SimpleML
0.10.0
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__abstract__ (simpleml.datasets.base_dataset.AbstractDataset attribute)
(simpleml.metrics.base_metric.AbstractMetric attribute)
(simpleml.models.base_model.AbstractModel attribute)
(simpleml.persistables.base_persistable.Persistable attribute)
(simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy attribute)
(simpleml.persistables.base_sqlalchemy.BinaryStorageSqlalchemy attribute)
(simpleml.persistables.base_sqlalchemy.DatasetStorageSqlalchemy attribute)
(simpleml.persistables.base_sqlalchemy.SimplemlCoreSqlalchemy attribute)
(simpleml.pipelines.AbstractPipeline attribute)
(simpleml.pipelines.base_pipeline.AbstractPipeline attribute)
__author__ (in module simpleml)
(in module simpleml.cli)
(in module simpleml.cli.database)
(in module simpleml.cli.main)
(in module simpleml.constants)
(in module simpleml.datasets)
(in module simpleml.datasets.abstract_mixin)
(in module simpleml.datasets.base_dataset)
(in module simpleml.datasets.numpy_mixin)
(in module simpleml.datasets.pandas_mixin)
(in module simpleml.imports)
(in module simpleml.metrics)
(in module simpleml.metrics.base_metric)
(in module simpleml.metrics.classification)
(in module simpleml.models)
(in module simpleml.models.base_keras_model)
(in module simpleml.models.base_model)
(in module simpleml.models.base_sklearn_model)
(in module simpleml.models.classifiers)
(in module simpleml.models.classifiers.classification_mixin)
(in module simpleml.models.classifiers.external_models)
(in module simpleml.models.classifiers.keras)
(in module simpleml.models.classifiers.keras.base_keras_classifier)
(in module simpleml.models.classifiers.keras.model)
(in module simpleml.models.classifiers.keras.seq2seq)
(in module simpleml.models.classifiers.keras.sequential)
(in module simpleml.models.classifiers.sklearn)
(in module simpleml.models.classifiers.sklearn.base_sklearn_classifier)
(in module simpleml.models.classifiers.sklearn.dummy)
(in module simpleml.models.classifiers.sklearn.ensemble)
(in module simpleml.models.classifiers.sklearn.gaussian_process)
(in module simpleml.models.classifiers.sklearn.linear_model)
(in module simpleml.models.classifiers.sklearn.mixture)
(in module simpleml.models.classifiers.sklearn.multiclass)
(in module simpleml.models.classifiers.sklearn.multioutput)
(in module simpleml.models.classifiers.sklearn.naive_bayes)
(in module simpleml.models.classifiers.sklearn.neighbors)
(in module simpleml.models.classifiers.sklearn.neural_network)
(in module simpleml.models.classifiers.sklearn.svm)
(in module simpleml.models.classifiers.sklearn.tree)
(in module simpleml.models.clusterers)
(in module simpleml.models.external_models)
(in module simpleml.models.regressors)
(in module simpleml.models.transfer)
(in module simpleml.persistables)
(in module simpleml.persistables.base_persistable)
(in module simpleml.persistables.base_sqlalchemy)
(in module simpleml.persistables.hashing)
(in module simpleml.persistables.meta_registry)
(in module simpleml.persistables.serializing)
(in module simpleml.pipelines)
(in module simpleml.pipelines.base_pipeline)
(in module simpleml.pipelines.external_pipelines)
(in module simpleml.pipelines.validation_split_mixins)
(in module simpleml.registries)
(in module simpleml.registries.keras_registry)
(in module simpleml.registries.registry)
(in module simpleml.registries.sqlalchemy_registry)
(in module simpleml.save_patterns)
(in module simpleml.save_patterns.base)
(in module simpleml.save_patterns.database)
(in module simpleml.save_patterns.decorators)
(in module simpleml.save_patterns.libcloud)
(in module simpleml.save_patterns.local)
(in module simpleml.save_patterns.onedrive)
(in module simpleml.transformers)
(in module simpleml.transformers.base_transformer)
(in module simpleml.transformers.fitful_transformers)
(in module simpleml.transformers.fitless_transformers)
(in module simpleml.utils)
(in module simpleml.utils.binary_blob)
(in module simpleml.utils.configuration)
(in module simpleml.utils.errors)
(in module simpleml.utils.initialization)
(in module simpleml.utils.library_versions)
(in module simpleml.utils.postgres)
(in module simpleml.utils.scoring)
(in module simpleml.utils.scoring.load_persistable)
(in module simpleml.utils.training)
(in module simpleml.utils.training.create_persistable)
__call__() (simpleml.imports.MissingImportWrapper class method)
__getattr__() (simpleml.pipelines.Split method)
(simpleml.pipelines.validation_split_mixins.Split method)
__getitem__() (simpleml.pipelines.base_pipeline.DatasetSequence method)
(simpleml.pipelines.base_pipeline.TransformedSequence method)
(simpleml.pipelines.DatasetSequence method)
(simpleml.pipelines.TransformedSequence method)
__len__() (simpleml.pipelines.base_pipeline.DatasetSequence method)
(simpleml.pipelines.base_pipeline.TransformedSequence method)
(simpleml.pipelines.DatasetSequence method)
(simpleml.pipelines.TransformedSequence method)
__repr__() (simpleml.imports.MissingImportWrapper class method)
(simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
__str__() (simpleml.utils.BaseDatabase method)
(simpleml.utils.errors.SimpleMLError method)
(simpleml.utils.initialization.BaseDatabase method)
(simpleml.utils.SimpleMLError method)
__table_args__ (simpleml.datasets.base_dataset.Dataset attribute)
(simpleml.datasets.Dataset attribute)
(simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
(simpleml.models.base_model.Model attribute)
(simpleml.models.Model attribute)
(simpleml.pipelines.base_pipeline.Pipeline attribute)
(simpleml.pipelines.Pipeline attribute)
__tablename__ (simpleml.datasets.base_dataset.Dataset attribute)
(simpleml.datasets.Dataset attribute)
(simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
(simpleml.models.base_model.Model attribute)
(simpleml.models.Model attribute)
(simpleml.pipelines.base_pipeline.Pipeline attribute)
(simpleml.pipelines.Pipeline attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
__version__ (in module simpleml)
_basestring (in module simpleml.persistables.hashing)
_batch_setitems() (simpleml.persistables.hashing.Hasher method)
_ConsistentSet (class in simpleml.persistables.hashing)
_create_confusion_matrix() (simpleml.metrics.BinaryClassificationMetric static method)
(simpleml.metrics.classification.BinaryClassificationMetric static method)
_create_external_model() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.models.classifiers.keras.model.KerasModelClassifier method)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier method)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier method)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV method)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier method)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture method)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture method)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier method)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier method)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier method)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain method)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier method)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB method)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB method)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB method)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier method)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier method)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC method)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC method)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC method)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier method)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier method)
(simpleml.models.KerasModel method)
(simpleml.models.KerasModelClassifier method)
(simpleml.models.KerasSequentialClassifier method)
(simpleml.models.SklearnAdaBoostClassifier method)
(simpleml.models.SklearnBaggingClassifier method)
(simpleml.models.SklearnBayesianGaussianMixture method)
(simpleml.models.SklearnBernoulliNB method)
(simpleml.models.SklearnClassifierChain method)
(simpleml.models.SklearnDecisionTreeClassifier method)
(simpleml.models.SklearnDummyClassifier method)
(simpleml.models.SklearnExtraTreeClassifier method)
(simpleml.models.SklearnExtraTreesClassifier method)
(simpleml.models.SklearnGaussianMixture method)
(simpleml.models.SklearnGaussianNB method)
(simpleml.models.SklearnGaussianProcessClassifier method)
(simpleml.models.SklearnGradientBoostingClassifier method)
(simpleml.models.SklearnKNeighborsClassifier method)
(simpleml.models.SklearnLinearSVC method)
(simpleml.models.SklearnLogisticRegression method)
(simpleml.models.SklearnLogisticRegressionCV method)
(simpleml.models.SklearnMLPClassifier method)
(simpleml.models.SklearnMultinomialNB method)
(simpleml.models.SklearnMultiOutputClassifier method)
(simpleml.models.SklearnNuSVC method)
(simpleml.models.SklearnOneVsOneClassifier method)
(simpleml.models.SklearnOneVsRestClassifier method)
(simpleml.models.SklearnOutputCodeClassifier method)
(simpleml.models.SklearnPerceptron method)
(simpleml.models.SklearnRandomForestClassifier method)
(simpleml.models.SklearnRidgeClassifier method)
(simpleml.models.SklearnRidgeClassifierCV method)
(simpleml.models.SklearnSGDClassifier method)
(simpleml.models.SklearnSVC method)
(simpleml.models.SklearnVotingClassifier method)
_create_external_pipeline() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_dataframe() (simpleml.datasets.base_dataset.AbstractDataset property)
(simpleml.datasets.BasePandasDatasetMixin property)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin property)
_fit() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.models.base_model.LibraryModel method)
(simpleml.models.base_sklearn_model.SklearnModel method)
(simpleml.models.KerasModel method)
(simpleml.models.LibraryModel method)
(simpleml.models.SklearnModel method)
_fit_generator() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.KerasModel method)
_generator_transform() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_get() (simpleml.datasets.BasePandasDatasetMixin static method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin static method)
_get_dataset_split() (simpleml.metrics.base_metric.AbstractMetric method)
_get_latest_version() (simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.persistables.base_persistable.Persistable method)
