.md
- education-data-source-eada.claude/skills/education-data-source-eada/SKILL.md
- education-data-source-edfacts.claude/skills/education-data-source-edfacts/SKILL.md
- education-data-source-fsa.claude/skills/education-data-source-fsa/SKILL.md
- education-data-source-ipeds.claude/skills/education-data-source-ipeds/SKILL.md
- education-data-source-meps.claude/skills/education-data-source-meps/SKILL.md
- education-data-source-nacubo.claude/skills/education-data-source-nacubo/SKILL.md
- education-data-source-nccs.claude/skills/education-data-source-nccs/SKILL.md
- education-data-source-nhgis.claude/skills/education-data-source-nhgis/SKILL.md
- education-data-source-pseo.claude/skills/education-data-source-pseo/SKILL.md
- education-data-source-saipe.claude/skills/education-data-source-saipe/SKILL.md
- education-data-source-scorecard.claude/skills/education-data-source-scorecard/SKILL.md
- election-data-source-countypres.claude/skills/election-data-source-countypres/SKILL.md
- fixest.claude/skills/fixest/SKILL.md
- geopandas.claude/skills/geopandas/SKILL.md
- ggplot2.claude/skills/ggplot2/SKILL.md
- great-tables.claude/skills/great-tables/SKILL.md
- gt.claude/skills/gt/SKILL.md
- igraph-r.claude/skills/igraph-r/SKILL.md
- igraph.claude/skills/igraph/SKILL.md
- linearmodels.claude/skills/linearmodels/SKILL.md
- marimo.claude/skills/marimo/SKILL.md
- plm.claude/skills/plm/SKILL.md
- plotly-r.claude/skills/plotly-r/SKILL.md
- plotly.claude/skills/plotly/SKILL.md
- plotnine.claude/skills/plotnine/SKILL.md
- polars.claude/skills/polars/SKILL.md
- pyfixest.claude/skills/pyfixest/SKILL.md
- python-r-translation.claude/skills/python-r-translation/SKILL.md
- quarto.claude/skills/quarto/SKILL.md
- r-python-translation.claude/skills/r-python-translation/SKILL.md
- r-stats.claude/skills/r-stats/SKILL.md
- science-communication.claude/skills/science-communication/SKILL.md
- scikit-learn.claude/skills/scikit-learn/SKILL.md
- sf-terra.claude/skills/sf-terra/SKILL.md
- shell-scripting.claude/skills/shell-scripting/SKILL.md
- skill-authoring.claude/skills/skill-authoring/SKILL.md
- stata-python-translation.claude/skills/stata-python-translation/SKILL.md
- stata-r-translation.claude/skills/stata-r-translation/SKILL.md
- statsmodels.claude/skills/statsmodels/SKILL.md
- survey-r.claude/skills/survey-r/SKILL.md
- svy.claude/skills/svy/SKILL.md
- synthetic-data-workflow.claude/skills/synthetic-data-workflow/SKILL.md
- tidyverse.claude/skills/tidyverse/SKILL.md
- web-retrieval.claude/skills/web-retrieval/SKILL.md
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