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__abstract__ (simpleml.orm.base_sqlalchemy.BaseSQLAlchemy attribute)
(simpleml.orm.metadata.BinaryStorageSqlalchemy attribute)
(simpleml.orm.metadata.DatasetStorageSqlalchemy attribute)
(simpleml.orm.metadata.SimplemlCoreSqlalchemy attribute)
(simpleml.orm.persistable.ORMPersistable attribute)
__author__ (in module simpleml)
(in module simpleml._external)
(in module simpleml.adapters)
(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.base_dataset)
(in module simpleml.datasets.dask)
(in module simpleml.datasets.dask.base)
(in module simpleml.datasets.dask.file_based)
(in module simpleml.datasets.dask.pipeline)
(in module simpleml.datasets.dataset_splits)
(in module simpleml.datasets.numpy)
(in module simpleml.datasets.numpy.base)
(in module simpleml.datasets.numpy.pipeline)
(in module simpleml.datasets.pandas)
(in module simpleml.datasets.pandas.base)
(in module simpleml.datasets.pandas.file_based)
(in module simpleml.datasets.pandas.pipeline)
(in module simpleml.datasets.ray)
(in module simpleml.datasets.tensorflow)
(in module simpleml.executors)
(in module simpleml.executors.airflow)
(in module simpleml.executors.beam)
(in module simpleml.executors.dask)
(in module simpleml.executors.kubernetes)
(in module simpleml.executors.multiprocessing)
(in module simpleml.executors.ray)
(in module simpleml.executors.threading)
(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.split_iterators)
(in module simpleml.models.transfer)
(in module simpleml.orm)
(in module simpleml.orm.base_sqlalchemy)
(in module simpleml.orm.dataset)
(in module simpleml.orm.initialization)
(in module simpleml.orm.metadata)
(in module simpleml.orm.metric)
(in module simpleml.orm.model)
(in module simpleml.orm.persistable)
(in module simpleml.orm.pipeline)
(in module simpleml.orm.serializing)
(in module simpleml.persistables)
(in module simpleml.persistables.base_persistable)
(in module simpleml.persistables.hashing)
(in module simpleml.persistables.meta_registry)
(in module simpleml.pipelines)
(in module simpleml.pipelines.base_pipeline)
(in module simpleml.pipelines.beam)
(in module simpleml.pipelines.external_pipelines)
(in module simpleml.pipelines.ordered_dict)
(in module simpleml.pipelines.ordered_dict.base)
(in module simpleml.pipelines.ordered_dict.external_pipeline)
(in module simpleml.pipelines.ordered_dict.split_pipelines)
(in module simpleml.pipelines.projected_splits)
(in module simpleml.pipelines.sklearn)
(in module simpleml.pipelines.sklearn.base)
(in module simpleml.pipelines.sklearn.external_pipeline)
(in module simpleml.pipelines.sklearn.split_pipelines)
(in module simpleml.pipelines.validation_split_mixins)
(in module simpleml.registries)
(in module simpleml.registries.keras_registry)
(in module simpleml.registries.persistable_registry)
(in module simpleml.registries.registry)
(in module simpleml.save_patterns)
(in module simpleml.save_patterns.base)
(in module simpleml.save_patterns.decorators)
(in module simpleml.save_patterns.formats)
(in module simpleml.save_patterns.locations)
(in module simpleml.save_patterns.locations.disk)
(in module simpleml.save_patterns.locations.libcloud)
(in module simpleml.save_patterns.serializers)
(in module simpleml.save_patterns.serializers.cloudpickle)
(in module simpleml.save_patterns.serializers.dask)
(in module simpleml.save_patterns.serializers.hickle)
(in module simpleml.save_patterns.serializers.keras)
(in module simpleml.save_patterns.serializers.pandas)
(in module simpleml.save_patterns.serializers.pickle)
(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.hash_recalculation)
(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.signature_inspection)
(in module simpleml.utils.training)
(in module simpleml.utils.training.create_persistable)
__call__() (simpleml.imports.MissingImportWrapper class method)
(simpleml.registries.persistable_registry.PersistableRegistry method)
(simpleml.registries.PersistableRegistry method)
__getattr__() (simpleml.datasets.dataset_splits.Split method)
(simpleml.pipelines.projected_splits.ProjectedDatasetSplit method)
__getitem__() (simpleml.models.split_iterators.DatasetSequence method)
(simpleml.models.split_iterators.PipelineTransformSequence method)
(simpleml.pipelines.projected_splits.ProjectedDatasetSplit method)
__iter__() (simpleml.models.split_iterators.DataIterator method)
(simpleml.models.split_iterators.PipelineTransformIterator method)
(simpleml.models.split_iterators.PythonIterator method)
__len__() (simpleml.models.split_iterators.DatasetSequence method)
(simpleml.models.split_iterators.PipelineTransformSequence method)
__next__() (simpleml.models.split_iterators.PipelineTransformIterator method)
(simpleml.models.split_iterators.PythonIterator method)
__post_init__() (simpleml.persistables.base_persistable.Persistable method)
__post_restore__() (simpleml.persistables.base_persistable.Persistable method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
__repr__() (simpleml.imports.MissingImportWrapper class method)
(simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
__str__() (simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
(simpleml.utils.errors.SimpleMLError method)
(simpleml.utils.SimpleMLError method)
__table_args__ (simpleml.orm.dataset.ORMDataset attribute)
(simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.model.ORMModel attribute)
(simpleml.orm.ORMDataset attribute)
(simpleml.orm.ORMMetric attribute)
(simpleml.orm.ORMModel attribute)
(simpleml.orm.ORMPipeline attribute)
(simpleml.orm.pipeline.ORMPipeline attribute)
__tablename__ (simpleml.orm.dataset.ORMDataset attribute)
(simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.model.ORMModel attribute)
(simpleml.orm.ORMDataset attribute)
(simpleml.orm.ORMMetric attribute)
(simpleml.orm.ORMModel attribute)
(simpleml.orm.ORMPipeline attribute)
(simpleml.orm.pipeline.ORMPipeline attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
__version__ (in module simpleml)
_basestring (in module simpleml._external.joblib)
_batch_setitems() (simpleml._external.joblib.Hasher method)
_configure_unmapped_attributes() (simpleml.persistables.base_persistable.Persistable method)
_ConsistentSet (class in simpleml._external.joblib)
_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.Model 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.SklearnHistGradientBoostingClassifier 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.Model 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.SklearnHistGradientBoostingClassifier 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.base_pipeline.Pipeline method)
(simpleml.pipelines.ordered_dict.base.OrderedDictPipeline method)
(simpleml.pipelines.ordered_dict.OrderedDictPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.base.SklearnPipeline method)
(simpleml.pipelines.sklearn.SklearnPipeline method)
_dataframe (simpleml.datasets.base_dataset.Dataset property)
(simpleml.datasets.dask.base.BaseDaskDataset property)
(simpleml.datasets.dask.BaseDaskDataset property)
(simpleml.datasets.Dataset property)
(simpleml.datasets.pandas.base.BasePandasDataset property)
(simpleml.datasets.pandas.BasePandasDataset property)
_filter_fit_params() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.base.SklearnPipeline method)
(simpleml.pipelines.sklearn.SklearnPipeline method)
_fit() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.LibraryModel method)
(simpleml.models.base_model.Model method)
(simpleml.models.base_sklearn_model.SklearnModel method)
(simpleml.models.KerasModel method)
(simpleml.models.LibraryModel method)
(simpleml.models.Model method)
(simpleml.models.SklearnModel method)
_fit_generator() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.KerasModel method)
_get() (simpleml.datasets.dask.base.BaseDaskDataset static method)
(simpleml.datasets.dask.BaseDaskDataset static method)
(simpleml.datasets.pandas.base.BasePandasDataset static method)
(simpleml.datasets.pandas.BasePandasDataset static method)
_get_dataset_split() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
_get_latest_version() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
(simpleml.persistables.base_persistable.Persistable method)
