Index

A

all() (automatminer.featurization.base.FeaturizerSet property) (automatminer.featurization.sets.AllFeaturizers property) (automatminer.featurization.sets.BSFeaturizers property) (automatminer.featurization.sets.CompositionFeaturizers property) (automatminer.featurization.sets.DOSFeaturizers property) (automatminer.featurization.sets.StructureFeaturizers property) AllFeaturizers (class in automatminer.featurization.sets) auto_featurizer (automatminer.featurization.core.AutoFeaturizer attribute) AutoFeaturizer (class in automatminer.featurization.core) automatminer (module) automatminer.automl (module) automatminer.automl.adaptors (module) automatminer.automl.base (module) automatminer.automl.config (module) automatminer.automl.config.tpot_configs (module) automatminer.automl.tests (module) automatminer.automl.tests.test_adaptors (module) automatminer.automl.tests.test_base (module) automatminer.base (module) automatminer.featurization (module) automatminer.featurization.base (module) automatminer.featurization.core (module) automatminer.featurization.sets (module)

automatminer.featurization.tests (module) automatminer.featurization.tests.test_base (module) automatminer.featurization.tests.test_core (module) automatminer.featurization.tests.test_sets (module) automatminer.pipeline (module) automatminer.preprocessing (module) automatminer.preprocessing.core (module) automatminer.preprocessing.feature_selection (module) automatminer.preprocessing.tests (module) automatminer.preprocessing.tests.test_core (module) automatminer.presets (module) automatminer.tests (module) automatminer.tests.test_base (module) automatminer.tests.test_pipeline (module) automatminer.tests.test_presets (module) automatminer.utils (module) automatminer.utils.log (module) automatminer.utils.ml (module) automatminer.utils.pkg (module) automatminer.utils.tests (module) automatminer.utils.tests.test_log (module) automatminer.utils.tests.test_ml (module) automatminer.utils.tests.test_pkg (module) AutomatminerError

B

backend (automatminer.automl.adaptors.TPOTAdaptor attribute) backend() (automatminer.automl.adaptors.SinglePipelineAdaptor property) (automatminer.automl.adaptors.TPOTAdaptor property) (automatminer.automl.base.DFMLAdaptor property) (automatminer.automl.tests.test_base.TestAdaptorGood property) bandstructure() (automatminer.featurization.sets.AllFeaturizers property) benchmark() (automatminer.pipeline.MatPipe method)

best_models (automatminer.automl.adaptors.TPOTAdaptor attribute) best_models() (automatminer.automl.adaptors.TPOTAdaptor property) best_pipeline() (automatminer.automl.adaptors.SinglePipelineAdaptor property) (automatminer.automl.adaptors.TPOTAdaptor property) (automatminer.automl.base.DFMLAdaptor property) (automatminer.automl.tests.test_base.TestAdaptorGood property) BSFeaturizers (class in automatminer.featurization.sets)

C

check_fitted() (in module automatminer.utils.pkg) compare_columns() (in module automatminer.utils.pkg)

composition() (automatminer.featurization.sets.AllFeaturizers property) CompositionFeaturizers (class in automatminer.featurization.sets) converted_input_df (automatminer.featurization.core.AutoFeaturizer attribute)

D

DataCleaner (class in automatminer.preprocessing.core) debug() (automatminer.featurization.base.FeaturizerSet property) (automatminer.featurization.sets.AllFeaturizers property) (automatminer.featurization.sets.BSFeaturizers property) (automatminer.featurization.sets.CompositionFeaturizers property) (automatminer.featurization.sets.DOSFeaturizers property) (automatminer.featurization.sets.StructureFeaturizers property)

deserialize() (automatminer.automl.adaptors.TPOTAdaptor method) (automatminer.automl.base.DFMLAdaptor method) DFMLAdaptor (class in automatminer.automl.base) DFTransformer (class in automatminer.base) dos() (automatminer.featurization.sets.AllFeaturizers property) DOSFeaturizers (class in automatminer.featurization.sets) dropped_features (automatminer.preprocessing.core.DataCleaner attribute) dropped_samples (automatminer.preprocessing.core.DataCleaner attribute)

E

express() (automatminer.featurization.base.FeaturizerSet property) (automatminer.featurization.sets.AllFeaturizers property) (automatminer.featurization.sets.BSFeaturizers property) (automatminer.featurization.sets.CompositionFeaturizers property) (automatminer.featurization.sets.DOSFeaturizers property) (automatminer.featurization.sets.StructureFeaturizers property)

