Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y _ _tostring_additional_entries() (ToStringMixin method) _tostring_class_name() (ToStringMixin method) _tostring_exclude_exceptions() (ToStringMixin method) _tostring_exclude_private() (ToStringMixin method) _tostring_excludes() (ToStringMixin method) _tostring_includes() (ToStringMixin method) _tostring_includes_forced() (ToStringMixin method) _tostring_object_info() (ToStringMixin method) A abs_angle_difference() (in module sensai.geoanalytics.geo_coords) AbstractKnnFinder (class in sensai.nearest_neighbors) AbstractSkLearnMultiDimVectorRegressionModel (class in sensai.sklearn.sklearn_base) AbstractSkLearnMultipleOneDimVectorRegressionModel (class in sensai.sklearn.sklearn_base) AbstractSkLearnVectorClassificationModel (class in sensai.sklearn.sklearn_base) AbstractSkLearnVectorRegressionModel (class in sensai.sklearn.sklearn_base) ActivationFunction (class in sensai.torch.torch_enums) ADADELTA (Optimiser attribute) ADAGRAD (Optimiser attribute) ADAM (Optimiser attribute) ADAMAX (Optimiser attribute) ADAMW (Optimiser attribute) add() (AggregatedFeatureImportance method) (AggregatedPermutationFeatureImportance method) (JsObject method) (PredictionEvalStats method) (RelativeFrequencyCounter method) (SACostValue method) (SACostValueNumeric method) (WeightedMean method) add_all() (PredictionEvalStats method) add_code_literal() (JsObject method) add_command() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue method) add_cross_validation_data() (AggregatedPermutationFeatureImportance method) add_data_frame_csv_file() (EvaluationResultCollector method) add_figure() (EvaluationResultCollector method) add_file_logger() (in module sensai.util.logging) add_float() (JsObject method) add_json() (JsObject method) add_memory_logger() (in module sensai.util.logging) add_metric() (EvalStats method) add_plot() (EvalStatsPlotCollector method) add_string() (JsObject method) add_values() (ParametersMetricsCollection method) AdjustedMutualInfoScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) AdjustedRandScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) agg_metrics_dict() (EvalStatsCollection method) aggregate_predictions() (AveragingVectorRegressionModel method) (EnsembleVectorModel method) AggregatedFeatureImportance (class in sensai.feature_importance) AggregatedPermutationFeatureImportance (class in sensai.feature_importance) all_none() (in module sensai.util.helper) AllNeighborsProvider (class in sensai.nearest_neighbors) alpha() (Color method) alpha_shape() (in module sensai.geoanalytics.geopandas.geometry) any_none() (in module sensai.util.helper) append() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue.PartitionCommands method) (DataFrameTransformerChain method) (PersistentList method) (SlicedPicklePersistentList method) (SqlitePersistentList method) apply() (DataFrameTransformer method) (GreedyAgglomerativeClustering.ClusterMerge method) (SAOperator method) (SequenceVectoriser method) (TorchModel method) (Vectoriser method) apply_best_state() (SAChain method) apply_clustering() (GreedyAgglomerativeClustering method) apply_cost_change() (SAOperator method) apply_inverse() (DFTSkLearnTransformer method) (InvertibleDataFrameTransformer method) apply_multi() (SequenceVectoriser method) (Vectoriser method) apply_multi_with_padding() (SequenceVectoriser method) apply_scaled() (TorchModel method) apply_state_change() (SAHyperOpt.ParameterChangeOperator method) (SAOperator method) apply_state_representation() (SAHyperOpt.State method) (SAState method) approximate_squared_distance() (in module sensai.geoanalytics.geo_coords) array_to_mini_zinc() (in module sensai.minizinc) as_multipoint() (CoordinateEuclideanClusterer.Cluster method) ASGD (Optimiser attribute) assert_change_was_tracked() (DataFrameColumnChangeTracker method) AV_SIZE (ClusterLabelsEvalStats attribute) available_features (FeatureGeneratorRegistry property) AveragingVectorRegressionModel (class in sensai.ensemble.models) AZURE_ALLOWED_SIZE_PER_PROPERTY_BYTES (BlobBackedPropertyLoader attribute) AZURE_ALLOWED_STRING_LENGTH_PER_PROPERTY (BlobBackedPropertyLoader attribute) AZURE_ALLOWED_TABLE_BATCH_SIZE (AzureLazyBatchCommitTable attribute) AZURE_ALLOWED_TABLE_NAME_PATTERN (AzureLazyBatchCommitTable attribute) AzureLazyBatchCommitTable (class in sensai.util.cache_azure) AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue (class in sensai.util.cache_azure) AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue.PartitionCommands (class in sensai.util.cache_azure) AzureTableBlobBackend (class in sensai.util.cache_azure) AzureTablePersistentKeyValueCache (class in sensai.util.cache_azure) B BaseInputOutputData (class in sensai.data.io_data) begin_context() (TrackedExperiment method) begin_context_for_model() (MLFlowExperiment method) (TrackedExperiment method) begin_optional_tracking_context_for_model() (TrackingMixin method) best_epoch (TorchModel property) BinaryClassificationCounts (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetric (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricF1Score (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricPrecision (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricPrecisionThreshold (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricRecall (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricRecallForPrecision (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationMetricRecallThreshold (class in sensai.evaluation.eval_stats.eval_stats_classification) BinaryClassificationProbabilityThresholdVariationData (class in sensai.evaluation.eval_stats.eval_stats_classification) BLOB (MySQLPersistentKeyValueCache.ValueType attribute) BlobBackedPropertyLoader (class in sensai.util.cache_azure) BlobBackedSerialisedPropertyLoader (class in sensai.util.cache_azure) BlobPerKeyAzureTableBlobBackend (class in sensai.util.cache_azure) bool_value() (JsValue static method) BoxedValue (class in sensai.util.cache) build() (TagBuilder method) C cache_exists() (SlicedPicklePersistentList method) CACHE_VALUE_IDENTIFIER (AzureTablePersistentKeyValueCache attribute) cached() (in module sensai.util.cache) CachedDistanceMetric (class in sensai.distance_metric) CachedValueProviderMixin (class in sensai.util.cache) CachingKNearestNeighboursFinder (class in sensai.nearest_neighbors) CachingKNearestNeighboursFinder.CachedSeriesDistanceMetric (class in sensai.nearest_neighbors) CachingKNearestNeighboursFinder.DistanceMetricCache (class in