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evalml.demos.load_fraud
evalml.demos.load_wine
evalml.demos.load_breast_cancer
evalml.demos.load_diabetes
evalml.demos.load_churn
evalml.preprocessing.load_data
evalml.preprocessing.drop_nan_target_rows
evalml.preprocessing.target_distribution
evalml.preprocessing.number_of_features
evalml.preprocessing.split_data
evalml.preprocessing.BalancedClassificationDataTVSplit
evalml.preprocessing.BalancedClassificationDataCVSplit
evalml.preprocessing.KMeansSMOTECVSplit
evalml.preprocessing.KMeansSMOTETVSplit
evalml.preprocessing.SMOTETomekCVSplit
evalml.preprocessing.SMOTETomekTVSplit
evalml.preprocessing.RandomUnderSamplerCVSplit
evalml.preprocessing.RandomUnderSamplerTVSplit
evalml.preprocessing.SMOTENCCVSplit
evalml.preprocessing.SMOTENCTVSplit
evalml.exceptions.MethodPropertyNotFoundError
evalml.exceptions.PipelineNotFoundError
evalml.exceptions.ObjectiveNotFoundError
evalml.exceptions.IllFormattedClassNameError
evalml.exceptions.MissingComponentError
evalml.exceptions.ComponentNotYetFittedError
evalml.exceptions.PipelineNotYetFittedError
evalml.exceptions.AutoMLSearchException
evalml.exceptions.EnsembleMissingPipelinesError
evalml.exceptions.PipelineScoreError
evalml.exceptions.DataCheckInitError
evalml.exceptions.NullsInColumnWarning
evalml.automl.AutoMLSearch
evalml.automl.get_default_primary_search_objective
evalml.automl.make_data_splitter
evalml.automl.automl_algorithm.AutoMLAlgorithm
evalml.automl.automl_algorithm.IterativeAlgorithm
evalml.automl.callbacks.silent_error_callback
evalml.automl.callbacks.log_error_callback
evalml.automl.callbacks.raise_error_callback
evalml.automl.callbacks.log_and_save_error_callback
evalml.automl.callbacks.raise_and_save_error_callback
evalml.pipelines.PipelineBase
evalml.pipelines.ClassificationPipeline
evalml.pipelines.BinaryClassificationPipeline
evalml.pipelines.MulticlassClassificationPipeline
evalml.pipelines.RegressionPipeline
evalml.pipelines.TimeSeriesClassificationPipeline
evalml.pipelines.TimeSeriesBinaryClassificationPipeline
evalml.pipelines.TimeSeriesMulticlassClassificationPipeline
evalml.pipelines.TimeSeriesRegressionPipeline
evalml.pipelines.BaselineBinaryPipeline
evalml.pipelines.BaselineMulticlassPipeline
evalml.pipelines.ModeBaselineBinaryPipeline
evalml.pipelines.ModeBaselineMulticlassPipeline
evalml.pipelines.BaselineRegressionPipeline
evalml.pipelines.MeanBaselineRegressionPipeline
evalml.pipelines.TimeSeriesBaselineRegressionPipeline
evalml.pipelines.utils.make_pipeline
evalml.pipelines.utils.make_pipeline_from_components
evalml.pipelines.utils.generate_pipeline_code
evalml.pipelines.components.ComponentBase
evalml.pipelines.components.Transformer
evalml.pipelines.components.Estimator
evalml.pipelines.components.utils.allowed_model_families
evalml.pipelines.components.utils.get_estimators
evalml.pipelines.components.utils.generate_component_code
evalml.pipelines.components.DropColumns
evalml.pipelines.components.SelectColumns
evalml.pipelines.components.OneHotEncoder
evalml.pipelines.components.TargetEncoder
evalml.pipelines.components.PerColumnImputer
evalml.pipelines.components.Imputer
evalml.pipelines.components.SimpleImputer
evalml.pipelines.components.StandardScaler
evalml.pipelines.components.RFRegressorSelectFromModel
evalml.pipelines.components.RFClassifierSelectFromModel
evalml.pipelines.components.DropNullColumns
evalml.pipelines.components.DateTimeFeaturizer
evalml.pipelines.components.TextFeaturizer
evalml.pipelines.components.DelayedFeatureTransformer
evalml.pipelines.components.DFSTransformer
evalml.pipelines.components.PolynomialDetrender
evalml.pipelines.components.CatBoostClassifier
evalml.pipelines.components.ElasticNetClassifier
evalml.pipelines.components.ExtraTreesClassifier
evalml.pipelines.components.RandomForestClassifier
evalml.pipelines.components.LightGBMClassifier
evalml.pipelines.components.LogisticRegressionClassifier
evalml.pipelines.components.XGBoostClassifier
evalml.pipelines.components.BaselineClassifier
evalml.pipelines.components.StackedEnsembleClassifier
evalml.pipelines.components.DecisionTreeClassifier
evalml.pipelines.components.KNeighborsClassifier
evalml.pipelines.components.SVMClassifier
evalml.pipelines.components.ARIMARegressor
evalml.pipelines.components.CatBoostRegressor
evalml.pipelines.components.ElasticNetRegressor
evalml.pipelines.components.LinearRegressor
evalml.pipelines.components.ExtraTreesRegressor
evalml.pipelines.components.RandomForestRegressor
evalml.pipelines.components.XGBoostRegressor
evalml.pipelines.components.BaselineRegressor
evalml.pipelines.components.TimeSeriesBaselineEstimator
evalml.pipelines.components.StackedEnsembleRegressor
evalml.pipelines.components.DecisionTreeRegressor
evalml.pipelines.components.DecisionTreeRegressor.__init__
