https://github.com/dataiku/dss-plugin-generalized-linear-models
Dataiku DSS plugin to train Generalized Linear Models
https://github.com/dataiku/dss-plugin-generalized-linear-models
generalized-linear-models glm machine-learning statsmodels
Last synced: 6 days ago
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Dataiku DSS plugin to train Generalized Linear Models
- Host: GitHub
- URL: https://github.com/dataiku/dss-plugin-generalized-linear-models
- Owner: dataiku
- License: apache-2.0
- Created: 2021-05-18T15:11:27.000Z (almost 5 years ago)
- Default Branch: main
- Last Pushed: 2026-03-23T13:14:29.000Z (18 days ago)
- Last Synced: 2026-03-24T10:19:52.167Z (17 days ago)
- Topics: generalized-linear-models, glm, machine-learning, statsmodels
- Language: Python
- Homepage:
- Size: 77.4 MB
- Stars: 0
- Watchers: 17
- Forks: 0
- Open Issues: 4
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Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
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README
# Generalized Linear Model Plugin
The GLM plugin allows users to implement generalized linear model functionality within DSS visual machine learning.
Binary Classification and Regression are available but multiclass is not. The models use the same logic as the
[glum library](https://glum.readthedocs.io/en/latest/index.html). Please note this plugin is not supported
and its accuracy therefore is not able to be guaranteed. The regression spline computations use the [patsy library](https://patsy.readthedocs.io/en/latest/spline-regression.html).
# Components
The plugin contains the following components:
- Visual Webapp to train GLM and assess their fit using One-Way Variable Charts, Variable-Level Stats and Lift Charts
- Generalized Linear Model Regression to run GLM regression inside the visual ML interface
- Generalized Linear Model Classification to run GLM binary classification inside the visual ML interface
- Regression Spline Prepare step to compute B-Spline basis row by row
- Regression Spline Recipe to compute B-spline basis in a separate recipe
# Release Notes
See the [changelog](CHANGELOG.md) for a history of notable changes to this plugin.
# License
This plugin is distributed under the [Apache License version 2.0](LICENSE).