_get_pipeline_split() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
_get_split() (simpleml.metrics.classification.ClassificationMetric method)
(simpleml.metrics.ClassificationMetric method)
_hash() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
(simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
(simpleml.models.base_model.Model method)
(simpleml.models.Model method)
(simpleml.persistables.base_persistable.Persistable method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
_init_connection() (in module simpleml.cli.database)
_initialize() (simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
_load_class() (simpleml.orm.persistable.ORMPersistable method)
_load_dataset() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
_load_model() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
_load_pipeline() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
(simpleml.models.base_model.Model method)
(simpleml.models.Model method)
_MyHash (class in simpleml._external.joblib)
_pandas_hash() (in module simpleml.persistables.hashing)
_predict() (simpleml.models.base_model.Model 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)
(simpleml.models.Model method)
_receive_before_create() (simpleml.orm.metadata.BinaryStorageSqlalchemy method)
(simpleml.orm.metadata.DatasetStorageSqlalchemy method)
_receive_before_update() (in module simpleml.orm.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)
_transform() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
_validate_data() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
_validate_dtype() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.base.BaseDaskDataset method)
(simpleml.datasets.dask.BaseDaskDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.pandas.base.BasePandasDataset method)
(simpleml.datasets.pandas.BasePandasDataset method)
_validate_schema() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
_validate_state() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
A
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.Metric method)
(simpleml.metrics.Metric method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
add_model() (simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
add_pipeline() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
(simpleml.models.base_model.Model method)
(simpleml.models.Model method)
add_transformer() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.external_pipeline.SklearnExternalPipeline method)
AggregateBinaryClassificationMetric (class in simpleml.metrics.classification)
alembic_config (simpleml.orm.AlembicDatabase property)
(simpleml.orm.initialization.AlembicDatabase property)
AlembicDatabase (class in simpleml.orm)
(class in simpleml.orm.initialization)
apply_projection() (simpleml.pipelines.projected_splits.IdentityProjectedDatasetSplit method)
(simpleml.pipelines.projected_splits.IndexBasedProjectedDatasetSplit method)
(simpleml.pipelines.projected_splits.ProjectedDatasetSplit method)
assert_dataset() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
assert_fitted (simpleml.models.classifiers.classification_mixin.ClassificationMixin attribute)
assert_fitted() (simpleml.models.base_model.Model method)
(simpleml.models.Model method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
assert_pipeline() (simpleml.models.base_model.Model method)
(simpleml.models.Model method)
author (simpleml.orm.persistable.ORMPersistable attribute)
B
Base (in module simpleml.orm.base_sqlalchemy)
BaseDaskDataset (class in simpleml.datasets.dask)
(class in simpleml.datasets.dask.base)
BaseDatabase (class in simpleml.orm)
(class in simpleml.orm.initialization)
BaseNumpyDataset (class in simpleml.datasets.numpy)
(class in simpleml.datasets.numpy.base)
BasePandasDataset (class in simpleml.datasets.pandas)
(class in simpleml.datasets.pandas.base)
BaseSavePattern (class in simpleml.save_patterns)
(class in simpleml.save_patterns.base)
BaseSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.base)
BaseSQLAlchemy (class in simpleml.orm.base_sqlalchemy)
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.orm)
(class in simpleml.orm.initialization)
BinaryStorageSqlalchemy (class in simpleml.orm.metadata)
build_dataframe() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.DaskFileBasedDataset method)
(simpleml.datasets.dask.DaskPipelineDataset method)
(simpleml.datasets.dask.file_based.DaskFileBasedDataset method)
(simpleml.datasets.dask.pipeline.DaskPipelineDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.numpy.NumpyPipelineDataset method)
(simpleml.datasets.numpy.pipeline.NumpyPipelineDataset method)
(simpleml.datasets.pandas.file_based.PandasFileBasedDataset method)
(simpleml.datasets.pandas.PandasFileBasedDataset method)
(simpleml.datasets.pandas.PandasPipelineDataset method)
(simpleml.datasets.pandas.pipeline.PandasPipelineDataset 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.validation_split_mixins)
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)
close_tunnel() (simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
CloudpickleDiskSavePattern (class in simpleml.save_patterns)
CloudpickleFileSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.cloudpickle)
CloudpickleInMemorySerializer (class in simpleml.save_patterns.serializers.cloudpickle)
CloudpickleLibcloudSavePattern (class in simpleml.save_patterns)
CloudpicklePersistenceMethods (class in simpleml.save_patterns.serializers.cloudpickle)
common_path() (simpleml.save_patterns.LibcloudCopyFolderLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFolderLocation static method)
concatenate_dataframes() (simpleml.datasets.dask.base.BaseDaskDataset static method)
(simpleml.datasets.dask.BaseDaskDataset static method)
(simpleml.datasets.pandas.base.BasePandasDataset static method)
(simpleml.datasets.pandas.BasePandasDataset static 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.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
confusion_matrix (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
containerize_split() (simpleml.pipelines.validation_split_mixins.SplitMixin method)
context_register() (simpleml.registries.NamedRegistry method)
(simpleml.registries.Registry method)
(simpleml.registries.registry.NamedRegistry method)
(simpleml.registries.registry.Registry method)
copy_directory() (simpleml.save_patterns.locations.disk.DiskIOMethods static method)
copy_file() (simpleml.save_patterns.locations.disk.DiskIOMethods static 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_tables() (simpleml.orm.AlembicDatabase method)
(simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.AlembicDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
create_user() (in module simpleml.utils.postgres)
created_timestamp (simpleml.orm.base_sqlalchemy.BaseSQLAlchemy attribute)
CSV_DIRECTORY (in module simpleml.utils.configuration)
custom_dumps() (in module simpleml.orm.serializing)
custom_hasher() (simpleml.persistables.hashing.CustomHasherMixin class method)
custom_loads() (in module simpleml.orm.serializing)
CustomHasherMixin (class in simpleml.persistables.hashing)
D
dask_indexing() (simpleml.pipelines.projected_splits.IndexBasedProjectedDatasetSplit static method)
DASK_READER_MAP (in module simpleml.datasets.dask.file_based)
DaskCSVSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.dask)
DaskDiskCSVSavePattern (class in simpleml.save_patterns)
DaskDiskJSONSavePattern (class in simpleml.save_patterns)
DaskDiskParquetSavePattern (class in simpleml.save_patterns)
DaskFileBasedDataset (class in simpleml.datasets.dask)
(class in simpleml.datasets.dask.file_based)
DaskHDFSerializer (class in simpleml.save_patterns.serializers.dask)
DaskJSONSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.dask)
DaskLibcloudCSVSavePattern (class in simpleml.save_patterns)
DaskLibcloudJSONSavePattern (class in simpleml.save_patterns)
DaskLibcloudParquetSavePattern (class in simpleml.save_patterns)
DaskORCSerializer (class in simpleml.save_patterns.serializers.dask)
DaskParquetSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.dask)
DaskPersistenceMethods (class in simpleml.save_patterns.serializers.dask)
