.. _api.machine_learning.vast.regression: =============== Regression =============== Linear Models -------------- Linear Regression ~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.LinearRegression .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ LinearRegression.contour LinearRegression.deploySQL LinearRegression.drop LinearRegression.export_models LinearRegression.features_importance LinearRegression.fit LinearRegression.get_attributes LinearRegression.get_match_index LinearRegression.get_params LinearRegression.get_plotting_lib LinearRegression.import_models LinearRegression.plot LinearRegression.predict LinearRegression.regression_report LinearRegression.report LinearRegression.score LinearRegression.set_params LinearRegression.summarize LinearRegression.to_memmodel LinearRegression.to_python LinearRegression.to_sql **Attributes:** .. autosummary:: :toctree: api/ LinearRegression.object_type Ridge ~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.Ridge .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ Ridge.contour Ridge.deploySQL Ridge.drop Ridge.export_models Ridge.features_importance Ridge.fit Ridge.get_attributes Ridge.get_match_index Ridge.get_params Ridge.get_plotting_lib Ridge.import_models Ridge.plot Ridge.predict Ridge.regression_report Ridge.report Ridge.score Ridge.set_params Ridge.summarize Ridge.to_binary Ridge.to_memmodel Ridge.to_python Ridge.to_sql **Attributes:** .. autosummary:: :toctree: api/ Ridge.object_type Lasso ~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.Lasso .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ Lasso.contour Lasso.deploySQL Lasso.drop Lasso.export_models Lasso.features_importance Lasso.fit Lasso.get_attributes Lasso.get_match_index Lasso.get_params Lasso.get_plotting_lib Lasso.import_models Lasso.plot Lasso.predict Lasso.regression_report Lasso.report Lasso.score Lasso.set_params Lasso.summarize Lasso.to_binary Lasso.to_memmodel Lasso.to_python Lasso.to_sql **Attributes:** .. autosummary:: :toctree: api/ Lasso.object_type Elastic Net ~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.ElasticNet .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ ElasticNet.contour ElasticNet.deploySQL ElasticNet.drop ElasticNet.export_models ElasticNet.features_importance ElasticNet.fit ElasticNet.get_attributes ElasticNet.get_match_index ElasticNet.get_params ElasticNet.get_plotting_lib ElasticNet.import_models ElasticNet.plot ElasticNet.predict ElasticNet.regression_report ElasticNet.report ElasticNet.score ElasticNet.set_params ElasticNet.summarize ElasticNet.to_binary ElasticNet.to_memmodel ElasticNet.to_python ElasticNet.to_sql **Attributes:** .. autosummary:: :toctree: api/ ElasticNet.object_type Linear SVR ~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ svm.LinearSVR .. currentmodule:: vastorbit.machine_learning.vast.svm **Methods:** .. autosummary:: :toctree: api/ LinearSVR.contour LinearSVR.deploySQL LinearSVR.drop LinearSVR.export_models LinearSVR.features_importance LinearSVR.fit LinearSVR.get_attributes LinearSVR.get_match_index LinearSVR.get_params LinearSVR.get_plotting_lib LinearSVR.import_models LinearSVR.plot LinearSVR.predict LinearSVR.regression_report LinearSVR.report LinearSVR.score LinearSVR.set_params LinearSVR.summarize LinearSVR.to_binary LinearSVR.to_memmodel LinearSVR.to_python LinearSVR.to_sql **Attributes:** .. autosummary:: :toctree: api/ LinearSVR.object_type Partial Least Squares (PLS) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.PLSRegression .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ PLSRegression.contour PLSRegression.deploySQL PLSRegression.drop PLSRegression.export_models PLSRegression.features_importance PLSRegression.fit PLSRegression.get_attributes PLSRegression.get_match_index PLSRegression.get_params PLSRegression.get_plotting_lib PLSRegression.import_models PLSRegression.plot PLSRegression.predict PLSRegression.regression_report PLSRegression.report PLSRegression.score PLSRegression.set_params PLSRegression.summarize PLSRegression.to_binary PLSRegression.to_memmodel PLSRegression.to_python PLSRegression.to_sql **Attributes:** .. autosummary:: :toctree: api/ PLSRegression._model_type Poisson