sensai.nearest_neighbors) CalinskiHarabaszScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) CatBoostVectorClassificationModel (class in sensai.catboost) CatBoostVectorRegressionModel (class in sensai.catboost) CategoricalNaiveBayesVectorClassificationModel (class in sensai.naive_bayes) ceil_index() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) ceil_key_and_value() (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) ceil_value() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) centroid() (EuclideanClusterer.Cluster method) chain() (FeatureGenerator method) ChainedFeatureGenerator (class in sensai.featuregen.feature_generator) check_input_value() (RelativeBitwiseEqualityDistanceMetric method) check_not_nan_dict() (in module sensai.util.helper) child() (EvaluationResultCollector method) child_for_subdirectory() (ResultWriter method) child_with_added_prefix() (ResultWriter method) choose_params() (SAHyperOpt.ParameterChangeOperator method) (SAOperator method) CLASSIFICATION (LSTNetwork.Mode attribute) ClassificationEvalStats (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsCollection (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsPlot (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsPlotCollector (class in sensai.evaluation.eval_util) ClassificationEvalStatsPlotConfusionMatrix (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsPlotPrecisionRecall (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsPlotProbabilityThresholdCounts (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvalStatsPlotProbabilityThresholdPrecisionRecall (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationEvaluatorParams (class in sensai.evaluation.evaluator) ClassificationMetric (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricAccuracy (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricAccuracyMaxProbabilityBeyondThreshold (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricAccuracyWithoutLabels (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricBalancedAccuracy (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricGeometricMeanOfTrueClassProbability (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricRelFreqMaxProbabilityBeyondThreshold (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationMetricTopNAccuracy (class in sensai.evaluation.eval_stats.eval_stats_classification) ClassificationModelEvaluation (class in sensai.evaluation.eval_util) ClassificationMultiDataModelComparisonData (class in sensai.evaluation.eval_util) ClassificationOutputMode (class in sensai.torch.torch_enums) ClassificationVectorDataUtil (class in sensai.torch.torch_data) clear() (SlicedPicklePersistentList method) clear_results() (TorchAutoregressiveResultHandler method) ClearMLExperiment (class in sensai.tracking.clearml_tracking) ClearMLTrackingContext (class in sensai.tracking.clearml_tracking) closest_index() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) closest_key_and_value() (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) closest_point_on_polyline() (in module sensai.geoanalytics.geo_coords) closest_point_on_segment() (in module sensai.geoanalytics.geo_coords) closest_value() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) cluster_identifiers (EuclideanClusterer property) ClusteringModelEvaluator (class in sensai.evaluation.evaluator_clustering) ClusteringModelSupervisedEvaluator (class in sensai.evaluation.evaluator_clustering) ClusteringModelUnsupervisedEvaluator (class in sensai.evaluation.evaluator_clustering) ClusteringSupervisedEvalStats (class in sensai.evaluation.eval_stats.eval_stats_clustering) ClusteringSupervisedMetric (class in sensai.evaluation.eval_stats.eval_stats_clustering) ClusteringUnsupervisedEvalStats (class in sensai.evaluation.eval_stats.eval_stats_clustering) ClusteringUnsupervisedMetric (class in sensai.evaluation.eval_stats.eval_stats_clustering) ClusterLabelsEvalStats (class in sensai.evaluation.eval_stats.eval_stats_clustering) clusterLabelsMask (ClusteringSupervisedEvalStats attribute) (ClusteringUnsupervisedEvalStats attribute) clusters() (CoordinateEuclideanClusterer method) (EuclideanClusterer method) clusters_indices() (GeoCoordClusterer method) (GreedyAgglomerativeGeoCoordClusterer method) (SkLearnGeoCoordClusterer method) clusters_local_points() (SkLearnGeoCoordClusterer method) COL_AGE_YEARS (DataSetClassificationTitanicSurvival attribute) COL_CABIN (DataSetClassificationTitanicSurvival attribute) COL_FARE_PRICE (DataSetClassificationTitanicSurvival attribute) COL_INDEX (DataSetClassificationTitanicSurvival attribute) COL_NAME (DataSetClassificationTitanicSurvival attribute) COL_PARENTS_CHILDREN (DataSetClassificationTitanicSurvival attribute) COL_PASSENGER_CLASS (DataSetClassificationTitanicSurvival attribute) COL_PORT_EMBARKED (DataSetClassificationTitanicSurvival attribute) COL_SEX (DataSetClassificationTitanicSurvival attribute) COL_SIBLINGS_SPOUSES (DataSetClassificationTitanicSurvival attribute) COL_SURVIVAL (DataSetClassificationTitanicSurvival attribute) COL_TICKET (DataSetClassificationTitanicSurvival attribute) collect_features() (FeatureGeneratorRegistry method) collect_results() (ModelComparisonVisitor method) (ModelComparisonVisitorAggregatedFeatureImportance method) Color (class in sensai.util.plot) COLS_METADATA (DataSetClassificationTitanicSurvival attribute) column_change_string() (DataFrameColumnChangeTracker method) ColumnGenerator (class in sensai.columngen) ColumnGeneratorCachedByIndex (class in sensai.columngen) commit_blocking_largest_partition_from_queue() (AzureLazyBatchCommitTable method) commit_blocking_until_empty() (AzureLazyBatchCommitTable method) commit_non_blocking_current_queue_state() (AzureLazyBatchCommitTable method) compare_models() (ModelEvaluation method) (MultiDataModelEvaluation method) compare_models_cross_validation() (ModelEvaluation method) compute_abs_errors() (RegressionMetric class method) compute_all_predictions() (EnsembleVectorModel method) compute_confidence_intervals() (QuantileRegressionMetric static method) compute_cost_value() (SAHyperOpt.State method) (SAState method) compute_encoder_dim() (LSTNetwork static method) compute_errors() (RegressionMetric class method) compute_input_output_correlation() (InputOutputData method) compute_mae() (RegressionEvalStats method) compute_merges() (GreedyAgglomerativeClustering.WrappedCluster method) compute_metric_value() (EvalStats method) (MetricComputation method) (MetricComputationMultiData method) (RegressionEvalStats