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model: scikit: Added new Scikit Models #276

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Dec 30, 2019
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model: scikit: Added new Scikit Models #276

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19 changes: 19 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -6,6 +6,25 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0

## [Unreleased]
### Added
- scikit models
- Classifiers
- LogisticRegression
- GradientBoostingClassifier
- BernoulliNB
- ExtraTreesClassifier
- BaggingClassifier
- LinearDiscriminantAnalysis
- MultinomialNB
- Regressors
- ElasticNet
- BayesianRidge
- Lasso
- ARDRegression
- RANSACRegressor
- DecisionTreeRegressor
- GaussianProcessRegressor
- OrthogonalMatchingPursuit
- Lars
- `AsyncExitStackTestCase` which instantiates and enters async and non-async
`contextlib` exit stacks. Provides temporary file creation.
### Changed
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34 changes: 34 additions & 0 deletions docs/plugins/dffml_model.rst
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Expand Up @@ -427,6 +427,24 @@ Predicting with trained model:
| Type | Model | Entrypoint | Parameters |
+================+===============================+================+===============================================================================================================================================================================================+
| Regression | LinearRegression | scikitlr | `scikitlr <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | ElasticNet | scikiteln | `scikiteln <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html#sklearn.linear_model.ElasticNet/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | BayesianRidge | scikitbyr | `scikitbyr <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.BayesianRidge.html#sklearn.linear_model.BayesianRidge/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | Lasso | scikitlas | `scikitlas <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html#sklearn.linear_model.Lasso/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | ARDRegression | scikitard | `scikitard <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html#sklearn.linear_model.ARDRegression/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | RANSACRegressor | scikitrsc | `scikitrsc <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.RANSACRegressor.html#sklearn.linear_model.RANSACRegressor/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | DecisionTreeRegressor | scikitdtr | `scikitdtr <https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html#sklearn.tree.DecisionTreeRegressor/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | GaussianProcessRegressor | scikitgpr | `scikitgpr <https://scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html#sklearn.gaussian_process.GaussianProcessRegressor/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | OrthogonalMatchingPursuit | scikitomp | `scikitomp <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html#sklearn.linear_model.OrthogonalMatchingPursuit/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | Lars | scikitlars | `scikitlars <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lars.html#sklearn.linear_model.Lars/>`_ |
+----------------+-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Classification | KNeighborsClassifier | scikitknn | `scikitknn <https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html#sklearn.neighbors.KNeighborsClassifier/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
Expand All @@ -443,6 +461,22 @@ Predicting with trained model:
| | MLPClassifier | scikitmlp | `scikitmlp <https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html#sklearn.neural_network.MLPClassifier/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | GaussianNB | scikitgnb | `scikitgnb <https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.GaussianNB.html#sklearn.naive_bayes.GaussianNB/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | SVC | scikitsvc | `scikitsvc <https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | LogisticRegression | scikitlor | `scikitlor <https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html#sklearn.linear_model.LogisticRegression/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | GradientBoostingClassifier | scikitgbc | `scikitgbc <https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html#sklearn.ensemble.GradientBoostingClassifier/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | BernoulliNB | scikitbnb | `scikitbnb <https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.BernoulliNB.html#sklearn.naive_bayes.BernoulliNB/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | ExtraTreesClassifier | scikitetc | `scikitetc <https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html#sklearn.ensemble.ExtraTreesClassifier/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | BaggingClassifier | scikitbgc | `scikitbgc <https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingClassifier.html#sklearn.ensemble.BaggingClassifier/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | LinearDiscriminantAnalysis | scikitlda | `scikitlda <https://scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysis.html#sklearn.discriminant_analysis.LinearDiscriminantAnalysis/>`_ |
| +-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| | MultinomialNB | scikitmnb | `scikitmnb <https://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html#sklearn.naive_bayes.MultinomialNB/>`_ |
+----------------+-------------------------------+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+


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