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‎.github/workflows/build-and-deploy.yml

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- name: Install Quarto and Python dependencies 💾
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run: |
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pip install -r requirements.txt
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# pip install git+https://xmlx-io-concierge:${{ secrets.CONCIERGE_ACCESS_TOKEN }}@github.com/xmlx-io/xml-book-code.git@turing-release
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# pip install git+https://xmlx-concierge:${{ secrets.CONCIERGE_ACCESS_TOKEN }}@github.com/xmlx-dev/xml-book-code.git@turing-release
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quarto install extension --no-prompt quarto-ext/fontawesome
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- name: Get PyTorch model
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run: |
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uses: JamesIves/[email protected]
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with:
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GITHUB_TOKEN: ${{ secrets.CONCIERGE_ACCESS_TOKEN }}
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REPOSITORY_NAME: xmlx-io/usi-slides-page
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REPOSITORY_NAME: xmlx-dev/usi-slides-page
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BRANCH: webpage
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FOLDER: _build
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CLEAN: true
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uses: JamesIves/[email protected]
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with:
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GITHUB_TOKEN: ${{ secrets.CONCIERGE_ACCESS_TOKEN }}
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REPOSITORY_NAME: xmlx-io/usi-slides-mirror
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REPOSITORY_NAME: xmlx-dev/usi-slides-mirror
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BRANCH: webpage
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FOLDER: _build
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CLEAN: true

‎CITATION.cff

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title: "eXplainable Machine Learning -- USI Course"
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version: v1
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date-released: 2023-02-16
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url: "https://usi.xmlx.io/"
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url: "https://usi.xmlx.dev/"
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doi: 10.5281/zenodo.7646970
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preferred-citation:
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type: slides
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- family-names: "Sokol"
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given-names: "Kacper"
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orcid: "https://orcid.org/0000-0002-9869-5896"
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url: "https://usi.xmlx.io/"
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url: "https://usi.xmlx.dev/"
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doi: 10.5281/zenodo.7646970
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year: 2023

‎CNAME

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usi.xmlx.io
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usi.xmlx.dev

‎README.md

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[![View Slides][slides-badge]](https://usi.xmlx.io)
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-io/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-io/usi-slides/releases/latest)
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[![View Slides][slides-badge]](https://usi.xmlx.dev)
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-dev/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-dev/usi-slides/releases/latest)
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[![Slides Licence](https://img.shields.io/badge/slides%20licence-CC%20BY--NC--SA%204.0-lightgrey)](LICENCE)
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[![Code Licence](https://img.shields.io/badge/code%20licence-MIT-lightgrey)](LICENCE-code)
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[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7646970.svg)](https://doi.org/10.5281/zenodo.7646970)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.io/slides/index.html#citing-the-slides)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.dev/slides/index.html#citing-the-slides)
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# Machine Learning Explainability
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## Exploring Automated Decision-Making Through Transparent Modelling and Peeking Inside Black Boxes
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@misc{sokol2023explainable,
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author={Sokol, Kacper},
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title={{eXplainable} {Machine} {Learning} -- {USI} {Course}},
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howpublished={\url{https://usi.xmlx.io/}},
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howpublished={\url{https://usi.xmlx.dev/}},
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doi={10.5281/zenodo.7646970},
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year={2023}
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}

‎_demos.py

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#! /usr/bin/env python3
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#title :Demo Builder
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#description :Build, execute and store Jupyter Notebook RISE slides
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#author :Kacper Sokol <kacper@xmlx.io>
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#author :Kacper Sokol <kacper@xmlx.dev>
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#license :new BSD
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#source :https://github.com/xmlx-io/xml-slides
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#source :https://github.com/xmlx-dev/xml-slides
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#==============================================================================#
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import glob

‎index.qmd

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# output-file: index.html
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---
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-io/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-io/usi-slides/releases/latest)
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[![Slides Licence](https://img.shields.io/badge/slides%20licence-CC%20BY--NC--SA%204.0-lightgrey)](https://github.com/xmlx-io/usi-slides/blob/master/LICENCE)
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[![Code Licence](https://img.shields.io/badge/code%20licence-MIT-lightgrey)](https://github.com/xmlx-io/usi-slides/blob/master/LICENCE-code)
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-dev/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-dev/usi-slides/releases/latest)
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[![Slides Licence](https://img.shields.io/badge/slides%20licence-CC%20BY--NC--SA%204.0-lightgrey)](https://github.com/xmlx-dev/usi-slides/blob/master/LICENCE)
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[![Code Licence](https://img.shields.io/badge/code%20licence-MIT-lightgrey)](https://github.com/xmlx-dev/usi-slides/blob/master/LICENCE-code)
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[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7646970.svg)](https://doi.org/10.5281/zenodo.7646970)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.io/slides/index.html#citing-the-slides)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.dev/slides/index.html#citing-the-slides)
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::: {.callout-note}
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## View Slides
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@misc{sokol2023explainable,
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author={Sokol, Kacper},
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title={{eXplainable} {Machine} {Learning} -- {USI} {Course}},
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howpublished={\url{https://usi.xmlx.io/}},
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howpublished={\url{https://usi.xmlx.dev/}},
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doi={10.5281/zenodo.7646970},
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year={2023}
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}

