https://github.com/carpentries-incubator/machine-learning-responsible-python

Introduction to responsible machine learning with Python
https://github.com/carpentries-incubator/machine-learning-responsible-python

english lesson machine-learning ml pre-alpha python responsible-ai responsible-ml

Last synced: 4 days ago
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Introduction to responsible machine learning with Python

• Host: GitHub
• URL: https://github.com/carpentries-incubator/machine-learning-responsible-python
• Owner: carpentries-incubator
• License: other
• Created: 2021-10-22T20:03:38.000Z (about 3 years ago)
• Default Branch: gh-pages
• Last Pushed: 2024-03-27T21:28:21.000Z (9 months ago)
• Last Synced: 2024-12-23T03:42:09.520Z (11 days ago)
• Topics: english, lesson, machine-learning, ml, pre-alpha, python, responsible-ai, responsible-ml
• Language: Python
• Homepage: https://carpentries-incubator.github.io/machine-learning-responsible-python/
• Size: 18.9 MB
• Stars: 4
• Watchers: 5
• Forks: 8
• Open Issues: 3
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE.md
  • Code of conduct: CODE_OF_CONDUCT.md
  • Citation: CITATION
  • Authors: AUTHORS

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README

        
# Responsible machine learning in Python

This half-day lesson explores key topics on the responsible application of machine learning. The lesson is presented as a series of case studies that illustrate real world examples. 

The lesson covers a broad range of topics, including reproducibility, bias, and interpretability. It is the final lesson in the machine learning curriculum. 

1. Introduction to Machine Learning in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-novice-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-novice-python)]

2. Introduction to Tree Models in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-trees-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-trees-python)]

3. Introduction to artificial neural networks in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-neural-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-neural-python)]

4. **Responsible machine learning in Python** [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-responsible-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-responsible-python)]

## Workshop schedule

These lessons are being run at University of Edinburgh as part of the Ed-DaSH Data Science training programme for Health and Biosciences. 

The first lessons were taught in May: https://edcarp.github.io/2022-05-24_ed-dash_machine-learning/. For a list of future lessons, see: https://edcarp.github.io/Ed-DaSH/workshops

## Contributing

We welcome all contributions to improve the lesson! Maintainers will do their best to help you if you have any

questions, concerns, or experience any difficulties along the way.

We'd like to ask you to familiarize yourself with our [Contribution Guide](CONTRIBUTING.md) and have a look at

the [more detailed guidelines][lesson-example] on proper formatting, ways to render the lesson locally, and even

how to write new episodes.

Please see the current list of [issues](https://github.com/carpentries-incubator/machine-learning-responsible-python/issues) for ideas for contributing to this

repository. For making your contribution, we use the GitHub flow, which is

nicely explained in the chapter [Contributing to a Project](http://git-scm.com/book/en/v2/GitHub-Contributing-to-a-Project) in Pro Git

by Scott Chacon.

Look for the tag ![good_first_issue](https://img.shields.io/badge/-good%20first%20issue-gold.svg). This indicates that the maintainers will welcome a pull request fixing this issue.

## Maintainer(s)

Current maintainers of this lesson are:

* Tom Pollard ([Website](https://people.csail.mit.edu/tpollard/); [GitHub](https://github.com/tompollard))

## Authors

A list of contributors to the lesson can be found in [AUTHORS](AUTHORS)

## Citation

To cite this lesson, please consult with [CITATION](CITATION)

[cdh]: https://cdh.carpentries.org

[cdh-topic-tags]: https://cdh.carpentries.org/the-carpentries-incubator.html#topic-tags

[change-default-branch]: https://docs.github.com/en/github/administering-a-repository/changing-the-default-branch

[community-lessons]: https://carpentries.org/community-lessons

[lesson-example]: https://carpentries.github.io/lesson-example