method) compute_metrics() (MetricsDictProvider method) compute_model_inputs() (VectorModel method) compute_model_outputs() (VectorModel method) compute_mse() (RegressionEvalStats method) compute_pcc() (RegressionEvalStats method) compute_permutation_feature_importance_dict() (in module sensai.feature_importance) compute_r2() (RegressionEvalStats method) compute_rmse() (RegressionEvalStats method) compute_rrse() (RegressionEvalStats method) compute_split_indices() (DataFrameSplitter method) (DataFrameSplitterColumnEquivalenceClass method) (DataFrameSplitterFractional method) compute_std_dev_ae() (RegressionEvalStats method) compute_test_data_outputs() (VectorClassificationModelEvaluator method) (VectorRegressionModelEvaluator method) compute_train_batch_loss() (NNLossEvaluator.Evaluation method) (NNLossEvaluatorFixedDim.Evaluation method) compute_value() (AdjustedMutualInfoScore static method) (AdjustedRandScore static method) (CalinskiHarabaszScore static method) (ClassificationMetric method) (DaviesBouldinScore static method) (FowlkesMallowsScore static method) (QuantileRegressionMetricAccuracyInConfidenceInterval class method) (QuantileRegressionMetricConfidenceIntervalMeanSize class method) (QuantileRegressionMetricConfidenceIntervalMedianSize class method) (QuantileRegressionMetricRelFreqMaxSizeConfidenceInterval method) (RegressionMetric class method) (RegressionMetricMAE class method) (RegressionMetricMedianAE class method) (RegressionMetricMSE class method) (RegressionMetricPCC class method) (RegressionMetricR2 class method) (RegressionMetricRMSE class method) (RegressionMetricRRSE class method) (RegressionMetricStdDevAE class method) (RemovedCommonNoiseSupervisedMetric static method) (RemovedNoiseUnsupervisedMetric static method) (SilhouetteScore static method) (VMeasureScore static method) compute_value_for_eval_stats() (BinaryClassificationMetricRecallForPrecision method) (ClassificationMetric method) (Metric method) (RegressionMetric method) (RemovedCommonNoiseSupervisedMetric method) (RemovedNoiseUnsupervisedMetric method) CONCAT (SequenceVectoriser.FittingMode attribute) concat() (FeatureGenerator method) (TensorTuple method) CONCAT_INPUT (TargetSequenceDecoderModule.LatentPassOnMode attribute) concat_sequences() (in module sensai.util.sequences) configure() (in module sensai.util.logging) configure_session() (TensorFlowSession class method) ConfusionMatrix (class in sensai.evaluation.eval_stats.eval_stats_classification) contains() (ParametersMetricsCollection method) (TimeInterval method) contains_time() (TimeInterval method) convert() (OutputTensorToArrayConverter method) convert_class_probabilities_to_predictions() (TensorToTensorClassificationModel method) (VectorClassificationModel method) convert_floats() (in module sensai.util.test) CoordinateEuclideanClusterer (class in sensai.geoanalytics.geopandas.coordinate_clustering) CoordinateEuclideanClusterer.Cluster (class in sensai.geoanalytics.geopandas.coordinate_clustering) CoordinateSpanningTree (class in sensai.geoanalytics.geopandas.graph) cost_delta() (SAHyperOpt.ParameterChangeOperator method) (SAOperator method) CostScaler (class in sensai.minizinc) count() (DistributionCounter method) (RelativeFrequencyCounter method) count_none() (in module sensai.util.helper) count_not_none() (in module sensai.util.helper) create_criterion() (NNLossEvaluatorClassification.LossFunction method) create_cross_validator() (ModelEvaluation method) create_data_set_provider() (TorchDataSetProviderFactory method) (TorchDataSetProviderFactoryClassificationDefault method) (TorchDataSetProviderFactoryRegressionDefault method) create_decoder() (DecoderFactory method) (SingleTargetDecoderFactory method) (TargetSequenceDecoderFactory method) create_default_binary_classification_metrics() (in module sensai.evaluation.eval_stats.eval_stats_classification) create_dft_normalisation() (FeatureCollector method) create_dft_one_hot_encoder() (FeatureCollector method) create_distribution_plots() (MultiDataModelComparisonData method) create_encoder() (EncoderFactory method) (LSTNetworkEncoderFactory method) (RnnEncoderFactory method) create_eval_stats_collection() (RegressionEvalStats method) create_evaluation_util() (in module sensai.evaluation.eval_util) create_evaluator() (ModelEvaluation method) create_feature_transformer_normalisation() (FeatureCollector method) create_feature_transformer_one_hot_encoder() (FeatureCollector method) create_figure() (ClassificationEvalStatsPlotConfusionMatrix method) (ClassificationEvalStatsPlotPrecisionRecall method) (ClassificationEvalStatsPlotProbabilityThresholdCounts method) (ClassificationEvalStatsPlotProbabilityThresholdPrecisionRecall method) (EvalStatsPlot method) (RegressionEvalStatsPlotErrorDistribution method) (RegressionEvalStatsPlotHeatmapGroundTruthPredictions method) (RegressionEvalStatsPlotScatterGroundTruthPredictions method) create_folds() (CrossValidationSplitter method) (CrossValidationSplitterDefault method) (CrossValidationSplitterNested method) create_metrics_dict_provider() (VectorModelCrossValidator method) (VectorModelEvaluator method) create_mini_zinc_file() (MiniZincProblem method) create_multi_feature_generator() (FeatureCollector method) create_plots() (EvalStatsPlotCollector method) (ModelEvaluation method) create_predictor() (LinearPredictorFactory method) (MLPPredictorFactory method) (PredictorFactory method) create_sklearn_model() (in module sensai.sklearn.sklearn_base) create_torch_module() (EncoderDecoderVectorRegressionModel.EncoderDecoderModel method) (TorchModel method) (TorchModelFromModule method) (TorchModelFromModuleFactory method) (VectorTorchModel method) create_torch_module_for_dims() (MultiLayerPerceptronTorchModel method) (ResidualFeedForwardNetworkTorchModel method) (VectorTorchModel method) create_validation_loss_evaluator() (NNLossEvaluatorClassification method) (NNLossEvaluatorFixedDim method) (NNLossEvaluatorRegression method) create_vector_model_cross_validator() (in module sensai.evaluation.eval_util) create_vector_model_evaluator() (in module sensai.evaluation.eval_util) cross_validation_data (ModelComparisonData.Result attribute) CROSSENTROPY (NNLossEvaluatorClassification.LossFunction attribute) CrossValidationSplitter (class in sensai.evaluation.crossval) CrossValidationSplitterDefault (class in sensai.evaluation.crossval) CrossValidationSplitterNested (class in sensai.evaluation.crossval) cuda (EncoderDecoderVectorRegressionModel.EncoderDecoderModel attribute) (MultiLayerPerceptronTorchModel