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