https://github.com/medoidai/interpretable-machine-learning-blog-notebooks

Notebook examples from "A Practical Overview of Interpretable Machine Learning" blog post.
https://github.com/medoidai/interpretable-machine-learning-blog-notebooks

artificial-intelligence deep-learning interpretable-machine-learning machine-learning machine-learning-explainability

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Notebook examples from "A Practical Overview of Interpretable Machine Learning" blog post.

• Host: GitHub
• URL: https://github.com/medoidai/interpretable-machine-learning-blog-notebooks
• Owner: medoidai
• License: mit
• Created: 2022-06-14T10:46:59.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-07-08T09:02:31.000Z (almost 3 years ago)
• Last Synced: 2024-07-06T14:35:55.440Z (10 months ago)
• Topics: artificial-intelligence, deep-learning, interpretable-machine-learning, machine-learning, machine-learning-explainability
• Language: Jupyter Notebook
• Homepage:
• Size: 3.05 MB
• Stars: 5
• Watchers: 4
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        


# Blog post: A Practical Overview of Interpretable Machine Learning

## Table of contents

- [Table of contents](#table-of-contents)

- [What?](#what)

- [Notebooks](#notebooks)

- [License](#license)

## What?

This GitHub repo contains notebook examples from "[A Practical Overview of Interpretable Machine Learning](https://www.medoid.ai/blog/practical-overview-of-interpretable-machine-learning)" blog post. In these examples, we will apply cutting-edge interpretability approaches to tackle problems involving various data types. Few of them are the following:

- [Lime](https://github.com/marcotcr/lime)

- [Anchors](https://github.com/marcotcr/anchor)

- [Eli5](https://github.com/eli5-org/eli5)

- [DefragTrees](https://github.com/sato9hara/defragTrees)

- [LionForests](https://github.com/intelligence-csd-auth-gr/LionLearn)

- [LioNets](https://github.com/intelligence-csd-auth-gr/LionLearn)

- [Transformers Interpret](https://github.com/cdpierse/transformers-interpret)

- [BertViz](https://github.com/jessevig/bertviz)

- [Innvestigate](https://github.com/albermax/innvestigate)

## Notebooks

Description | Related Data | Link

--- | --- | ---

Example 1 | Tabular | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/medoidai/interpretable-machine-learning-blog-notebooks/blob/main/notebooks/example_1.ipynb)

Example 2 | Textual | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/medoidai/interpretable-machine-learning-blog-notebooks/blob/main/notebooks/example_2.ipynb)

Example 3 | Images | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/medoidai/interpretable-machine-learning-blog-notebooks/blob/main/notebooks/example_3.ipynb)

Example 4 | Time Series | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/medoidai/interpretable-machine-learning-blog-notebooks/blob/main/notebooks/example_4.ipynb)

## License

See our [LICENSE](LICENSE) for more details.