Index

A

AbstractAnalysis (class in autogluon.eda.analysis.base) AbstractFeatureGenerator (class in autogluon.features.generators) AbstractModel (class in autogluon.tabular.models) AbstractVisualization (class in autogluon.eda.visualization.base) add_special_types() (autogluon.common.features.feature_metadata.FeatureMetadata method) all_keys_must_be_present() (autogluon.eda.analysis.base.AbstractAnalysis method) (autogluon.eda.visualization.base.AbstractVisualization method) analyze() (in module autogluon.eda.auto.simple) analyze_interaction() (in module autogluon.eda.auto.simple) ApplyFeatureGenerator (class in autogluon.eda.analysis.transform) ARIMAModel (class in autogluon.timeseries.models) AsTypeFeatureGenerator (class in autogluon.features.generators) at_least_one_key_must_be_present() (autogluon.eda.analysis.base.AbstractAnalysis method) (autogluon.eda.visualization.base.AbstractVisualization method) AutoARIMAModel (class in autogluon.timeseries.models) AutoETSModel (class in autogluon.timeseries.models) autogluon.common.features.feature_metadata module autogluon.core.models module autogluon.eda.analysis.base module autogluon.eda.analysis.dataset module autogluon.eda.analysis.interaction module autogluon.eda.analysis.missing module autogluon.eda.analysis.model module autogluon.eda.analysis.shift module

autogluon.eda.analysis.transform module autogluon.eda.auto.simple module autogluon.eda.visualization.base module autogluon.eda.visualization.dataset module autogluon.eda.visualization.interaction module autogluon.eda.visualization.missing module autogluon.eda.visualization.model module autogluon.eda.visualization.shift module autogluon.features.generators module autogluon.multimodal module, [1] autogluon.tabular module, [1], [2] autogluon.tabular.models module, [1] autogluon.timeseries module, [1], [2] autogluon.timeseries.models module AutoGluonModelEvaluator (class in autogluon.eda.analysis.model) AutoGluonModelQuickFit (class in autogluon.eda.analysis.model) AutoGluonTabularModel (class in autogluon.timeseries.models) AutoMLPipelineFeatureGenerator (class in autogluon.features.generators) available_datasets() (autogluon.eda.analysis.base.AbstractAnalysis static method)

B

BaggedEnsembleModel (class in autogluon.core.models)

BinnedFeatureGenerator (class in autogluon.features.generators) BulkFeatureGenerator (class in autogluon.features.generators)

C

can_compile() (autogluon.tabular.models.AbstractModel method) can_fit() (autogluon.tabular.models.AbstractModel method) can_handle() (autogluon.eda.analysis.base.AbstractAnalysis method) (autogluon.eda.visualization.base.AbstractVisualization method) can_infer() (autogluon.tabular.models.AbstractModel method) CatBoostModel (class in autogluon.tabular.models) CategoryFeatureGenerator (class in autogluon.features.generators) CategoryMemoryMinimizeFeatureGenerator (class in autogluon.features.generators) class_labels() (autogluon.multimodal.MultiModalPredictor property) clone() (autogluon.tabular.TabularPredictor method) clone_for_deployment() (autogluon.tabular.TabularPredictor method)

compile() (autogluon.tabular.models.AbstractModel method) compile_models() (autogluon.tabular.TabularPredictor method) ConfusionMatrix (class in autogluon.eda.visualization.model) convert_to_refit_full_template() (autogluon.tabular.models.AbstractModel method) convert_to_refit_full_via_copy() (autogluon.tabular.models.AbstractModel method) convert_to_template() (autogluon.tabular.models.AbstractModel method) Correlation (class in autogluon.eda.analysis.interaction) CorrelationSignificance (class in autogluon.eda.analysis.interaction) CorrelationSignificanceVisualization (class in autogluon.eda.visualization.interaction) CorrelationVisualization (class in autogluon.eda.visualization.interaction) covariate_shift_detection() (in module autogluon.eda.auto.simple)

D

Dataset (autogluon.tabular.TabularPredictor attribute) dataset_overview() (in module autogluon.eda.auto.simple) DatasetStatistics (class in autogluon.eda.visualization.dataset) DatasetSummary (class in autogluon.eda.analysis.dataset) DatasetTypeMismatch (class in autogluon.eda.visualization.dataset) DatetimeFeatureGenerator (class in autogluon.features.generators) DeepARModel (class in autogluon.timeseries.models) delete_from_disk() (autogluon.tabular.models.AbstractModel method)

delete_models() (autogluon.tabular.TabularPredictor method) distill() (autogluon.tabular.TabularPredictor method) DistributionFit (class in autogluon.eda.analysis.interaction) DropDuplicatesFeatureGenerator (class in autogluon.features.generators) DropUniqueFeatureGenerator (class in autogluon.features.generators) DummyFeatureGenerator (class in autogluon.features.generators) dump_model() (autogluon.multimodal.MultiModalPredictor method) DynamicOptimizedThetaModel (class in autogluon.timeseries.models)

