SimpleML
v0.4
SimpleML
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A
AbstractBaseDatasetPipeline (class in simpleml.pipelines.dataset_pipelines.base_dataset_pipeline)
AbstractBaseMetric (class in simpleml.metrics.base_metric)
AbstractBaseModel (class in simpleml.models.base_model)
AbstractBaseProcessedDataset (class in simpleml.datasets.processed_datasets.base_processed_dataset)
AbstractBaseProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
AbstractBaseRawDataset (class in simpleml.datasets.raw_datasets.base_raw_dataset)
AbstractDatasetMixin (class in simpleml.datasets.abstract_mixin)
AccuracyMetric (class in simpleml.metrics.classification)
add_dataset() (simpleml.pipelines.base_pipeline.BasePipeline method)
add_model() (simpleml.metrics.base_metric.AbstractBaseMetric method)
add_pipeline() (simpleml.datasets.processed_datasets.base_processed_dataset.AbstractBaseProcessedDataset method)
(simpleml.models.base_model.AbstractBaseModel method)
add_transformer() (simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
AllSaveMixin (class in simpleml.persistables.saving)
author (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
B
BaseChronologicalSplitProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
BaseDataset (class in simpleml.datasets.base_dataset)
BaseDatasetPipeline (class in simpleml.pipelines.dataset_pipelines.base_dataset_pipeline)
BaseExplicitSplitDatasetPipeline (class in simpleml.pipelines.dataset_pipelines.base_dataset_pipeline)
BaseExplicitSplitProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
BaseExternalSaveMixin (class in simpleml.persistables.saving)
BaseKerasClassifier (class in simpleml.models.classifiers.keras.base_keras_classifier)
BaseKerasModel (class in simpleml.models.base_keras_model)
BaseMetric (class in simpleml.metrics.base_metric)
BaseModel (class in simpleml.models.base_model)
BaseNoSplitDatasetPipeline (class in simpleml.pipelines.dataset_pipelines.base_dataset_pipeline)
BaseNoSplitProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
BaseNumpyProcessedDataset (class in simpleml.datasets.processed_datasets.base_processed_dataset)
BaseNumpyRawDataset (class in simpleml.datasets.raw_datasets.base_raw_dataset)
BasePandasProcessedDataset (class in simpleml.datasets.processed_datasets.base_processed_dataset)
BasePandasRawDataset (class in simpleml.datasets.raw_datasets.base_raw_dataset)
BasePersistable (class in simpleml.persistables.base_persistable)
BasePipeline (class in simpleml.pipelines.base_pipeline)
BaseProcessedDataset (class in simpleml.datasets.processed_datasets.base_processed_dataset)
BaseProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
BaseRandomSplitProductionPipeline (class in simpleml.pipelines.production_pipelines.base_production_pipeline)
BaseRawDataset (class in simpleml.datasets.raw_datasets.base_raw_dataset)
BaseSQLAlchemy (class in simpleml.persistables.base_sqlalchemy)
BaseTransformer (class in simpleml.transformers.base_transformer)
BaseTransformerMixin (class in simpleml.transformers.base_transformer)
binary_blob (simpleml.persistables.binary_blob.BinaryBlob attribute)
BinaryBlob (class in simpleml.persistables.binary_blob)
BinaryClassificationMetric (class in simpleml.metrics.classification)
build_dataframe() (simpleml.datasets.base_dataset.BaseDataset method)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset method)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset method)
build_inference_network() (simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
build_network() (simpleml.models.base_keras_model.BaseKerasModel method)
C
check_for_models() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier method)
ChronologicalSplitMixin (class in simpleml.pipelines.validation_split_mixins)
ClassificationExternalModelMixin (class in simpleml.models.classifiers.external_models)
ClassificationMetric (class in simpleml.metrics.classification)
ClassificationMixin (class in simpleml.models.classifiers.classification_mixin)
config (simpleml.persistables.base_persistable.BasePersistable attribute)
confusion_matrix (simpleml.metrics.classification.BinaryClassificationMetric attribute)
create() (simpleml.utils.training.create_persistable.DatasetCreator class method)
(simpleml.utils.training.create_persistable.DatasetPipelineCreator 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)
