├── .github └── workflows │ ├── Book.yaml │ └── link-checker.yml ├── .gitignore ├── CC-BY-NC-SA-4.0.txt ├── CHANGELOG.md ├── DESCRIPTION ├── LICENSE.txt ├── MIT-License.txt ├── README.md ├── cover ├── cutout-borders.jpg ├── paperback.pdf └── paperback.xcf ├── data ├── TubeSpam.csv ├── bike-sharing-daily.csv ├── bike.RData ├── bike.csv ├── cached-anchors-edge.RDS ├── cached-anchors.RDS ├── cached-sbrl-bike.RDS ├── cached-sbrl-penguins.RDS ├── influence-df.RData ├── penguins.csv ├── speed_dating_data.csv └── ycomments.RData ├── initialize-gh-pages.sh ├── manuscript ├── .gitignore ├── Makefile ├── _box-shap-book.qmd ├── _output.yml ├── _quarto-ebook.yml ├── _quarto-editing.yml ├── _quarto-kindle.yml ├── _quarto-pdf.yml ├── _quarto-print.yml ├── _quarto.yml ├── _setup.qmd ├── acknowledgements.qmd ├── adversarial.qmd ├── ale.qmd ├── anchors.qmd ├── ceteris-paribus.qmd ├── cite.qmd ├── cnn-features.qmd ├── counterfactual.qmd ├── course.qmd ├── css │ ├── cookieconsent.min.css │ └── style.css ├── data.qmd ├── decomposition.qmd ├── detecting-concepts.qmd ├── evaluation.qmd ├── extend-lm.qmd ├── feature-importance.qmd ├── future.qmd ├── global.qmd ├── goals.qmd ├── grateful-refs.bib ├── html │ ├── epub.css │ ├── purchase.html │ └── style.scss ├── ice.qmd ├── images │ ├── a484.jpg │ ├── access-denied.jpg │ ├── access-denied.xcf │ ├── activation-optim.jpg │ ├── adversarial-1pixel.jpg │ ├── adversarial-ostrich.jpg │ ├── adversarial-panda.jpg │ ├── adversarial-toaster.jpg │ ├── adversarial-turtle.jpg │ ├── agnostic-black-box.jpg │ ├── amazon-freq-bought-together.jpg │ ├── anchors-process.jpg │ ├── anchors-visualization.jpg │ ├── anchors.jpg │ ├── anchors1-1.jpg │ ├── anchors2-1.jpg │ ├── anchors3-1.jpg │ ├── anchors4-1.jpg │ ├── arch-compare.jpg │ ├── big-picture.jpg │ ├── big-picture.xcf │ ├── black-box.jpg │ ├── burnt-earth.jpg │ ├── burnt-earth.xcf │ ├── by-nc-sa.jpg │ ├── cfexp-nsgaII.jpg │ ├── cheatsheet-logistic-regression.jpg │ ├── cheatsheet-shap.jpg │ ├── cnn features-1.xcf │ ├── cnn-features.jpg │ ├── cooks-analyzed-1.jpg │ ├── cover-shap-book.jpg │ ├── cover-sidepanel.jpg │ ├── cover-sml-science.jpg │ ├── cover.jpg │ ├── cp-ice-pdp.jpg │ ├── culmen_depth.jpg │ ├── dissection-dog-exemplary.jpg │ ├── dissection-dogs.jpeg │ ├── dissection-network.jpg │ ├── doctor-840127_1280.xcf │ ├── doge-stuck.jpg │ ├── doge-stuck.xcf │ ├── favicon.jpg │ ├── feature-visualization-units.jpg │ ├── graph.jpg │ ├── handwritten-prototypes.jpg │ ├── hospital.jpg │ ├── iml.jpg │ ├── interpretable-box.jpg │ ├── learn-one-rule.jpg │ ├── learner.jpg │ ├── lime-images-package-example-1.jpg │ ├── lter_penguins.jpg │ ├── original-images-classification.jpg │ ├── pen.jpg │ ├── potato-chips.jpg │ ├── programing-ml.jpg │ ├── ramen.jpg │ ├── rulefit.jpg │ ├── shap-clustering.jpg │ ├── shap-dependence-interaction.jpg │ ├── shap-dependence.jpg │ ├── shap-explain-1.jpg │ ├── shap-explain-2.jpg │ ├── shap-importance-extended.jpg │ ├── shap-importance.jpg │ ├── shap-simplified-features.jpg │ ├── shap-superpixel.jpg │ ├── shapl-importance.jpg │ ├── shapley-coalitions.jpg │ ├── shapley-instance-intervention.jpg │ ├── shapley-instance.jpg │ ├── smoothgrad.jpg │ ├── specific-black-box.jpg │ ├── spheres.jpg │ ├── taxonomy.jpg │ ├── tcav.jpg │ ├── trippy.jpg │ ├── units.jpg │ └── vanilla.jpg ├── impressum.qmd ├── index.qmd ├── influential.qmd ├── interaction.qmd ├── interpretability.qmd ├── intro.qmd ├── javascript │ └── cookieconsent.min.js ├── latex │ ├── before_body.tex │ └── preamble.tex ├── lime.qmd ├── limo.qmd ├── lofo.qmd ├── logistic.qmd ├── math-terms.qmd ├── neural-networks.qmd ├── overview.qmd ├── pdp.qmd ├── pixel-attribution.qmd ├── proto.qmd ├── r-packages.qmd ├── references.bib ├── references.qmd ├── rulefit.qmd ├── rules.qmd ├── shap.qmd ├── shapley.qmd ├── storytime.qmd ├── translations.qmd ├── tree.qmd └── what-is-machine-learning.qmd ├── pkg └── sbrl_1.2.tar.gz ├── renv.lock └── scripts ├── dl-feature-attribution ├── 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