DaskPipelineDataset (class in simpleml.datasets.dask)
(class in simpleml.datasets.dask.pipeline)
Database (class in simpleml.orm)
(class in simpleml.orm.initialization)
DATABASE_CONF (in module simpleml.orm.initialization)
DATABASE_DRIVERNAME (in module simpleml.orm.initialization)
DATABASE_HOST (in module simpleml.orm.initialization)
DATABASE_NAME (in module simpleml.orm.initialization)
DATABASE_PASSWORD (in module simpleml.orm.initialization)
DATABASE_PORT (in module simpleml.orm.initialization)
DATABASE_QUERY (in module simpleml.orm.initialization)
DATABASE_URI (in module simpleml.orm.initialization)
DATABASE_USERNAME (in module simpleml.orm.initialization)
dataframe (simpleml.datasets.base_dataset.Dataset property)
(simpleml.datasets.Dataset property)
DATAFRAME_SPLIT_COLUMN (in module simpleml.datasets.dask.base)
(in module simpleml.datasets.pandas.base)
DataIterator (class in simpleml.models.split_iterators)
Dataset (class in simpleml.datasets)
(class in simpleml.datasets.base_dataset)
dataset (simpleml.metrics.base_metric.Metric property)
(simpleml.metrics.Metric property)
(simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.ORMMetric attribute)
(simpleml.orm.ORMPipeline attribute)
(simpleml.orm.pipeline.ORMPipeline attribute)
(simpleml.pipelines.base_pipeline.Pipeline property)
(simpleml.pipelines.Pipeline property)
dataset_id (simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.ORMMetric attribute)
(simpleml.orm.ORMPipeline attribute)
(simpleml.orm.pipeline.ORMPipeline attribute)
DATASET_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.persistable_registry)
dataset_split (simpleml.pipelines.projected_splits.ProjectedDatasetSplit property)
DatasetCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
DatasetDatabase (class in simpleml.orm)
(class in simpleml.orm.initialization)
DatasetError
,
[1]
,
[2]
DatasetRegistry (class in simpleml.registries)
(class in simpleml.registries.persistable_registry)
DatasetSequence (class in simpleml.models.split_iterators)
DatasetStorageSqlalchemy (class in simpleml.orm.metadata)
db() (in module simpleml.cli.database)
ddDataFrame (in module simpleml.imports)
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.orm.serializing.JSONSerializer method)
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)
deserialize() (simpleml.save_patterns.base.BaseSerializer static method)
(simpleml.save_patterns.BaseSerializer static method)
(simpleml.save_patterns.CloudpickleFileSerializer static method)
(simpleml.save_patterns.DaskCSVSerializer static method)
(simpleml.save_patterns.DaskJSONSerializer static method)
(simpleml.save_patterns.DaskParquetSerializer static method)
(simpleml.save_patterns.FilestoreCopyFileLocation static method)
(simpleml.save_patterns.FilestoreCopyFilesLocation static method)
(simpleml.save_patterns.FilestoreCopyFolderLocation static method)
(simpleml.save_patterns.FilestorePassthroughLocation static method)
(simpleml.save_patterns.KerasH5Serializer static method)
(simpleml.save_patterns.KerasSavedModelSerializer static method)
(simpleml.save_patterns.LibcloudCopyFileLocation static method)
(simpleml.save_patterns.LibcloudCopyFilesLocation class method)
(simpleml.save_patterns.LibcloudCopyFolderLocation class method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFileLocation static method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFilesLocation static method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFolderLocation static method)
(simpleml.save_patterns.locations.disk.FilestorePassthroughLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFileLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFilesLocation class method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFolderLocation class method)
(simpleml.save_patterns.PandasCSVSerializer static method)
(simpleml.save_patterns.PandasJSONSerializer static method)
(simpleml.save_patterns.PandasParquetSerializer static method)
(simpleml.save_patterns.serializers.cloudpickle.CloudpickleFileSerializer static method)
(simpleml.save_patterns.serializers.cloudpickle.CloudpickleInMemorySerializer static method)
(simpleml.save_patterns.serializers.dask.DaskCSVSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskHDFSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskJSONSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskORCSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskParquetSerializer static method)
(simpleml.save_patterns.serializers.hickle.HickleFileSerializer static method)
(simpleml.save_patterns.serializers.keras.KerasH5Serializer static method)
(simpleml.save_patterns.serializers.keras.KerasSavedModelSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasCSVSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasJSONSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasParquetSerializer static method)
(simpleml.save_patterns.serializers.pickle.PickleFileSerializer static method)
(simpleml.save_patterns.serializers.pickle.PickleInMemorySerializer static method)
deserializers (simpleml.save_patterns.base.BaseSavePattern attribute)
(simpleml.save_patterns.BaseSavePattern attribute)
(simpleml.save_patterns.CloudpickleDiskSavePattern attribute)
(simpleml.save_patterns.CloudpickleLibcloudSavePattern attribute)
(simpleml.save_patterns.DaskDiskCSVSavePattern attribute)
(simpleml.save_patterns.DaskDiskJSONSavePattern attribute)
(simpleml.save_patterns.DaskDiskParquetSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudParquetSavePattern attribute)
(simpleml.save_patterns.KerasDiskH5SavePattern attribute)
(simpleml.save_patterns.KerasDiskSavedModelSavePattern attribute)
(simpleml.save_patterns.KerasLibcloudH5SavePattern attribute)
(simpleml.save_patterns.KerasLibcloudSavedModelSavePattern attribute)
(simpleml.save_patterns.PandasDiskCSVSavePattern attribute)
(simpleml.save_patterns.PandasDiskJSONSavePattern attribute)
(simpleml.save_patterns.PandasDiskParquetSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudParquetSavePattern attribute)
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.serializers.pandas.PandasPersistenceMethods static method)
DiskIOMethods (class in simpleml.save_patterns.locations.disk)
dispatch (simpleml._external.joblib.Hasher attribute)
downgrade() (in module simpleml.cli.database)
(simpleml.orm.AlembicDatabase method)
(simpleml.orm.initialization.AlembicDatabase method)
download() (simpleml.save_patterns.locations.libcloud.LibcloudMethods static method)
drop() (simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
drop_database() (in module simpleml.utils.postgres)
drop_user() (in module simpleml.utils.postgres)
dump_object() (simpleml.save_patterns.serializers.cloudpickle.CloudpicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.hickle.HicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.pickle.PicklePersistenceMethods static method)
dumps_object() (simpleml.save_patterns.serializers.cloudpickle.CloudpicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.pickle.PicklePersistenceMethods static method)
E
encode() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
(simpleml.models.KerasEncoderDecoderClassifier method)
engine (simpleml.orm.BaseDatabase property)
(simpleml.orm.initialization.BaseDatabase property)
ExplicitSplitMixin (class in simpleml.pipelines.validation_split_mixins)
ExplicitSplitOrderedDictPipeline (class in simpleml.pipelines.ordered_dict)
(class in simpleml.pipelines.ordered_dict.split_pipelines)
ExplicitSplitSklearnPipeline (class in simpleml.pipelines.sklearn)
(class in simpleml.pipelines.sklearn.split_pipelines)
external_model (simpleml.models.base_model.Model property)
(simpleml.models.classifiers.classification_mixin.ClassificationMixin attribute)
(simpleml.models.Model property)
external_pipeline (simpleml.pipelines.base_pipeline.Pipeline property)
(simpleml.pipelines.Pipeline property)
ExternalArtifactDecorators (class in simpleml.save_patterns.decorators)
ExternalModelMixin (class in simpleml.models.external_models)
ExternalPipelineMixin (class in simpleml.pipelines.external_pipelines)
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.orm.model.ORMModel attribute)
(simpleml.orm.ORMModel attribute)