E

estimate_memory_usage() (autogluon.tabular.models.AbstractModel method) ETSModel (class in autogluon.timeseries.models) evaluate() (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method)

evaluate_predictions() (autogluon.tabular.TabularPredictor method) explain_classification_errors() (autogluon.tabular.TabularPredictor method) export_onnx() (autogluon.multimodal.MultiModalPredictor method) extract_embedding() (autogluon.multimodal.MultiModalPredictor method)

F

FastTextModel (class in autogluon.tabular.models) feature_importance() (autogluon.tabular.TabularPredictor method) FeatureImportance (class in autogluon.eda.visualization.model) FeatureInteraction (class in autogluon.eda.analysis.interaction) FeatureInteractionVisualization (class in autogluon.eda.visualization.interaction) FeatureMetadata (class in autogluon.common.features.feature_metadata) features() (autogluon.tabular.TabularPredictor method) fill_missing_values() (autogluon.timeseries.TimeSeriesDataFrame method) FillNaFeatureGenerator (class in autogluon.features.generators) fit() (autogluon.eda.analysis.base.AbstractAnalysis method) (autogluon.features.generators.AbstractFeatureGenerator method) (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method)

fit_extra() (autogluon.tabular.TabularPredictor method) fit_pseudolabel() (autogluon.tabular.TabularPredictor method) fit_summary() (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method) fit_transform() (autogluon.features.generators.AbstractFeatureGenerator method) fit_weighted_ensemble() (autogluon.tabular.TabularPredictor method) from_data_frame() (autogluon.timeseries.TimeSeriesDataFrame class method) from_df() (autogluon.common.features.feature_metadata.FeatureMetadata class method) from_iterable_dataset() (autogluon.timeseries.TimeSeriesDataFrame class method) from_pickle() (autogluon.timeseries.TimeSeriesDataFrame class method)

G

get_feature_links() (autogluon.features.generators.AbstractFeatureGenerator method) get_feature_links_chain() (autogluon.features.generators.AbstractFeatureGenerator method) get_features() (autogluon.common.features.feature_metadata.FeatureMetadata method) get_fit_metadata() (autogluon.tabular.models.AbstractModel method) get_info() (autogluon.tabular.models.AbstractModel method) get_minimum_resources() (autogluon.tabular.models.AbstractModel method) get_model_best() (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method) get_model_full_dict() (autogluon.tabular.TabularPredictor method) get_model_names() (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method)

get_model_names_persisted() (autogluon.tabular.TabularPredictor method) get_oof_pred() (autogluon.tabular.TabularPredictor method) get_oof_pred_proba() (autogluon.tabular.TabularPredictor method) get_params() (autogluon.tabular.models.AbstractModel method) get_predictor_classes() (autogluon.multimodal.MultiModalPredictor method) get_processed_batch_for_deployment() (autogluon.multimodal.MultiModalPredictor method) get_size_disk() (autogluon.tabular.TabularPredictor method) get_size_disk_per_file() (autogluon.tabular.TabularPredictor method) get_tags() (autogluon.features.generators.AbstractFeatureGenerator method) get_trained_params() (autogluon.tabular.models.AbstractModel method)

H

hyperparameter_tune() (autogluon.tabular.models.AbstractModel method)

I

IdentityFeatureGenerator (class in autogluon.features.generators) ImagePredictorModel (class in autogluon.tabular.models) info() (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method)

interpretable_models_summary() (autogluon.tabular.TabularPredictor method) is_fit() (autogluon.tabular.models.AbstractModel method) is_initialized() (autogluon.tabular.models.AbstractModel method) is_valid() (autogluon.tabular.models.AbstractModel method) is_valid_metadata_in() (autogluon.features.generators.AbstractFeatureGenerator method)

J

join_metadata() (autogluon.common.features.feature_metadata.FeatureMetadata method)

K

keep_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)

KNNModel (class in autogluon.tabular.models)

L

LabelEncoderFeatureGenerator (class in autogluon.features.generators) LabelInsightsAnalysis (class in autogluon.eda.analysis.dataset) LabelInsightsVisualization (class in autogluon.eda.visualization.dataset) leaderboard() (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method) LGBModel (class in autogluon.tabular.models)

LinearModel (class in autogluon.tabular.models) list_supported_models() (autogluon.multimodal.MultiModalPredictor method) load() (autogluon.multimodal.MultiModalPredictor class method) (autogluon.tabular.models.AbstractModel class method) (autogluon.tabular.TabularPredictor class method) (autogluon.timeseries.TimeSeriesPredictor class method) load_data_internal() (autogluon.tabular.TabularPredictor method)