_get_pipeline_split() (simpleml.metrics.base_metric.AbstractMetric method)
_get_split() (simpleml.metrics.classification.ClassificationMetric method)
(simpleml.metrics.ClassificationMetric method)
_hash() (simpleml.datasets.base_dataset.AbstractDataset method)
(simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.persistables.base_persistable.Persistable method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_init_connection() (in module simpleml.cli.database)
_initialize() (simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
_iterate_split() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_iterate_split_using_sequence() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_load_class() (simpleml.persistables.base_persistable.Persistable method)
_MyHash (class in simpleml.persistables.hashing)
_PandasDatasetPipelineBuildMixin (class in simpleml.datasets)
_predict() (simpleml.models.base_model.AbstractModel method)
(simpleml.models.classifiers.keras.base_keras_classifier.KerasClassifier method)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderStateClassifier method)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderStatelessClassifier method)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
(simpleml.models.KerasClassifier method)
(simpleml.models.KerasEncoderDecoderStateClassifier method)
(simpleml.models.KerasEncoderDecoderStatelessClassifier method)
(simpleml.models.KerasSeq2SeqClassifier method)
_receive_before_create() (simpleml.persistables.base_sqlalchemy.BinaryStorageSqlalchemy method)
(simpleml.persistables.base_sqlalchemy.DatasetStorageSqlalchemy method)
_receive_before_update() (in module simpleml.persistables.base_sqlalchemy)
_score() (simpleml.metrics.AccuracyMetric static method)
(simpleml.metrics.classification.AccuracyMetric static method)
(simpleml.metrics.classification.AggregateBinaryClassificationMetric static method)
(simpleml.metrics.classification.F1ScoreMetric static method)
(simpleml.metrics.classification.FprMetric static method)
(simpleml.metrics.classification.RocAucMetric static method)
(simpleml.metrics.classification.TprMetric static method)
(simpleml.metrics.F1ScoreMetric static method)
(simpleml.metrics.FprMetric static method)
(simpleml.metrics.RocAucMetric static method)
(simpleml.metrics.TprMetric static method)
_sequence_transform() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
_transform() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
A
AbstractDataset (class in simpleml.datasets.base_dataset)
AbstractDatasetMixin (class in simpleml.datasets.abstract_mixin)
AbstractMetric (class in simpleml.metrics.base_metric)
AbstractModel (class in simpleml.models.base_model)
AbstractPipeline (class in simpleml.pipelines)
(class in simpleml.pipelines.base_pipeline)
accuracy() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
AccuracyMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
add_dataset() (simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
add_model() (simpleml.metrics.base_metric.AbstractMetric method)
add_pipeline() (simpleml.datasets.base_dataset.AbstractDataset method)
(simpleml.models.base_model.AbstractModel method)
add_transformer() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
AggregateBinaryClassificationMetric (class in simpleml.metrics.classification)
alembic_config() (simpleml.utils.AlembicDatabase property)
(simpleml.utils.initialization.AlembicDatabase property)
AlembicDatabase (class in simpleml.utils)
(class in simpleml.utils.initialization)
assert_dataset() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
assert_fitted() (simpleml.models.base_model.AbstractModel method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
assert_pipeline() (simpleml.models.base_model.AbstractModel method)
authenticate_onedrive() (simpleml.save_patterns.onedrive.OnedriveBase method)
author (simpleml.persistables.base_persistable.Persistable attribute)
B
Base (in module simpleml.persistables.base_sqlalchemy)
BaseDatabase (class in simpleml.utils)
(class in simpleml.utils.initialization)
BasePandasDatasetMixin (class in simpleml.datasets)
(class in simpleml.datasets.pandas_mixin)
BaseSavePattern (class in simpleml.save_patterns)
(class in simpleml.save_patterns.base)
BaseSQLAlchemy (class in simpleml.persistables.base_sqlalchemy)
basestring (in module simpleml.persistables.serializing)
binary_blob (simpleml.utils.binary_blob.BinaryBlob attribute)
BinaryBlob (class in simpleml.utils.binary_blob)
BinaryClassificationMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
BinaryStorageDatabase (class in simpleml.utils)
(class in simpleml.utils.initialization)
BinaryStorageSqlalchemy (class in simpleml.persistables.base_sqlalchemy)
build_dataframe() (simpleml.datasets._PandasDatasetPipelineBuildMixin method)
(simpleml.datasets.base_dataset.AbstractDataset method)
(simpleml.datasets.NumpyDataset method)
build_inference_network() (simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
(simpleml.models.KerasSeq2SeqClassifier method)
build_network() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.KerasModel method)
C
check_for_models() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
(simpleml.models.KerasEncoderDecoderClassifier method)
(simpleml.models.KerasSeq2SeqClassifier method)
ChronologicalSplitMixin (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
ChronologicalSplitPipeline (class in simpleml.pipelines)
ClassificationExternalModelMixin (class in simpleml.models.classifiers.external_models)
ClassificationMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ClassificationMixin (class in simpleml.models.classifiers.classification_mixin)
clear() (simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
cli() (in module simpleml.cli.main)
client() (simpleml.save_patterns.onedrive.OnedriveBase property)
close_tunnel() (simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
CLOUD_DRIVER (simpleml.save_patterns.libcloud.CloudSavePatternMixin attribute)
CLOUD_SECTION (in module simpleml.utils.configuration)
CloudBase (class in simpleml.save_patterns.libcloud)
CloudHDF5SavePattern (class in simpleml.save_patterns.libcloud)
CloudKerasHDF5SavePattern (class in simpleml.save_patterns.libcloud)
CloudPickleSavePattern (class in simpleml.save_patterns.libcloud)
CloudSavePatternMixin (class in simpleml.save_patterns.libcloud)
concatenate_dataframes() (simpleml.datasets.BasePandasDatasetMixin method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin method)
CONFIG (in module simpleml.utils)
(in module simpleml.utils.configuration)
config() (simpleml.persistables.base_persistable.Persistable property)
CONFIGURATION_FILE (in module simpleml.utils.configuration)
,
[1]
configure_ssh_tunnel() (simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
confusion_matrix() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
containerize_split() (simpleml.pipelines.validation_split_mixins.SplitMixin method)
create() (simpleml.utils.DatasetCreator class method)
(simpleml.utils.MetricCreator class method)
(simpleml.utils.ModelCreator class method)
(simpleml.utils.PersistableCreator method)
(simpleml.utils.PipelineCreator class method)
(simpleml.utils.training.create_persistable.DatasetCreator class method)
(simpleml.utils.training.create_persistable.MetricCreator class method)
(simpleml.utils.training.create_persistable.ModelCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator method)
(simpleml.utils.training.create_persistable.PipelineCreator class method)
create_confusion_matrix() (simpleml.metrics.BinaryClassificationMetric method)
(simpleml.metrics.classification.BinaryClassificationMetric method)
create_database() (in module simpleml.utils.postgres)
create_onedrive_schema() (simpleml.save_patterns.onedrive.OnedriveBase method)
create_tables() (simpleml.utils.AlembicDatabase method)
(simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.AlembicDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
create_user() (in module simpleml.utils.postgres)
created_timestamp (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy attribute)
custom_dumps() (in module simpleml.persistables.serializing)
custom_hasher() (simpleml.persistables.hashing.CustomHasherMixin class method)
custom_loads() (in module simpleml.persistables.serializing)
CustomHasherMixin (class in simpleml.persistables.hashing)
D
Database (class in simpleml.utils)
(class in simpleml.utils.initialization)
DATABASE_CONF (in module simpleml.utils.initialization)
DATABASE_DRIVERNAME (in module simpleml.utils.initialization)
DATABASE_HOST (in module simpleml.utils.initialization)
DATABASE_NAME (in module simpleml.utils.initialization)
DATABASE_PASSWORD (in module simpleml.utils.initialization)
DATABASE_PORT (in module simpleml.utils.initialization)
DATABASE_QUERY (in module simpleml.utils.initialization)
DATABASE_URI (in module simpleml.utils.initialization)
DATABASE_USERNAME (in module simpleml.utils.initialization)
DatabasePickleSavePattern (class in simpleml.save_patterns.database)
DatabaseTableSavePattern (class in simpleml.save_patterns.database)
dataframe() (simpleml.datasets.base_dataset.AbstractDataset property)
DATAFRAME_SPLIT_COLUMN (in module simpleml.datasets.pandas_mixin)
Dataset (class in simpleml.datasets)
(class in simpleml.datasets.base_dataset)
dataset (simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
(simpleml.pipelines.base_pipeline.Pipeline attribute)
(simpleml.pipelines.Pipeline attribute)
dataset_id (simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
(simpleml.pipelines.base_pipeline.Pipeline attribute)
(simpleml.pipelines.Pipeline attribute)
DATASET_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.sqlalchemy_registry)
DatasetCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
DatasetDatabase (class in simpleml.utils)
(class in simpleml.utils.initialization)
DatasetError
,
[1]
,
[2]
DatasetRegistry (class in simpleml.registries)
(class in simpleml.registries.sqlalchemy_registry)
DatasetSequence (class in simpleml.pipelines)
(class in simpleml.pipelines.base_pipeline)
DatasetStorageSqlalchemy (class in simpleml.persistables.base_sqlalchemy)
db() (in module simpleml.cli.database)
decode() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
(simpleml.models.KerasEncoderDecoderClassifier method)
dedupe_curve() (simpleml.metrics.BinaryClassificationMetric static method)
(simpleml.metrics.classification.BinaryClassificationMetric static method)
default() (simpleml.persistables.serializing.JSONSerializer method)