‎requirements.txt

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wordcloud==1.8.2.2
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git+https://github.com/MaximeJumelle/ALEPython.git@dev#egg=alepython
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git+ssh://[email protected]/xmlx-io/xml-book-code.git@turing-release
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git+ssh://[email protected]/xmlx-dev/xml-book-code.git@turing-release

‎slides/1_introduction/course.qmd

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- **Online Slides**
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* [usi.xmlx.io][slides-xmlx]
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* [xmlx-io.github.io/usi-slides-mirror][slides-github]
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* [usi.xmlx.dev][slides-xmlx]
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* [xmlx-dev.github.io/usi-slides-mirror][slides-github]
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- **GitHub Repository**
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* [github.com/xmlx-io/usi-slides][github-quarto] (*raw slides source*)
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* [github.com/xmlx-io/usi-slides-page][github-html] (*html slides source*)
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* [github.com/xmlx-io/usi-slides-mirror][github-html-mirror] (*html slides source mirror*)
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* [github.com/xmlx-dev/usi-slides][github-quarto] (*raw slides source*)
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* [github.com/xmlx-dev/usi-slides-page][github-html] (*html slides source*)
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* [github.com/xmlx-dev/usi-slides-mirror][github-html-mirror] (*html slides source mirror*)
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[slides-xmlx]: https://usi.xmlx.io/
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[slides-github]: https://xmlx-io.github.io/usi-slides-mirror
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[slides-xmlx]: https://usi.xmlx.dev/
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[slides-github]: https://xmlx-dev.github.io/usi-slides-mirror
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[github-quarto]: https://github.com/xmlx-io/usi-slides
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[github-html]: https://github.com/xmlx-io/usi-slides-page
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[github-html-mirror]: https://github.com/xmlx-io/usi-slides-mirror
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[github-quarto]: https://github.com/xmlx-dev/usi-slides
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[github-html]: https://github.com/xmlx-dev/usi-slides-page
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[github-html-mirror]: https://github.com/xmlx-dev/usi-slides-mirror
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## Resources {{< meta subs.ctd >}}
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‎slides/_web_readme.md

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[![View Slides][slides-badge]](https://usi.xmlx.io)
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-io/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-io/usi-slides/releases/latest)
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[![Slides Licence](https://img.shields.io/badge/slides%20licence-CC%20BY--NC--SA%204.0-lightgrey)](https://github.com/xmlx-io/usi-slides/blob/master/LICENCE)
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[![Code Licence](https://img.shields.io/badge/code%20licence-MIT-lightgrey)](https://github.com/xmlx-io/usi-slides/blob/master/LICENCE-code)
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[![View Slides][slides-badge]](https://usi.xmlx.dev)
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[![GitHub Release](https://img.shields.io/github/v/release/xmlx-dev/usi-slides?display_name=tag&logo=github)](https://github.com/xmlx-dev/usi-slides/releases/latest)
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[![Slides Licence](https://img.shields.io/badge/slides%20licence-CC%20BY--NC--SA%204.0-lightgrey)](https://github.com/xmlx-dev/usi-slides/blob/master/LICENCE)
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[![Code Licence](https://img.shields.io/badge/code%20licence-MIT-lightgrey)](https://github.com/xmlx-dev/usi-slides/blob/master/LICENCE-code)
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[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.7646970.svg)](https://doi.org/10.5281/zenodo.7646970)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.io/slides/index.html#citing-the-slides)
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[![Cite BibTeX](https://img.shields.io/badge/cite-bibtex-yellow.svg)](https://usi.xmlx.dev/slides/index.html#citing-the-slides)
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# Machine Learning Explainability
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## Exploring Automated Decision-Making Through Transparent Modelling and Peeking Inside Black Boxes
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> This repository hosts and serves (to [GitHub Pages][ghp]) slides whose source
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> can be found in the [xmlx-io/usi-slides][gh] GitHub repository.
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> can be found in the [xmlx-dev/usi-slides][gh] GitHub repository.
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> Two mirrors are available:
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>
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> - <https://usi.xmlx.io/> served from the [xmlx-io/usi-slides-page][gh-web]
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> - <https://usi.xmlx.dev/> served from the [xmlx-dev/usi-slides-page][gh-web]
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> GitHub repository; and
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> - <https://xmlx-io.github.io/usi-slides-mirror/> served from the
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> [xmlx-io/usi-slides-mirror][gh-mirror] GitHub repository.
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> - <https://xmlx-dev.github.io/usi-slides-mirror/> served from the
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> [xmlx-dev/usi-slides-mirror][gh-mirror] GitHub repository.
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[ghp]: https://usi.xmlx.io/
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[gh]: https://github.com/xmlx-io/usi-slides
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[gh-web]: https://github.com/xmlx-io/usi-slides-page
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[gh-mirror]: https://github.com/xmlx-io/usi-slides-mirror
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[ghp]: https://usi.xmlx.dev/
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[gh]: https://github.com/xmlx-dev/usi-slides
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[gh-web]: https://github.com/xmlx-dev/usi-slides-page
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[gh-mirror]: https://github.com/xmlx-dev/usi-slides-mirror
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[slides-badge]: https://img.shields.io/badge/view-slides-blue.svg?logo=data:image/png;base64,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