attribute) (ResidualFeedForwardNetworkTorchModel attribute) (TorchModelFromModule attribute) (TorchModelFromModuleFactory attribute) (VectorTorchModel attribute) cuda() (TensorScaler method) (TensorScalerCentreAndScale method) (TensorScalerIdentity method) (TensorTuple method) D darken() (Color method) DataFrameColumnChangeTracker (class in sensai.util.pandas) DataFrameSplitter (class in sensai.data.io_data) DataFrameSplitterColumnEquivalenceClass (class in sensai.data.io_data) DataFrameSplitterFractional (class in sensai.data.io_data) DataFrameTransformer (class in sensai.data_transformation.dft) DataFrameTransformerChain (class in sensai.data_transformation.dft) datapoints (EuclideanClusterer property) DataSet (class in sensai.data.dataset) DataSetClassificationIris (class in sensai.data.dataset) DataSetClassificationTitanicSurvival (class in sensai.data.dataset) DataSplitter (class in sensai.data.io_data) DataSplitterFractional (class in sensai.data.io_data) DataSplitterFromDataFrameSplitter (class in sensai.data.io_data) DataSplitterFromSkLearnSplitter (class in sensai.data.io_data) DataSplitterStratifiedShuffleSplit (class in sensai.data.io_data) DataUtil (class in sensai.torch.torch_data) datetime_tag() (in module sensai.util.logging) DaviesBouldinScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) DBSCANGeoCoordClusterer (class in sensai.geoanalytics.geo_clustering) debug_failure() (PickleFailureDebugger class method) DecoderFactory (class in sensai.torch.torch_models.seq.seq_modules) DecoderProtocol (class in sensai.torch.torch_models.seq.seq_modules) DEFAULT_CMAP_FACTORY() (HeatMapPlot method) default_for_output_mode() (NNLossEvaluatorClassification.LossFunction class method) DeferredParams (class in sensai.util.datastruct) delaunay_graph() (in module sensai.geoanalytics.geopandas.graph) DelayedUpdateHook (class in sensai.util.cache) denormalise() (TensorScaler method) (TensorScalerCentreAndScale method) (TensorScalerIdentity method) deprecated() (in module sensai.util.deprecation) deserialise() (NumpyArrayJsonSerialiser method) (Serialiser method) DFTAggregationOnColumn (class in sensai.data_transformation.dft) DFTCastCategoricalColumns (class in sensai.data_transformation.dft) DFTColumnFilter (class in sensai.data_transformation.dft) DFTConditionalRowFilterOnColumn (class in sensai.data_transformation.dft) DFTCountEntries (class in sensai.data_transformation.dft) DFTDropNA (class in sensai.data_transformation.dft) DFTDRowFilterOnIndex (class in sensai.data_transformation.dft) DFTFillNA (class in sensai.data_transformation.dft) DFTFromColumnGenerators (class in sensai.data_transformation.dft) DFTFromFeatureGenerator (class in sensai.data_transformation.dft) DFTInSetComparisonRowFilterOnColumn (class in sensai.data_transformation.dft) DFTKeepColumns (class in sensai.data_transformation.dft) DFTModifyColumn (class in sensai.data_transformation.dft) DFTModifyColumnVectorized (class in sensai.data_transformation.dft) DFTNormalisation (class in sensai.data_transformation.dft) DFTNormalisation.Rule (class in sensai.data_transformation.dft) DFTNormalisation.RuleTemplate (class in sensai.data_transformation.dft) DFTNotInSetComparisonRowFilterOnColumn (class in sensai.data_transformation.dft) DFTOneHotEncoder (class in sensai.data_transformation.dft) DFTRenameColumns (class in sensai.data_transformation.dft) DFTRoundFloats (class in sensai.data_transformation.dft) DFTRowFilter (class in sensai.data_transformation.dft) DFTSkLearnTransformer (class in sensai.data_transformation.dft) DFTSortColumns (class in sensai.data_transformation.dft) DFTVectorizedConditionalRowFilterOnColumn (class in sensai.data_transformation.dft) dict_string() (in module sensai.util.string) dict_to_ordered_tuples() (in module sensai.util.dtype) DIRECT (TargetSequenceDecoderModule.PredictionMode attribute) disable_plots() (EvalStatsPlotCollector method) distance() (CachedDistanceMetric method) (DistanceMetric method) (IdentityDistanceMetric method) (LinearCombinationDistanceMetric method) (SingleColumnDistanceMetric method) distance_to() (GeoCoord method) DistanceMatrixDFCache (class in sensai.distance_metric) DistanceMetric (class in sensai.distance_metric) DistributionCounter (class in sensai.util.aggregation) DOUBLE (MySQLPersistentKeyValueCache.ValueType attribute) DummyTrackingContext (class in sensai.tracking.tracking_base) dump_pickle() (in module sensai.util.pickle) DuplicateColumnNamesException E emit() (FallbackHandler method) empty() (InMemoryKeyValueCache method) EmptyVectoriser (class in sensai.vectoriser) enabled (PickleFailureDebugger attribute) ENCODER (LSTNetwork.Mode attribute) EncoderDecoderModule (class in sensai.torch.torch_models.seq.seq_modules) EncoderDecoderVectorRegressionModel (class in sensai.torch.torch_models.seq.seq_models) EncoderDecoderVectorRegressionModel.EncoderDecoderModel (class in sensai.torch.torch_models.seq.seq_models) EncoderDecoderVectorRegressionModel.InputTensoriser (class in sensai.torch.torch_models.seq.seq_models) EncoderFactory (class in sensai.torch.torch_models.seq.seq_modules) EncoderProtocol (class in sensai.torch.torch_models.seq.seq_modules) end() (TrackingContext method) end_context() (MLFlowExperiment method) (TrackedExperiment method) end_validation_collection() (NNLossEvaluatorClassification.ValidationLossEvaluator method) (NNLossEvaluatorFixedDim.ValidationLossEvaluator method) (NNLossEvaluatorRegression.ValidationLossEvaluator method) EnsembleClassificationVectorModel (class in sensai.ensemble.ensemble_base) EnsembleRegressionVectorModel (class in sensai.ensemble.ensemble_base) EnsembleVectorModel (class in sensai.ensemble.ensemble_base) EuclideanClusterer (class in sensai.clustering.clustering_base) EuclideanClusterer.Cluster (class in sensai.clustering.clustering_base) EuclideanDistanceMetric (class in sensai.distance_metric) eval_data (ModelComparisonData.Result attribute) eval_model() (ClusteringModelEvaluator method) (ClusteringModelSupervisedEvaluator method) (ClusteringModelUnsupervisedEvaluator method) (RuleBasedVectorClassificationModelEvaluator method) (RuleBasedVectorRegressionModelEvaluator method) (TrackedAzureMLEvaluation method) (VectorModelCrossValidator method) (VectorModelEvaluator method) eval_model_via_evaluator() (in module sensai.evaluation.eval_util) EvalStats (class in sensai.evaluation.eval_stats.eval_stats_base) EvalStatsCollection (class in sensai.evaluation.eval_stats.eval_stats_base) EvalStatsPlot (class in