evalml.pipelines.components.DecisionTreeRegressor.clone
evalml.pipelines.components.DecisionTreeRegressor.describe
evalml.pipelines.components.DecisionTreeRegressor.fit
evalml.pipelines.components.DecisionTreeRegressor.load
evalml.pipelines.components.DecisionTreeRegressor.predict
evalml.pipelines.components.DecisionTreeRegressor.predict_proba
evalml.pipelines.components.DecisionTreeRegressor.save
evalml.pipelines.components.LightGBMRegressor
evalml.pipelines.components.SVMRegressor
evalml.model_understanding.confusion_matrix
evalml.model_understanding.normalize_confusion_matrix
evalml.model_understanding.precision_recall_curve
evalml.model_understanding.roc_curve
evalml.model_understanding.calculate_permutation_importance
evalml.model_understanding.binary_objective_vs_threshold
evalml.model_understanding.get_prediction_vs_actual_over_time_data
evalml.model_understanding.partial_dependence
evalml.model_understanding.get_prediction_vs_actual_data
evalml.model_understanding.get_linear_coefficients
evalml.model_understanding.t_sne
evalml.model_understanding.graph_precision_recall_curve
evalml.model_understanding.graph_roc_curve
evalml.model_understanding.graph_confusion_matrix
evalml.model_understanding.graph_permutation_importance
evalml.model_understanding.graph_binary_objective_vs_threshold
evalml.model_understanding.graph_prediction_vs_actual
evalml.model_understanding.graph_prediction_vs_actual_over_time
evalml.model_understanding.graph_partial_dependence
evalml.model_understanding.graph_t_sne
evalml.model_understanding.prediction_explanations.explain_predictions
evalml.model_understanding.prediction_explanations.explain_predictions_best_worst
evalml.objectives.ObjectiveBase
evalml.objectives.BinaryClassificationObjective
evalml.objectives.MulticlassClassificationObjective
evalml.objectives.RegressionObjective
evalml.objectives.FraudCost
evalml.objectives.LeadScoring
evalml.objectives.CostBenefitMatrix
evalml.objectives.AccuracyBinary
evalml.objectives.AccuracyMulticlass
evalml.objectives.AUC
evalml.objectives.AUCMacro
evalml.objectives.AUCMicro
evalml.objectives.AUCWeighted
evalml.objectives.BalancedAccuracyBinary
evalml.objectives.BalancedAccuracyMulticlass
evalml.objectives.F1
evalml.objectives.F1Micro
evalml.objectives.F1Macro
evalml.objectives.F1Weighted
evalml.objectives.LogLossBinary
evalml.objectives.LogLossMulticlass
evalml.objectives.MCCBinary
evalml.objectives.MCCMulticlass
evalml.objectives.Precision
evalml.objectives.PrecisionMicro
evalml.objectives.PrecisionMacro
evalml.objectives.PrecisionWeighted
evalml.objectives.Recall
evalml.objectives.RecallMicro
evalml.objectives.RecallMacro
evalml.objectives.RecallWeighted
evalml.objectives.R2
evalml.objectives.MAE
evalml.objectives.MAPE
evalml.objectives.MSE
evalml.objectives.MeanSquaredLogError
evalml.objectives.MedianAE
evalml.objectives.MaxError
evalml.objectives.ExpVariance
evalml.objectives.RootMeanSquaredError
evalml.objectives.RootMeanSquaredLogError
evalml.objectives.get_all_objective_names
evalml.objectives.get_core_objectives
evalml.objectives.get_core_objective_names
evalml.objectives.get_non_core_objectives
evalml.objectives.get_objective
evalml.problem_types.handle_problem_types
evalml.problem_types.detect_problem_type
evalml.problem_types.ProblemTypes
evalml.model_family.handle_model_family
evalml.model_family.ModelFamily
evalml.tuners.Tuner
evalml.tuners.SKOptTuner
evalml.tuners.GridSearchTuner
evalml.tuners.RandomSearchTuner
evalml.data_checks.DataCheck
evalml.data_checks.InvalidTargetDataCheck
evalml.data_checks.HighlyNullDataCheck
evalml.data_checks.IDColumnsDataCheck
evalml.data_checks.TargetLeakageDataCheck
evalml.data_checks.OutliersDataCheck
evalml.data_checks.NoVarianceDataCheck
evalml.data_checks.ClassImbalanceDataCheck
evalml.data_checks.MulticollinearityDataCheck
evalml.data_checks.DataChecks
evalml.data_checks.DefaultDataChecks
evalml.data_checks.DataCheckMessage
evalml.data_checks.DataCheckError
evalml.data_checks.DataCheckWarning
evalml.data_checks.DataCheckMessageType
evalml.data_checks.DataCheckMessageCode
evalml.utils.import_or_raise
evalml.utils.convert_to_seconds
evalml.utils.get_random_state
evalml.utils.get_random_seed
evalml.utils.pad_with_nans
evalml.utils.drop_rows_with_nans
evalml.utils.infer_feature_types
evalml.utils.save_plot
evalml.utils.is_all_numeric
evalml.utils.get_importable_subclasses
evalml.pipelines.components.DecisionTreeRegressor.__init__
¶
DecisionTreeRegressor.
__init__
(
criterion
=
'mse'
,
max_features
=
'auto'
,
max_depth
=
6
,
min_samples_split
=
2
,
min_weight_fraction_leaf
=
0.0
,
random_seed
=
0
,
**
kwargs
)
[source]
¶
Initialize self. See help(type(self)) for accurate signature.
evalml.pipelines.components.DecisionTreeRegressor
evalml.pipelines.components.DecisionTreeRegressor.clone