Files in christophM/interpretable-ml-book
Interpretable machine learning
.Rbuildignore
.github/workflows/Book.yaml
.github/workflows/link-checker.yml
.gitignore
CC-BY-NC-SA-4.0.txt
CONTRIBUTING.md
DESCRIPTION
LICENSE.txt
MIT-License.txt
R/coef-plot.R
R/create_text_classifier.R
R/effect-plot.R
R/get-SpamTube-dataset.R
R/get-bike-sharing-dataset.R
R/get-cervical-cancer-dataset.R
R/get-text-classifier.R
R/ggplot-theme.R
R/knitr_options.R
R/lime.R
R/utils.R
README.md
_build.sh
_update-gh-pages.sh
cover/Bookcover_IML_KDP_v2/PAPERBACK_v2.pdf
cover/Bookcover_IML_KDP_v2/PAPERBACK_v2.png
cover/Bookcover_IML_KDP_v2/PAPERBACK_v2.xcf
cover/Bookcover_IML_KDP_v2/cutout-without-border.png
cover/Bookcover_IML_KDP_v2/cutout.jpg
cover/Bookcover_IML_KDP_v2/cutout.png
cover/old-covers/cover-amazon.xcf
cover/old-covers/cover-bad-quality.png
cover/old-covers/cover-leanpub-2nd.jpeg
cover/old-covers/cover-leanpub-2nd.png
cover/old-covers/cover-leanpub-2nd.xcf
cover/old-covers/cover-leanpub.xcf
cover/old-covers/cover-lulu.jpg
cover/old-covers/cover-lulu.png
cover/old-covers/cover-lulu.xcf
cover/old-covers/cover-only-image.png
cover/old-covers/isbn_barcode.pdf
data/TubeSpam.csv
data/bike-sharing-daily.csv
data/bike.RData
data/bike.csv
data/cached-anchors-cervical-balanced.RDS
data/cached-anchors-cervical.RDS
data/cached-anchors-edge.RDS
data/cached-anchors.RDS
data/cached-sbrl-bike.RDS
data/cached-sbrl-cervical.RDS
data/cervical.RData
data/cervical.csv
data/influence-df.RData
data/risk_factors_cervical_cancer.csv
data/speed_dating_data.csv
data/ycomments.RData
iml-book.Rproj
initialize-gh-pages.sh
manuscript/.07.3-feature-attribution.Rmd.swo
manuscript/00.0-preface.Rmd
manuscript/01-introduction.Rmd
manuscript/01.2-short-stories.Rmd
manuscript/01.3-ml-definitions.Rmd
manuscript/02-interpretability.Rmd
manuscript/03-datasets.Rmd
manuscript/04.1-interpretable-models.Rmd
manuscript/04.2-interpretable-linear.Rmd
manuscript/04.3-interpretable-logistic.Rmd
manuscript/04.4-interpretable-lm-extensions.Rmd
manuscript/04.5-interpretable-tree.Rmd
manuscript/04.6-interpretable-rules.Rmd
manuscript/04.7-interpretable-rulefit.Rmd
manuscript/04.8-interpretable-other.Rmd
manuscript/05-agnostic-decomposition.Rmd
manuscript/05.1-agnostic.Rmd
manuscript/05.2-agnostic-pdp.Rmd
manuscript/05.3-agnostic-ice.Rmd
manuscript/05.4-agnostic-ale.Rmd
manuscript/05.5-agnostic-interaction.Rmd
manuscript/05.6-agnostic-permfeatimp.Rmd
manuscript/05.7-agnostic-global-surrogate.Rmd
manuscript/05.8-agnostic-lime.Rmd
manuscript/05.8.1-agnostic-Anchors.Rmd
manuscript/05.9-agnostic-shapley.Rmd
manuscript/05.9b-agnostic-shap.Rmd
manuscript/06.0-example.Rmd
manuscript/06.1-example-based-counterfactual.Rmd
manuscript/06.2-example-based-adversarial.Rmd
manuscript/06.3-example-based-proto.Rmd
manuscript/06.5-example-based-influence-fct.Rmd
manuscript/07.0-neuralnet.Rmd
manuscript/07.1-feature-visualization.Rmd
manuscript/07.2-feature-attribution.Rmd
manuscript/07.3-concepts.Rmd
manuscript/07.4-distillation.Rmd
manuscript/07.4-unused.txt
manuscript/08-future.Rmd
manuscript/09-contribute.Rmd
manuscript/09b-translations.Rmd
manuscript/10-acknowledgements.Rmd
manuscript/Makefile
manuscript/_bookdown.yml
manuscript/_output.yml
manuscript/css/cookieconsent.min.css
manuscript/css/style.css
manuscript/global-methods.Rmd
manuscript/html/cta-button.html
manuscript/html/header.html
manuscript/images/a484.png
manuscript/images/access-denied.jpg
manuscript/images/access-denied.xcf