(simpleml.utils.training.create_persistable.RawDatasetCreator class method)
create_confusion_matrix() (simpleml.metrics.classification.BinaryClassificationMetric method)
create_database() (in module simpleml.utils.postgres)
create_tables() (simpleml.utils.initialization.Database static method)
create_user() (in module simpleml.utils.postgres)
created_timestamp (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy attribute)
(simpleml.persistables.binary_blob.BinaryBlob attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
custom_dumps() (in module simpleml.persistables.serializing)
custom_hasher() (simpleml.persistables.hashing.CustomHasherMixin method)
custom_loads() (in module simpleml.persistables.serializing)
CustomHasherMixin (class in simpleml.persistables.hashing)
D
Database (class in simpleml.utils.initialization)
database_name (simpleml.utils.initialization.Database attribute)
database_password (simpleml.utils.initialization.Database attribute)
database_user (simpleml.utils.initialization.Database attribute)
DatabasePickleSaveMixin (class in simpleml.persistables.saving)
dataframe (simpleml.datasets.base_dataset.BaseDataset attribute)
DataframeTableSaveMixin (class in simpleml.persistables.saving)
dataset (simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
dataset_id (simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
DatasetCreator (class in simpleml.utils.training.create_persistable)
DatasetError
DatasetPipelineCreator (class in simpleml.utils.training.create_persistable)
DatasetPipelineRegistry (class in simpleml.persistables.meta_registry)
DatasetRegistry (class in simpleml.persistables.meta_registry)
DatasetStorage (class in simpleml.persistables.dataset_storage)
decode() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
dedupe_curve() (simpleml.metrics.classification.BinaryClassificationMetric static method)
default() (simpleml.persistables.serializing.JSONSerializer method)
DefaultPipeline (class in simpleml.pipelines.external_pipelines)
determine_filters() (simpleml.utils.training.create_persistable.DatasetCreator class method)
(simpleml.utils.training.create_persistable.DatasetPipelineCreator 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)
(simpleml.utils.training.create_persistable.RawDatasetCreator class method)
df_to_sql() (simpleml.persistables.saving.DataframeTableSaveMixin static method)
DiskHDF5SaveMixin (class in simpleml.persistables.saving)
DiskPickleSaveMixin (class in simpleml.persistables.saving)
drop_database() (in module simpleml.utils.postgres)
drop_user() (in module simpleml.utils.postgres)
E
encode() (simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier method)
engine (simpleml.utils.initialization.Database attribute)
engine_url (simpleml.utils.initialization.Database attribute)
ExplicitSplitMixin (class in simpleml.pipelines.validation_split_mixins)
external_model (simpleml.models.base_model.AbstractBaseModel attribute)
external_pipeline (simpleml.pipelines.base_pipeline.BasePipeline attribute)
ExternalModelMixin (class in simpleml.models.external_models)
F
F1ScoreMetric (class in simpleml.metrics.classification)
feature_metadata (simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.AbstractBaseModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
filepaths (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
filter() (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy class method)
fit() (simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.BaseTransformerMixin method)
fit_predict() (simpleml.models.base_model.AbstractBaseModel method)
fit_transform() (simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
FprMetric (class in simpleml.metrics.classification)
FprTprMetric (class in simpleml.metrics.classification)
G
get() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin method)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin method)
(simpleml.datasets.pandas_mixin.PandasDatasetMixin method)
(simpleml.persistables.meta_registry.Registry method)
(simpleml.transformers.base_transformer.BaseTransformer method)
get_dataset_split() (simpleml.pipelines.base_pipeline.BasePipeline method)
get_feature_metadata() (simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.classifiers.sklearn.dummy.WrappedSklearnDummyClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.WrappedSklearnAdaBoostClassifier method)