sensai.evaluation.eval_stats.eval_stats_base) EvalStatsPlotCollector (class in sensai.evaluation.eval_util) EvaluationResultCollector (class in sensai.evaluation.eval_util) EvaluatorParams (class in sensai.evaluation.evaluator) execute() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue.PartitionCommands method) (VectorModelWithSeparateFeatureGeneration.IntermediateFittingStep method) (VectorModelWithSeparateFeatureGeneration.PredictFinaliser method) exists() (AzureLazyBatchCommitTable method) extract_1d_array_from_output() (in module sensai.minizinc) extract_array() (in module sensai.util.pandas) extract_coordinates_array() (in module sensai.geoanalytics.geopandas.coordinates) extract_multi_dim_array_from_output() (in module sensai.minizinc) F FallbackHandler (class in sensai.util.logging) FALSE (Trivalent attribute) FeatureCollector (class in sensai.featuregen.feature_generator_registry) FeatureGenerator (class in sensai.featuregen.feature_generator) FeatureGeneratorFlattenColumns (class in sensai.featuregen.feature_generator) FeatureGeneratorFromColumnGenerator (class in sensai.featuregen.feature_generator) FeatureGeneratorFromDFT (class in sensai.featuregen.feature_generator) FeatureGeneratorFromNamedTuples (class in sensai.featuregen.feature_generator) FeatureGeneratorFromVectorModel (class in sensai.featuregen.feature_generator) FeatureGeneratorMapColumn (class in sensai.featuregen.feature_generator) FeatureGeneratorMapColumnDict (class in sensai.featuregen.feature_generator) FeatureGeneratorNAMarker (class in sensai.featuregen.feature_generator) FeatureGeneratorNeighbors (class in sensai.nearest_neighbors) FeatureGeneratorRegistry (class in sensai.featuregen.feature_generator_registry) FeatureGeneratorTakeColumns (class in sensai.featuregen.feature_generator) FeatureGeneratorTargetDistribution (class in sensai.featuregen.feature_generator) FeatureImportance (class in sensai.feature_importance) FeatureImportanceProvider (class in sensai.feature_importance) FeatureImportanceProviderSkLearnClassification (class in sensai.sklearn.sklearn_base) FeatureImportanceProviderSkLearnRegressionMultiDim (class in sensai.sklearn.sklearn_base) FeatureImportanceProviderSkLearnRegressionMultipleOneDim (class in sensai.sklearn.sklearn_base) features (RFEStep attribute) file_extension (BlobPerKeyAzureTableBlobBackend property) (JsonAzureTableBlobBackend property) (PickleAzureTableBlobBackend property) (TextDumpAzureTableBlobBackend property) FileLoggerContext (class in sensai.util.logging) fill_cache() (CachedDistanceMetric method) filter_index() (InputOutputData method) filter_indices() (BaseInputOutputData method) (InputOutputArrays method) (InputOutputData method) find_first_transformer_by_type() (DataFrameTransformerChain method) find_neighbors() (AbstractKnnFinder method) (CachingKNearestNeighboursFinder method) (KNearestNeighboursClassificationModel method) (KNearestNeighboursFinder method) find_rule() (DFTNormalisation method) fit() (CoordinateEuclideanClusterer method) (DataFrameTransformer method) (EncoderDecoderVectorRegressionModel.InputTensoriser method) (EuclideanClusterer method) (FeatureGenerator method) (ManualScaler method) (NNOptimiser method) (PLWrappedModel method) (RuleBasedDataFrameTransformer method) (RuleBasedFeatureGenerator method) (RuleBasedTensoriser method) (SequenceVectoriser method) (SkLearnClustererProtocol method) (SkLearnTransformerProtocol method) (Tensoriser method) (TensorToTensorClassificationModel method) (TorchModel method) (TorchModelFittingStrategy method) (TorchModelFittingStrategyDefault method) (ValueOneHotEncoder method) (Vectoriser method) (VectorModel method) (VectorModelFittableBase method) fit_apply() (DataFrameTransformer method) fit_end() (VectorModelWithSeparateFeatureGeneration method) fit_generate() (ChainedFeatureGenerator method) (FeatureGenerator method) (MultiFeatureGenerator method) fit_geo_coords() (GeoCoordClusterer method) (GreedyAgglomerativeGeoCoordClusterer method) (SkLearnGeoCoordClusterer method) fit_input_output_data() (VectorModel method) fit_model() (VectorModelEvaluator method) fit_start() (VectorModelWithSeparateFeatureGeneration method) fix_polygon() (in module sensai.geoanalytics.local_coords) flatten_arguments() (in module sensai.util.helper) flattened() (FeatureGenerator method) flattened_feature_generator() (in module sensai.featuregen.feature_generator) float_value() (JsValue static method) floor_index() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) floor_key_and_value() (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) floor_value() (in module sensai.util.sequences) (SortedKeysAndValues method) (SortedKeyValuePairs method) (SortedKeyValueStructure method) (SortedValues method) for_activation_fn() (ClassificationOutputMode class method) for_model() (VectorModelCrossValidator static method) format_duration() (in module sensai.util.time) forward() (DecoderProtocol method) (EncoderDecoderModule method) (EncoderProtocol method) (LSTNetwork method) (LSTNetworkEncoder method) (MultiLayerPerceptron method) (PredictorProtocol method) (ResidualFeedForwardNetwork method) (RnnEncoderModule method) (SingleTargetDecoderModule method) (TargetSequenceDecoderModule method) FowlkesMallowsScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) from_bool() (Trivalent class method) from_circle() (GeoRect static method) from_data_frame() (InputOutputData class method) from_dict() (NNOptimiserParams class method) from_dict_or_instance() (ClassificationEvaluatorParams class method) (NNOptimiserParams class method) (RegressionEvaluatorParams class method) from_either_dict_or_instance() (NNOptimiserParams class method) from_eval_stats() (BinaryClassificationCounts class method) from_model() (ClusteringSupervisedEvalStats class method) (ClusteringUnsupervisedEvalStats class method) from_module() (TorchVectorClassificationModel class method) (TorchVectorRegressionModel class method) from_name() (ActivationFunction class method) (Optimiser class method) from_name_or_instance() (Optimiser class method) from_optional_experiment() (TrackingContext static method) from_probability_threshold() (BinaryClassificationCounts class method) from_python() (JsValue class method) from_series() (SortedKeysAndValues class method) from_unsorted_key_value_pairs() (SortedKeyValuePairs class method) from_value() (JsValue class method) (Vectoriser.ResultType class method) function_name() (in module sensai.util.string) G generate() (FeatureGenerator method) generate_column() (ColumnGenerator