F

FeatureReducer (class in automatminer.preprocessing.core) features (automatminer.featurization.core.AutoFeaturizer attribute) features() (automatminer.automl.adaptors.SinglePipelineAdaptor property) (automatminer.automl.adaptors.TPOTAdaptor property) (automatminer.automl.base.DFMLAdaptor property) (automatminer.automl.tests.test_base.TestAdaptorGood property) featurizers (automatminer.featurization.core.AutoFeaturizer attribute) FeaturizerSet (class in automatminer.featurization.base) fit() (automatminer.automl.adaptors.SinglePipelineAdaptor method) (automatminer.automl.adaptors.TPOTAdaptor method) (automatminer.automl.tests.test_base.TestAdaptorGood method) (automatminer.base.DFTransformer method) (automatminer.featurization.core.AutoFeaturizer method) (automatminer.pipeline.MatPipe method) (automatminer.preprocessing.core.DataCleaner method) (automatminer.preprocessing.core.FeatureReducer method) (automatminer.preprocessing.feature_selection.TreeFeatureReducer method) (automatminer.tests.test_base.TestTransformerGood method) (automatminer.utils.tests.test_pkg.MyTransformer method)

fit_transform() (automatminer.base.DFTransformer method) (automatminer.preprocessing.core.DataCleaner method) fitted_df (automatminer.preprocessing.core.DataCleaner attribute) fitted_input_df (automatminer.featurization.core.AutoFeaturizer attribute) fitted_target (automatminer.preprocessing.core.DataCleaner attribute) fitted_target() (automatminer.automl.adaptors.SinglePipelineAdaptor property) (automatminer.automl.adaptors.TPOTAdaptor property) (automatminer.automl.base.DFMLAdaptor property) (automatminer.automl.tests.test_base.TestAdaptorGood property) from_preset() (automatminer.pipeline.MatPipe static method) from_serialized (automatminer.automl.adaptors.TPOTAdaptor attribute)

G

get_available_presets() (in module automatminer.presets) get_featurizers() (automatminer.featurization.tests.test_sets.TestAllFeaturizers static method) get_preset_config() (in module automatminer.presets)

get_reduced_features() (automatminer.preprocessing.feature_selection.TreeFeatureReducer method) get_top_features() (automatminer.preprocessing.feature_selection.TreeFeatureReducer method) get_version() (in module automatminer.utils.pkg)

H

handle_na() (automatminer.preprocessing.core.DataCleaner method) heavy() (automatminer.featurization.base.FeaturizerSet property) (automatminer.featurization.sets.AllFeaturizers property) (automatminer.featurization.sets.BSFeaturizers property) (automatminer.featurization.sets.CompositionFeaturizers property) (automatminer.featurization.sets.DOSFeaturizers property) (automatminer.featurization.sets.StructureFeaturizers property)

I

initialize_logger() (in module automatminer.utils.log) initialize_null_logger() (in module automatminer.utils.log)

inspect() (automatminer.pipeline.MatPipe method) is_greater_better() (in module automatminer.utils.ml)

L

load() (automatminer.pipeline.MatPipe static method)

log_progress() (in module automatminer.utils.log) lower_corr_clf() (in module automatminer.preprocessing.feature_selection)

M

make_matpipe_test() (in module automatminer.tests.test_pipeline) MatPipe (class in automatminer.pipeline) MatPipeDebugSingleTest (class in automatminer.tests.test_pipeline) MatPipeDebugTest (class in automatminer.tests.test_pipeline) max_problem_col_warning_threshold (automatminer.preprocessing.core.DataCleaner attribute)

min_precheck_frac (automatminer.featurization.core.AutoFeaturizer attribute) ml_type (automatminer.pipeline.MatPipe attribute) mode (automatminer.automl.adaptors.SinglePipelineAdaptor attribute) (automatminer.automl.adaptors.TPOTAdaptor attribute) models (automatminer.automl.adaptors.TPOTAdaptor attribute) MyTransformer (class in automatminer.utils.tests.test_pkg)

N

need_fit() (automatminer.featurization.sets.StructureFeaturizers property)

number_cols (automatminer.preprocessing.core.DataCleaner attribute)

O

object_cols (automatminer.preprocessing.core.DataCleaner attribute)

P

post_fit_df (automatminer.pipeline.MatPipe attribute) pre_fit_df (automatminer.pipeline.MatPipe attribute)

predict() (automatminer.automl.base.DFMLAdaptor method) (automatminer.automl.tests.test_base.TestAdaptorGood method) (automatminer.pipeline.MatPipe method)