M

missing_values_analysis() (in module autogluon.eda.auto.simple) MissingValues (class in autogluon.eda.visualization.missing) MissingValuesAnalysis (class in autogluon.eda.analysis.missing) ModelLeaderboard (class in autogluon.eda.visualization.model) module autogluon.common.features.feature_metadata autogluon.core.models autogluon.eda.analysis.base autogluon.eda.analysis.dataset autogluon.eda.analysis.interaction autogluon.eda.analysis.missing autogluon.eda.analysis.model autogluon.eda.analysis.shift autogluon.eda.analysis.transform autogluon.eda.auto.simple autogluon.eda.visualization.base autogluon.eda.visualization.dataset autogluon.eda.visualization.interaction autogluon.eda.visualization.missing autogluon.eda.visualization.model autogluon.eda.visualization.shift autogluon.features.generators autogluon.multimodal, [1] autogluon.tabular, [1], [2] autogluon.tabular.models, [1] autogluon.timeseries, [1], [2] autogluon.timeseries.models

MultiModalPredictor (class in autogluon.multimodal)

N

NaiveModel (class in autogluon.timeseries.models) Namespace (class in autogluon.eda.analysis.base)

NNFastAiTabularModel (class in autogluon.tabular.models) NumericMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)

O

original_features() (autogluon.tabular.TabularPredictor property)

P

persist_models() (autogluon.tabular.TabularPredictor method) PipelineFeatureGenerator (class in autogluon.features.generators) plot_ensemble_model() (autogluon.tabular.TabularPredictor method) positive_class() (autogluon.multimodal.MultiModalPredictor property) (autogluon.tabular.TabularPredictor property) predict() (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method)

predict_multi() (autogluon.tabular.TabularPredictor method) predict_proba() (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method) predict_proba_multi() (autogluon.tabular.TabularPredictor method) preprocess() (autogluon.tabular.models.AbstractModel method) print_feature_metadata_info() (autogluon.features.generators.AbstractFeatureGenerator method) print_generator_info() (autogluon.features.generators.AbstractFeatureGenerator method) print_interpretable_rules() (autogluon.tabular.TabularPredictor method) ProblemTypeControl (class in autogluon.eda.analysis.dataset)

Q

quick_fit() (in module autogluon.eda.auto.simple)

R

RawTypesAnalysis (class in autogluon.eda.analysis.dataset) reduce_memory_size() (autogluon.tabular.models.AbstractModel method) refit_full() (autogluon.tabular.TabularPredictor method) RegressionEvaluation (class in autogluon.eda.visualization.model) remove_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)

rename() (autogluon.tabular.models.AbstractModel method) rename_features() (autogluon.common.features.feature_metadata.FeatureMetadata method) RenameFeatureGenerator (class in autogluon.features.generators) render() (autogluon.eda.visualization.base.AbstractVisualization method) RFModel (class in autogluon.tabular.models)

S

Sampler (class in autogluon.eda.analysis.dataset) save() (autogluon.multimodal.MultiModalPredictor method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method) (autogluon.timeseries.TimeSeriesPredictor method) save_space() (autogluon.tabular.TabularPredictor method) SeasonalNaiveModel (class in autogluon.timeseries.models)

set_model_best() (autogluon.tabular.TabularPredictor method) set_verbosity() (autogluon.multimodal.MultiModalPredictor method) SimpleFeedForwardModel (class in autogluon.timeseries.models) slice_by_time() (autogluon.timeseries.TimeSeriesDataFrame method) slice_by_timestep() (autogluon.timeseries.TimeSeriesDataFrame method) SpecialTypesAnalysis (class in autogluon.eda.analysis.dataset) split_by_time() (autogluon.timeseries.TimeSeriesDataFrame method) StackerEnsembleModel (class in autogluon.core.models)

T

TabularDataset (class in autogluon.tabular) TabularNeuralNetMxnetModel (class in autogluon.tabular.models) TabularNeuralNetTorchModel (class in autogluon.tabular.models) TabularPredictor (class in autogluon.tabular) target_analysis() (in module autogluon.eda.auto.simple) TemporalFusionTransformerModel (class in autogluon.timeseries.models) TextNgramFeatureGenerator (class in autogluon.features.generators) TextPredictorModel (class in autogluon.tabular.models)

TextSpecialFeatureGenerator (class in autogluon.features.generators) ThetaModel (class in autogluon.timeseries.models) TimeSeriesDataFrame (class in autogluon.timeseries) TimeSeriesPredictor (class in autogluon.timeseries) to_regular_index() (autogluon.timeseries.TimeSeriesDataFrame method) TrainValidationSplit (class in autogluon.eda.analysis.dataset) transform() (autogluon.features.generators.AbstractFeatureGenerator method) transform_features() (autogluon.tabular.TabularPredictor method) transform_labels() (autogluon.tabular.TabularPredictor method)

U

unpersist_models() (autogluon.tabular.TabularPredictor method)

V

validate_fit_resources() (autogluon.tabular.models.AbstractModel method)

VariableTypeAnalysis (class in autogluon.eda.analysis.dataset) VowpalWabbitModel (class in autogluon.tabular.models)

W

WeightedEnsembleModel (class in autogluon.core.models)

X

XGBoostModel (class in autogluon.tabular.models) XShiftDetector (class in autogluon.eda.analysis.shift)

XShiftSummary (class in autogluon.eda.visualization.shift) XTModel (class in autogluon.tabular.models)