(simpleml.models.classifiers.sklearn.ensemble.WrappedSklearnBaggingClassifier 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.ensemble.WrappedSklearnVotingClassifier method)
(simpleml.models.classifiers.sklearn.gaussian_process.WrappedSklearnGaussianProcessClassifier 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.mixture.WrappedSklearnBayesianGaussianMixture method)
(simpleml.models.classifiers.sklearn.mixture.WrappedSklearnGaussianMixture method)
(simpleml.models.classifiers.sklearn.multiclass.WrappedSklearnOneVsOneClassifier method)
(simpleml.models.classifiers.sklearn.multiclass.WrappedSklearnOneVsRestClassifier method)
(simpleml.models.classifiers.sklearn.multiclass.WrappedSklearnOutputCodeClassifier method)
(simpleml.models.classifiers.sklearn.multioutput.WrappedSklearnClassifierChain method)
(simpleml.models.classifiers.sklearn.multioutput.WrappedSklearnMultiOutputClassifier 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.neighbors.WrappedSklearnKNeighborsClassifier method)
(simpleml.models.classifiers.sklearn.neural_network.WrappedSklearnMLPClassifier method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnLinearSVC method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnNuSVC method)
(simpleml.models.classifiers.sklearn.svm.WrappedSklearnSVC method)
(simpleml.models.classifiers.sklearn.tree.WrappedSklearnDecisionTreeClassifier method)
(simpleml.models.classifiers.sklearn.tree.WrappedSklearnExtraTreeClassifier method)
(simpleml.models.external_models.ExternalModelMixin method)
get_feature_names() (simpleml.datasets.abstract_mixin.AbstractDatasetMixin method)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin method)
(simpleml.datasets.pandas_mixin.PandasDatasetMixin method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
(simpleml.transformers.base_transformer.BaseTransformerMixin method)
get_from_registry() (simpleml.persistables.meta_registry.Registry method)
get_labels() (simpleml.models.base_model.AbstractBaseModel method)
get_params() (simpleml.models.base_keras_model.BaseKerasModel method)
(simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.BaseTransformer method)
(simpleml.transformers.base_transformer.BaseTransformerMixin method)
get_transformers() (simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
GUID (class in simpleml.persistables.guid)
H
has_external_files (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
hash_ (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
I
id (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.persistables.binary_blob.BinaryBlob attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
impl (simpleml.persistables.guid.GUID attribute)
initialize() (simpleml.utils.initialization.Database method)
J
JSONSerializer (class in simpleml.persistables.serializing)
K
KerasDiskHDF5SaveMixin (class in simpleml.persistables.saving)
KerasEncoderDecoderClassifier (class in simpleml.models.classifiers.keras.seq2seq)
KerasModelClassifier (class in simpleml.models.classifiers.keras.model)
KerasRegistry (class in simpleml.persistables.meta_registry)
KerasSeq2SeqClassifier (class in simpleml.models.classifiers.keras.seq2seq)
KerasSequentialClassifier (class in simpleml.models.classifiers.keras.sequential)
KFoldSplitMixin (class in simpleml.pipelines.validation_split_mixins)
L
label_columns (simpleml.datasets.base_dataset.BaseDataset attribute)
labels (simpleml.metrics.classification.ClassificationMetric attribute)
load() (simpleml.datasets.processed_datasets.base_processed_dataset.AbstractBaseProcessedDataset method)
(simpleml.metrics.base_metric.AbstractBaseMetric method)
(simpleml.models.base_model.AbstractBaseModel method)
(simpleml.persistables.base_persistable.BasePersistable method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
load_csv() (simpleml.datasets.pandas_mixin.PandasDatasetMixin static method)
load_dataset() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_dataset_pipeline() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_dialect_impl() (simpleml.persistables.guid.GUID method)
load_metric() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_model() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_persistable() (simpleml.utils.scoring.load_persistable.PersistableLoader static method)
load_pipeline() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_raw_dataset() (simpleml.utils.scoring.load_persistable.PersistableLoader class method)