manuscript/images/activation-optim.png
manuscript/images/adversarial-1pixel.png
manuscript/images/adversarial-ostrich.jpg
manuscript/images/adversarial-panda.jpg
manuscript/images/adversarial-toaster.png
manuscript/images/adversarial-turtle.png
manuscript/images/agnostic.png
manuscript/images/ale-bike-1.jpeg
manuscript/images/ale-bike-2d-1.jpeg
manuscript/images/ale-bike-cat-1.jpeg
manuscript/images/ale-bike-cor-1.jpeg
manuscript/images/ale-cervical-1D-1.jpeg
manuscript/images/ale-cervical-2d-1.jpeg
manuscript/images/aleplot-computation-1.jpeg
manuscript/images/aleplot-computation-2d-1.jpeg
manuscript/images/aleplot-motivation1-1.jpeg
manuscript/images/aleplot-motivation2-1.jpeg
manuscript/images/amazon-freq-bought-together.png
manuscript/images/analyze.png
manuscript/images/anchors-process.jpg
manuscript/images/anchors-visualization.png
manuscript/images/anchors.jpg
manuscript/images/anchors1-1.png
manuscript/images/anchors2-1.png
manuscript/images/anchors3-1.png
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manuscript/images/arch-compare.png
manuscript/images/big-picture.png
manuscript/images/big-picture.xcf
manuscript/images/burnt-earth.jpg
manuscript/images/burnt-earth.xcf
manuscript/images/by-nc-sa.png
manuscript/images/cfexp-nsgaII.jpg
manuscript/images/cnn features-1.xcf
manuscript/images/cnn-features.png
manuscript/images/cooks-analyzed-1.png
manuscript/images/correlation-pdp-ale-plot-1.jpeg
manuscript/images/correlation-problem-1.jpeg
manuscript/images/covering-algo-1.jpeg
manuscript/images/cutout.png
manuscript/images/detective.png
manuscript/images/dissection-dog-exemplary.jpg
manuscript/images/dissection-dogs.jpeg
manuscript/images/dissection-network.png
manuscript/images/doctor-840127_1280.xcf
manuscript/images/dog_and_book.jpeg
manuscript/images/doge-stuck.jpg
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manuscript/images/eureka.png
manuscript/images/failing-linear-model-1.jpeg
manuscript/images/feature-imp-sim-1.jpeg
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manuscript/images/garbage-svm-pdp-1.jpeg
manuscript/images/graph.jpg
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manuscript/images/hospital.png
manuscript/images/ice-bike-1.jpeg
manuscript/images/ice-bike-centered-1.jpeg
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manuscript/images/ice-cervical-1.jpeg
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manuscript/images/ice-cervical-derivative-1.png
manuscript/images/iml.png
manuscript/images/importance-bike-1.jpeg
manuscript/images/importance-cervical-1.jpeg
manuscript/images/inceptionv1.svg
manuscript/images/influence-single-1.png
manuscript/images/influential-point-1.jpeg
manuscript/images/interaction-bike-1.jpeg
manuscript/images/interaction-cervical-1.png
manuscript/images/interaction-plot-1.jpeg
manuscript/images/interaction2-cervical-age-1.png
manuscript/images/lasso-path-1.jpeg
manuscript/images/learn-one-rule.png
manuscript/images/learner.png
manuscript/images/lime-fail-1.jpeg
manuscript/images/lime-fitting-1.jpeg
manuscript/images/lime-images-package-example-1.png
manuscript/images/lime-tabular-example-explain-plot-1-1.jpeg
manuscript/images/lime-tabular-example-explain-plot-2-1.png
manuscript/images/lime-text-explanations-1.png
manuscript/images/linear-class-threshold-1.jpeg
manuscript/images/linear-effects-1.jpeg
manuscript/images/linear-effects-single-1.jpeg
manuscript/images/linear-model-positive-1.jpeg
manuscript/images/linear-weights-plot-1.jpeg
