.. _api.machine_learning.vast.decomposition: =================================== Decomposition & Preprocessing =================================== Decomposition -------------- PCA ~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ decomposition.PCA .. currentmodule:: vastorbit.machine_learning.vast.decomposition **Methods:** .. autosummary:: :toctree: api/ PCA.contour PCA.deployInverseSQL PCA.deploySQL PCA.drop PCA.export_models PCA.fit PCA.get_attributes PCA.get_match_index PCA.get_params PCA.get_plotting_lib PCA.import_models PCA.inverse_transform PCA.plot PCA.plot_circle PCA.plot_scree PCA.score PCA.set_params PCA.summarize PCA.to_binary PCA.to_memmodel PCA.to_python PCA.to_sql PCA.transform **Attributes:** .. autosummary:: :toctree: api/ PCA.object_type SVD ~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ decomposition.SVD .. currentmodule:: vastorbit.machine_learning.vast.decomposition **Methods:** .. autosummary:: :toctree: api/ SVD.contour SVD.deployInverseSQL SVD.deploySQL SVD.drop SVD.export_models SVD.fit SVD.get_attributes SVD.get_match_index SVD.get_params SVD.get_plotting_lib SVD.import_models SVD.inverse_transform SVD.plot SVD.plot_circle SVD.plot_scree SVD.score SVD.set_params SVD.summarize SVD.to_binary SVD.to_memmodel SVD.to_python SVD.to_sql SVD.transform **Attributes:** .. autosummary:: :toctree: api/ SVD.object_type MCA (Beta) ~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ decomposition.MCA .. currentmodule:: vastorbit.machine_learning.vast.decomposition **Methods:** .. autosummary:: :toctree: api/ MCA.contour MCA.deployInverseSQL MCA.deploySQL MCA.drop MCA.export_models MCA.fit MCA.get_attributes MCA.get_match_index MCA.get_params MCA.get_plotting_lib MCA.import_models MCA.inverse_transform MCA.plot MCA.plot_circle MCA.plot_contrib MCA.plot_cos2 MCA.plot_scree MCA.plot_var MCA.score MCA.set_params MCA.summarize MCA.to_binary MCA.to_memmodel MCA.to_python MCA.to_sql MCA.transform **Attributes:** .. autosummary:: :toctree: api/ MCA.object_type ____ Preprocessing --------------- One-Hot Encoder ~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.OneHotEncoder .. currentmodule:: vastorbit.machine_learning.vast.preprocessing **Methods:** .. autosummary:: :toctree: api/ OneHotEncoder.deployInverseSQL OneHotEncoder.deploySQL OneHotEncoder.drop OneHotEncoder.export_models OneHotEncoder.fit OneHotEncoder.get_attributes OneHotEncoder.get_match_index OneHotEncoder.get_params OneHotEncoder.get_plotting_lib OneHotEncoder.import_models OneHotEncoder.inverse_transform OneHotEncoder.set_params OneHotEncoder.summarize OneHotEncoder.to_binary OneHotEncoder.to_memmodel OneHotEncoder.to_python OneHotEncoder.to_sql OneHotEncoder.transform **Attributes:** .. autosummary:: :toctree: api/ OneHotEncoder.object_type ______ Scaler ~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.Scaler .. currentmodule:: vastorbit.machine_learning.vast.preprocessing **Methods:** .. autosummary:: :toctree: api/ Scaler.deployInverseSQL Scaler.deploySQL Scaler.drop Scaler.export_models Scaler.fit Scaler.get_attributes Scaler.get_match_index Scaler.get_params Scaler.get_plotting_lib Scaler.import_models Scaler.inverse_transform Scaler.set_params Scaler.summarize Scaler.to_binary Scaler.to_memmodel Scaler.to_python Scaler.to_sql Scaler.transform **Attributes:** .. autosummary:: :toctree: api/ Scaler.object_type Standard Scaler ~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.StandardScaler .. currentmodule:: vastorbit.machine_learning.vast.preprocessing **Methods:** .. autosummary:: :toctree: api/ StandardScaler.deployInverseSQL StandardScaler.deploySQL StandardScaler.drop StandardScaler.export_models StandardScaler.fit StandardScaler.get_attributes StandardScaler.get_match_index StandardScaler.get_params StandardScaler.get_plotting_lib StandardScaler.import_models StandardScaler.inverse_transform StandardScaler.set_params StandardScaler.summarize StandardScaler.to_binary StandardScaler.to_memmodel StandardScaler.to_python StandardScaler.to_sql StandardScaler.transform **Attributes:** .. autosummary:: :toctree: api/ StandardScaler.object_type Min Max Scaler ~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.MinMaxScaler .. currentmodule:: vastorbit.machine_learning.vast.preprocessing **Methods:** .. autosummary:: :toctree: api/ MinMaxScaler.contour MinMaxScaler.deployInverseSQL MinMaxScaler.deploySQL MinMaxScaler.drop MinMaxScaler.export_models MinMaxScaler.fit MinMaxScaler.get_attributes MinMaxScaler.get_match_index MinMaxScaler.get_params MinMaxScaler.get_plotting_lib MinMaxScaler.import_models MinMaxScaler.inverse_transform MinMaxScaler.set_params MinMaxScaler.summarize MinMaxScaler.to_binary MinMaxScaler.to_memmodel MinMaxScaler.to_python MinMaxScaler.to_sql MinMaxScaler.transform **Attributes:** .. autosummary:: :toctree: api/ MinMaxScaler.object_type Robust Scaler ~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.RobustScaler .. currentmodule:: vastorbit.machine_learning.vast.preprocessing **Methods:** .. autosummary:: :toctree: api/ RobustScaler.contour RobustScaler.deployInverseSQL RobustScaler.deploySQL RobustScaler.drop RobustScaler.export_models RobustScaler.fit RobustScaler.get_attributes RobustScaler.get_match_index RobustScaler.get_params RobustScaler.get_plotting_lib RobustScaler.import_models RobustScaler.inverse_transform RobustScaler.set_params RobustScaler.summarize RobustScaler.to_binary RobustScaler.to_memmodel RobustScaler.to_python RobustScaler.to_sql RobustScaler.transform **Attributes:** .. autosummary:: :toctree: api/ RobustScaler.object_type _____ Balance ~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ preprocessing.balance