https://github.com/ruivieira/benchmark-models
A curated collection of datasets and models using the cookiecutter Data Science convention.
https://github.com/ruivieira/benchmark-models
Last synced: 3 months ago
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A curated collection of datasets and models using the cookiecutter Data Science convention.
- Host: GitHub
- URL: https://github.com/ruivieira/benchmark-models
- Owner: ruivieira
- License: apache-2.0
- Created: 2021-01-07T20:50:45.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2023-03-04T12:41:36.000Z (over 2 years ago)
- Last Synced: 2024-12-06T19:36:49.630Z (10 months ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 39.4 MB
- Stars: 0
- Watchers: 4
- Forks: 2
- Open Issues: 1
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Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# benchmark-models
A curated collection of datasets and models using the `cookiecutter` Data Science convention.
## Datasets
### Multi-output
- [pima-indians-diabetes-multi](./pima-indians-diabetes-multi), the Pima Indians diabetes dataset
### Model fairness
- [law-data](./law-data), the Law School Admission Council survey data.
- [credit-bias](./credit-bias), for credit bias analysis and exploration.
- [bias-loan](./bias-loan/), for a biased loan dataset and model.## Models
| Name | Inputs | Outputs | Type |
|---------------------------------------|------------------------|---------------|-------------------------|
| [credit-bias](./credit-bias) | - | Single output | - |
| [bias-loan](./bias-loan) | Numerical | Single output | Random forest classifier |
| [pima-indians-diabetes-multi](./pima-indians-diabetes-multi) | Numerical | Multi output | Decision Tree regressor |