DefaultPipeline (class in simpleml.pipelines.external_pipelines)
deregister_artifact() (in module simpleml.save_patterns.decorators)
(simpleml.save_patterns.decorators.ExternalArtifactDecorators static method)
deregister_save_pattern() (in module simpleml.save_patterns)
(in module simpleml.save_patterns.decorators)
(simpleml.save_patterns.decorators.SavePatternDecorators static method)
(simpleml.save_patterns.SavePatternDecorators static method)
determine_filters() (simpleml.utils.DatasetCreator class method)
(simpleml.utils.MetricCreator class method)
(simpleml.utils.ModelCreator class method)
(simpleml.utils.PersistableCreator method)
(simpleml.utils.PipelineCreator class method)
(simpleml.utils.training.create_persistable.DatasetCreator class method)
(simpleml.utils.training.create_persistable.MetricCreator class method)
(simpleml.utils.training.create_persistable.ModelCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator method)
(simpleml.utils.training.create_persistable.PipelineCreator class method)
df_to_sql() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
DiskHDF5SavePattern (class in simpleml.save_patterns.local)
DiskPickleSavePattern (class in simpleml.save_patterns.local)
dispatch (simpleml.persistables.hashing.Hasher attribute)
downgrade() (in module simpleml.cli.database)
(simpleml.utils.AlembicDatabase method)
(simpleml.utils.initialization.AlembicDatabase method)
download_from_cloud() (simpleml.save_patterns.libcloud.CloudSavePatternMixin method)
download_from_onedrive() (simpleml.save_patterns.onedrive.OnedriveBase method)
driver() (simpleml.save_patterns.libcloud.CloudSavePatternMixin property)
drop() (simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
drop_database() (in module simpleml.utils.postgres)
drop_user() (in module simpleml.utils.postgres)
E
encode() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
(simpleml.models.KerasEncoderDecoderClassifier method)
engine() (simpleml.utils.BaseDatabase property)
(simpleml.utils.initialization.BaseDatabase property)
ExplicitSplitMixin (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
ExplicitSplitPipeline (class in simpleml.pipelines)
external_model() (simpleml.models.base_model.AbstractModel property)
external_pipeline() (simpleml.pipelines.AbstractPipeline property)
(simpleml.pipelines.base_pipeline.AbstractPipeline property)
ExternalArtifactDecorators (class in simpleml.save_patterns.decorators)
ExternalModelMixin (class in simpleml.models.external_models)
F
f1() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
F1ScoreMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
false_discovery_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
false_negative_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
false_omission_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
false_positive_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
FdrAccuracyMetric (class in simpleml.metrics.classification)
FdrF1ScoreMetric (class in simpleml.metrics.classification)
FdrFnrMetric (class in simpleml.metrics.classification)
FdrForMetric (class in simpleml.metrics.classification)
FdrFprMetric (class in simpleml.metrics.classification)
FdrInformednessMetric (class in simpleml.metrics.classification)
FdrMarkednessMetric (class in simpleml.metrics.classification)
FdrMccMetric (class in simpleml.metrics.classification)
FdrNpvMetric (class in simpleml.metrics.classification)
FdrPpvMetric (class in simpleml.metrics.classification)
FdrPredictedNegativeRateMetric (class in simpleml.metrics.classification)
FdrPredictedPositiveRateMetric (class in simpleml.metrics.classification)
FdrThresholdMetric (class in simpleml.metrics.classification)
FdrTnrMetric (class in simpleml.metrics.classification)
FdrTprMetric (class in simpleml.metrics.classification)
feature_metadata (simpleml.models.base_model.AbstractModel attribute)
filepaths (simpleml.persistables.base_persistable.Persistable attribute)
FILESTORE_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
filter() (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy class method)
fit() (simpleml.models.base_model.AbstractModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
fit_predict() (simpleml.models.base_model.AbstractModel method)
fit_transform() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
fitted() (simpleml.models.base_model.AbstractModel property)
(simpleml.pipelines.AbstractPipeline property)
(simpleml.pipelines.base_pipeline.AbstractPipeline property)
FnrAccuracyMetric (class in simpleml.metrics.classification)
FnrF1ScoreMetric (class in simpleml.metrics.classification)
FnrFdrMetric (class in simpleml.metrics.classification)
FnrForMetric (class in simpleml.metrics.classification)
FnrFprMetric (class in simpleml.metrics.classification)
FnrInformednessMetric (class in simpleml.metrics.classification)
FnrMarkednessMetric (class in simpleml.metrics.classification)
FnrMccMetric (class in simpleml.metrics.classification)
FnrNpvMetric (class in simpleml.metrics.classification)
FnrPpvMetric (class in simpleml.metrics.classification)
FnrPredictedNegativeRateMetric (class in simpleml.metrics.classification)
FnrPredictedPositiveRateMetric (class in simpleml.metrics.classification)
FnrThresholdMetric (class in simpleml.metrics.classification)
FnrTnrMetric (class in simpleml.metrics.classification)
FnrTprMetric (class in simpleml.metrics.classification)
ForAccuracyMetric (class in simpleml.metrics.classification)
ForF1ScoreMetric (class in simpleml.metrics.classification)
ForFdrMetric (class in simpleml.metrics.classification)
ForFnrMetric (class in simpleml.metrics.classification)
ForFprMetric (class in simpleml.metrics.classification)
ForInformednessMetric (class in simpleml.metrics.classification)
ForMarkednessMetric (class in simpleml.metrics.classification)
ForMccMetric (class in simpleml.metrics.classification)
ForNpvMetric (class in simpleml.metrics.classification)
ForPpvMetric (class in simpleml.metrics.classification)
ForPredictedNegativeRateMetric (class in simpleml.metrics.classification)
ForPredictedPositiveRateMetric (class in simpleml.metrics.classification)
ForThresholdMetric (class in simpleml.metrics.classification)
ForTnrMetric (class in simpleml.metrics.classification)
ForTprMetric (class in simpleml.metrics.classification)
FprAccuracyMetric (class in simpleml.metrics.classification)
FprF1ScoreMetric (class in simpleml.metrics.classification)
FprFdrMetric (class in simpleml.metrics.classification)
FprFnrMetric (class in simpleml.metrics.classification)
FprForMetric (class in simpleml.metrics.classification)
FprInformednessMetric (class in simpleml.metrics.classification)
FprMarkednessMetric (class in simpleml.metrics.classification)
FprMccMetric (class in simpleml.metrics.classification)
FprMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
FprNpvMetric (class in simpleml.metrics.classification)
FprPpvMetric (class in simpleml.metrics.classification)
FprPredictedNegativeRateMetric (class in simpleml.metrics.classification)
FprPredictedPositiveRateMetric (class in simpleml.metrics.classification)
FprThresholdMetric (class in simpleml.metrics.classification)
FprTnrMetric (class in simpleml.metrics.classification)
FprTprMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
G
get() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin method)
(simpleml.datasets.BasePandasDatasetMixin method)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin method)
(simpleml.datasets.NumpyDatasetMixin method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin method)
(simpleml.datasets.pandas_mixin.SingleLabelPandasDatasetMixin method)
(simpleml.datasets.SingleLabelPandasDatasetMixin method)
(simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
(simpleml.transformers.base_transformer.Transformer method)
(simpleml.transformers.Transformer method)
get_artifact() (simpleml.persistables.base_persistable.Persistable method)
get_dataset_split() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
get_feature_metadata() (simpleml.models.base_model.AbstractModel method)
(simpleml.models.classifiers.sklearn.ensemble.WrappedSklearnExtraTreesClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.WrappedSklearnGradientBoostingClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.WrappedSklearnRandomForestClassifier method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnLogisticRegression method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnLogisticRegressionCV method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnPerceptron method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnRidgeClassifier method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnRidgeClassifierCV method)
(simpleml.models.classifiers.sklearn.linear_model.WrappedSklearnSGDClassifier method)
(simpleml.models.classifiers.sklearn.naive_bayes.WrappedSklearnBernoulliNB method)
(simpleml.models.classifiers.sklearn.naive_bayes.WrappedSklearnGaussianNB method)
(simpleml.models.classifiers.sklearn.naive_bayes.WrappedSklearnMultinomialNB method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnLinearSVC method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnNuSVC method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnSVC method)
(simpleml.models.classifiers.sklearn.tree.WrappedSklearnDecisionTreeClassifier method)
(simpleml.models.classifiers.sklearn.tree.WrappedSklearnExtraTreeClassifier method)
(simpleml.models.external_models.ExternalModelMixin method)
get_feature_names() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin method)
(simpleml.datasets.BasePandasDatasetMixin method)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin method)
(simpleml.datasets.NumpyDatasetMixin method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
get_from_registry() (simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
get_labels() (simpleml.models.base_model.AbstractModel method)
get_params() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasModel method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
(simpleml.transformers.base_transformer.Transformer method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.Transformer method)
(simpleml.transformers.TransformerMixin method)
get_split_names() (simpleml.pipelines.validation_split_mixins.SplitMixin method)
get_transformers() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
GUID (class in simpleml.persistables.sqlalchemy_types)
H
has_external_files (simpleml.persistables.base_persistable.Persistable attribute)