FILEPATH_REGISTRY (in module simpleml.registries)
filepaths (simpleml.orm.persistable.ORMPersistable attribute)
FILESTORE_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
FilestoreCopyFileLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.disk)
FilestoreCopyFilesLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.disk)
FilestoreCopyFolderLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.disk)
FilestorePassthroughLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.disk)
filter() (simpleml.orm.base_sqlalchemy.BaseSQLAlchemy class method)
fit() (simpleml.models.base_model.Model method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.Model method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
fit_predict() (simpleml.models.base_model.Model method)
(simpleml.models.Model method)
fit_transform() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
fitted (simpleml.models.base_model.Model property)
(simpleml.models.Model property)
(simpleml.pipelines.base_pipeline.Pipeline property)
(simpleml.pipelines.Pipeline 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)
from_dict() (simpleml.persistables.base_persistable.Persistable class method)
G
generate_indices() (simpleml.models.split_iterators.DatasetSequence method)
(simpleml.models.split_iterators.PythonIterator method)
get() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.base.BaseDaskDataset method)
(simpleml.datasets.dask.BaseDaskDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.numpy.base.BaseNumpyDataset method)
(simpleml.datasets.numpy.BaseNumpyDataset method)
(simpleml.datasets.pandas.base.BasePandasDataset method)
(simpleml.datasets.pandas.BasePandasDataset 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_container_name() (simpleml.save_patterns.locations.libcloud.LibcloudMethods static method)
get_dataset_split() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
get_driver() (simpleml.save_patterns.locations.libcloud.LibcloudMethods class method)
get_driver_config() (simpleml.save_patterns.locations.libcloud.LibcloudMethods static method)
get_feature_metadata() (simpleml.models.base_model.Model 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)
(simpleml.models.Model method)
get_feature_names() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.base.BaseDaskDataset method)
(simpleml.datasets.dask.BaseDaskDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.numpy.base.BaseNumpyDataset method)
(simpleml.datasets.numpy.BaseNumpyDataset method)
(simpleml.datasets.pandas.base.BasePandasDataset method)
(simpleml.datasets.pandas.BasePandasDataset method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.external_pipeline.SklearnExternalPipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
get_from_registry() (simpleml.registries.Registry method)
(simpleml.registries.registry.Registry method)
get_index() (simpleml.pipelines.validation_split_mixins.RandomSplitMixin static method)
get_labels() (simpleml.models.base_model.Model method)
(simpleml.models.Model method)
get_latest_version() (simpleml.orm.metric.ORMMetric class method)
(simpleml.orm.ORMMetric class method)
(simpleml.orm.persistable.ORMPersistable class method)
get_params() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.Model method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasModel method)
(simpleml.models.Model method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.external_pipeline.SklearnExternalPipeline method)
(simpleml.transformers.base_transformer.Transformer method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.Transformer method)
(simpleml.transformers.TransformerMixin method)
get_section_columns() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
get_split() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.base.BaseDaskDataset method)
(simpleml.datasets.dask.BaseDaskDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.pandas.base.BasePandasDataset method)
(simpleml.datasets.pandas.BasePandasDataset method)
get_split_names() (simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.dask.base.BaseDaskDataset method)
(simpleml.datasets.dask.BaseDaskDataset method)
(simpleml.datasets.Dataset method)
(simpleml.datasets.numpy.base.BaseNumpyDataset method)
(simpleml.datasets.numpy.BaseNumpyDataset method)
(simpleml.datasets.pandas.base.BasePandasDataset method)
(simpleml.datasets.pandas.BasePandasDataset method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
get_transformers() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.external_pipeline.SklearnExternalPipeline method)
GUID (class in simpleml.orm.sqlalchemy_types)
H
has_external_files (simpleml.orm.persistable.ORMPersistable attribute)
hash() (in module simpleml._external.joblib)
(simpleml._external.joblib.Hasher method)
hash_ (simpleml.orm.persistable.ORMPersistable attribute)
Hasher (class in simpleml._external.joblib)
HashRecalculator (class in simpleml.utils.hash_recalculation)
HDF5_DIRECTORY (in module simpleml.utils.configuration)
hickle (in module simpleml.imports)
HickleFileSerializer (class in simpleml.save_patterns.serializers.hickle)
HicklePersistenceMethods (class in simpleml.save_patterns.serializers.hickle)
I
id (simpleml.orm.persistable.ORMPersistable attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
IdentityProjectedDatasetSplit (class in simpleml.pipelines.projected_splits)
ids_to_records() (simpleml.utils.hash_recalculation.HashRecalculator method)
impl (simpleml.orm.sqlalchemy_types.GUID attribute)
(simpleml.orm.sqlalchemy_types.JSON attribute)
INDEX_COLUMN (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods attribute)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods attribute)
IndexBasedProjectedDatasetSplit (class in simpleml.pipelines.projected_splits)
indexing_method() (simpleml.pipelines.projected_splits.IndexBasedProjectedDatasetSplit class method)
informedness (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
initialize() (in module simpleml.cli.database)
(simpleml.orm.AlembicDatabase method)
(simpleml.orm.BaseDatabase method)
(simpleml.orm.BinaryStorageDatabase method)
(simpleml.orm.Database method)
(simpleml.orm.DatasetDatabase method)
(simpleml.orm.initialization.AlembicDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
(simpleml.orm.initialization.BinaryStorageDatabase method)
(simpleml.orm.initialization.Database method)
(simpleml.orm.initialization.DatasetDatabase method)
INSTALLED_LIBRARIES (in module simpleml.utils.library_versions)
is_finished (simpleml.utils.hash_recalculation.HashRecalculator property)
is_null_type() (simpleml.datasets.dataset_splits.Split static method)
J
JSON (class in simpleml.orm.sqlalchemy_types)
JSON_DIRECTORY (in module simpleml.utils.configuration)
JSONSerializer (class in simpleml.orm.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)
KerasDiskH5SavePattern (class in simpleml.save_patterns)
KerasDiskSavedModelSavePattern (class in simpleml.save_patterns)
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)
KerasH5Serializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.keras)
KerasLibcloudH5SavePattern (class in simpleml.save_patterns)
KerasLibcloudSavedModelSavePattern (class in simpleml.save_patterns)
KerasModel (class in simpleml.models)
(class in simpleml.models.base_keras_model)
KerasModelClassifier (class in simpleml.models)
(class in simpleml.models.classifiers.keras.model)
KerasPersistenceMethods (class in simpleml.save_patterns.serializers.keras)
KerasRegistry (class in simpleml.registries)
(class in simpleml.registries.keras_registry)
KerasSavedModelSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.keras)
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_columns (simpleml.datasets.base_dataset.Dataset property)
(simpleml.datasets.Dataset property)
labels (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
(simpleml.metrics.classification.ClassificationMetric property)
(simpleml.metrics.ClassificationMetric property)
LIBCLOUD_CONFIG_SECTION (in module simpleml.utils.configuration)
LIBCLOUD_SECTION (in module simpleml.utils.configuration)
LibcloudCopyFileLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.libcloud)
LibcloudCopyFilesLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.libcloud)