load_sql() (simpleml.datasets.pandas_mixin.PandasDatasetMixin static method)
M
metadata (simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.persistables.binary_blob.BinaryBlob attribute)
(simpleml.persistables.dataset_storage.DatasetStorage attribute)
(simpleml.persistables.dataset_storage.RawDatasetStorage attribute)
metadata_ (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
MetaRegistry (class in simpleml.persistables.meta_registry)
MetaRegistryTests (class in simpleml.tests.test_registry)
MetricCreator (class in simpleml.utils.training.create_persistable)
MetricError
MetricRegistry (class in simpleml.persistables.meta_registry)
model (simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
model_id (simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
ModelCreator (class in simpleml.utils.training.create_persistable)
ModelError
ModelRegistry (class in simpleml.persistables.meta_registry)
modified_timestamp (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy attribute)
(simpleml.persistables.binary_blob.BinaryBlob attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
N
name (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
NoSplitMixin (class in simpleml.pipelines.validation_split_mixins)
NumpyDatasetMixin (class in simpleml.datasets.numpy_mixin)
O
object_hook() (in module simpleml.persistables.serializing)
object_id (simpleml.persistables.binary_blob.BinaryBlob attribute)
object_type (simpleml.persistables.binary_blob.BinaryBlob attribute)
P
PandasDatasetMixin (class in simpleml.datasets.pandas_mixin)
params (simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.AbstractBaseModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.pipelines.base_pipeline.BasePipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
PersistableCreator (class in simpleml.utils.training.create_persistable)
PersistableLoader (class in simpleml.utils.scoring.load_persistable)
PersistableTests (class in simpleml.tests.test_persistable)
pipeline (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
pipeline_id (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
PipelineCreator (class in simpleml.utils.training.create_persistable)
PipelineError
PipelineRegistry (class in simpleml.persistables.meta_registry)
predict() (simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.external_models.ExternalModelMixin method)
predict_proba() (simpleml.models.classifiers.classification_mixin.ClassificationMixin method)
(simpleml.models.classifiers.external_models.ClassificationExternalModelMixin method)
predictions (simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
probabilities (simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
process_bind_param() (simpleml.persistables.guid.GUID method)
process_result_value() (simpleml.persistables.guid.GUID method)
project (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
Q
query_by() (simpleml.persistables.base_sqlalchemy.BaseSQLAlchemy class method)
R
RandomSplitMixin (class in simpleml.pipelines.validation_split_mixins)
RawDatasetCreator (class in simpleml.utils.training.create_persistable)
RawDatasetRegistry (class in simpleml.persistables.meta_registry)
RawDatasetStorage (class in simpleml.persistables.dataset_storage)
register() (simpleml.persistables.meta_registry.Registry method)
registered_name (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
Registry (class in simpleml.persistables.meta_registry)
RegistryTests (class in simpleml.tests.test_registry)
remove_transformer() (simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.pipelines.external_pipelines.SklearnPipeline method)
retrieve() (simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_dataset() (simpleml.utils.training.create_persistable.DatasetPipelineCreator class method)
(simpleml.utils.training.create_persistable.PipelineCreator class method)
retrieve_dependency() (simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_from_registry() (simpleml.utils.training.create_persistable.PersistableCreator static method)
retrieve_model() (simpleml.utils.training.create_persistable.MetricCreator class method)
retrieve_or_create() (simpleml.utils.training.create_persistable.PersistableCreator class method)
retrieve_pipeline() (simpleml.utils.training.create_persistable.DatasetCreator class method)
(simpleml.utils.training.create_persistable.ModelCreator class method)
