├── .Rbuildignore ├── .gitignore ├── .travis.yml ├── CC-BY-NC-SA-4.0.txt ├── CONTRIBUTING.md ├── DESCRIPTION ├── LICENSE.txt ├── MIT-License.txt ├── R ├── coef-plot.R ├── create_text_classifier.R ├── effect-plot.R ├── get-SpamTube-dataset.R ├── get-bike-sharing-dataset.R ├── get-cervical-cancer-dataset.R ├── get-text-classifier.R ├── ggplot-theme.R ├── knitr_options.R ├── lime.R └── utils.R ├── README.md ├── _build_and_deploy.sh ├── cover ├── cover-amazon.xcf ├── cover-leanpub.xcf ├── cover-lulu.jpg ├── cover-lulu.png ├── cover-lulu.xcf ├── cover.png └── isbn_barcode.pdf ├── data ├── TubeSpam.csv ├── bike-sharing-daily.csv ├── bike.RData ├── bike.csv ├── cached-anchors-cervical-balanced.RDS ├── cached-anchors-cervical.RDS ├── cached-anchors-edge.RDS ├── cached-anchors.RDS ├── cached-sbrl-bike.RDS ├── cached-sbrl-cervical.RDS ├── cervical.RData ├── cervical.csv ├── influence-df.RData ├── risk_factors_cervical_cancer.csv ├── speed_dating_data.csv └── ycomments.RData ├── iml-book.Rproj ├── initialize-gh-pages.sh ├── manuscript ├── 00.0-preface.Rmd ├── 01-introduction.Rmd ├── 01.2-short-stories.Rmd ├── 01.3-ml-definitions.Rmd ├── 02-interpretability.Rmd ├── 03-datasets.Rmd ├── 04.1-interpretable-models.Rmd ├── 04.2-interpretable-linear.Rmd ├── 04.3-interpretable-logistic.Rmd ├── 04.4-interpretable-lm-extensions.Rmd ├── 04.5-interpretable-tree.Rmd ├── 04.6-interpretable-rules.Rmd ├── 04.7-interpretable-rulefit.Rmd ├── 04.8-interpretable-other.Rmd ├── 05.1-agnostic.Rmd ├── 05.2-agnostic-pdp.Rmd ├── 05.3-agnostic-ice.Rmd ├── 05.4-agnostic-ale.Rmd ├── 05.5-agnostic-interaction.Rmd ├── 05.6-agnostic-permfeatimp.Rmd ├── 05.7-agnostic-global-surrogate.Rmd ├── 05.8-agnostic-lime.Rmd ├── 05.8.1-agnostic-Anchors.Rmd ├── 05.9-agnostic-shapley.Rmd ├── 05.9b-agnostic-shap.Rmd ├── 06.0-example.Rmd ├── 06.1-example-based-counterfactual.Rmd ├── 06.2-example-based-adversarial.Rmd ├── 06.3-example-based-proto.Rmd ├── 06.4-example-based-archetypes.Rmd ├── 06.5-example-based-influence-fct.Rmd ├── 07.0-neuralnet.Rmd ├── 07.1-feature-visualization.Rmd ├── 07.2-concepts.Rmd ├── 07.3-feature-attribution.Rmd ├── 07.4-distillation.Rmd ├── 08-future.Rmd ├── 09-contribute.Rmd ├── 09b-translations.Rmd ├── 10-acknowledgements.Rmd ├── Book.txt ├── Makefile ├── Sample.txt ├── _bookdown.yml ├── _output.yml ├── css │ ├── cookieconsent.min.css │ └── style.css ├── html │ └── header.html ├── images │ ├── a484.png │ ├── access-denied.jpg │ ├── access-denied.xcf │ ├── activation-optim.png │ ├── adversarial-1pixel.png │ ├── adversarial-ostrich.jpg │ ├── adversarial-panda.jpg │ ├── adversarial-toaster.png │ ├── adversarial-turtle.png │ ├── agnostic.png │ ├── amazon-freq-bought-together.png │ ├── analyze.png │ ├── anchors-process.jpg │ ├── anchors-visualization.png │ ├── anchors.jpg │ ├── arch-compare.png │ ├── big-picture.png │ ├── big-picture.xcf │ ├── broden.png │ ├── burnt-earth.jpg │ ├── burnt-earth.xcf │ ├── by-nc-sa.png │ ├── cfexp-nsgaII.jpg │ ├── cnn features-1.xcf │ ├── cnn-features.png │ ├── cooks-analyzed-1.png │ ├── cover-amazon-bordered.jpg │ ├── detective.png │ ├── dissection-dog-exemplary.jpg │ ├── dissection-dogs.jpeg │ ├── dissection-network.png │ ├── doctor-840127_1280.xcf │ ├── dog_and_book.jpeg │ ├── doge-stuck.jpg │ ├── doge-stuck.xcf │ ├── enrollment.png │ ├── eureka.png │ ├── explain.png │ ├── feature-visualization-units.png │ ├── graph.jpg │ ├── hospital.png │ ├── ice-bike-derivative-1.png │ ├── ice-cervical-derivative-1.png │ ├── iml.png │ ├── inceptionv1.svg │ ├── influence-single-1.png │ ├── interaction-cervical-1.png │ ├── interaction2-cervical-age-1.png │ ├── learn-one-rule.png │ ├── learner.png │ ├── lime-images-package-example-1.png │ ├── lime-tabular-example-explain-plot-2-1.png │ ├── lime-text-explanations-1.png │ ├── machine-learning-xkcd.png │ ├── mri.png │ ├── pen.jpg │ ├── potato-chips.jpg │ ├── programing-ml.png │ ├── proto-critique2.jpg │ ├── rotation-dissect.png │ ├── rulefit.jpg │ ├── scientist.png │ ├── shap-clustering.png │ ├── shap-dependence-interaction.png │ ├── shap-dependence.png │ ├── shap-explain-1.png │ ├── shap-explain-2.png │ ├── shap-importance-extended.png │ ├── shap-importance.png │ ├── shap-simplified-features.jpg │ ├── shap-superpixel.jpg │ ├── shapley-bike-plot-1.png │ ├── shapley-cervical-plot-1.png │ ├── shapley-coalitions.png │ ├── shapley-instance-intervention.png │ ├── shapley-instance.png │ ├── spheres.jpg │ ├── strong.png │ ├── tcav.png │ ├── title_page.jpg │ ├── trippy.png │ ├── units.jpg │ └── wise.png ├── index.Rmd ├── javascript │ └── cookieconsent.min.js ├── krantz.cls └── xgboost.model ├── pkg └── sbrl_1.2.tar.gz ├── review.md └── scripts ├── dl-feature-attribution ├── activation-maximization.py ├── edge-detection.py ├── feature-attribution-dl.py ├── utils.py └── utils_imagenet.py ├── fix-leanpub.R ├── imagenet_classifier.R ├── lime.ipynb ├── mmd └── MMD-critic │ ├── .gitignore │ ├── Helper.py │ ├── LICENSE │ ├── README │ ├── classify.py │ ├── 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