autoprognosis.plugins package
- class Plugins
Bases:
object- get(cat: str, subtype: str, name: str, *args: Any, **kwargs: Any) Any
- get_any_type(name: str) Type | None
- get_type(cat: str, subtype: str, name: str) Type
- list() dict
- list_available() dict
- group(names: List[str]) Tuple[Type, ...]
Subpackages
- autoprognosis.plugins.core package
- autoprognosis.plugins.ensemble package
- autoprognosis.plugins.explainers package
ExplainerPluginExplainers- Submodules
- autoprognosis.plugins.explainers.base module
- autoprognosis.plugins.explainers.plugin_invase module
- autoprognosis.plugins.explainers.plugin_kernel_shap module
- autoprognosis.plugins.explainers.plugin_lime module
- autoprognosis.plugins.explainers.plugin_risk_effect_size module
- autoprognosis.plugins.explainers.plugin_shap_permutation_sampler module
- autoprognosis.plugins.explainers.plugin_symbolic_pursuit module
- autoprognosis.plugins.imputers package
ImputerPluginImputerPlugin.change_output()ImputerPlugin.fit()ImputerPlugin.fit_predict()ImputerPlugin.fit_transform()ImputerPlugin.fqdn()ImputerPlugin.hyperparameter_space()ImputerPlugin.hyperparameter_space_fqdn()ImputerPlugin.is_fitted()ImputerPlugin.load()ImputerPlugin.name()ImputerPlugin.predict()ImputerPlugin.sample_hyperparameters()ImputerPlugin.sample_hyperparameters_fqdn()ImputerPlugin.sample_hyperparameters_np()ImputerPlugin.save()ImputerPlugin.subtype()ImputerPlugin.transform()ImputerPlugin.type()
Imputers- Submodules
- autoprognosis.plugins.imputers.base module
- autoprognosis.plugins.imputers.plugin_EM module
- autoprognosis.plugins.imputers.plugin_gain module
- autoprognosis.plugins.imputers.plugin_hyperimpute module
- autoprognosis.plugins.imputers.plugin_ice module
- autoprognosis.plugins.imputers.plugin_mean module
- autoprognosis.plugins.imputers.plugin_median module
- autoprognosis.plugins.imputers.plugin_mice module
- autoprognosis.plugins.imputers.plugin_missforest module
- autoprognosis.plugins.imputers.plugin_most_frequent module
- autoprognosis.plugins.imputers.plugin_nop module
- autoprognosis.plugins.imputers.plugin_sinkhorn module
- autoprognosis.plugins.imputers.plugin_softimpute module
- autoprognosis.plugins.pipeline package
Pipeline()PipelineMetaPipelineMeta.change_output()PipelineMeta.fit()PipelineMeta.get_args()PipelineMeta.hyperparameter_space()PipelineMeta.hyperparameter_space_for_layer()PipelineMeta.is_fitted()PipelineMeta.load()PipelineMeta.load_template()PipelineMeta.mro()PipelineMeta.name()PipelineMeta.predict()PipelineMeta.predict_proba()PipelineMeta.sample_params()PipelineMeta.save()PipelineMeta.save_template()PipelineMeta.type()
- Submodules
- autoprognosis.plugins.prediction package
PredictionPluginPredictionPlugin.change_output()PredictionPlugin.explain()PredictionPlugin.fit()PredictionPlugin.fit_predict()PredictionPlugin.fit_transform()PredictionPlugin.fqdn()PredictionPlugin.hyperparameter_space()PredictionPlugin.hyperparameter_space_fqdn()PredictionPlugin.is_fitted()PredictionPlugin.load()PredictionPlugin.name()PredictionPlugin.predict()PredictionPlugin.predict_proba()PredictionPlugin.sample_hyperparameters()PredictionPlugin.sample_hyperparameters_fqdn()PredictionPlugin.sample_hyperparameters_np()PredictionPlugin.save()PredictionPlugin.score()PredictionPlugin.subtype()PredictionPlugin.transform()PredictionPlugin.type()
Predictions- Subpackages
- Submodules
- autoprognosis.plugins.preprocessors package
PreprocessorPluginPreprocessorPlugin.change_output()PreprocessorPlugin.components_interval()PreprocessorPlugin.fit()PreprocessorPlugin.fit_predict()PreprocessorPlugin.fit_transform()PreprocessorPlugin.fqdn()PreprocessorPlugin.hyperparameter_space()PreprocessorPlugin.hyperparameter_space_fqdn()PreprocessorPlugin.is_fitted()PreprocessorPlugin.load()PreprocessorPlugin.name()PreprocessorPlugin.predict()PreprocessorPlugin.sample_hyperparameters()PreprocessorPlugin.sample_hyperparameters_fqdn()PreprocessorPlugin.sample_hyperparameters_np()PreprocessorPlugin.save()PreprocessorPlugin.subtype()PreprocessorPlugin.transform()PreprocessorPlugin.type()
Preprocessors- Subpackages
- Submodules
- autoprognosis.plugins.uncertainty package
- autoprognosis.plugins.utils package