hash() (in module simpleml.persistables.hashing)
(simpleml.persistables.hashing.Hasher method)
hash_ (simpleml.persistables.base_persistable.Persistable attribute)
Hasher (class in simpleml.persistables.hashing)
HDF5_DIRECTORY (in module simpleml.utils.configuration)
HDF5_FILESTORE_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
hickle (in module simpleml.imports)
hickle_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
I
id (simpleml.persistables.base_persistable.Persistable attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
impl (simpleml.persistables.sqlalchemy_types.GUID attribute)
(simpleml.persistables.sqlalchemy_types.JSON attribute)
informedness() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
initialize() (in module simpleml.cli.database)
(simpleml.utils.AlembicDatabase method)
(simpleml.utils.BaseDatabase method)
(simpleml.utils.BinaryStorageDatabase method)
(simpleml.utils.Database method)
(simpleml.utils.DatasetDatabase method)
(simpleml.utils.initialization.AlembicDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
(simpleml.utils.initialization.BinaryStorageDatabase method)
(simpleml.utils.initialization.Database method)
(simpleml.utils.initialization.DatasetDatabase method)
INSTALLED_LIBRARIES (in module simpleml.utils.library_versions)
is_null_type() (simpleml.pipelines.Split static method)
(simpleml.pipelines.validation_split_mixins.Split static method)
J
JSON (class in simpleml.persistables.sqlalchemy_types)
JSONSerializer (class in simpleml.persistables.serializing)
K
KERAS_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.keras_registry)
KerasClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.base_keras_classifier)
KerasDiskHDF5SavePattern (class in simpleml.save_patterns.local)
KerasEncoderDecoderClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.seq2seq)
KerasEncoderDecoderStateClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.seq2seq)
KerasEncoderDecoderStatelessClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.seq2seq)
KerasModel (class in simpleml.models)
(class in simpleml.models.base_keras_model)
KerasModelClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.model)
KerasRegistry (class in simpleml.registries)
(class in simpleml.registries.keras_registry)
KerasSeq2SeqClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.seq2seq)
KerasSequentialClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.sequential)
KFoldSplitMixin (class in simpleml.pipelines.validation_split_mixins)
L
label_column() (simpleml.datasets.pandas_mixin.SingleLabelPandasDatasetMixin property)
(simpleml.datasets.SingleLabelPandasDatasetMixin property)
label_columns() (simpleml.datasets.base_dataset.AbstractDataset property)
labels() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
(simpleml.metrics.classification.ClassificationMetric property)
(simpleml.metrics.ClassificationMetric property)
library_versions() (simpleml.persistables.base_persistable.Persistable property)
LibraryModel (class in simpleml.models)
(class in simpleml.models.base_model)
load() (simpleml.datasets.base_dataset.AbstractDataset method)
(simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.persistables.base_persistable.Persistable method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.save_patterns.base.BaseSavePattern method)
(simpleml.save_patterns.BaseSavePattern method)
(simpleml.save_patterns.database.DatabasePickleSavePattern class method)
(simpleml.save_patterns.database.DatabaseTableSavePattern class method)
(simpleml.save_patterns.libcloud.CloudHDF5SavePattern class method)
(simpleml.save_patterns.libcloud.CloudKerasHDF5SavePattern class method)
(simpleml.save_patterns.libcloud.CloudPickleSavePattern class method)
(simpleml.save_patterns.local.DiskHDF5SavePattern class method)
(simpleml.save_patterns.local.DiskPickleSavePattern class method)
(simpleml.save_patterns.local.KerasDiskHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedriveHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedriveKerasHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedrivePickleSavePattern class method)
load_csv() (simpleml.datasets.BasePandasDatasetMixin static method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin static method)
load_dataset() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_dialect_impl() (simpleml.persistables.sqlalchemy_types.GUID method)
(simpleml.persistables.sqlalchemy_types.JSON method)
load_external_file() (simpleml.persistables.base_persistable.Persistable method)
load_external_files() (simpleml.persistables.base_persistable.Persistable method)
load_hickled_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
load_if_unloaded() (simpleml.persistables.base_persistable.Persistable method)
load_keras_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
LOAD_METHOD_REGISTRY (in module simpleml.registries)
load_metric() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_model() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_persistable() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_pickled_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
load_pipeline() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_sql() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
LOGGER (in module simpleml.cli.database)
(in module simpleml.datasets)
(in module simpleml.datasets.base_dataset)
(in module simpleml.imports)
(in module simpleml.metrics.base_metric)
(in module simpleml.metrics.classification)
(in module simpleml.models.base_keras_model)
(in module simpleml.models.base_model)
(in module simpleml.models.classifiers.external_models)
(in module simpleml.models.classifiers.sklearn.ensemble)
(in module simpleml.models.classifiers.sklearn.linear_model)
(in module simpleml.models.classifiers.sklearn.naive_bayes)
(in module simpleml.models.classifiers.sklearn.svm)
(in module simpleml.models.classifiers.sklearn.tree)
(in module simpleml.persistables.base_persistable)
(in module simpleml.persistables.base_sqlalchemy)
(in module simpleml.persistables.meta_registry)
(in module simpleml.pipelines.base_pipeline)
(in module simpleml.registries.registry)
(in module simpleml.save_patterns.decorators)
(in module simpleml.utils.binary_blob)
(in module simpleml.utils.configuration)
(in module simpleml.utils.initialization)
(in module simpleml.utils.scoring.load_persistable)
(in module simpleml.utils.training.create_persistable)
M
markedness() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
matthews_correlation_coefficient() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
memoize() (simpleml.persistables.hashing.Hasher method)
merge_split() (simpleml.datasets.BasePandasDatasetMixin static method)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin static method)
MetaBase (in module simpleml.registries.sqlalchemy_registry)
metadata (simpleml.persistables.base_sqlalchemy.BinaryStorageSqlalchemy attribute)
(simpleml.persistables.base_sqlalchemy.DatasetStorageSqlalchemy attribute)
(simpleml.persistables.base_sqlalchemy.SimplemlCoreSqlalchemy attribute)
metadata_ (simpleml.persistables.base_persistable.Persistable attribute)
MetaRegistry (class in simpleml.registries)
(class in simpleml.registries.sqlalchemy_registry)
Metric (class in simpleml.metrics)
(class in simpleml.metrics.base_metric)
METRIC_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.sqlalchemy_registry)
MetricCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
MetricError
,
[1]
MetricRegistry (class in simpleml.registries)
(class in simpleml.registries.sqlalchemy_registry)
MissingImportFactory (class in simpleml.imports)
MissingImportWrapper (class in simpleml.imports)
Model (class in simpleml.models)
(class in simpleml.models.base_model)
model (simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
model_id (simpleml.metrics.base_metric.Metric attribute)
(simpleml.metrics.Metric attribute)
MODEL_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.sqlalchemy_registry)
ModelCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
ModelError
,
[1]
ModelRegistry (class in simpleml.registries)
(class in simpleml.registries.sqlalchemy_registry)
modified_timestamp (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy attribute)
module
simpleml
simpleml.cli
simpleml.cli.database
simpleml.cli.main
simpleml.constants
simpleml.datasets
simpleml.datasets.abstract_mixin
simpleml.datasets.base_dataset
simpleml.datasets.numpy_mixin
simpleml.datasets.pandas_mixin
simpleml.imports
simpleml.metrics
simpleml.metrics.base_metric
simpleml.metrics.classification
simpleml.models
simpleml.models.base_keras_model
simpleml.models.base_model
simpleml.models.base_sklearn_model
simpleml.models.classifiers
simpleml.models.classifiers.classification_mixin
simpleml.models.classifiers.external_models
simpleml.models.classifiers.keras
simpleml.models.classifiers.keras.base_keras_classifier
simpleml.models.classifiers.keras.model
simpleml.models.classifiers.keras.seq2seq
simpleml.models.classifiers.keras.sequential
simpleml.models.classifiers.sklearn
simpleml.models.classifiers.sklearn.base_sklearn_classifier
simpleml.models.classifiers.sklearn.dummy
simpleml.models.classifiers.sklearn.ensemble
simpleml.models.classifiers.sklearn.gaussian_process
simpleml.models.classifiers.sklearn.linear_model
simpleml.models.classifiers.sklearn.mixture
simpleml.models.classifiers.sklearn.multiclass
simpleml.models.classifiers.sklearn.multioutput
simpleml.models.classifiers.sklearn.naive_bayes
simpleml.models.classifiers.sklearn.neighbors
simpleml.models.classifiers.sklearn.neural_network
simpleml.models.classifiers.sklearn.svm
simpleml.models.classifiers.sklearn.tree
simpleml.models.clusterers
simpleml.models.external_models
simpleml.models.regressors
simpleml.models.transfer
simpleml.persistables
simpleml.persistables.base_persistable
simpleml.persistables.base_sqlalchemy
simpleml.persistables.hashing
simpleml.persistables.meta_registry
simpleml.persistables.serializing
simpleml.persistables.sqlalchemy_types
simpleml.pipelines
simpleml.pipelines.base_pipeline
simpleml.pipelines.external_pipelines
simpleml.pipelines.validation_split_mixins
simpleml.registries
simpleml.registries.keras_registry
simpleml.registries.registry
simpleml.registries.sqlalchemy_registry
simpleml.save_patterns
simpleml.save_patterns.base
simpleml.save_patterns.database
simpleml.save_patterns.decorators
simpleml.save_patterns.libcloud
simpleml.save_patterns.local
simpleml.save_patterns.onedrive
simpleml.transformers
