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| mambular.models | ||
| =============== | ||
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| .. autoclass:: mambular.models.MambularClassifier | ||
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| .. autoclass:: mambular.models.MambularRegressor | ||
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| .. autoclass:: mambular.models.MambularLSS | ||
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| .. autoclass:: mambular.models.FTTransformerClassifier | ||
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| .. autoclass:: mambular.models.FTTransformerRegressor | ||
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| .. autoclass:: mambular.models.FTTransformerLSS | ||
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| .. autoclass:: mambular.models.MLPClassifier | ||
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| .. autoclass:: mambular.models.MLPRegressor | ||
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| .. autoclass:: mambular.models.MLPLSS | ||
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| .. autoclass:: mambular.models.TabTransformerClassifier | ||
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| .. autoclass:: mambular.models.TabTransformerRegressor | ||
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| .. autoclass:: mambular.models.TabTransformerLSS | ||
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| .. autoclass:: mambular.models.ResNetClassifier | ||
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| .. autoclass:: mambular.models.ResNetRegressor | ||
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| .. autoclass:: mambular.models.ResNetLSS | ||
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| .. autoclass:: mambular.models.SklearnBaseClassifier | ||
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| .. autoclass:: mambular.models.SklearnBaseLSS | ||
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| .. autoclass:: mambular.models.SklearnBaseRegressor | ||
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| mambular.models | ||
| =============== | ||
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| .. autoclass:: mambular.models.MambularClassifier | ||
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| .. autoclass:: mambular.models.MambularRegressor | ||
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| .. autoclass:: mambular.models.MambularLSS | ||
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| .. autoclass:: mambular.models.FTTransformerClassifier | ||
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| .. autoclass:: mambular.models.FTTransformerRegressor | ||
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| .. autoclass:: mambular.models.FTTransformerLSS | ||
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| .. autoclass:: mambular.models.MLPClassifier | ||
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| .. autoclass:: mambular.models.MLPRegressor | ||
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| .. autoclass:: mambular.models.MLPLSS | ||
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| .. autoclass:: mambular.models.TabTransformerClassifier | ||
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| .. autoclass:: mambular.models.TabTransformerRegressor | ||
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| .. autoclass:: mambular.models.TabTransformerLSS | ||
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| .. autoclass:: mambular.models.ResNetClassifier | ||
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| .. autoclass:: mambular.models.ResNetRegressor | ||
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| .. autoclass:: mambular.models.ResNetLSS | ||
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| .. autoclass:: mambular.models.MambaTabClassifier | ||
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| .. autoclass:: mambular.models.MambaTabRegressor | ||
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| .. autoclass:: mambular.models.MambaTabLSS | ||
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| .. autoclass:: mambular.models.TabulaRNNClassifier | ||
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| .. autoclass:: mambular.models.TabulaRNNRegressor | ||
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| .. autoclass:: mambular.models.TabulaRNNLSS | ||
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| .. autoclass:: mambular.models.SklearnBaseClassifier | ||
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| .. -*- mode: rst -*- | ||
| .. currentmodule:: mambular.models | ||
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| Models | ||
| ====== | ||
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| This module provides classes for the Mambular models that adhere to scikit-learn's `BaseEstimator` interface. | ||
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| ======================================= ======================================================================================================= | ||
| Modules Description | ||
| ======================================= ======================================================================================================= | ||
| :class:`MambularClassifier` Multi-class and binary classification tasks. | ||
| :class:`MambularRegressor` Regression tasks. | ||
| :class:`MambularLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`FTTransformerClassifier` FT transformer for classification tasks. | ||
| :class:`FTTransformerRegressor` FT transformer for regression tasks. | ||
| :class:`FTTransformerLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`MLPClassifier` Multi-class and binary classification tasks. | ||
| :class:`MLPRegressor` MLP for regression tasks. | ||
| :class:`MLPLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`TabTransformerClassifier` TabTransformer for classification tasks. | ||
| :class:`TabTransformerRegressor` TabTransformer for regression tasks. | ||
| :class:`TabTransformerLSS` TabTransformer for distributional tasks. | ||
| :class:`ResNetClassifier` Multi-class and binary classification tasks using ResNet. | ||
| :class:`ResNetRegressor` Regression tasks using ResNet. | ||
| :class:`ResNetLSS` Distributional tasks using ResNet. | ||
| :class:`SklearnBaseClassifier` Base class for classification tasks. | ||
| :class:`SklearnBaseLSS` Base class for distributional tasks. | ||
| :class:`SklearnBaseRegressor` Base class for regression tasks. | ||
| ======================================= ======================================================================================================= | ||
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| .. toctree:: | ||
| :maxdepth: 1 | ||
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| Models | ||
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| .. -*- mode: rst -*- | ||
| .. currentmodule:: mambular.models | ||
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| Models | ||
| ====== | ||
|
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| This module provides classes for the Mambular models that adhere to scikit-learn's `BaseEstimator` interface. | ||
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| ======================================= ======================================================================================================= | ||
| Modules Description | ||
| ======================================= ======================================================================================================= | ||
| :class:`MambularClassifier` Multi-class and binary classification tasks with a sequential Mambular Model. | ||
| :class:`MambularRegressor` Regression tasks with a sequential Mambular Model. | ||
| :class:`MambularLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`FTTransformerClassifier` FT transformer for classification tasks. | ||
| :class:`FTTransformerRegressor` FT transformer for regression tasks. | ||
| :class:`FTTransformerLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`MLPClassifier` Multi-class and binary classification tasks. | ||
| :class:`MLPRegressor` MLP for regression tasks. | ||
| :class:`MLPLSS` Various statistical distribution families for different types of regression and classification tasks. | ||
| :class:`TabTransformerClassifier` TabTransformer for classification tasks. | ||
| :class:`TabTransformerRegressor` TabTransformer for regression tasks. | ||
| :class:`TabTransformerLSS` TabTransformer for distributional tasks. | ||
| :class:`ResNetClassifier` Multi-class and binary classification tasks using ResNet. | ||
| :class:`ResNetRegressor` Regression tasks using ResNet. | ||
| :class:`ResNetLSS` Distributional tasks using ResNet. | ||
| :class:`MambaTabClassifier` Multi-class and binary classification tasks using MambaTab. | ||
| :class:`MambaTabRegressor` Regression tasks using MambaTab. | ||
| :class:`MambaTabLSS` Distributional tasks using MambaTab. | ||
| :class:`TabulaRNNClassifier` Multi-class and binary classification tasks using a RNN. | ||
| :class:`TabulaRNNRegressor` Regression tasks using a RNN. | ||
| :class:`TabulaRNNLSS` Distributional tasks using a RNN. | ||
| :class:`SklearnBaseClassifier` Base class for classification tasks. | ||
| :class:`SklearnBaseLSS` Base class for distributional tasks. | ||
| :class:`SklearnBaseRegressor` Base class for regression tasks. | ||
| ======================================= ======================================================================================================= | ||
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| .. toctree:: | ||
| :maxdepth: 1 | ||
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| Models | ||
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