method) GeoCoord (class in sensai.geoanalytics.geo_coords) GeoCoordClusterer (class in sensai.geoanalytics.geo_clustering) GeoDataFrameWrapper (class in sensai.geoanalytics.geopandas.coordinates) GeoRect (class in sensai.geoanalytics.geo_coords) get() (AzureTablePersistentKeyValueCache method) (DistanceMatrixDFCache method) (GreedyAgglomerativeGeoCoordClusterer.Matrix method) (InMemoryKeyValueCache method) (KeyValueCache method) (MySQLPersistentKeyValueCache method) (ParameterCombinationEquivalenceClassValueCache method) (PicklePersistentKeyValueCache method) (SqlitePersistentKeyValueCache method) get_accuracy() (ClassificationEvalStats method) get_added_columns() (DataFrameColumnChangeTracker method) get_aggregated_feature_importance() (AggregatedFeatureImportance method) get_aggregated_feature_importance_dict() (AggregatedFeatureImportance method) get_all() (EvalStats method) get_all_cached() (DistanceMatrixDFCache method) get_available_vectorisers() (VectoriserRegistry method) get_best_model() (ModelComparisonData method) get_best_model_name() (ModelComparisonData method) get_best_params() (GridSearch.Result method) get_binary_classification_probability_threshold_variation_data() (ClassificationEvalStats method) get_cached_metric() (CachingKNearestNeighboursFinder.DistanceMetricCache method) get_categorical_feature_name_regex() (FeatureCollector method) (FeatureGenerator method) get_chain() (SimulatedAnnealing method) get_class_labels() (VectorClassificationModel method) get_cluster() (CoordinateEuclideanClusterer method) (EuclideanClusterer method) get_cluster_association() (GreedyAgglomerativeClustering.WrappedCluster method) get_color() (LinearColorMap method) get_combined_eval_stats() (ClassificationEvalStatsCollection method) (EvalStatsCollection method) (RegressionEvalStatsCollection method) get_confusion_matrix() (ClassificationEvalStats method) get_coordinates_labels() (PolygonAnnotatedCoordinates method) get_data_frame() (FeatureImportance method) (ParametersMetricsCollection method) (VectorModelEvaluationData method) get_data_splitter() (EvaluatorParams method) get_denormalised_array() (VectorDataScaler method) get_dict() (DeferredParams method) get_distance_series() (CachingKNearestNeighboursFinder.CachedSeriesDistanceMetric method) get_distribution() (DistributionCounter method) get_distribution_summary() (ClusterLabelsEvalStats method) get_elapsed_time_secs() (StopWatch method) get_elapsed_time_string() (StopWatch method) get_elapsed_timedelta() (StopWatch method) get_enabled_plots() (EvalStatsPlotCollector method) get_encoder_dim() (LSTNetwork method) get_entity() (AzureLazyBatchCommitTable method) get_epoch_train_loss() (NNLossEvaluator.Evaluation method) (NNLossEvaluatorFixedDim.Evaluation method) get_eval_stats() (VectorModelEvaluationData method) get_eval_stats_collection() (ClassificationMultiDataModelComparisonData method) (MultiDataModelComparisonData method) (RegressionMultiDataModelComparisonData method) (VectorModelCrossValidationData method) (VectorRegressionModelEvaluationData method) get_eval_stats_list() (MultiDataModelComparisonData method) get_f1() (BinaryClassificationCounts method) get_feature_generator() (FeatureGeneratorRegistry method) (VectorModel method) get_feature_importance() (AggregatedPermutationFeatureImportance method) (FeatureImportanceProvider method) (ModelComparisonVisitorAggregatedFeatureImportance method) get_feature_importance_dict() (FeatureImportance method) (FeatureImportanceProvider method) (FeatureImportanceProviderSkLearnClassification method) (FeatureImportanceProviderSkLearnRegressionMultiDim method) (FeatureImportanceProviderSkLearnRegressionMultipleOneDim method) get_feature_importances() (FeatureImportanceProvider method) get_feature_transformer() (VectorModel method) get_feature_transformer_chain() (VectorModel method) get_file_content() (S3Object method) get_first_duplicate() (in module sensai.util.sequences) get_generated_column_names() (FeatureGenerator method) get_global_stats() (EvalStatsCollection method) get_hexagon() (LocalHexagonalGrid method) get_hexagon_coord_span_for_bounding_box() (LocalHexagonalGrid method) get_hexagon_coords_for_point() (LocalHexagonalGrid method) get_identifier() (ItemIdentifierProvider method) get_input_dim() (TorchDataSetProvider method) get_input_output_pair() (LSTNetworkVectorClassificationModel.DataUtil method) get_input_tensor_scaler() (DataUtil method) (LSTNetworkVectorClassificationModel.DataUtil method) (TorchDataSetProvider method) (VectorDataUtil method) get_input_transformer() (VectorModel method) get_input_transformer_chain() (VectorModel method) get_instance() (StopWatchManager class method) get_inverse() (InvertibleDataFrameTransformer method) get_js_code() (JsCode method) (JsCodeLiteral method) (JsObject method) (JsValueLiteral method) get_last_solver_time_secs() (MiniZincSolver method) get_lat_lon() (LocalCoordinateSystem method) get_latent_dim() (LSTNetworkEncoderFactory method) get_local_coords() (LocalCoordinateSystem method) get_max_hexagon_column() (LocalHexagonalGrid method) get_max_hexagon_row() (LocalHexagonalGrid method) get_memory_log() (in module sensai.util.logging) get_metric_by_name() (EvalStatsCollection method) get_metric_names() (EvalStatsCollection method) get_metric_values_array() (RFEResult method) get_metrics() (EvalStatsCollection method) get_min_hexagon_column() (LocalHexagonalGrid method) get_min_hexagon_row() (LocalHexagonalGrid method) get_mini_zinc_code() (MiniZincProblem method) get_misclassified_indices() (ClassificationEvalStats method) get_misclassified_inputs_data_frame() (VectorClassificationModelEvaluationData method) get_misclassified_triples_pred_true_input() (VectorClassificationModelEvaluationData method) get_model_description() (MultiDataModelComparisonData method) get_model_input_shape() (TensorModel method) get_model_input_variable_names() (VectorModel method) get_model_names() (MultiDataModelComparisonData method) get_model_output_dim() (TorchDataSetProvider method) get_model_output_shape() (TensorModel method) (TensorToTensorClassificationModel method) get_model_output_variable_names() (VectorRegressionModel method) get_module_bytes() (TorchModel method) get_multi_feature_generator() (FeatureCollector method) get_name() (ActivationFunction method) (DataFrameTransformer method) (FeatureGenerator method) (Vectoriser method) (VectorModelBase method) get_names() (DataFrameTransformerChain method) (FeatureGenerator method) (MultiFeatureGenerator