simpleml.transformers.base_transformer
simpleml.transformers.fitful_transformers
simpleml.transformers.fitless_transformers
simpleml.utils
simpleml.utils.binary_blob
simpleml.utils.configuration
simpleml.utils.errors
simpleml.utils.initialization
simpleml.utils.library_versions
simpleml.utils.postgres
simpleml.utils.scoring
simpleml.utils.scoring.load_persistable
simpleml.utils.training
simpleml.utils.training.create_persistable
MultiLabelPandasDataset (class in simpleml.datasets)
MultiLabelPandasDatasetMixin (class in simpleml.datasets)
(class in simpleml.datasets.pandas_mixin)
MutableJSON (in module simpleml.persistables.sqlalchemy_types)
N
name (simpleml.persistables.base_persistable.Persistable attribute)
NamedRegistry (class in simpleml.registries)
(class in simpleml.registries.registry)
negative_predictive_value() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
NoSplitMixin (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
NoSplitPipeline (class in simpleml.pipelines)
NpvAccuracyMetric (class in simpleml.metrics.classification)
NpvF1ScoreMetric (class in simpleml.metrics.classification)
NpvFdrMetric (class in simpleml.metrics.classification)
NpvFnrMetric (class in simpleml.metrics.classification)
NpvForMetric (class in simpleml.metrics.classification)
NpvFprMetric (class in simpleml.metrics.classification)
NpvInformednessMetric (class in simpleml.metrics.classification)
NpvMarkednessMetric (class in simpleml.metrics.classification)
NpvMccMetric (class in simpleml.metrics.classification)
NpvPpvMetric (class in simpleml.metrics.classification)
NpvPredictedNegativeRateMetric (class in simpleml.metrics.classification)
NpvPredictedPositiveRateMetric (class in simpleml.metrics.classification)
NpvThresholdMetric (class in simpleml.metrics.classification)
NpvTnrMetric (class in simpleml.metrics.classification)
NpvTprMetric (class in simpleml.metrics.classification)
nuke() (in module simpleml.cli.database)
NumpyDataset (class in simpleml.datasets)
NumpyDatasetMixin (class in simpleml.datasets)
(class in simpleml.datasets.numpy_mixin)
NumpyHasher (class in simpleml.persistables.hashing)
O
object_hook() (in module simpleml.persistables.serializing)
object_id (simpleml.utils.binary_blob.BinaryBlob attribute)
object_type (simpleml.datasets.base_dataset.AbstractDataset attribute)
(simpleml.metrics.base_metric.AbstractMetric attribute)
(simpleml.models.base_model.AbstractModel attribute)
(simpleml.pipelines.AbstractPipeline attribute)
(simpleml.pipelines.base_pipeline.AbstractPipeline attribute)
(simpleml.transformers.base_transformer.TransformerMixin attribute)
(simpleml.transformers.TransformerMixin attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
on_epoch_end() (simpleml.pipelines.base_pipeline.DatasetSequence method)
(simpleml.pipelines.base_pipeline.TransformedSequence method)
(simpleml.pipelines.DatasetSequence method)
(simpleml.pipelines.TransformedSequence method)
ONEDRIVE_CLIENT (simpleml.save_patterns.onedrive.OnedriveBase attribute)
ONEDRIVE_FILESTORE_ID (simpleml.save_patterns.onedrive.OnedriveBase attribute)
onedrive_filestore_id() (simpleml.save_patterns.onedrive.OnedriveBase property)
ONEDRIVE_HDF5_ID (simpleml.save_patterns.onedrive.OnedriveBase attribute)
onedrive_hdf5_id() (simpleml.save_patterns.onedrive.OnedriveBase property)
ONEDRIVE_PICKLE_ID (simpleml.save_patterns.onedrive.OnedriveBase attribute)
onedrive_pickle_id() (simpleml.save_patterns.onedrive.OnedriveBase property)
ONEDRIVE_ROOT_ID (simpleml.save_patterns.onedrive.OnedriveBase attribute)
onedrive_root_id() (simpleml.save_patterns.onedrive.OnedriveBase property)
ONEDRIVE_SECTION (simpleml.save_patterns.onedrive.OnedriveBase attribute)
OnedriveBase (class in simpleml.save_patterns.onedrive)
OnedriveHDF5SavePattern (class in simpleml.save_patterns.onedrive)
OnedriveKerasHDF5SavePattern (class in simpleml.save_patterns.onedrive)
OnedrivePickleSavePattern (class in simpleml.save_patterns.onedrive)
onedrivesdk (in module simpleml.imports)
open_tunnel() (simpleml.utils.BaseDatabase method)
(simpleml.utils.initialization.BaseDatabase method)
P
PandasDataset (class in simpleml.datasets)
params (simpleml.models.base_model.AbstractModel attribute)
(simpleml.pipelines.AbstractPipeline attribute)
(simpleml.pipelines.base_pipeline.AbstractPipeline attribute)
PATH_SECTION (in module simpleml.utils.configuration)
Persistable (class in simpleml.persistables.base_persistable)
PersistableCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
PersistableLoader (class in simpleml.utils)
(class in simpleml.utils.scoring.load_persistable)
PICKLE_DIRECTORY (in module simpleml.utils.configuration)
pickle_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
PICKLED_FILESTORE_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
Pickler (in module simpleml.persistables.hashing)
Pipeline (class in simpleml.pipelines)
(class in simpleml.pipelines.base_pipeline)
pipeline (simpleml.datasets.base_dataset.Dataset attribute)
(simpleml.datasets.Dataset attribute)
(simpleml.models.base_model.Model attribute)
(simpleml.models.Model attribute)
pipeline_id (simpleml.datasets.base_dataset.Dataset attribute)
(simpleml.datasets.Dataset attribute)
(simpleml.models.base_model.Model attribute)
(simpleml.models.Model attribute)
PIPELINE_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.sqlalchemy_registry)
PipelineCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
PipelineError
,
[1]
PipelineRegistry (class in simpleml.registries)
(class in simpleml.registries.sqlalchemy_registry)
positive_predictive_value() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
PpvAccuracyMetric (class in simpleml.metrics.classification)
PpvF1ScoreMetric (class in simpleml.metrics.classification)
PpvFdrMetric (class in simpleml.metrics.classification)
PpvFnrMetric (class in simpleml.metrics.classification)
PpvForMetric (class in simpleml.metrics.classification)
PpvFprMetric (class in simpleml.metrics.classification)
PpvInformednessMetric (class in simpleml.metrics.classification)
PpvMarkednessMetric (class in simpleml.metrics.classification)
PpvMccMetric (class in simpleml.metrics.classification)
PpvNpvMetric (class in simpleml.metrics.classification)
PpvPredictedNegativeRateMetric (class in simpleml.metrics.classification)
PpvPredictedPositiveRateMetric (class in simpleml.metrics.classification)
PpvThresholdMetric (class in simpleml.metrics.classification)
PpvTnrMetric (class in simpleml.metrics.classification)
PpvTprMetric (class in simpleml.metrics.classification)
predict() (simpleml.models.base_model.AbstractModel method)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasSeq2SeqClassifier method)
predict_proba() (simpleml.models.classifiers.classification_mixin.ClassificationMixin method)
(simpleml.models.classifiers.external_models.ClassificationExternalModelMixin method)
predicted_negative_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
predicted_positive_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
PredictedNegativeRateAccuracyMetric (class in simpleml.metrics.classification)
PredictedNegativeRateF1ScoreMetric (class in simpleml.metrics.classification)
PredictedNegativeRateFdrMetric (class in simpleml.metrics.classification)
PredictedNegativeRateFnrMetric (class in simpleml.metrics.classification)
PredictedNegativeRateForMetric (class in simpleml.metrics.classification)
PredictedNegativeRateFprMetric (class in simpleml.metrics.classification)
PredictedNegativeRateInformednessMetric (class in simpleml.metrics.classification)
PredictedNegativeRateMarkednessMetric (class in simpleml.metrics.classification)
PredictedNegativeRateMccMetric (class in simpleml.metrics.classification)
PredictedNegativeRateNpvMetric (class in simpleml.metrics.classification)
PredictedNegativeRatePpvMetric (class in simpleml.metrics.classification)
PredictedNegativeRatePredictedPositiveRateMetric (class in simpleml.metrics.classification)
PredictedNegativeRateThresholdMetric (class in simpleml.metrics.classification)
PredictedNegativeRateTnrMetric (class in simpleml.metrics.classification)
PredictedNegativeRateTprMetric (class in simpleml.metrics.classification)
PredictedPositiveRateAccuracyMetric (class in simpleml.metrics.classification)
PredictedPositiveRateF1ScoreMetric (class in simpleml.metrics.classification)
PredictedPositiveRateFdrMetric (class in simpleml.metrics.classification)
PredictedPositiveRateFnrMetric (class in simpleml.metrics.classification)
PredictedPositiveRateForMetric (class in simpleml.metrics.classification)
PredictedPositiveRateFprMetric (class in simpleml.metrics.classification)
PredictedPositiveRateInformednessMetric (class in simpleml.metrics.classification)
PredictedPositiveRateMarkednessMetric (class in simpleml.metrics.classification)
PredictedPositiveRateMccMetric (class in simpleml.metrics.classification)
PredictedPositiveRateNpvMetric (class in simpleml.metrics.classification)
PredictedPositiveRatePpvMetric (class in simpleml.metrics.classification)
PredictedPositiveRatePredictedNegativeRateMetric (class in simpleml.metrics.classification)
PredictedPositiveRateThresholdMetric (class in simpleml.metrics.classification)
PredictedPositiveRateTnrMetric (class in simpleml.metrics.classification)
PredictedPositiveRateTprMetric (class in simpleml.metrics.classification)
predictions() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
(simpleml.metrics.classification.ClassificationMetric property)
(simpleml.metrics.ClassificationMetric property)
probabilities() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
(simpleml.metrics.classification.ClassificationMetric property)
(simpleml.metrics.ClassificationMetric property)
process_bind_param() (simpleml.persistables.sqlalchemy_types.GUID method)
process_result_value() (simpleml.persistables.sqlalchemy_types.GUID method)
project (simpleml.persistables.base_persistable.Persistable attribute)
Provider (in module simpleml.imports)
psycopg2 (in module simpleml.imports)
PY3_OR_LATER (in module simpleml.persistables.hashing)
Q
query_by() (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy class method)
R
raise_error() (simpleml.imports.MissingImportWrapper class method)
RandomSplitMixin (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
RandomSplitPipeline (class in simpleml.pipelines)
register() (simpleml.registries.NamedRegistry method)
(simpleml.registries.Registry method)
(simpleml.registries.registry.NamedRegistry method)
(simpleml.registries.registry.Registry method)