R

rebate() (in module automatminer.preprocessing.feature_selection) reducer_params (automatminer.preprocessing.core.FeatureReducer attribute) regression_or_classification() (in module automatminer.utils.ml) removed_features (automatminer.preprocessing.core.FeatureReducer attribute)

removed_featurizers (automatminer.featurization.core.AutoFeaturizer attribute) retained_features (automatminer.preprocessing.core.FeatureReducer attribute) retained_features() (automatminer.preprocessing.core.DataCleaner property) return_attrs_recursively() (in module automatminer.utils.pkg) rm_correlated() (automatminer.preprocessing.core.FeatureReducer method)

S

save() (automatminer.pipeline.MatPipe method) save_dict_to_file() (in module automatminer.utils.pkg) serialize() (automatminer.automl.adaptors.TPOTAdaptor method) (automatminer.automl.base.DFMLAdaptor method) set_fitted() (in module automatminer.utils.pkg) setUp() (automatminer.automl.tests.test_adaptors.TestSinglePipelineAdaptor method) (automatminer.automl.tests.test_adaptors.TestTPOTAdaptor method) (automatminer.automl.tests.test_base.TestBaseAutoMLTransformers method) (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) (automatminer.featurization.tests.test_sets.TestAllFeaturizers method) (automatminer.featurization.tests.test_sets.TestFeaturizerSets method) (automatminer.preprocessing.tests.test_core.TestFeatureReduction method) (automatminer.preprocessing.tests.test_core.TestPreprocess method) (automatminer.tests.test_base.TestBaseTransformers method) (automatminer.tests.test_pipeline.TestMatPipeSetup method) (automatminer.utils.tests.test_pkg.TestPackageTools method)

SinglePipelineAdaptor (class in automatminer.automl.adaptors) structure() (automatminer.featurization.sets.AllFeaturizers property) StructureFeaturizers (class in automatminer.featurization.sets) summarize() (automatminer.pipeline.MatPipe method)

T

target (automatminer.pipeline.MatPipe attribute) tearDown() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) (automatminer.utils.tests.test_log.TestLogTools method) (automatminer.utils.tests.test_pkg.TestPackageTools method) test_bandstructure_featurizers() (automatminer.featurization.tests.test_sets.TestAllFeaturizers method) test_BaseEstimator() (automatminer.automl.tests.test_adaptors.TestSinglePipelineAdaptor method) test_BaseEstimator_classification() (automatminer.automl.tests.test_adaptors.TestSinglePipelineAdaptor method) test_caching() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_caching_powerup() (automatminer.tests.test_presets.TestMatPipePresets method) test_classification() (automatminer.automl.tests.test_adaptors.TestTPOTAdaptor method) test_column_attr() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_compare_columns() (automatminer.utils.tests.test_pkg.TestPackageTools method) test_composition_featurizers() (automatminer.featurization.tests.test_sets.TestAllFeaturizers method) test_DataCleaner() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_DataCleaner_big_nan_handler_warning() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_DataCleaner_emergency_na_transform_imputation() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_DataCleaner_feature_na_method() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_DataCleaner_na_method_feature_sample_interaction() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_DataCleaner_sample_na_method() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_debug() (automatminer.tests.test_presets.TestMatPipePresets method) test_debug_single() (automatminer.tests.test_presets.TestMatPipePresets method) test_df() (automatminer.preprocessing.tests.test_core.TestPreprocess property) test_DFMLAdaptor() (automatminer.automl.tests.test_base.TestBaseAutoMLTransformers method) test_DFTransformer() (automatminer.tests.test_base.TestBaseTransformers method) test_DFTransformer_BaseEstimator_behavior() (automatminer.tests.test_base.TestBaseTransformers method) test_dos_featurizers() (automatminer.featurization.tests.test_sets.TestAllFeaturizers method) test_exclude_by_users() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_express() (automatminer.tests.test_presets.TestMatPipePresets method) test_express_single() (automatminer.tests.test_presets.TestMatPipePresets method) test_feature_mismatching() (automatminer.automl.tests.test_adaptors.TestSinglePipelineAdaptor method) (automatminer.automl.tests.test_adaptors.TestTPOTAdaptor method) test_FeatureReducer_advanced() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_FeatureReducer_basic() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_FeatureReducer_classification() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_FeatureReducer_combinations() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_FeatureReducer_pca() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_FeatureReducer_transferability() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_featurize_bsdos() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_featurize_composition() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_featurize_structure() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_featurizers_by_users() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_fitting_decorations() (automatminer.utils.tests.test_pkg.TestPackageTools method) test_from_preset() (automatminer.tests.test_pipeline.TestMatPipeSetup method) test_fsets() (automatminer.featurization.tests.test_base.TestAutoFeaturizer method) test_functionalization() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_get_version() (automatminer.utils.tests.test_pkg.TestPackageTools method) test_heavy() (automatminer.tests.test_presets.TestMatPipePresets method) test_instantiation() (automatminer.tests.test_pipeline.TestMatPipeSetup method) test_is_greater_better() (automatminer.utils.tests.test_ml.TestMLTools method) test_logger_initialization() (automatminer.utils.tests.test_log.TestLogTools method)