method) get_normalisation_rules() (FeatureCollector method) (FeatureGenerator method) get_normalised_array() (VectorDataScaler method) get_num_features_array() (RFEResult method) get_num_predicted_classes() (TensorToTensorClassificationModel method) get_output_dim_weights() (NNLossEvaluatorClassification method) (NNLossEvaluatorFixedDim method) (NNLossEvaluatorRegression method) get_output_tensor_scaler() (DataUtil method) (LSTNetworkVectorClassificationModel.DataUtil method) (TorchDataSetProvider method) (VectorDataUtil method) get_output_transformer_chain() (VectorRegressionModel method) get_paired_metrics() (BinaryClassificationMetricPrecision method) (BinaryClassificationMetricPrecisionThreshold method) (ClassificationMetricAccuracyMaxProbabilityBeyondThreshold method) (ClassificationMetricAccuracyWithoutLabels method) (Metric method) get_param() (DeferredParams method) get_params() (AbstractSkLearnVectorClassificationModel method) get_precision() (BinaryClassificationCounts method) get_predicted_variable_names() (VectorModel method) (VectorModelBase method) get_raw_input_transformer() (VectorModel method) get_raw_input_transformer_chain() (VectorModel method) get_recall() (BinaryClassificationCounts method) get_rel_freq_positive() (BinaryClassificationCounts method) get_relative_frequency() (RelativeFrequencyCounter method) get_removed_columns() (DataFrameColumnChangeTracker method) get_selected_features() (RFEResult method) get_series() (SAChain method) get_simulated_annealing() (SAHyperOpt method) get_sklearn_model() (AbstractSkLearnMultipleOneDimVectorRegressionModel method) get_sorted_steps() (RFEResult method) get_sorted_tuples() (FeatureImportance method) get_state_representation() (SAHyperOpt.State method) (SAState method) get_target_transformer() (VectorRegressionModel method) get_tile() (MapTiles method) get_tile_coordinates() (MapTiles method) get_tiles_in_rect() (MapTiles method) get_torch_function() (ActivationFunction method) get_torch_module() (TorchModel method) get_training_criterion() (NNLossEvaluatorClassification method) (NNLossEvaluatorFixedDim method) (NNLossEvaluatorRegression method) get_training_loss_series() (TrainingInfo method) get_validation_metric_key() (NNLossEvaluatorClassification.LossFunction method) get_validation_metric_name() (NNLossEvaluator method) (NNLossEvaluatorClassification method) (NNLossEvaluatorFixedDim method) (NNLossEvaluatorRegression method) get_validation_metric_series() (TrainingInfo method) get_validation_metrics() (NNLossEvaluator.Evaluation method) (NNLossEvaluatorFixedDim.Evaluation method) get_value_from_reference() (AzureTableBlobBackend method) (BlobPerKeyAzureTableBlobBackend method) get_value_reference() (AzureTableBlobBackend method) (BlobPerKeyAzureTableBlobBackend method) get_values() (EvalStatsCollection method) get_vector_dim() (SequenceVectoriser method) get_vectoriser() (VectoriserRegistry method) get_vectorisers() (VectoriserRegistry method) get_weighted_mean() (WeightedMean method) getstate() (in module sensai.util.pickle) GpsTracePoint (class in sensai.geoanalytics.geo_coords) GreedyAgglomerativeClustering (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeClustering.Cluster (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeClustering.ClusterMerge (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeClustering.MergeCandidateDeterminationStrategy (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeClustering.MergeCandidateDeterminationStrategyDefault (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeClustering.WrappedCluster (class in sensai.clustering.greedy_clustering) GreedyAgglomerativeGeoCoordClusterer (class in sensai.geoanalytics.geo_clustering) GreedyAgglomerativeGeoCoordClusterer.Cluster (class in sensai.geoanalytics.geo_clustering) GreedyAgglomerativeGeoCoordClusterer.LocalPoint (class in sensai.geoanalytics.geo_clustering) GreedyAgglomerativeGeoCoordClusterer.Matrix (class in sensai.geoanalytics.geo_clustering) GreedyAgglomerativeGeoCoordClusterer.MergeCandidateDeterminationStrategy (class in sensai.geoanalytics.geo_clustering) GridSearch (class in sensai.hyperopt) GridSearch.Result (class in sensai.hyperopt) GridSearch.Result.BestParams (class in sensai.hyperopt) GRU (RnnEncoderModule.RnnType attribute) H handle_update() (DelayedUpdateHook method) (PeriodicUpdateHook method) has_finite_bounds() (Metric method) has_metric() (EvalStatsCollection method) HEATMAP_COLORMAP_FACTORY() (RegressionEvalStats method) HEATMAP_DIAGONAL_COLOR (RegressionEvalStats attribute) HEATMAP_ERROR_BOUNDARY_COLOR (RegressionEvalStats attribute) HEATMAP_ERROR_BOUNDARY_VALUE (RegressionEvalStats attribute) HeatMapPlot (class in sensai.util.plot) HellingerDistanceMetric (class in sensai.distance_metric) HistogramPlot (class in sensai.util.plot) I IdentityDistanceMetric (class in sensai.distance_metric) Index (PandasNamedTuple attribute) IndexCachedColumnGenerator (class in sensai.columngen) infer_mc_dropout() (MCDropoutCapableNNModule method) info() (ChainedFeatureGenerator method) (DataFrameTransformer method) (DataFrameTransformerChain method) (DFTColumnFilter method) (DFTCountEntries method) (DFTFromColumnGenerators method) (DFTInSetComparisonRowFilterOnColumn method) (DFTNormalisation method) (DFTNotInSetComparisonRowFilterOnColumn method) (DFTOneHotEncoder method) (DFTRoundFloats method) (DFTSkLearnTransformer method) (DFTVectorizedConditionalRowFilterOnColumn method) (FeatureGenerator method) (FeatureGeneratorFlattenColumns method) (FeatureGeneratorFromColumnGenerator method) (FeatureGeneratorFromVectorModel method) (FeatureGeneratorTakeColumns method) (FeatureGeneratorTargetDistribution method) (MultiFeatureGenerator method) INIT_HIDDEN (TargetSequenceDecoderModule.LatentPassOnMode attribute) InMemoryKeyValueCache (class in sensai.util.cache) input_data (VectorModelEvaluationData property) input_dim (InputOutputData property) input_dim() (DataUtil method) (LSTNetworkVectorClassificationModel.DataUtil method) (VectorDataUtil method) InputOutputArrays (class in sensai.data.io_data) InputOutputData (class in sensai.data.io_data) inputScaler (EncoderDecoderVectorRegressionModel.EncoderDecoderModel attribute) (MultiLayerPerceptronTorchModel attribute) (ResidualFeedForwardNetworkTorchModel attribute) (TorchModelFromModule attribute) (TorchModelFromModuleFactory attribute) (VectorTorchModel attribute) insert_data_frame_to_table() (AzureLazyBatchCommitTable method) insert_entity() (AzureLazyBatchCommitTable method) insert_or_replace_entity() (AzureLazyBatchCommitTable