Regression ~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ linear_model.PoissonRegressor .. currentmodule:: vastorbit.machine_learning.vast.linear_model **Methods:** .. autosummary:: :toctree: api/ PoissonRegressor.contour PoissonRegressor.deploySQL PoissonRegressor.drop PoissonRegressor.export_models PoissonRegressor.features_importance PoissonRegressor.fit PoissonRegressor.get_attributes PoissonRegressor.get_match_index PoissonRegressor.get_params PoissonRegressor.get_plotting_lib PoissonRegressor.import_models PoissonRegressor.plot PoissonRegressor.predict PoissonRegressor.regression_report PoissonRegressor.report PoissonRegressor.score PoissonRegressor.set_params PoissonRegressor.summarize PoissonRegressor.to_binary PoissonRegressor.to_memmodel PoissonRegressor.to_python PoissonRegressor.to_sql _____ Tree-based Models ------------------ Random Forest Regressor ~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ ensemble.RandomForestRegressor .. currentmodule:: vastorbit.machine_learning.vast.ensemble **Methods:** .. autosummary:: :toctree: api/ RandomForestRegressor.contour RandomForestRegressor.deploySQL RandomForestRegressor.drop RandomForestRegressor.export_models RandomForestRegressor.features_importance RandomForestRegressor.fit RandomForestRegressor.get_attributes RandomForestRegressor.get_match_index RandomForestRegressor.get_params RandomForestRegressor.get_plotting_lib RandomForestRegressor.get_tree RandomForestRegressor.import_models RandomForestRegressor.plot RandomForestRegressor.plot_tree RandomForestRegressor.predict RandomForestRegressor.regression_report RandomForestRegressor.report RandomForestRegressor.score RandomForestRegressor.set_params RandomForestRegressor.summarize RandomForestRegressor.to_binary RandomForestRegressor.to_graphviz RandomForestRegressor.to_memmodel RandomForestRegressor.to_python RandomForestRegressor.to_sql **Attributes:** .. autosummary:: :toctree: api/ RandomForestRegressor.object_type GradientBoostingRegressor ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ ensemble.GradientBoostingRegressor .. currentmodule:: vastorbit.machine_learning.vast.ensemble **Methods:** .. autosummary:: :toctree: api/ GradientBoostingRegressor.contour GradientBoostingRegressor.deploySQL GradientBoostingRegressor.drop GradientBoostingRegressor.export_models GradientBoostingRegressor.features_importance GradientBoostingRegressor.fit GradientBoostingRegressor.get_attributes GradientBoostingRegressor.get_match_index GradientBoostingRegressor.get_params GradientBoostingRegressor.get_plotting_lib GradientBoostingRegressor.get_tree GradientBoostingRegressor.import_models GradientBoostingRegressor.plot GradientBoostingRegressor.plot_tree GradientBoostingRegressor.predict GradientBoostingRegressor.regression_report GradientBoostingRegressor.report GradientBoostingRegressor.score GradientBoostingRegressor.set_params GradientBoostingRegressor.summarize GradientBoostingRegressor.to_binary GradientBoostingRegressor.to_graphviz GradientBoostingRegressor.to_json GradientBoostingRegressor.to_memmodel GradientBoostingRegressor.to_python GradientBoostingRegressor.to_sql **Attributes:** .. autosummary:: :toctree: api/ GradientBoostingRegressor.object_type ____ Neighbors ----------- K-Nearest Neighbors Regressor (Beta) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: vastorbit.machine_learning.vast .. autosummary:: :toctree: api/ neighbors.KNeighborsRegressor .. currentmodule:: vastorbit.machine_learning.vast.neighbors **Methods:** .. autosummary:: :toctree: api/ KNeighborsRegressor.contour KNeighborsRegressor.deploySQL KNeighborsRegressor.drop KNeighborsRegressor.export_models KNeighborsRegressor.fit KNeighborsRegressor.get_attributes KNeighborsRegressor.get_match_index KNeighborsRegressor.get_params KNeighborsRegressor.get_plotting_lib KNeighborsRegressor.import_models KNeighborsRegressor.predict KNeighborsRegressor.regression_report KNeighborsRegressor.report KNeighborsRegressor.score KNeighborsRegressor.set_params KNeighborsRegressor.summarize KNeighborsRegressor.to_binary KNeighborsRegressor.to_python KNeighborsRegressor.to_sql **Attributes:** .. autosummary:: :toctree: api/ KNeighborsRegressor.object_type