LibcloudCopyFolderLocation (class in simpleml.save_patterns)
(class in simpleml.save_patterns.locations.libcloud)
LibcloudMethods (class in simpleml.save_patterns.locations.libcloud)
library_versions (simpleml.persistables.base_persistable.Persistable property)
LibraryModel (class in simpleml.models)
(class in simpleml.models.base_model)
load() (simpleml.orm.persistable.ORMPersistable method)
(simpleml.save_patterns.base.BaseSavePattern class method)
(simpleml.save_patterns.BaseSavePattern class method)
(simpleml.save_patterns.CloudpickleDiskSavePattern class method)
(simpleml.save_patterns.CloudpickleLibcloudSavePattern class method)
load_dataset() (simpleml.orm.metric.ORMMetric class method)
(simpleml.orm.ORMMetric class method)
(simpleml.orm.ORMPipeline class method)
(simpleml.orm.pipeline.ORMPipeline class method)
(simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_dialect_impl() (simpleml.orm.sqlalchemy_types.GUID method)
(simpleml.orm.sqlalchemy_types.JSON method)
load_external_file() (simpleml.persistables.base_persistable.Persistable method)
load_external_files() (simpleml.persistables.base_persistable.Persistable method)
load_if_unloaded() (simpleml.persistables.base_persistable.Persistable 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.orm.metric.ORMMetric class method)
(simpleml.orm.ORMMetric class method)
(simpleml.save_patterns.serializers.keras.KerasPersistenceMethods static method)
(simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_object() (simpleml.save_patterns.serializers.cloudpickle.CloudpicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.hickle.HicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.pickle.PicklePersistenceMethods static method)
load_persistable() (simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_pipeline() (simpleml.orm.dataset.ORMDataset class method)
(simpleml.orm.model.ORMModel class method)
(simpleml.orm.ORMDataset class method)
(simpleml.orm.ORMModel class method)
(simpleml.utils.PersistableLoader class method)
(simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_reference() (simpleml.orm.persistable.ORMPersistable static method)
load_weights() (simpleml.save_patterns.serializers.keras.KerasPersistenceMethods static method)
loads_object() (simpleml.save_patterns.serializers.cloudpickle.CloudpicklePersistenceMethods static method)
(simpleml.save_patterns.serializers.pickle.PicklePersistenceMethods static method)
LOGGER (in module simpleml.cli.database)
(in module simpleml.datasets.base_dataset)
(in module simpleml.datasets.dask.base)
(in module simpleml.datasets.numpy.base)
(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.base_sklearn_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.orm.base_sqlalchemy)
(in module simpleml.orm.dataset)
(in module simpleml.orm.initialization)
(in module simpleml.orm.metadata)
(in module simpleml.orm.metric)
(in module simpleml.orm.model)
(in module simpleml.orm.persistable)
(in module simpleml.orm.pipeline)
(in module simpleml.persistables.base_persistable)
(in module simpleml.persistables.hashing)
(in module simpleml.persistables.meta_registry)
(in module simpleml.pipelines.base_pipeline)
(in module simpleml.pipelines.ordered_dict.base)
(in module simpleml.pipelines.sklearn.base)
(in module simpleml.registries.registry)
(in module simpleml.save_patterns)
(in module simpleml.save_patterns.base)
(in module simpleml.save_patterns.decorators)
(in module simpleml.utils.binary_blob)
(in module simpleml.utils.configuration)
(in module simpleml.utils.hash_recalculation)
(in module simpleml.utils.scoring.load_persistable)
(in module simpleml.utils.signature_inspection)
(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)
md5_hasher() (simpleml.persistables.hashing.CustomHasherMixin static method)
memoize() (simpleml._external.joblib.Hasher method)
merge_split() (simpleml.datasets.dask.base.BaseDaskDataset static method)
(simpleml.datasets.dask.BaseDaskDataset static method)
(simpleml.datasets.pandas.base.BasePandasDataset static method)
(simpleml.datasets.pandas.BasePandasDataset static method)
metadata (simpleml.orm.metadata.BinaryStorageSqlalchemy attribute)
(simpleml.orm.metadata.DatasetStorageSqlalchemy attribute)
(simpleml.orm.metadata.SimplemlCoreSqlalchemy attribute)
metadata_ (simpleml.orm.persistable.ORMPersistable attribute)
Metric (class in simpleml.metrics)
(class in simpleml.metrics.base_metric)
METRIC_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.persistable_registry)
MetricCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
MetricError
,
[1]
MetricRegistry (class in simpleml.registries)
(class in simpleml.registries.persistable_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 property)
(simpleml.metrics.Metric property)
(simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.ORMMetric attribute)
model_id (simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.ORMMetric attribute)
MODEL_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.persistable_registry)
ModelCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
ModelError
,
[1]
ModelRegistry (class in simpleml.registries)
(class in simpleml.registries.persistable_registry)
modified_timestamp (simpleml.orm.base_sqlalchemy.BaseSQLAlchemy attribute)
module
simpleml
simpleml._external
simpleml._external.joblib
simpleml.adapters
simpleml.cli
simpleml.cli.database
simpleml.cli.main
simpleml.constants
simpleml.datasets
simpleml.datasets.base_dataset
simpleml.datasets.dask
simpleml.datasets.dask.base
simpleml.datasets.dask.file_based
simpleml.datasets.dask.pipeline
simpleml.datasets.dataset_splits
simpleml.datasets.numpy
simpleml.datasets.numpy.base
simpleml.datasets.numpy.pipeline
simpleml.datasets.pandas
simpleml.datasets.pandas.base
simpleml.datasets.pandas.file_based
simpleml.datasets.pandas.pipeline
simpleml.datasets.ray
simpleml.datasets.tensorflow
simpleml.executors
simpleml.executors.airflow
simpleml.executors.beam
simpleml.executors.dask
simpleml.executors.kubernetes
simpleml.executors.multiprocessing
simpleml.executors.ray
simpleml.executors.threading
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.split_iterators
simpleml.models.transfer
simpleml.orm
simpleml.orm.base_sqlalchemy
simpleml.orm.dataset
simpleml.orm.initialization
simpleml.orm.metadata
simpleml.orm.metric
simpleml.orm.model
simpleml.orm.persistable
simpleml.orm.pipeline
simpleml.orm.serializing
simpleml.orm.sqlalchemy_types
simpleml.persistables
simpleml.persistables.base_persistable
simpleml.persistables.hashing
simpleml.persistables.meta_registry
simpleml.pipelines
simpleml.pipelines.base_pipeline
simpleml.pipelines.beam
simpleml.pipelines.external_pipelines
simpleml.pipelines.ordered_dict
simpleml.pipelines.ordered_dict.base
simpleml.pipelines.ordered_dict.external_pipeline
simpleml.pipelines.ordered_dict.split_pipelines
simpleml.pipelines.projected_splits
simpleml.pipelines.sklearn
simpleml.pipelines.sklearn.base
simpleml.pipelines.sklearn.external_pipeline
simpleml.pipelines.sklearn.split_pipelines
simpleml.pipelines.validation_split_mixins
simpleml.registries
simpleml.registries.keras_registry
simpleml.registries.persistable_registry
simpleml.registries.registry
simpleml.save_patterns
simpleml.save_patterns.base
simpleml.save_patterns.decorators
simpleml.save_patterns.formats
simpleml.save_patterns.locations
simpleml.save_patterns.locations.disk
simpleml.save_patterns.locations.libcloud
simpleml.save_patterns.serializers
simpleml.save_patterns.serializers.cloudpickle
simpleml.save_patterns.serializers.dask
simpleml.save_patterns.serializers.hickle
simpleml.save_patterns.serializers.keras
simpleml.save_patterns.serializers.pandas
simpleml.save_patterns.serializers.pickle
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.hash_recalculation
simpleml.utils.library_versions
simpleml.utils.postgres
simpleml.utils.scoring
simpleml.utils.scoring.load_persistable
simpleml.utils.signature_inspection
simpleml.utils.training
simpleml.utils.training.create_persistable
MutableJSON (in module simpleml.orm.sqlalchemy_types)
N
name (simpleml.imports.MissingImportWrapper attribute)
(simpleml.orm.persistable.ORMPersistable attribute)
