.. _api.machine_learning.vertica.classification: =============== Classification =============== ______ Linear Models ------------- Linear SVC ~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ svm.LinearSVC .. currentmodule:: verticapy.machine_learning.vertica.svm **Methods:** .. autosummary:: :toctree: api/ LinearSVC.classification_report LinearSVC.confusion_matrix LinearSVC.contour LinearSVC.cutoff_curve LinearSVC.deploySQL LinearSVC.does_model_exists LinearSVC.drop LinearSVC.export_models LinearSVC.features_importance LinearSVC.fit LinearSVC.get_attributes LinearSVC.get_match_index LinearSVC.get_params LinearSVC.get_plotting_lib LinearSVC.get_vertica_attributes LinearSVC.import_models LinearSVC.lift_chart LinearSVC.plot LinearSVC.prc_curve LinearSVC.predict LinearSVC.predict_proba LinearSVC.register LinearSVC.report LinearSVC.roc_curve LinearSVC.score LinearSVC.set_params LinearSVC.summarize LinearSVC.to_binary LinearSVC.to_memmodel LinearSVC.to_pmml LinearSVC.to_python LinearSVC.to_sql LinearSVC.to_tf **Attributes:** .. autosummary:: :toctree: api/ LinearSVC.object_type LinearSVC.classes_ Logistic Regression ~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ linear_model.LogisticRegression .. currentmodule:: verticapy.machine_learning.vertica.linear_model **Methods:** .. autosummary:: :toctree: api/ LogisticRegression.classification_report LogisticRegression.confusion_matrix LogisticRegression.contour LogisticRegression.cutoff_curve LogisticRegression.deploySQL LogisticRegression.does_model_exists LogisticRegression.drop LogisticRegression.export_models LogisticRegression.features_importance LogisticRegression.fit LogisticRegression.get_attributes LogisticRegression.get_match_index LogisticRegression.get_params LogisticRegression.get_plotting_lib LogisticRegression.get_vertica_attributes LogisticRegression.import_models LogisticRegression.lift_chart LogisticRegression.plot LogisticRegression.prc_curve LogisticRegression.predict LogisticRegression.predict_proba LogisticRegression.register LogisticRegression.report LogisticRegression.roc_curve LogisticRegression.score LogisticRegression.set_params LogisticRegression.summarize LogisticRegression.to_binary LogisticRegression.to_memmodel LogisticRegression.to_pmml LogisticRegression.to_python LogisticRegression.to_sql LogisticRegression.to_tf **Attributes:** .. autosummary:: :toctree: api/ LogisticRegression.object_type LogisticRegression.classes_ _____ Tree-based algorithms --------------------- Dummy Tree ~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ tree.DummyTreeClassifier .. currentmodule:: verticapy.machine_learning.vertica.tree **Methods:** .. autosummary:: :toctree: api/ DummyTreeClassifier.classification_report DummyTreeClassifier.confusion_matrix DummyTreeClassifier.contour DummyTreeClassifier.cutoff_curve DummyTreeClassifier.deploySQL DummyTreeClassifier.does_model_exists DummyTreeClassifier.drop DummyTreeClassifier.export_models DummyTreeClassifier.features_importance DummyTreeClassifier.fit DummyTreeClassifier.get_attributes DummyTreeClassifier.get_match_index DummyTreeClassifier.get_params DummyTreeClassifier.get_plotting_lib DummyTreeClassifier.get_score DummyTreeClassifier.get_tree DummyTreeClassifier.get_vertica_attributes DummyTreeClassifier.import_models DummyTreeClassifier.lift_chart DummyTreeClassifier.plot DummyTreeClassifier.plot_tree DummyTreeClassifier.prc_curve DummyTreeClassifier.predict DummyTreeClassifier.predict_proba DummyTreeClassifier.register DummyTreeClassifier.report DummyTreeClassifier.roc_curve DummyTreeClassifier.score DummyTreeClassifier.set_params DummyTreeClassifier.summarize DummyTreeClassifier.to_binary DummyTreeClassifier.to_graphviz DummyTreeClassifier.to_memmodel DummyTreeClassifier.to_pmml DummyTreeClassifier.to_python DummyTreeClassifier.to_sql DummyTreeClassifier.to_tf **Attributes:** .. autosummary:: :toctree: api/ DummyTreeClassifier.object_type Decision