RocAucMetric (class in simpleml.metrics.classification)
run_sql_command() (in module simpleml.utils.postgres)
S
safe_lookup() (in module simpleml.utils.library_versions)
save() (simpleml.datasets.processed_datasets.base_processed_dataset.AbstractBaseProcessedDataset method)
(simpleml.metrics.base_metric.AbstractBaseMetric method)
(simpleml.models.base_model.AbstractBaseModel method)
(simpleml.persistables.base_persistable.BasePersistable method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
score() (simpleml.metrics.base_metric.AbstractBaseMetric method)
(simpleml.metrics.classification.AccuracyMetric method)
(simpleml.metrics.classification.F1ScoreMetric method)
(simpleml.metrics.classification.FprMetric method)
(simpleml.metrics.classification.FprTprMetric 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.ThresholdTnrMetric method)
(simpleml.metrics.classification.ThresholdTprMetric method)
(simpleml.metrics.classification.TprMetric method)
(simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.external_models.ExternalModelMixin method)
ScoringError
SerializingTests (class in simpleml.tests.test_serializing)
set_params() (simpleml.models.base_keras_model.BaseKerasModel method)
(simpleml.models.base_model.AbstractBaseModel method)
(simpleml.models.external_models.ExternalModelMixin method)
(simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.BaseTransformer method)
(simpleml.transformers.base_transformer.BaseTransformerMixin method)
setup_package() (in module simpleml.tests)
simpleml (module)
simpleml.datasets (module)
simpleml.datasets.abstract_mixin (module)
simpleml.datasets.base_dataset (module)
simpleml.datasets.numpy_mixin (module)
simpleml.datasets.pandas_mixin (module)
simpleml.datasets.processed_datasets (module)
simpleml.datasets.processed_datasets.base_processed_dataset (module)
simpleml.datasets.raw_datasets (module)
simpleml.datasets.raw_datasets.base_raw_dataset (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.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.dummy (module)
simpleml.models.classifiers.sklearn.ensemble (module)
simpleml.models.classifiers.sklearn.gaussian_process (module)
simpleml.models.classifiers.sklearn.linear_model (module)
simpleml.models.classifiers.sklearn.mixture (module)
simpleml.models.classifiers.sklearn.multiclass (module)
simpleml.models.classifiers.sklearn.multioutput (module)
simpleml.models.classifiers.sklearn.naive_bayes (module)
simpleml.models.classifiers.sklearn.neighbors (module)
simpleml.models.classifiers.sklearn.neural_network (module)
simpleml.models.classifiers.sklearn.svm (module)
simpleml.models.classifiers.sklearn.tree (module)
simpleml.models.clusterers (module)
simpleml.models.external_models (module)
simpleml.models.regressors (module)
simpleml.models.transfer (module)
simpleml.persistables (module)
simpleml.persistables.base_persistable (module)
simpleml.persistables.base_sqlalchemy (module)
simpleml.persistables.binary_blob (module)
simpleml.persistables.dataset_storage (module)
simpleml.persistables.guid (module)
simpleml.persistables.hashing (module)
simpleml.persistables.meta_registry (module)
simpleml.persistables.saving (module)
simpleml.persistables.serializing (module)
simpleml.pipelines (module)
simpleml.pipelines.base_pipeline (module)
simpleml.pipelines.dataset_pipelines (module)
simpleml.pipelines.dataset_pipelines.base_dataset_pipeline (module)
simpleml.pipelines.external_pipelines (module)
simpleml.pipelines.production_pipelines (module)
simpleml.pipelines.production_pipelines.base_production_pipeline (module)
simpleml.pipelines.validation_split_mixins (module)
simpleml.tests (module)
simpleml.tests.test_persistable (module)
simpleml.tests.test_registry (module)
simpleml.tests.test_serializing (module)
simpleml.transformers (module)
simpleml.transformers.base_transformer (module)
simpleml.transformers.fitful_transformers (module)
simpleml.transformers.fitless_transformers (module)
simpleml.utils (module)
simpleml.utils.errors (module)
simpleml.utils.initialization (module)
simpleml.utils.library_versions (module)
simpleml.utils.postgres (module)
simpleml.utils.scoring (module)
simpleml.utils.scoring.load_persistable (module)
simpleml.utils.system_path (module)
simpleml.utils.training (module)
simpleml.utils.training.create_persistable (module)
SimpleMLError
SklearnAdaBoostClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
SklearnBaggingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
SklearnBayesianGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
SklearnBernoulliNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnClassifierChain (class in simpleml.models.classifiers.sklearn.multioutput)
SklearnDecisionTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
SklearnDummyClassifier (class in simpleml.models.classifiers.sklearn.dummy)
SklearnExtraTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
SklearnExtraTreesClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
SklearnGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
SklearnGaussianNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnGaussianProcessClassifier (class in simpleml.models.classifiers.sklearn.gaussian_process)
SklearnGradientBoostingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
SklearnKNeighborsClassifier (class in simpleml.models.classifiers.sklearn.neighbors)
SklearnLinearSVC (class in simpleml.models.classifiers.sklearn.svm)
SklearnLogisticRegression (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnLogisticRegressionCV (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnMLPClassifier (class in simpleml.models.classifiers.sklearn.neural_network)
SklearnMultinomialNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
SklearnMultiOutputClassifier (class in simpleml.models.classifiers.sklearn.multioutput)
SklearnNuSVC (class in simpleml.models.classifiers.sklearn.svm)
SklearnOneVsOneClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
SklearnOneVsRestClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
SklearnOutputCodeClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
SklearnPerceptron (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnPipeline (class in simpleml.pipelines.external_pipelines)
SklearnRandomForestClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
SklearnRidgeClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnRidgeClassifierCV (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnSGDClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
SklearnSVC (class in simpleml.models.classifiers.sklearn.svm)
SklearnVotingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
split_dataset() (simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin method)
(simpleml.pipelines.validation_split_mixins.NoSplitMixin method)
(simpleml.pipelines.validation_split_mixins.RandomSplitMixin method)
(simpleml.pipelines.validation_split_mixins.SplitMixin method)
SplitMixin (class in simpleml.pipelines.validation_split_mixins)
state (simpleml.persistables.base_persistable.BasePersistable attribute)
T
teardown_package() (in module simpleml.tests)
test_abstract_method_error() (simpleml.tests.test_registry.MetaRegistryTests method)
test_dict_serializing_int_keys() (simpleml.tests.test_serializing.SerializingTests method)
test_dict_serializing_no_int_keys() (simpleml.tests.test_serializing.SerializingTests method)
test_duplicate_class_error() (simpleml.tests.test_registry.RegistryTests method)
test_latest_version_retrieved() (simpleml.tests.test_persistable.PersistableTests method)
test_list_serializing() (simpleml.tests.test_serializing.SerializingTests method)
test_nested_list_serializing() (simpleml.tests.test_serializing.SerializingTests method)
test_number_serializing() (simpleml.tests.test_serializing.SerializingTests method)
test_register_on_import() (simpleml.tests.test_registry.MetaRegistryTests method)
test_registry_adds_class_name() (simpleml.tests.test_registry.RegistryTests method)
test_same_class_loads() (simpleml.tests.test_persistable.PersistableTests method)
test_top_level_serializing() (simpleml.tests.test_serializing.SerializingTests method)
TestClass (class in simpleml.tests.test_serializing)
ThresholdAccuracyMetric (class in simpleml.metrics.classification)
ThresholdF1ScoreMetric (class in simpleml.metrics.classification)
ThresholdFdrMetric (class in simpleml.metrics.classification)
ThresholdFnrMetric (class in simpleml.metrics.classification)
ThresholdForMetric (class in simpleml.metrics.classification)
ThresholdFprMetric (class in simpleml.metrics.classification)
ThresholdInformednessMetric (class in simpleml.metrics.classification)
ThresholdMarkednessMetric (class in simpleml.metrics.classification)
ThresholdMccMetric (class in simpleml.metrics.classification)