manuscript/images/logistic-class-threshold-1.jpeg
manuscript/images/logistic-function-1.jpeg
manuscript/images/machine-learning-xkcd.png
manuscript/images/mmd-1.jpeg
manuscript/images/mri.png
manuscript/images/nonlinear-effects-1.jpeg
manuscript/images/note.png
manuscript/images/octopus.jpeg
manuscript/images/original-images-classification.png
manuscript/images/outlier-1.jpeg
manuscript/images/pdp-bike-1.jpeg
manuscript/images/pdp-bike-cat-1.jpeg
manuscript/images/pdp-bike-compare-1.jpeg
manuscript/images/pdp-bike-vs-ale-2D-1.jpeg
manuscript/images/pdp-cervical-1.jpeg
manuscript/images/pdp-cervical-2d-1.jpeg
manuscript/images/pen.jpg
manuscript/images/poisson-data-1.jpeg
manuscript/images/potato-chips.jpg
manuscript/images/programing-ml.png
manuscript/images/quadratic-expansion-1.jpeg
manuscript/images/ramen.jpg
manuscript/images/rulefit-importance-1.jpeg
manuscript/images/rulefit.jpg
manuscript/images/scientist.png
manuscript/images/shap-clustering.png
manuscript/images/shap-dependence-interaction.png
manuscript/images/shap-dependence.png
manuscript/images/shap-explain-1.png
manuscript/images/shap-explain-2.png
manuscript/images/shap-importance-extended.png
manuscript/images/shap-importance.png
manuscript/images/shap-simplified-features.jpg
manuscript/images/shap-superpixel.jpg
manuscript/images/shapley-bike-plot-1.jpeg
manuscript/images/shapley-bike-plot-1.png
manuscript/images/shapley-cervical-plot-1.jpeg
manuscript/images/shapley-cervical-plot-1.png
manuscript/images/shapley-coalitions.png
manuscript/images/shapley-instance-intervention.png
manuscript/images/shapley-instance.png
manuscript/images/smoothgrad.png
manuscript/images/spheres.jpg
manuscript/images/splines-1.jpeg
manuscript/images/splines-curve-1.jpeg
manuscript/images/strong.png
manuscript/images/surrogate-bike-1.jpeg
manuscript/images/surrogate-cervical-1.jpeg
manuscript/images/tcav.png
manuscript/images/three-lm-problems-1.jpeg
manuscript/images/title_page.jpg
manuscript/images/tree-artificial-1.jpeg
manuscript/images/tree-example-1.jpeg
manuscript/images/tree-importance-1.jpeg
manuscript/images/trippy.png
manuscript/images/units.jpg
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manuscript/images/vanilla.png
manuscript/images/wise.png
manuscript/images/witness-1.jpeg
manuscript/impressum.Rmd
manuscript/index.Rmd
manuscript/javascript/cookieconsent.min.js
manuscript/latex/after_body.tex
manuscript/latex/before_body.tex
manuscript/latex/preamble.tex
manuscript/local-methods.Rmd
manuscript/xgboost.model
pkg/sbrl_1.2.tar.gz
review.md
scripts/dl-feature-attribution/activation-maximization.py
scripts/dl-feature-attribution/edge-detection.py
scripts/dl-feature-attribution/feature-attribution-dl.py
scripts/dl-feature-attribution/requirements.txt
scripts/dl-feature-attribution/utils.py
scripts/dl-feature-attribution/utils_imagenet.py
scripts/fix-leanpub.R
scripts/grad-cam/.gitignore
scripts/grad-cam/keras-vis.py
scripts/grad-cam/requirements.txt
scripts/imagenet_classifier.R
scripts/lime.ipynb
scripts/mmd/MMD-critic/.gitignore
scripts/mmd/MMD-critic/Helper.py
scripts/mmd/MMD-critic/LICENSE
scripts/mmd/MMD-critic/README
scripts/mmd/MMD-critic/classify.py
scripts/mmd/MMD-critic/data.py
scripts/mmd/MMD-critic/mmd.py
scripts/mmd/MMD-critic/run_digits.py
scripts/prepare_data.R
scripts/process-rmd-leanpub.R
scripts/references.R
scripts/setup_book_manjaro.R
scripts/shap/.gitignore
scripts/shap/requirements.txt
scripts/shap/shap-notebook.ipynb