register_artifact() (in module simpleml.save_patterns.decorators)
(simpleml.save_patterns.decorators.ExternalArtifactDecorators static method)
register_save_pattern() (in module simpleml.save_patterns)
(in module simpleml.save_patterns.decorators)
(simpleml.save_patterns.decorators.SavePatternDecorators static method)
(simpleml.save_patterns.SavePatternDecorators static method)
registered_name (simpleml.persistables.base_persistable.Persistable attribute)
Registry (class in simpleml.registries)
(class in simpleml.registries.registry)
remove_transformer() (simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
reset_driver() (simpleml.save_patterns.libcloud.CloudSavePatternMixin class method)
restore_artifact() (simpleml.persistables.base_persistable.Persistable method)
retrieve() (simpleml.utils.PersistableCreator static method)
(simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_dataset() (simpleml.utils.PersistableCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator class method)
retrieve_dependency() (simpleml.utils.PersistableCreator static method)
(simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_from_registry() (simpleml.utils.PersistableCreator static method)
(simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_model() (simpleml.utils.PersistableCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator class method)
retrieve_or_create() (simpleml.utils.PersistableCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator class method)
retrieve_pipeline() (simpleml.utils.PersistableCreator class method)
(simpleml.utils.training.create_persistable.PersistableCreator class method)
RocAucMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
run_sql_command() (in module simpleml.utils.postgres)
S
safe_lookup() (in module simpleml.utils.library_versions)
safe_makedirs() (in module simpleml.utils.configuration)
save() (simpleml.datasets.base_dataset.AbstractDataset method)
(simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.persistables.base_persistable.Persistable method)
(simpleml.persistables.hashing.Hasher method)
(simpleml.persistables.hashing.NumpyHasher method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.save_patterns.base.BaseSavePattern method)
(simpleml.save_patterns.BaseSavePattern method)
(simpleml.save_patterns.database.DatabasePickleSavePattern class method)
(simpleml.save_patterns.database.DatabaseTableSavePattern class method)
(simpleml.save_patterns.libcloud.CloudHDF5SavePattern class method)
(simpleml.save_patterns.libcloud.CloudKerasHDF5SavePattern class method)
(simpleml.save_patterns.libcloud.CloudPickleSavePattern class method)
(simpleml.save_patterns.local.DiskHDF5SavePattern class method)
(simpleml.save_patterns.local.DiskPickleSavePattern class method)
(simpleml.save_patterns.local.KerasDiskHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedriveHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedriveKerasHDF5SavePattern class method)
(simpleml.save_patterns.onedrive.OnedrivePickleSavePattern class method)
save_external_file() (simpleml.persistables.base_persistable.Persistable method)
save_external_files() (simpleml.persistables.base_persistable.Persistable method)
save_global() (simpleml.persistables.hashing.Hasher method)
save_keras_object() (simpleml.save_patterns.base.SavePatternMixin static method)
(simpleml.save_patterns.SavePatternMixin static method)
SAVE_METHOD_REGISTRY (in module simpleml.registries)
SAVE_PATTERN (simpleml.save_patterns.database.DatabasePickleSavePattern attribute)
(simpleml.save_patterns.database.DatabaseTableSavePattern attribute)
(simpleml.save_patterns.libcloud.CloudHDF5SavePattern attribute)
(simpleml.save_patterns.libcloud.CloudKerasHDF5SavePattern attribute)
(simpleml.save_patterns.libcloud.CloudPickleSavePattern attribute)
(simpleml.save_patterns.local.DiskHDF5SavePattern attribute)
(simpleml.save_patterns.local.DiskPickleSavePattern attribute)
(simpleml.save_patterns.local.KerasDiskHDF5SavePattern attribute)
(simpleml.save_patterns.onedrive.OnedriveHDF5SavePattern attribute)
(simpleml.save_patterns.onedrive.OnedriveKerasHDF5SavePattern attribute)
(simpleml.save_patterns.onedrive.OnedrivePickleSavePattern attribute)
save_set() (simpleml.persistables.hashing.Hasher method)
SavePatternDecorators (class in simpleml.save_patterns)
(class in simpleml.save_patterns.decorators)
SavePatternMixin (class in simpleml.save_patterns)
(class in simpleml.save_patterns.base)
SCHEMA (simpleml.persistables.base_sqlalchemy.BinaryStorageSqlalchemy attribute)
(simpleml.persistables.base_sqlalchemy.DatasetStorageSqlalchemy attribute)
score() (simpleml.metrics.base_metric.AbstractMetric method)
(simpleml.metrics.classification.AggregateBinaryClassificationMetric method)
(simpleml.metrics.classification.FdrAccuracyMetric method)
(simpleml.metrics.classification.FdrF1ScoreMetric method)
(simpleml.metrics.classification.FdrFnrMetric method)
(simpleml.metrics.classification.FdrForMetric method)
(simpleml.metrics.classification.FdrFprMetric method)
(simpleml.metrics.classification.FdrInformednessMetric method)
(simpleml.metrics.classification.FdrMarkednessMetric method)
(simpleml.metrics.classification.FdrMccMetric method)
(simpleml.metrics.classification.FdrNpvMetric method)
(simpleml.metrics.classification.FdrPpvMetric method)
(simpleml.metrics.classification.FdrPredictedNegativeRateMetric method)
(simpleml.metrics.classification.FdrPredictedPositiveRateMetric method)
(simpleml.metrics.classification.FdrThresholdMetric method)
(simpleml.metrics.classification.FdrTnrMetric method)
(simpleml.metrics.classification.FdrTprMetric method)
(simpleml.metrics.classification.FnrAccuracyMetric method)
(simpleml.metrics.classification.FnrF1ScoreMetric method)
(simpleml.metrics.classification.FnrFdrMetric method)
(simpleml.metrics.classification.FnrForMetric method)
(simpleml.metrics.classification.FnrFprMetric method)
(simpleml.metrics.classification.FnrInformednessMetric method)
(simpleml.metrics.classification.FnrMarkednessMetric method)
(simpleml.metrics.classification.FnrMccMetric method)
(simpleml.metrics.classification.FnrNpvMetric method)
(simpleml.metrics.classification.FnrPpvMetric method)
(simpleml.metrics.classification.FnrPredictedNegativeRateMetric method)
(simpleml.metrics.classification.FnrPredictedPositiveRateMetric method)
(simpleml.metrics.classification.FnrThresholdMetric method)
(simpleml.metrics.classification.FnrTnrMetric method)
(simpleml.metrics.classification.FnrTprMetric method)
(simpleml.metrics.classification.ForAccuracyMetric method)
(simpleml.metrics.classification.ForF1ScoreMetric method)
(simpleml.metrics.classification.ForFdrMetric method)
(simpleml.metrics.classification.ForFnrMetric method)
(simpleml.metrics.classification.ForFprMetric method)
(simpleml.metrics.classification.ForInformednessMetric method)
(simpleml.metrics.classification.ForMarkednessMetric method)
(simpleml.metrics.classification.ForMccMetric method)
(simpleml.metrics.classification.ForNpvMetric method)
(simpleml.metrics.classification.ForPpvMetric method)
(simpleml.metrics.classification.ForPredictedNegativeRateMetric method)
(simpleml.metrics.classification.ForPredictedPositiveRateMetric method)
(simpleml.metrics.classification.ForThresholdMetric method)
(simpleml.metrics.classification.ForTnrMetric method)
(simpleml.metrics.classification.ForTprMetric method)
(simpleml.metrics.classification.FprAccuracyMetric method)
(simpleml.metrics.classification.FprF1ScoreMetric method)
(simpleml.metrics.classification.FprFdrMetric method)
(simpleml.metrics.classification.FprFnrMetric method)
(simpleml.metrics.classification.FprForMetric method)
(simpleml.metrics.classification.FprInformednessMetric method)
(simpleml.metrics.classification.FprMarkednessMetric method)
(simpleml.metrics.classification.FprMccMetric method)
(simpleml.metrics.classification.FprNpvMetric method)
(simpleml.metrics.classification.FprPpvMetric method)
(simpleml.metrics.classification.FprPredictedNegativeRateMetric method)
(simpleml.metrics.classification.FprPredictedPositiveRateMetric method)
(simpleml.metrics.classification.FprThresholdMetric method)
(simpleml.metrics.classification.FprTnrMetric method)
(simpleml.metrics.classification.FprTprMetric method)
(simpleml.metrics.classification.NpvAccuracyMetric method)
(simpleml.metrics.classification.NpvF1ScoreMetric method)
(simpleml.metrics.classification.NpvFdrMetric method)
(simpleml.metrics.classification.NpvFnrMetric method)
(simpleml.metrics.classification.NpvForMetric method)
(simpleml.metrics.classification.NpvFprMetric method)
(simpleml.metrics.classification.NpvInformednessMetric method)
(simpleml.metrics.classification.NpvMarkednessMetric method)
(simpleml.metrics.classification.NpvMccMetric method)
(simpleml.metrics.classification.NpvPpvMetric method)
(simpleml.metrics.classification.NpvPredictedNegativeRateMetric method)
(simpleml.metrics.classification.NpvPredictedPositiveRateMetric method)
(simpleml.metrics.classification.NpvThresholdMetric method)
(simpleml.metrics.classification.NpvTnrMetric method)
(simpleml.metrics.classification.NpvTprMetric method)
(simpleml.metrics.classification.PpvAccuracyMetric method)
(simpleml.metrics.classification.PpvF1ScoreMetric method)
(simpleml.metrics.classification.PpvFdrMetric method)
(simpleml.metrics.classification.PpvFnrMetric method)
(simpleml.metrics.classification.PpvForMetric method)
(simpleml.metrics.classification.PpvFprMetric method)
(simpleml.metrics.classification.PpvInformednessMetric method)
(simpleml.metrics.classification.PpvMarkednessMetric method)
(simpleml.metrics.classification.PpvMccMetric method)
(simpleml.metrics.classification.PpvNpvMetric method)
(simpleml.metrics.classification.PpvPredictedNegativeRateMetric method)
(simpleml.metrics.classification.PpvPredictedPositiveRateMetric method)
(simpleml.metrics.classification.PpvThresholdMetric method)
(simpleml.metrics.classification.PpvTnrMetric method)
(simpleml.metrics.classification.PpvTprMetric method)
(simpleml.metrics.classification.PredictedNegativeRateAccuracyMetric method)
(simpleml.metrics.classification.PredictedNegativeRateF1ScoreMetric method)
(simpleml.metrics.classification.PredictedNegativeRateFdrMetric method)
(simpleml.metrics.classification.PredictedNegativeRateFnrMetric method)
(simpleml.metrics.classification.PredictedNegativeRateForMetric method)
(simpleml.metrics.classification.PredictedNegativeRateFprMetric method)
(simpleml.metrics.classification.PredictedNegativeRateInformednessMetric method)