Tree ~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ tree.DecisionTreeClassifier .. currentmodule:: verticapy.machine_learning.vertica.tree **Methods:** .. autosummary:: :toctree: api/ DecisionTreeClassifier.classification_report DecisionTreeClassifier.confusion_matrix DecisionTreeClassifier.contour DecisionTreeClassifier.cutoff_curve DecisionTreeClassifier.deploySQL DecisionTreeClassifier.does_model_exists DecisionTreeClassifier.drop DecisionTreeClassifier.export_models DecisionTreeClassifier.features_importance DecisionTreeClassifier.fit DecisionTreeClassifier.get_attributes DecisionTreeClassifier.get_match_index DecisionTreeClassifier.get_params DecisionTreeClassifier.get_plotting_lib DecisionTreeClassifier.get_score DecisionTreeClassifier.get_tree DecisionTreeClassifier.get_vertica_attributes DecisionTreeClassifier.import_models DecisionTreeClassifier.lift_chart DecisionTreeClassifier.plot DecisionTreeClassifier.plot_tree DecisionTreeClassifier.prc_curve DecisionTreeClassifier.predict DecisionTreeClassifier.predict_proba DecisionTreeClassifier.register DecisionTreeClassifier.report DecisionTreeClassifier.roc_curve DecisionTreeClassifier.score DecisionTreeClassifier.set_params DecisionTreeClassifier.summarize DecisionTreeClassifier.to_binary DecisionTreeClassifier.to_graphviz DecisionTreeClassifier.to_memmodel DecisionTreeClassifier.to_pmml DecisionTreeClassifier.to_python DecisionTreeClassifier.to_sql DecisionTreeClassifier.to_tf **Attributes:** .. autosummary:: :toctree: api/ DecisionTreeClassifier.object_type Random Forest Classifier ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ ensemble.RandomForestClassifier .. currentmodule:: verticapy.machine_learning.vertica.ensemble **Methods:** .. autosummary:: :toctree: api/ RandomForestClassifier.classification_report RandomForestClassifier.confusion_matrix RandomForestClassifier.contour RandomForestClassifier.cutoff_curve RandomForestClassifier.deploySQL RandomForestClassifier.does_model_exists RandomForestClassifier.drop RandomForestClassifier.export_models RandomForestClassifier.features_importance RandomForestClassifier.fit RandomForestClassifier.get_attributes RandomForestClassifier.get_match_index RandomForestClassifier.get_params RandomForestClassifier.get_plotting_lib RandomForestClassifier.get_score RandomForestClassifier.get_tree RandomForestClassifier.get_vertica_attributes RandomForestClassifier.import_models RandomForestClassifier.lift_chart RandomForestClassifier.plot RandomForestClassifier.plot_tree RandomForestClassifier.prc_curve RandomForestClassifier.predict RandomForestClassifier.predict_proba RandomForestClassifier.register RandomForestClassifier.report RandomForestClassifier.roc_curve RandomForestClassifier.score RandomForestClassifier.set_params RandomForestClassifier.summarize RandomForestClassifier.to_binary RandomForestClassifier.to_graphviz RandomForestClassifier.to_memmodel RandomForestClassifier.to_pmml RandomForestClassifier.to_python RandomForestClassifier.to_sql RandomForestClassifier.to_tf **Attributes:** .. autosummary:: :toctree: api/ RandomForestClassifier.object_type XGBoost Classifier ~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ ensemble.XGBClassifier .. currentmodule:: verticapy.machine_learning.vertica.ensemble **Methods:** .. autosummary:: :toctree: api/ XGBClassifier.classification_report XGBClassifier.confusion_matrix XGBClassifier.contour XGBClassifier.cutoff_curve XGBClassifier.deploySQL XGBClassifier.does_model_exists XGBClassifier.drop XGBClassifier.export_models XGBClassifier.features_importance XGBClassifier.fit XGBClassifier.get_attributes XGBClassifier.get_match_index XGBClassifier.get_params XGBClassifier.get_plotting_lib XGBClassifier.get_score XGBClassifier.get_tree XGBClassifier.get_vertica_attributes XGBClassifier.import_models XGBClassifier.lift_chart XGBClassifier.plot XGBClassifier.plot_tree XGBClassifier.prc_curve XGBClassifier.predict