https://github.com/adaptinfer/ebm_utils

Utilities for Explainable Boosting Machines
https://github.com/adaptinfer/ebm_utils

Last synced: 7 months ago
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Utilities for Explainable Boosting Machines

• Host: GitHub
• URL: https://github.com/adaptinfer/ebm_utils
• Owner: AdaptInfer
• License: mit
• Created: 2022-04-04T15:12:31.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2023-11-30T16:30:53.000Z (about 2 years ago)
• Last Synced: 2025-06-04T10:53:29.872Z (9 months ago)
• Language: Python
• Size: 908 KB
• Stars: 3
• Watchers: 2
• Forks: 2
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE

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README

          
# EBM Utils

![License](https://img.shields.io/github/license/blengerich/ebm_utils.svg?style=flat-square)

![Maintenance](https://img.shields.io/maintenance/yes/2023?style=flat-square)

![python](https://img.shields.io/badge/python-3.9%20|%203.10-blue)



![Test Passing](https://github.com/blengerich/ebm_utils/actions/workflows/unit-test.yml/badge.svg)

![pylint Score](pylint.svg)

Utilities for [Explainable Boosting Machines](https://github.com/interpretml/interpret).

Includes:

- [Feature Importance in EBMs](https://github.com/blengerich/ebm_utils/blob/main/demos/importances_demo.ipynb)

- [Marginalization with EBMs](https://github.com/blengerich/ebm_utils/blob/main/demos/marginalize_demo.ipynb)

- [Plotting effects in EBMs with Matplotlib utils](https://github.com/blengerich/ebm_utils/blob/main/demos/plotting_demo.ipynb)

- [Purification of interaction effects](https://github.com/blengerich/ebm_utils/blob/main/demos/purify_demo.ipynb)

- [Automated Discontinuity Finding with EBMs](https://github.com/blengerich/DeathByRoundNumbers/blob/main/analyze_pneumonia.ipynb)

- [Automated Non-Monotonicity Finding with EBMs](https://github.com/blengerich/DeathByRoundNumbers/blob/main/analyze_pneumonia.ipynb)

## Install and Use EBM Utils

```

pip install git+https://github.com/blengerich/ebm_utils.git

```

## Contributing

Feel free to contribute your utilities with the process in [CONTRIBUTING.md](https://github.com/blengerich/ebm_utils/blob/main/CONTRIBUTING.md).