(simpleml.metrics.classification.PredictedNegativeRateMarkednessMetric method)
(simpleml.metrics.classification.PredictedNegativeRateMccMetric method)
(simpleml.metrics.classification.PredictedNegativeRateNpvMetric method)
(simpleml.metrics.classification.PredictedNegativeRatePpvMetric method)
(simpleml.metrics.classification.PredictedNegativeRatePredictedPositiveRateMetric method)
(simpleml.metrics.classification.PredictedNegativeRateThresholdMetric method)
(simpleml.metrics.classification.PredictedNegativeRateTnrMetric method)
(simpleml.metrics.classification.PredictedNegativeRateTprMetric method)
(simpleml.metrics.classification.PredictedPositiveRateAccuracyMetric method)
(simpleml.metrics.classification.PredictedPositiveRateF1ScoreMetric method)
(simpleml.metrics.classification.PredictedPositiveRateFdrMetric method)
(simpleml.metrics.classification.PredictedPositiveRateFnrMetric method)
(simpleml.metrics.classification.PredictedPositiveRateForMetric method)
(simpleml.metrics.classification.PredictedPositiveRateFprMetric method)
(simpleml.metrics.classification.PredictedPositiveRateInformednessMetric method)
(simpleml.metrics.classification.PredictedPositiveRateMarkednessMetric method)
(simpleml.metrics.classification.PredictedPositiveRateMccMetric method)
(simpleml.metrics.classification.PredictedPositiveRateNpvMetric method)
(simpleml.metrics.classification.PredictedPositiveRatePpvMetric method)
(simpleml.metrics.classification.PredictedPositiveRatePredictedNegativeRateMetric method)
(simpleml.metrics.classification.PredictedPositiveRateThresholdMetric method)
(simpleml.metrics.classification.PredictedPositiveRateTnrMetric method)
(simpleml.metrics.classification.PredictedPositiveRateTprMetric method)
(simpleml.metrics.classification.RocAucMetric method)
(simpleml.metrics.classification.ThresholdAccuracyMetric method)
(simpleml.metrics.classification.ThresholdF1ScoreMetric method)
(simpleml.metrics.classification.ThresholdFdrMetric method)
(simpleml.metrics.classification.ThresholdFnrMetric method)
(simpleml.metrics.classification.ThresholdForMetric method)
(simpleml.metrics.classification.ThresholdFprMetric method)
(simpleml.metrics.classification.ThresholdInformednessMetric method)
(simpleml.metrics.classification.ThresholdMarkednessMetric method)
(simpleml.metrics.classification.ThresholdMccMetric method)
(simpleml.metrics.classification.ThresholdNpvMetric method)
(simpleml.metrics.classification.ThresholdPpvMetric method)
(simpleml.metrics.classification.ThresholdPredictedNegativeRateMetric method)
(simpleml.metrics.classification.ThresholdPredictedPositiveRateMetric method)
(simpleml.metrics.classification.ThresholdTnrMetric method)
(simpleml.metrics.classification.ThresholdTprMetric method)
(simpleml.metrics.classification.TnrAccuracyMetric method)
(simpleml.metrics.classification.TnrF1ScoreMetric method)
(simpleml.metrics.classification.TnrFdrMetric method)
(simpleml.metrics.classification.TnrFnrMetric method)
(simpleml.metrics.classification.TnrForMetric method)
(simpleml.metrics.classification.TnrFprMetric method)
(simpleml.metrics.classification.TnrInformednessMetric method)
(simpleml.metrics.classification.TnrMarkednessMetric method)
(simpleml.metrics.classification.TnrMccMetric method)
(simpleml.metrics.classification.TnrNpvMetric method)
(simpleml.metrics.classification.TnrPpvMetric method)
(simpleml.metrics.classification.TnrPredictedNegativeRateMetric method)
(simpleml.metrics.classification.TnrPredictedPositiveRateMetric method)
(simpleml.metrics.classification.TnrThresholdMetric method)
(simpleml.metrics.classification.TnrTprMetric method)
(simpleml.metrics.classification.TprAccuracyMetric method)
(simpleml.metrics.classification.TprF1ScoreMetric method)
(simpleml.metrics.classification.TprFdrMetric method)
(simpleml.metrics.classification.TprFnrMetric method)
(simpleml.metrics.classification.TprForMetric method)
(simpleml.metrics.classification.TprFprMetric method)
(simpleml.metrics.classification.TprInformednessMetric method)
(simpleml.metrics.classification.TprMarkednessMetric method)
(simpleml.metrics.classification.TprMccMetric method)
(simpleml.metrics.classification.TprNpvMetric method)
(simpleml.metrics.classification.TprPpvMetric method)
(simpleml.metrics.classification.TprPredictedNegativeRateMetric method)
(simpleml.metrics.classification.TprPredictedPositiveRateMetric method)
(simpleml.metrics.classification.TprThresholdMetric method)
(simpleml.metrics.classification.TprTnrMetric method)
(simpleml.metrics.FprTprMetric method)
(simpleml.metrics.RocAucMetric method)
(simpleml.metrics.ThresholdAccuracyMetric method)
(simpleml.metrics.ThresholdF1ScoreMetric method)
(simpleml.metrics.ThresholdFdrMetric method)
(simpleml.metrics.ThresholdFnrMetric method)
(simpleml.metrics.ThresholdForMetric method)
(simpleml.metrics.ThresholdFprMetric method)
(simpleml.metrics.ThresholdInformednessMetric method)
(simpleml.metrics.ThresholdMarkednessMetric method)
(simpleml.metrics.ThresholdMccMetric method)
(simpleml.metrics.ThresholdNpvMetric method)
(simpleml.metrics.ThresholdPpvMetric method)
(simpleml.metrics.ThresholdTnrMetric method)
(simpleml.metrics.ThresholdTprMetric method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.models.external_models.ExternalModelMixin method)
ScoringError
,
[1]
set_params() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.AbstractModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasModel method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.Transformer method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.Transformer method)
(simpleml.transformers.TransformerMixin method)
simpleml
module
simpleml.cli
module
simpleml.cli.database
module
simpleml.cli.main
module
simpleml.constants
module
simpleml.datasets
module
simpleml.datasets.abstract_mixin
module
simpleml.datasets.base_dataset
module
simpleml.datasets.numpy_mixin
module
simpleml.datasets.pandas_mixin
module
simpleml.imports
module
simpleml.metrics
module
simpleml.metrics.base_metric
module
simpleml.metrics.classification
module
simpleml.models
module
simpleml.models.base_keras_model
module
simpleml.models.base_model
module
simpleml.models.base_sklearn_model
module
simpleml.models.classifiers
module
simpleml.models.classifiers.classification_mixin
module
simpleml.models.classifiers.external_models
module
simpleml.models.classifiers.keras
module
simpleml.models.classifiers.keras.base_keras_classifier
module
simpleml.models.classifiers.keras.model
module
simpleml.models.classifiers.keras.seq2seq
module
simpleml.models.classifiers.keras.sequential
module
simpleml.models.classifiers.sklearn
module
simpleml.models.classifiers.sklearn.base_sklearn_classifier
module
simpleml.models.classifiers.sklearn.dummy
module
simpleml.models.classifiers.sklearn.ensemble
module
simpleml.models.classifiers.sklearn.gaussian_process
module
simpleml.models.classifiers.sklearn.linear_model
module
simpleml.models.classifiers.sklearn.mixture
module
simpleml.models.classifiers.sklearn.multiclass
module
simpleml.models.classifiers.sklearn.multioutput
module
simpleml.models.classifiers.sklearn.naive_bayes
module
simpleml.models.classifiers.sklearn.neighbors
module
simpleml.models.classifiers.sklearn.neural_network
module
simpleml.models.classifiers.sklearn.svm
module
simpleml.models.classifiers.sklearn.tree
module
simpleml.models.clusterers
module
simpleml.models.external_models
module
simpleml.models.regressors
module
simpleml.models.transfer
module
simpleml.persistables
module
simpleml.persistables.base_persistable
module
simpleml.persistables.base_sqlalchemy
module
simpleml.persistables.hashing
module
simpleml.persistables.meta_registry
module
simpleml.persistables.serializing
module
simpleml.persistables.sqlalchemy_types
module
simpleml.pipelines
module
simpleml.pipelines.base_pipeline
module
simpleml.pipelines.external_pipelines
module
simpleml.pipelines.validation_split_mixins
module
simpleml.registries
module
simpleml.registries.keras_registry
module
simpleml.registries.registry
module
simpleml.registries.sqlalchemy_registry
module
simpleml.save_patterns
module
simpleml.save_patterns.base
module
simpleml.save_patterns.database
module
simpleml.save_patterns.decorators
module
simpleml.save_patterns.libcloud
module
simpleml.save_patterns.local
module
simpleml.save_patterns.onedrive
module
simpleml.transformers
module
simpleml.transformers.base_transformer
module
simpleml.transformers.fitful_transformers
module
simpleml.transformers.fitless_transformers
module
simpleml.utils
module
simpleml.utils.binary_blob
module
simpleml.utils.configuration
module
simpleml.utils.errors
module
simpleml.utils.initialization
module
simpleml.utils.library_versions
module
simpleml.utils.postgres
module
simpleml.utils.scoring
module
simpleml.utils.scoring.load_persistable
module
simpleml.utils.training
module
simpleml.utils.training.create_persistable
module
SIMPLEML_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
SIMPLEML_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.sqlalchemy_registry)
SimplemlCoreSqlalchemy (class in simpleml.persistables.base_sqlalchemy)
SimpleMLError
,
[1]
SingleLabelPandasDataset (class in simpleml.datasets)
SingleLabelPandasDatasetMixin (class in simpleml.datasets)
(class in simpleml.datasets.pandas_mixin)
SklearnAdaBoostClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
SklearnBaggingClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
SklearnBayesianGaussianMixture (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.mixture)
SklearnBernoulliNB (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.base_sklearn_classifier)
SklearnClassifierChain (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.multioutput)
SklearnDecisionTreeClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.tree)
SklearnDummyClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.dummy)
SklearnExtraTreeClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.tree)
SklearnExtraTreesClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
SklearnGaussianMixture (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.mixture)
SklearnGaussianNB (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnGaussianProcessClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.gaussian_process)
SklearnGradientBoostingClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
SklearnKNeighborsClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.neighbors)
SklearnLinearSVC (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.svm)