ThresholdNpvMetric (class in simpleml.metrics.classification)
ThresholdPpvMetric (class in simpleml.metrics.classification)
ThresholdTnrMetric (class in simpleml.metrics.classification)
ThresholdTprMetric (class in simpleml.metrics.classification)
TprMetric (class in simpleml.metrics.classification)
TrainingError
transfer_weights() (simpleml.models.base_keras_model.BaseKerasModel static method)
transform() (simpleml.pipelines.base_pipeline.BasePipeline method)
(simpleml.pipelines.external_pipelines.DefaultPipeline method)
(simpleml.transformers.base_transformer.BaseTransformerMixin method)
V
values (simpleml.metrics.base_metric.AbstractBaseMetric attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
version (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
version_description (simpleml.datasets.processed_datasets.base_processed_dataset.BaseNumpyProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BasePandasProcessedDataset attribute)
(simpleml.datasets.processed_datasets.base_processed_dataset.BaseProcessedDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseNumpyRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BasePandasRawDataset attribute)
(simpleml.datasets.raw_datasets.base_raw_dataset.BaseRawDataset attribute)
(simpleml.metrics.base_metric.BaseMetric attribute)
(simpleml.metrics.classification.AccuracyMetric attribute)
(simpleml.metrics.classification.BinaryClassificationMetric attribute)
(simpleml.metrics.classification.ClassificationMetric attribute)
(simpleml.metrics.classification.F1ScoreMetric attribute)
(simpleml.metrics.classification.FprMetric attribute)
(simpleml.metrics.classification.FprTprMetric attribute)
(simpleml.metrics.classification.RocAucMetric attribute)
(simpleml.metrics.classification.ThresholdAccuracyMetric attribute)
(simpleml.metrics.classification.ThresholdF1ScoreMetric attribute)
(simpleml.metrics.classification.ThresholdFdrMetric attribute)
(simpleml.metrics.classification.ThresholdFnrMetric attribute)
(simpleml.metrics.classification.ThresholdForMetric attribute)
(simpleml.metrics.classification.ThresholdFprMetric attribute)
(simpleml.metrics.classification.ThresholdInformednessMetric attribute)
(simpleml.metrics.classification.ThresholdMarkednessMetric attribute)
(simpleml.metrics.classification.ThresholdMccMetric attribute)
(simpleml.metrics.classification.ThresholdNpvMetric attribute)
(simpleml.metrics.classification.ThresholdPpvMetric attribute)
(simpleml.metrics.classification.ThresholdTnrMetric attribute)
(simpleml.metrics.classification.ThresholdTprMetric attribute)
(simpleml.metrics.classification.TprMetric attribute)
(simpleml.models.base_keras_model.BaseKerasModel attribute)
(simpleml.models.base_model.BaseModel attribute)
(simpleml.models.classifiers.keras.base_keras_classifier.BaseKerasClassifier attribute)
(simpleml.models.classifiers.keras.model.KerasModelClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasEncoderDecoderClassifier attribute)
(simpleml.models.classifiers.keras.seq2seq.KerasSeq2SeqClassifier attribute)
(simpleml.models.classifiers.keras.sequential.KerasSequentialClassifier attribute)
(simpleml.models.classifiers.sklearn.dummy.SklearnDummyClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnAdaBoostClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnBaggingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnExtraTreesClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnGradientBoostingClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnRandomForestClassifier attribute)
(simpleml.models.classifiers.sklearn.ensemble.SklearnVotingClassifier attribute)
(simpleml.models.classifiers.sklearn.gaussian_process.SklearnGaussianProcessClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegression attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnLogisticRegressionCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnPerceptron attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifier attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnRidgeClassifierCV attribute)
(simpleml.models.classifiers.sklearn.linear_model.SklearnSGDClassifier attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnBayesianGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.mixture.SklearnGaussianMixture attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsOneClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOneVsRestClassifier attribute)