NamedRegistry (class in simpleml.registries)
(class in simpleml.registries.registry)
negative_predictive_value (simpleml.metrics.BinaryClassificationMetric property)
(simpleml.metrics.classification.BinaryClassificationMetric property)
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)
numpy_indexing() (simpleml.pipelines.projected_splits.IndexBasedProjectedDatasetSplit static method)
NumpyHasher (class in simpleml._external.joblib)
NumpyPipelineDataset (class in simpleml.datasets.numpy)
(class in simpleml.datasets.numpy.pipeline)
O
object_hook() (in module simpleml.orm.serializing)
object_id (simpleml.utils.binary_blob.BinaryBlob attribute)
object_type (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.persistables.base_persistable.Persistable attribute)
(simpleml.pipelines.base_pipeline.Pipeline attribute)
(simpleml.pipelines.Pipeline attribute)
(simpleml.transformers.base_transformer.TransformerMixin attribute)
(simpleml.transformers.TransformerMixin attribute)
(simpleml.utils.binary_blob.BinaryBlob attribute)
on_epoch_end() (simpleml.models.split_iterators.DatasetSequence method)
(simpleml.models.split_iterators.PipelineTransformSequence method)
onedrivesdk (in module simpleml.imports)
open_tunnel() (simpleml.orm.BaseDatabase method)
(simpleml.orm.initialization.BaseDatabase method)
ORC_DIRECTORY (in module simpleml.utils.configuration)
OrderedDictExternalPipeline (class in simpleml.pipelines.ordered_dict.external_pipeline)
OrderedDictPipeline (class in simpleml.pipelines.ordered_dict)
(class in simpleml.pipelines.ordered_dict.base)
orm_cls (simpleml.persistables.base_persistable.Persistable property)
ORM_REGISTRY (in module simpleml.orm)
(in module simpleml.registries)
ORMDataset (class in simpleml.orm)
(class in simpleml.orm.dataset)
ORMMetric (class in simpleml.orm)
(class in simpleml.orm.metric)
ORMModel (class in simpleml.orm)
(class in simpleml.orm.model)
ORMPersistable (class in simpleml.orm.persistable)
ORMPipeline (class in simpleml.orm)
(class in simpleml.orm.pipeline)
P
pandas_indexing() (simpleml.pipelines.projected_splits.IndexBasedProjectedDatasetSplit static method)
PANDAS_READER_MAP (in module simpleml.datasets.pandas.file_based)
PandasCSVSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.pandas)
PandasDiskCSVSavePattern (class in simpleml.save_patterns)
PandasDiskJSONSavePattern (class in simpleml.save_patterns)
PandasDiskParquetSavePattern (class in simpleml.save_patterns)
PandasFileBasedDataset (class in simpleml.datasets.pandas)
(class in simpleml.datasets.pandas.file_based)
PandasJSONSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.pandas)
PandasLibcloudCSVSavePattern (class in simpleml.save_patterns)
PandasLibcloudJSONSavePattern (class in simpleml.save_patterns)
PandasLibcloudParquetSavePattern (class in simpleml.save_patterns)
PandasParquetSerializer (class in simpleml.save_patterns)
(class in simpleml.save_patterns.serializers.pandas)
PandasPersistenceMethods (class in simpleml.save_patterns.serializers.pandas)
PandasPipelineDataset (class in simpleml.datasets.pandas)
(class in simpleml.datasets.pandas.pipeline)
params (simpleml.orm.model.ORMModel attribute)
(simpleml.orm.ORMModel attribute)
(simpleml.orm.ORMPipeline attribute)
(simpleml.orm.pipeline.ORMPipeline attribute)
PARQUET_DIRECTORY (in module simpleml.utils.configuration)
partial_fit() (simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
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)
PersistableRegistry (class in simpleml.registries)
(class in simpleml.registries.persistable_registry)
PICKLE_DIRECTORY (in module simpleml.save_patterns)
(in module simpleml.utils.configuration)
PickleFileSerializer (class in simpleml.save_patterns.serializers.pickle)
PickleInMemorySerializer (class in simpleml.save_patterns.serializers.pickle)
PicklePersistenceMethods (class in simpleml.save_patterns.serializers.pickle)
Pickler (in module simpleml._external.joblib)
Pipeline (class in simpleml.pipelines)
(class in simpleml.pipelines.base_pipeline)
pipeline (simpleml.datasets.base_dataset.Dataset property)
(simpleml.datasets.Dataset property)
(simpleml.models.base_model.Model property)
(simpleml.models.Model property)
(simpleml.orm.dataset.ORMDataset attribute)
(simpleml.orm.model.ORMModel attribute)
(simpleml.orm.ORMDataset attribute)
(simpleml.orm.ORMModel attribute)
pipeline_id (simpleml.orm.dataset.ORMDataset attribute)
(simpleml.orm.model.ORMModel attribute)
(simpleml.orm.ORMDataset attribute)
(simpleml.orm.ORMModel attribute)
PIPELINE_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.persistable_registry)
PipelineCreator (class in simpleml.utils)
(class in simpleml.utils.training.create_persistable)
PipelineError
,
[1]
PipelineRegistry (class in simpleml.registries)
(class in simpleml.registries.persistable_registry)
PipelineTransformIterator (class in simpleml.models.split_iterators)
PipelineTransformSequence (class in simpleml.models.split_iterators)
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.Model method)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasSeq2SeqClassifier method)
(simpleml.models.Model 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.orm.sqlalchemy_types.GUID method)
process_queue() (simpleml.utils.hash_recalculation.HashRecalculator method)
process_result_value() (simpleml.orm.sqlalchemy_types.GUID method)
project (simpleml.orm.persistable.ORMPersistable attribute)
projected_split (simpleml.pipelines.projected_splits.ProjectedDatasetSplit property)
ProjectedDatasetSplit (class in simpleml.pipelines.projected_splits)
Provider (in module simpleml.imports)
psycopg2 (in module simpleml.imports)
PY3_OR_LATER (in module simpleml._external.joblib)
pypi_name (simpleml.imports.MissingImportWrapper attribute)
PythonIterator (class in simpleml.models.split_iterators)
Q
query_by() (simpleml.orm.base_sqlalchemy.BaseSQLAlchemy class method)
queue_dependent_persistables() (simpleml.utils.hash_recalculation.HashRecalculator method)
R
raise_error() (simpleml.imports.MissingImportWrapper class method)
RandomSplitMixin (class in simpleml.pipelines.validation_split_mixins)
RandomSplitOrderedDictPipeline (class in simpleml.pipelines.ordered_dict)
(class in simpleml.pipelines.ordered_dict.split_pipelines)
RandomSplitSklearnPipeline (class in simpleml.pipelines.sklearn)
(class in simpleml.pipelines.sklearn.split_pipelines)
read_bigquery() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_clipboard() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_csv() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods class method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods class method)
read_excel() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_feather() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_fwf() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_hdf() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_html() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_json() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods class method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods class method)
read_orc() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_parquet() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_pickle() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_sas() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_spss() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_sql() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_sql_query() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_sql_table() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_stata() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_table() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
read_text() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
read_xml() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
recalculate_dataset_hashes() (in module simpleml.utils.hash_recalculation)
recalculate_hash() (simpleml.utils.hash_recalculation.HashRecalculator method)
recalculate_metric_hashes() (in module simpleml.utils.hash_recalculation)
recalculate_model_hashes() (in module simpleml.utils.hash_recalculation)
recalculate_pipeline_hashes() (in module simpleml.utils.hash_recalculation)