SklearnLogisticRegression (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnLogisticRegressionCV (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnMLPClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.neural_network)
SklearnModel (class in simpleml.models)
(class in simpleml.models.base_sklearn_model)
SklearnMultinomialNB (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnMultiOutputClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.multioutput)
SklearnNuSVC (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.svm)
SklearnOneVsOneClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.multiclass)
SklearnOneVsRestClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.multiclass)
SklearnOutputCodeClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.multiclass)
SklearnPerceptron (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnPipeline (class in simpleml.pipelines.external_pipelines)
SklearnRandomForestClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
SklearnRidgeClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnRidgeClassifierCV (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnSGDClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.linear_model)
SklearnSVC (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.svm)
SklearnVotingClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.sklearn.ensemble)
Split (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
split_dataset() (simpleml.pipelines.ExplicitSplitMixin method)
(simpleml.pipelines.NoSplitMixin method)
(simpleml.pipelines.RandomSplitMixin method)
(simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin method)
(simpleml.pipelines.validation_split_mixins.NoSplitMixin method)
(simpleml.pipelines.validation_split_mixins.RandomSplitMixin method)
(simpleml.pipelines.validation_split_mixins.SplitMixin method)
SplitContainer (class in simpleml.pipelines)
(class in simpleml.pipelines.validation_split_mixins)
SplitMixin (class in simpleml.pipelines.validation_split_mixins)
squeeze() (simpleml.pipelines.Split method)
(simpleml.pipelines.validation_split_mixins.Split method)
ssh_tunnel() (simpleml.utils.BaseDatabase property)
(simpleml.utils.initialization.BaseDatabase property)
SSHTunnelForwarder (in module simpleml.imports)
state() (simpleml.persistables.base_persistable.Persistable property)
T
TEST_SPLIT (in module simpleml.constants)
tf (in module simpleml.imports)
ThresholdAccuracyMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdF1ScoreMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdFdrMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdFnrMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdForMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdFprMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdInformednessMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdMarkednessMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdMccMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdNpvMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdPpvMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdPredictedNegativeRateMetric (class in simpleml.metrics.classification)
ThresholdPredictedPositiveRateMetric (class in simpleml.metrics.classification)
thresholds() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
ThresholdTnrMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
ThresholdTprMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
TnrAccuracyMetric (class in simpleml.metrics.classification)
TnrF1ScoreMetric (class in simpleml.metrics.classification)
TnrFdrMetric (class in simpleml.metrics.classification)
TnrFnrMetric (class in simpleml.metrics.classification)
TnrForMetric (class in simpleml.metrics.classification)
TnrFprMetric (class in simpleml.metrics.classification)
TnrInformednessMetric (class in simpleml.metrics.classification)
TnrMarkednessMetric (class in simpleml.metrics.classification)
TnrMccMetric (class in simpleml.metrics.classification)
TnrNpvMetric (class in simpleml.metrics.classification)
TnrPpvMetric (class in simpleml.metrics.classification)
TnrPredictedNegativeRateMetric (class in simpleml.metrics.classification)
TnrPredictedPositiveRateMetric (class in simpleml.metrics.classification)
TnrThresholdMetric (class in simpleml.metrics.classification)
TnrTprMetric (class in simpleml.metrics.classification)
TprAccuracyMetric (class in simpleml.metrics.classification)
TprF1ScoreMetric (class in simpleml.metrics.classification)
TprFdrMetric (class in simpleml.metrics.classification)
TprFnrMetric (class in simpleml.metrics.classification)
TprForMetric (class in simpleml.metrics.classification)
TprFprMetric (class in simpleml.metrics.classification)
TprInformednessMetric (class in simpleml.metrics.classification)
TprMarkednessMetric (class in simpleml.metrics.classification)
TprMccMetric (class in simpleml.metrics.classification)
TprMetric (class in simpleml.metrics)
(class in simpleml.metrics.classification)
TprNpvMetric (class in simpleml.metrics.classification)
TprPpvMetric (class in simpleml.metrics.classification)
TprPredictedNegativeRateMetric (class in simpleml.metrics.classification)
TprPredictedPositiveRateMetric (class in simpleml.metrics.classification)
TprThresholdMetric (class in simpleml.metrics.classification)
TprTnrMetric (class in simpleml.metrics.classification)
TRAIN_SPLIT (in module simpleml.constants)
TrainingError
,
[1]
transfer_weights() (simpleml.models.base_keras_model.KerasModel static method)
(simpleml.models.KerasModel static method)
transform() (simpleml.models.base_model.AbstractModel method)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
TransformedSequence (class in simpleml.pipelines)
(class in simpleml.pipelines.base_pipeline)
Transformer (class in simpleml.transformers)
(class in simpleml.transformers.base_transformer)
TransformerMixin (class in simpleml.transformers)
(class in simpleml.transformers.base_transformer)
true_negative_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
true_positive_rate() (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
U
upgrade() (in module simpleml.cli.database)
(simpleml.utils.AlembicDatabase method)
(simpleml.utils.initialization.AlembicDatabase method)
upload_to_cloud() (simpleml.save_patterns.libcloud.CloudSavePatternMixin method)
upload_to_onedrive() (simpleml.save_patterns.onedrive.OnedriveBase method)
V
validate_environment() (simpleml.utils.PersistableLoader static method)
(simpleml.utils.scoring.load_persistable.PersistableLoader static method)
validate_labels() (simpleml.metrics.BinaryClassificationMetric static method)
(simpleml.metrics.classification.BinaryClassificationMetric static method)
validate_predictions() (simpleml.metrics.classification.ClassificationMetric static method)
(simpleml.metrics.ClassificationMetric static method)
validate_schema_version() (simpleml.utils.AlembicDatabase method)
(simpleml.utils.initialization.AlembicDatabase method)
validated_split() (simpleml.pipelines.base_pipeline.DatasetSequence static method)
(simpleml.pipelines.DatasetSequence static method)
VALIDATION_SPLIT (in module simpleml.constants)
values (simpleml.metrics.base_metric.AbstractMetric attribute)
version (simpleml.persistables.base_persistable.Persistable attribute)
version_description (simpleml.persistables.base_persistable.Persistable attribute)
W
WrappedKerasModelClassifier (class in simpleml.models.classifiers.keras.model)
WrappedKerasSequentialClassifier (class in simpleml.models.classifiers.keras.sequential)
WrappedSklearnAdaBoostClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnBaggingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnBayesianGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
WrappedSklearnBernoulliNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnClassifierChain (class in simpleml.models.classifiers.sklearn.multioutput)
WrappedSklearnDecisionTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
WrappedSklearnDummyClassifier (class in simpleml.models.classifiers.sklearn.dummy)
WrappedSklearnExtraTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
WrappedSklearnExtraTreesClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
WrappedSklearnGaussianNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnGaussianProcessClassifier (class in simpleml.models.classifiers.sklearn.gaussian_process)
WrappedSklearnGradientBoostingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnKNeighborsClassifier (class in simpleml.models.classifiers.sklearn.neighbors)
WrappedSklearnLinearSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnLogisticRegression (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnLogisticRegressionCV (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnMLPClassifier (class in simpleml.models.classifiers.sklearn.neural_network)
WrappedSklearnMultinomialNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnMultiOutputClassifier (class in simpleml.models.classifiers.sklearn.multioutput)
WrappedSklearnNuSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnOneVsOneClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnOneVsRestClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnOutputCodeClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnPerceptron (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnRandomForestClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnRidgeClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnRidgeClassifierCV (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnSGDClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnVotingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
X
X() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin property)
(simpleml.datasets.BasePandasDatasetMixin property)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin property)
(simpleml.datasets.NumpyDatasetMixin property)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin property)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
Y
y() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin property)
(simpleml.datasets.BasePandasDatasetMixin property)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin property)
(simpleml.datasets.NumpyDatasetMixin property)
(simpleml.datasets.pandas_mixin.BasePandasDatasetMixin property)
(simpleml.pipelines.AbstractPipeline method)
(simpleml.pipelines.base_pipeline.AbstractPipeline method)
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v: 0.10.0
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