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