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.orm.persistable.ORMPersistable attribute)
Registry (class in simpleml.registries)
(class in simpleml.registries.registry)
remove_transformer() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.sklearn.external_pipeline.SklearnExternalPipeline method)
reset() (simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin 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() (simpleml.utils.hash_recalculation.HashRecalculator method)
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._external.joblib.Hasher method)
(simpleml._external.joblib.NumpyHasher method)
(simpleml.datasets.base_dataset.Dataset method)
(simpleml.datasets.Dataset method)
(simpleml.metrics.base_metric.Metric method)
(simpleml.metrics.Metric method)
(simpleml.models.base_model.Model method)
(simpleml.models.Model method)
(simpleml.persistables.base_persistable.Persistable method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.save_patterns.base.BaseSavePattern class method)
(simpleml.save_patterns.BaseSavePattern class method)
save_external_file() (simpleml.persistables.base_persistable.Persistable method)
save_external_files() (simpleml.persistables.base_persistable.Persistable method)
save_global() (simpleml._external.joblib.Hasher method)
SAVE_METHOD_REGISTRY (in module simpleml.registries)
save_model() (simpleml.save_patterns.serializers.keras.KerasPersistenceMethods static method)
SAVE_PATTERN (simpleml.save_patterns.CloudpickleDiskSavePattern attribute)
(simpleml.save_patterns.CloudpickleLibcloudSavePattern attribute)
(simpleml.save_patterns.DaskDiskCSVSavePattern attribute)
(simpleml.save_patterns.DaskDiskJSONSavePattern attribute)
(simpleml.save_patterns.DaskDiskParquetSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudParquetSavePattern attribute)
(simpleml.save_patterns.KerasDiskH5SavePattern attribute)
(simpleml.save_patterns.KerasDiskSavedModelSavePattern attribute)
(simpleml.save_patterns.KerasLibcloudH5SavePattern attribute)
(simpleml.save_patterns.KerasLibcloudSavedModelSavePattern attribute)
(simpleml.save_patterns.PandasDiskCSVSavePattern attribute)
(simpleml.save_patterns.PandasDiskJSONSavePattern attribute)
(simpleml.save_patterns.PandasDiskParquetSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudParquetSavePattern attribute)
save_record() (simpleml.orm.persistable.ORMPersistable class method)
save_set() (simpleml._external.joblib.Hasher method)
save_weights() (simpleml.save_patterns.serializers.keras.KerasPersistenceMethods static method)
SavePatternDecorators (class in simpleml.save_patterns)
(class in simpleml.save_patterns.decorators)
SCHEMA (simpleml.orm.metadata.BinaryStorageSqlalchemy attribute)
(simpleml.orm.metadata.DatasetStorageSqlalchemy attribute)
score() (simpleml.metrics.base_metric.Metric 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.Metric 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.Model method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.Model method)
ScoringError
,
[1]
serialize() (simpleml.save_patterns.base.BaseSerializer static method)
(simpleml.save_patterns.BaseSerializer static method)
(simpleml.save_patterns.CloudpickleFileSerializer static method)
(simpleml.save_patterns.DaskCSVSerializer static method)
(simpleml.save_patterns.DaskJSONSerializer static method)
(simpleml.save_patterns.DaskParquetSerializer static method)
(simpleml.save_patterns.FilestoreCopyFileLocation static method)
(simpleml.save_patterns.FilestoreCopyFilesLocation static method)
(simpleml.save_patterns.FilestoreCopyFolderLocation static method)
(simpleml.save_patterns.FilestorePassthroughLocation static method)
(simpleml.save_patterns.KerasH5Serializer static method)
(simpleml.save_patterns.KerasSavedModelSerializer static method)
(simpleml.save_patterns.LibcloudCopyFileLocation static method)
(simpleml.save_patterns.LibcloudCopyFilesLocation static method)
(simpleml.save_patterns.LibcloudCopyFolderLocation static method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFileLocation static method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFilesLocation static method)
(simpleml.save_patterns.locations.disk.FilestoreCopyFolderLocation static method)
(simpleml.save_patterns.locations.disk.FilestorePassthroughLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFileLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFilesLocation static method)
(simpleml.save_patterns.locations.libcloud.LibcloudCopyFolderLocation static method)
(simpleml.save_patterns.PandasCSVSerializer static method)
(simpleml.save_patterns.PandasJSONSerializer static method)
(simpleml.save_patterns.PandasParquetSerializer static method)
(simpleml.save_patterns.serializers.cloudpickle.CloudpickleFileSerializer static method)
(simpleml.save_patterns.serializers.cloudpickle.CloudpickleInMemorySerializer static method)
(simpleml.save_patterns.serializers.dask.DaskCSVSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskHDFSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskJSONSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskORCSerializer static method)
(simpleml.save_patterns.serializers.dask.DaskParquetSerializer static method)
(simpleml.save_patterns.serializers.hickle.HickleFileSerializer static method)
(simpleml.save_patterns.serializers.keras.KerasH5Serializer static method)
(simpleml.save_patterns.serializers.keras.KerasSavedModelSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasCSVSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasJSONSerializer static method)
(simpleml.save_patterns.serializers.pandas.PandasParquetSerializer static method)
(simpleml.save_patterns.serializers.pickle.PickleFileSerializer static method)
(simpleml.save_patterns.serializers.pickle.PickleInMemorySerializer static method)
serializers (simpleml.save_patterns.base.BaseSavePattern attribute)
(simpleml.save_patterns.BaseSavePattern attribute)
(simpleml.save_patterns.CloudpickleDiskSavePattern attribute)
(simpleml.save_patterns.CloudpickleLibcloudSavePattern attribute)
(simpleml.save_patterns.DaskDiskCSVSavePattern attribute)
(simpleml.save_patterns.DaskDiskJSONSavePattern attribute)
(simpleml.save_patterns.DaskDiskParquetSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.DaskLibcloudParquetSavePattern attribute)
(simpleml.save_patterns.KerasDiskH5SavePattern attribute)
(simpleml.save_patterns.KerasDiskSavedModelSavePattern attribute)
(simpleml.save_patterns.KerasLibcloudH5SavePattern attribute)
(simpleml.save_patterns.KerasLibcloudSavedModelSavePattern attribute)
(simpleml.save_patterns.PandasDiskCSVSavePattern attribute)
(simpleml.save_patterns.PandasDiskJSONSavePattern attribute)
(simpleml.save_patterns.PandasDiskParquetSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudCSVSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudJSONSavePattern attribute)
(simpleml.save_patterns.PandasLibcloudParquetSavePattern attribute)
set_params() (simpleml.models.base_keras_model.KerasModel method)
(simpleml.models.base_model.Model method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.models.KerasModel method)
(simpleml.models.Model method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.transformers.base_transformer.Transformer method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.Transformer method)
(simpleml.transformers.TransformerMixin method)
signature_kwargs_validator() (in module simpleml.utils.signature_inspection)
simpleml
module
simpleml._external
module
simpleml._external.joblib
module
simpleml.adapters
module
simpleml.cli
module
simpleml.cli.database
module
simpleml.cli.main
module
simpleml.constants
module
simpleml.datasets
module
simpleml.datasets.base_dataset
module
simpleml.datasets.dask
module
simpleml.datasets.dask.base
module
simpleml.datasets.dask.file_based
module
simpleml.datasets.dask.pipeline
module
simpleml.datasets.dataset_splits
module
simpleml.datasets.numpy
module
simpleml.datasets.numpy.base
module
simpleml.datasets.numpy.pipeline
module
simpleml.datasets.pandas
module
simpleml.datasets.pandas.base
module
simpleml.datasets.pandas.file_based
module
simpleml.datasets.pandas.pipeline
module
simpleml.datasets.ray
module