XGBClassifier.predict_proba XGBClassifier.register XGBClassifier.report XGBClassifier.roc_curve XGBClassifier.score XGBClassifier.set_params XGBClassifier.summarize XGBClassifier.to_binary XGBClassifier.to_graphviz XGBClassifier.to_json XGBClassifier.to_memmodel XGBClassifier.to_pmml XGBClassifier.to_python XGBClassifier.to_sql XGBClassifier.to_tf **Attributes:** .. autosummary:: :toctree: api/ XGBClassifier.object_type ________ Naive Bayes -------------- Naive Bayes ~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ naive_bayes.NaiveBayes .. currentmodule:: verticapy.machine_learning.vertica.naive_bayes **Methods:** .. autosummary:: :toctree: api/ NaiveBayes.classification_report NaiveBayes.confusion_matrix NaiveBayes.contour NaiveBayes.cutoff_curve NaiveBayes.deploySQL NaiveBayes.does_model_exists NaiveBayes.drop NaiveBayes.export_models NaiveBayes.fit NaiveBayes.get_attributes NaiveBayes.get_match_index NaiveBayes.get_params NaiveBayes.get_plotting_lib NaiveBayes.get_vertica_attributes NaiveBayes.import_models NaiveBayes.lift_chart NaiveBayes.prc_curve NaiveBayes.predict NaiveBayes.predict_proba NaiveBayes.register NaiveBayes.report NaiveBayes.roc_curve NaiveBayes.score NaiveBayes.set_params NaiveBayes.summarize NaiveBayes.to_binary NaiveBayes.to_memmodel NaiveBayes.to_pmml NaiveBayes.to_python NaiveBayes.to_sql NaiveBayes.to_tf **Attributes:** .. autosummary:: :toctree: api/ NaiveBayes.object_type _______ Neighbors ----------- K-Nearest Neighbors Classifier (Beta) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ neighbors.KNeighborsClassifier .. currentmodule:: verticapy.machine_learning.vertica.neighbors **Methods:** .. autosummary:: :toctree: api/ KNeighborsClassifier.classification_report KNeighborsClassifier.confusion_matrix KNeighborsClassifier.contour KNeighborsClassifier.cutoff_curve KNeighborsClassifier.deploySQL KNeighborsClassifier.does_model_exists KNeighborsClassifier.drop KNeighborsClassifier.export_models KNeighborsClassifier.fit KNeighborsClassifier.get_attributes KNeighborsClassifier.get_match_index KNeighborsClassifier.get_params KNeighborsClassifier.get_plotting_lib KNeighborsClassifier.get_vertica_attributes KNeighborsClassifier.import_models KNeighborsClassifier.lift_chart KNeighborsClassifier.prc_curve KNeighborsClassifier.predict KNeighborsClassifier.predict_proba KNeighborsClassifier.register KNeighborsClassifier.report KNeighborsClassifier.roc_curve KNeighborsClassifier.score KNeighborsClassifier.set_params KNeighborsClassifier.summarize KNeighborsClassifier.to_binary KNeighborsClassifier.to_pmml KNeighborsClassifier.to_python KNeighborsClassifier.to_sql KNeighborsClassifier.to_tf **Attributes:** .. autosummary:: :toctree: api/ KNeighborsClassifier.object_type Nearest Centroid (Beta) ~~~~~~~~~~~~~~~~~~~~~~~~ .. currentmodule:: verticapy.machine_learning.vertica .. autosummary:: :toctree: api/ cluster.NearestCentroid .. currentmodule:: verticapy.machine_learning.vertica.cluster **Methods:** .. autosummary:: :toctree: api/ NearestCentroid.classification_report NearestCentroid.confusion_matrix NearestCentroid.contour NearestCentroid.cutoff_curve NearestCentroid.deploySQL NearestCentroid.does_model_exists NearestCentroid.drop NearestCentroid.export_models NearestCentroid.fit NearestCentroid.get_attributes NearestCentroid.get_match_index NearestCentroid.get_params NearestCentroid.get_plotting_lib NearestCentroid.get_vertica_attributes NearestCentroid.import_models NearestCentroid.lift_chart NearestCentroid.prc_curve NearestCentroid.predict NearestCentroid.predict_proba NearestCentroid.register NearestCentroid.report NearestCentroid.roc_curve NearestCentroid.score NearestCentroid.set_params NearestCentroid.summarize NearestCentroid.to_binary NearestCentroid.to_memmodel NearestCentroid.to_pmml NearestCentroid.to_python NearestCentroid.to_sql NearestCentroid.to_tf **Attributes:** .. autosummary:: :toctree: api/ NearestCentroid.object_type _____