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