(simpleml.models.classifiers.sklearn.multiclass.SklearnOutputCodeClassifier attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnClassifierChain attribute)
(simpleml.models.classifiers.sklearn.multioutput.SklearnMultiOutputClassifier attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnBernoulliNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnGaussianNB attribute)
(simpleml.models.classifiers.sklearn.naive_bayes.SklearnMultinomialNB attribute)
(simpleml.models.classifiers.sklearn.neighbors.SklearnKNeighborsClassifier attribute)
(simpleml.models.classifiers.sklearn.neural_network.SklearnMLPClassifier attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnLinearSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnNuSVC attribute)
(simpleml.models.classifiers.sklearn.svm.SklearnSVC attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnDecisionTreeClassifier attribute)
(simpleml.models.classifiers.sklearn.tree.SklearnExtraTreeClassifier attribute)
(simpleml.persistables.base_persistable.BasePersistable attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseExplicitSplitDatasetPipeline attribute)
(simpleml.pipelines.dataset_pipelines.base_dataset_pipeline.BaseNoSplitDatasetPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline attribute)
(simpleml.pipelines.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline attribute)
W
WrappedKerasModelClassifier (class in simpleml.models.classifiers.keras.model)
WrappedKerasSequentialClassifier (class in simpleml.models.classifiers.keras.sequential)
WrappedSklearnAdaBoostClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnBaggingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnBayesianGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
WrappedSklearnBernoulliNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnClassifierChain (class in simpleml.models.classifiers.sklearn.multioutput)
WrappedSklearnDecisionTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
WrappedSklearnDummyClassifier (class in simpleml.models.classifiers.sklearn.dummy)
WrappedSklearnExtraTreeClassifier (class in simpleml.models.classifiers.sklearn.tree)
WrappedSklearnExtraTreesClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnGaussianMixture (class in simpleml.models.classifiers.sklearn.mixture)
WrappedSklearnGaussianNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnGaussianProcessClassifier (class in simpleml.models.classifiers.sklearn.gaussian_process)
WrappedSklearnGradientBoostingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnKNeighborsClassifier (class in simpleml.models.classifiers.sklearn.neighbors)
WrappedSklearnLinearSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnLogisticRegression (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnLogisticRegressionCV (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnMLPClassifier (class in simpleml.models.classifiers.sklearn.neural_network)
WrappedSklearnMultinomialNB (class in simpleml.models.classifiers.sklearn.naive_bayes)
WrappedSklearnMultiOutputClassifier (class in simpleml.models.classifiers.sklearn.multioutput)
WrappedSklearnNuSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnOneVsOneClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnOneVsRestClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnOutputCodeClassifier (class in simpleml.models.classifiers.sklearn.multiclass)
WrappedSklearnPerceptron (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnRandomForestClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
WrappedSklearnRidgeClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnRidgeClassifierCV (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnSGDClassifier (class in simpleml.models.classifiers.sklearn.linear_model)
WrappedSklearnSVC (class in simpleml.models.classifiers.sklearn.svm)
WrappedSklearnVotingClassifier (class in simpleml.models.classifiers.sklearn.ensemble)
X
X (simpleml.datasets.abstract_mixin.AbstractDatasetMixin attribute)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin attribute)
(simpleml.datasets.pandas_mixin.PandasDatasetMixin attribute)
Y
y (simpleml.datasets.abstract_mixin.AbstractDatasetMixin attribute)
(simpleml.datasets.numpy_mixin.NumpyDatasetMixin attribute)
(simpleml.datasets.pandas_mixin.PandasDatasetMixin attribute)
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