test_lower_corr_clf() (automatminer.preprocessing.tests.test_core.TestFeatureReduction method) test_manual_feature_reduction() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_missing() (automatminer.tests.test_presets.TestMatPipePresets method) test_n_jobs_powerup() (automatminer.tests.test_presets.TestMatPipePresets method) test_Pipeline() (automatminer.automl.tests.test_adaptors.TestSinglePipelineAdaptor method) test_prechecking() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_presets() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_production() (automatminer.tests.test_presets.TestMatPipePresets method) test_rebate() (automatminer.preprocessing.tests.test_core.TestFeatureReduction method) test_regression() (automatminer.automl.tests.test_adaptors.TestTPOTAdaptor method) test_regression_or_classification() (automatminer.utils.tests.test_ml.TestMLTools method) test_sanity() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_save_dict_to_file() (automatminer.utils.tests.test_pkg.TestPackageTools method) test_saving_feature_from_removal() (automatminer.preprocessing.tests.test_core.TestPreprocess method) test_sets_not_empty() (automatminer.featurization.tests.test_sets.TestFeaturizerSets method) test_structure_featurizers() (automatminer.featurization.tests.test_sets.TestAllFeaturizers method) test_StructureFeaturizers_needs_fitting() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_training_only() (automatminer.automl.tests.test_adaptors.TestTPOTAdaptor method) test_transferability() (automatminer.featurization.tests.test_core.TestAutoFeaturizer method) test_TreeBasedFeatureReduction() (automatminer.preprocessing.tests.test_core.TestFeatureReduction method) TestAdaptorBad (class in automatminer.automl.tests.test_base) TestAdaptorGood (class in automatminer.automl.tests.test_base) TestAllFeaturizers (class in automatminer.featurization.tests.test_sets) TestAutoFeaturizer (class in automatminer.featurization.tests.test_base) (class in automatminer.featurization.tests.test_core) TestBaseAutoMLTransformers (class in automatminer.automl.tests.test_base) TestBaseTransformers (class in automatminer.tests.test_base) TestFeatureReduction (class in automatminer.preprocessing.tests.test_core) TestFeaturizerSets (class in automatminer.featurization.tests.test_sets) TestLogTools (class in automatminer.utils.tests.test_log) TestMatPipePresets (class in automatminer.tests.test_presets) TestMatPipeSetup (class in automatminer.tests.test_pipeline) TestMLTools (class in automatminer.utils.tests.test_ml) TestPackageTools (class in automatminer.utils.tests.test_pkg) TestPreprocess (class in automatminer.preprocessing.tests.test_core) TestSinglePipelineAdaptor (class in automatminer.automl.tests.test_adaptors) TestTPOTAdaptor (class in automatminer.automl.tests.test_adaptors) TestTransformerBad (class in automatminer.tests.test_base) TestTransformerGood (class in automatminer.tests.test_base) to_numerical() (automatminer.preprocessing.core.DataCleaner method) TPOTAdaptor (class in automatminer.automl.adaptors) transform() (automatminer.automl.base.DFMLAdaptor method) (automatminer.base.DFTransformer method) (automatminer.featurization.core.AutoFeaturizer method) (automatminer.pipeline.MatPipe method) (automatminer.preprocessing.core.DataCleaner method) (automatminer.preprocessing.core.FeatureReducer method) (automatminer.preprocessing.feature_selection.TreeFeatureReducer method) (automatminer.tests.test_base.TestTransformerGood method) (automatminer.utils.tests.test_pkg.MyTransformer method) TreeFeatureReducer (class in automatminer.preprocessing.feature_selection)

V

version (automatminer.pipeline.MatPipe attribute)

VersionError

W

warnings (automatminer.preprocessing.core.DataCleaner attribute)