simpleml.datasets.tensorflow
module
simpleml.executors
module
simpleml.executors.airflow
module
simpleml.executors.beam
module
simpleml.executors.dask
module
simpleml.executors.kubernetes
module
simpleml.executors.multiprocessing
module
simpleml.executors.ray
module
simpleml.executors.threading
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.split_iterators
module
simpleml.models.transfer
module
simpleml.orm
module
simpleml.orm.base_sqlalchemy
module
simpleml.orm.dataset
module
simpleml.orm.initialization
module
simpleml.orm.metadata
module
simpleml.orm.metric
module
simpleml.orm.model
module
simpleml.orm.persistable
module
simpleml.orm.pipeline
module
simpleml.orm.serializing
module
simpleml.orm.sqlalchemy_types
module
simpleml.persistables
module
simpleml.persistables.base_persistable
module
simpleml.persistables.hashing
module
simpleml.persistables.meta_registry
module
simpleml.pipelines
module
simpleml.pipelines.base_pipeline
module
simpleml.pipelines.beam
module
simpleml.pipelines.external_pipelines
module
simpleml.pipelines.ordered_dict
module
simpleml.pipelines.ordered_dict.base
module
simpleml.pipelines.ordered_dict.external_pipeline
module
simpleml.pipelines.ordered_dict.split_pipelines
module
simpleml.pipelines.projected_splits
module
simpleml.pipelines.sklearn
module
simpleml.pipelines.sklearn.base
module
simpleml.pipelines.sklearn.external_pipeline
module
simpleml.pipelines.sklearn.split_pipelines
module
simpleml.pipelines.validation_split_mixins
module
simpleml.registries
module
simpleml.registries.keras_registry
module
simpleml.registries.persistable_registry
module
simpleml.registries.registry
module
simpleml.save_patterns
module
simpleml.save_patterns.base
module
simpleml.save_patterns.decorators
module
simpleml.save_patterns.formats
module
simpleml.save_patterns.locations
module
simpleml.save_patterns.locations.disk
module
simpleml.save_patterns.locations.libcloud
module
simpleml.save_patterns.serializers
module
simpleml.save_patterns.serializers.cloudpickle
module
simpleml.save_patterns.serializers.dask
module
simpleml.save_patterns.serializers.hickle
module
simpleml.save_patterns.serializers.keras
module
simpleml.save_patterns.serializers.pandas
module
simpleml.save_patterns.serializers.pickle
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.hash_recalculation
module
simpleml.utils.library_versions
module
simpleml.utils.postgres
module
simpleml.utils.scoring
module
simpleml.utils.scoring.load_persistable
module
simpleml.utils.signature_inspection
module
simpleml.utils.training
module
simpleml.utils.training.create_persistable
module
SIMPLEML_DIRECTORY (in module simpleml.utils)
(in module simpleml.utils.configuration)
simpleml_extra_group (simpleml.imports.MissingImportWrapper attribute)
SIMPLEML_REGISTRY (in module simpleml.registries)
(in module simpleml.registries.persistable_registry)
SimpleMLConstants (class in simpleml.constants)
SimplemlCoreSqlalchemy (class in simpleml.orm.metadata)
SimpleMLError
,
[1]
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)
SklearnExternalPipeline (class in simpleml.pipelines.sklearn.external_pipeline)
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)
SklearnHistGradientBoostingClassifier (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.sklearn)
(class in simpleml.pipelines.sklearn.base)
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.datasets.dataset_splits)
split_dataset() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin method)
(simpleml.pipelines.validation_split_mixins.RandomSplitMixin method)
(simpleml.pipelines.validation_split_mixins.SplitMixin method)
split_to_ordered_tuple() (in module simpleml.models.split_iterators)
SplitContainer (class in simpleml.datasets.dataset_splits)
SplitMixin (class in simpleml.pipelines.validation_split_mixins)
squeeze() (simpleml.datasets.dataset_splits.Split method)
squeeze_dataframe() (simpleml.datasets.dask.base.BaseDaskDataset static method)
(simpleml.datasets.dask.BaseDaskDataset static method)
(simpleml.datasets.pandas.base.BasePandasDataset static method)
(simpleml.datasets.pandas.BasePandasDataset static method)
ssh_tunnel (simpleml.orm.BaseDatabase property)
(simpleml.orm.initialization.BaseDatabase property)
SSHTunnelForwarder (in module simpleml.imports)
state (simpleml.persistables.base_persistable.Persistable property)
SYSTEM_TEMP_DIRECTORY (in module simpleml.utils.configuration)
T
TENSORFLOW_SAVED_MODEL_DIRECTORY (in module simpleml.utils.configuration)
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)
to_clipboard() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_csv() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods class method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods class method)
to_dict() (simpleml.orm.persistable.ORMPersistable method)
(simpleml.persistables.base_persistable.Persistable method)
to_excel() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_feather() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_hdf() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
to_html() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_json() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods class method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods class method)
to_latex() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_orc() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
to_parquet() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
(simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_pickle() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_sql() (simpleml.save_patterns.serializers.dask.DaskPersistenceMethods static method)
to_stata() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
to_xml() (simpleml.save_patterns.serializers.pandas.PandasPersistenceMethods static method)
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.classifiers.classification_mixin.ClassificationMixin attribute)
transform() (simpleml.models.base_model.Model method)
(simpleml.models.Model method)
(simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.external_pipelines.ExternalPipelineMixin method)
(simpleml.pipelines.ordered_dict.external_pipeline.OrderedDictExternalPipeline method)
(simpleml.pipelines.Pipeline method)
(simpleml.transformers.base_transformer.TransformerMixin method)
(simpleml.transformers.TransformerMixin method)
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.orm.AlembicDatabase method)
(simpleml.orm.initialization.AlembicDatabase method)
upload() (simpleml.save_patterns.locations.libcloud.LibcloudMethods static 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.orm.AlembicDatabase method)
(simpleml.orm.initialization.AlembicDatabase method)
validated_split() (simpleml.models.split_iterators.DatasetSequence static method)
VALIDATION_SPLIT (in module simpleml.constants)
values (simpleml.orm.metric.ORMMetric attribute)
(simpleml.orm.ORMMetric attribute)
version (simpleml.orm.persistable.ORMPersistable attribute)
version_description (simpleml.orm.persistable.ORMPersistable 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)
WrappedSklearnHistGradientBoostingClassifier (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.base_dataset.Dataset property)
(simpleml.datasets.dask.base.BaseDaskDataset property)
(simpleml.datasets.dask.BaseDaskDataset property)
(simpleml.datasets.Dataset property)
(simpleml.datasets.numpy.base.BaseNumpyDataset property)
(simpleml.datasets.numpy.BaseNumpyDataset property)
(simpleml.datasets.pandas.base.BasePandasDataset property)
(simpleml.datasets.pandas.BasePandasDataset property)
X() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
Y
y (simpleml.datasets.base_dataset.Dataset property)
(simpleml.datasets.dask.base.BaseDaskDataset property)
(simpleml.datasets.dask.BaseDaskDataset property)
(simpleml.datasets.Dataset property)
(simpleml.datasets.numpy.base.BaseNumpyDataset property)
(simpleml.datasets.numpy.BaseNumpyDataset property)
(simpleml.datasets.pandas.base.BasePandasDataset property)
(simpleml.datasets.pandas.BasePandasDataset property)
y() (simpleml.pipelines.base_pipeline.Pipeline method)
(simpleml.pipelines.Pipeline method)
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