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Fair and Explainable Machine Learning

This lesson plan aims to introduce machine learning practitioners about responsible machine learning, with a focus on fairness, explanability, and reproducibilities concerns. This lesson is developed through The Carpentries Workbench framework and is designed to be taught as a Carpentries workshop.

The remainder of the README below is general guidelines for creating a Carpentries lesson plan and will be updated as this lesson plan is completed.

Configure a new lesson

Follow the steps below to complete the initial configuration of a new lesson repository built from this template:

  1. Make sure GitHub Pages is activated: navigate to Settings, select Pages from the left sidebar, and make sure that gh-pages is selected as the branch to build from. If no gh-pages branch is available, check Actions to see if the first website build workflows are still running. The branch should become available when those have completed.
  2. Adjust the config.yaml file: this file contains global parameters for your lesson site. Individual fields within the file are documented with comments (beginning with #) At minimum, you should adjust all the fields marked 'FIXME':
    • title
    • created
    • keywords
    • life_cycle (the default, pre-alpha, is the appropriate for brand new lessons)
    • contact
  3. Annotate the repository with site URL and topic tags: navigate back to the repository landing page and click on the gear wheel/cog icon (similar to ⚙️) at the top-right of the About box. Check the "Use your GitHub Pages website" option, and add some keywords and other annotations to describe your lesson in the Topics field. At minimum, these should include:
    • lesson
    • the life cycle of the lesson (e.g. pre-alpha)
    • the human language the lesson is written in (e.g. deutsch)
  4. Adjust the CODE_OF_CONDUCT.md, CONTRIBUTING.md, and LICENSE.md files as appropriate for your project.
    • CODE_OF_CONDUCT.md: if you are using this template for a project outside The Carpentries, you should adjust this file to describe who should be contacted with Code of Conduct reports, and how those reports will be handled.
    • CONTRIBUTING.md: depending on the current state and maturity of your project, the contents of the template Contributing Guide may not be appropriate. You should adjust the file to help guide contributors on how best to get involved and make an impact on your lesson.
    • LICENSE.md: in line with the terms of the CC-BY license, you should ensure that the copyright information provided in the license file is accurate for your project.
  5. Update this README with relevant information about your lesson and delete this section.