method) int_value() (JsValue static method) INTEGER (SqlitePersistentKeyValueCache.KeyType attribute) interpolated_value() (SortedKeyValueStructure method) intersection() (TimeInterval method) InvalidShapeError inverse_transform() (ManualScaler method) (SkLearnTransformerProtocol method) InverseDataFrameTransformer (class in sensai.data_transformation.dft) InvertibleDataFrameTransformer (class in sensai.data_transformation.dft) is_applicable() (DataSplitterStratifiedShuffleSplit static method) is_at_least() (Version method) is_at_most() (Version method) is_being_fitted() (VectorModel method) is_categorical_feature() (FeatureGenerator method) is_empty() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue method) is_enabled() (DummyTrackingContext method) (in module sensai.util.logging) (TrackingContext method) is_equal() (Version method) is_false() (Trivalent method) is_fitted (EuclideanClusterer property) is_fitted() (ChainedFeatureGenerator method) (DataFrameTransformer method) (DataFrameTransformerChain method) (FeatureGenerator method) (MultiFeatureGenerator method) (RuleBasedDataFrameTransformer method) (RuleBasedFeatureGenerator method) (Vectoriser method) (VectorModel method) (VectorModelFittableBase method) (VectorRegressionModel method) is_log_handler_active() (in module sensai.util.logging) is_merged() (GreedyAgglomerativeClustering.WrappedCluster method) is_plot_creation_enabled() (EvaluationResultCollector method) is_regression_model() (EnsembleClassificationVectorModel method) (EnsembleRegressionVectorModel method) (TensorToTensorClassificationModel method) (VectorClassificationModel method) (VectorModelBase method) (VectorRegressionModel method) is_running() (StopWatchManager method) is_s3_path() (in module sensai.util.io) is_skipped() (ParameterCombinationSkipDecider method) is_true() (Trivalent method) is_undefined() (JsValue method) is_xgboost_version_at_least() (in module sensai.xgboost) item() (TensorTuple method) ItemIdentifierProvider (class in sensai.vectoriser) iter_batches() (TorchDataSet method) (TorchDataSetFromDataFrames method) (TorchDataSetFromDataFramesDynamicallyTensorised method) (TorchDataSetFromTensors method) (TorchDataSetFromTorchtextDataSet method) iter_candidate_indices() (GreedyAgglomerativeClustering.MergeCandidateDeterminationStrategy method) (GreedyAgglomerativeClustering.MergeCandidateDeterminationStrategyDefault method) (GreedyAgglomerativeGeoCoordClusterer.MergeCandidateDeterminationStrategy method) iter_data_frame_chunks() (AzureLazyBatchCommitTable method) iter_evaluation_data() (ModelComparisonData.Result method) iter_input_output_ground_truth_tuples() (VectorModelCrossValidationData method) (VectorModelEvaluationData method) iter_items() (PersistentList method) (SlicedPicklePersistentList method) (SqlitePersistentKeyValueCache method) (SqlitePersistentList method) iter_model_results() (MultiDataModelComparisonData method) iter_param_combinations() (in module sensai.hyperopt) iter_potential_neighbors() (AllNeighborsProvider method) (NeighborProvider method) (TimerangeNeighborsProvider method) iter_records() (AzureLazyBatchCommitTable method) iter_tile_coordinates_in_rect() (MapTiles method) J js_arg_list() (in module sensai.util.jscode) js_value() (in module sensai.util.jscode) JsClassInstance (class in sensai.util.jscode) JsCode (class in sensai.util.jscode) JsCodeLiteral (class in sensai.util.jscode) JsList (class in sensai.util.jscode) JsObject (class in sensai.util.jscode) json_mapper() (in module sensai.util.test) JsonAzureTableBlobBackend (class in sensai.util.cache_azure) JsValue (class in sensai.util.jscode) JsValueLiteral (class in sensai.util.jscode) K KerasMultiLayerPerceptronVectorRegressionModel (class in sensai.tensorflow.tf_mlp) KerasVectorRegressionModel (class in sensai.tensorflow.tf_base) key_for_index() (SortedKeyValuePairs method) KeyValueCache (class in sensai.util.cache) KNearestNeighboursClassificationModel (class in sensai.nearest_neighbors) KNearestNeighboursFinder (class in sensai.nearest_neighbors) KNearestNeighboursRegressionModel (class in sensai.nearest_neighbors) L L1LOSS (NNLossEvaluatorRegression.LossFunction attribute) L2LOSS (NNLossEvaluatorRegression.LossFunction attribute) labels (EuclideanClusterer property) labels_ (SkLearnClustererProtocol attribute) labels_with_removed_common_noise() (ClusteringSupervisedEvalStats method) latitude_per_m() (in module sensai.geoanalytics.geo_coords) latlon() (GeoCoord method) LBFGS (Optimiser attribute) lighten() (Color method) LightGBMVectorClassificationModel (class in sensai.lightgbm) LightGBMVectorRegressionModel (class in sensai.lightgbm) LinearColorMap (class in sensai.util.plot) LinearCombinationDistanceMetric (class in sensai.distance_metric) LinearPredictorFactory (class in sensai.torch.torch_models.seq.seq_modules) LIST (Vectoriser.ResultType attribute) list_string() (in module sensai.util.string) load() (CoordinateEuclideanClusterer.Cluster class method) (LoadSaveInterface class method) (PickleLoadSaveMixin class method) load_io_data() (DataSet method) (DataSetClassificationIris method) (DataSetClassificationTitanicSurvival method) load_pickle() (in module sensai.util.pickle) load_property_value() (BlobBackedPropertyLoader method) (BlobBackedSerialisedPropertyLoader method) (PropertyLoader method) (SerialisedPropertyLoader method) load_property_value_to_data_frame_column() (BlobBackedPropertyLoader method) (BlobBackedSerialisedPropertyLoader method) (PropertyLoader method) (SerialisedPropertyLoader method) load_table_to_data_frame() (AzureLazyBatchCommitTable method) LoadSaveInterface (class in sensai.util.cache) local_coords() (GeoCoord method) LocalCoordinateSystem (class in sensai.geoanalytics.local_coords) LocalHexagonalGrid (class in sensai.geoanalytics.local_coords) log (AbstractSkLearnVectorRegressionModel attribute) (CachingKNearestNeighboursFinder attribute) (CachingKNearestNeighboursFinder.DistanceMetricCache attribute) (CatBoostVectorClassificationModel attribute) (CatBoostVectorRegressionModel attribute) (ColumnGeneratorCachedByIndex attribute) (FeatureGeneratorFromColumnGenerator attribute) (GreedyAgglomerativeClustering attribute) (GreedyAgglomerativeClustering.ClusterMerge attribute) (GridSearch attribute) (IndexCachedColumnGenerator attribute) (LightGBMVectorClassificationModel attribute) (LightGBMVectorRegressionModel attribute) (MiniZincSolver attribute) (NNOptimiser attribute) (ParallelTempering attribute) (ResultWriter attribute) (SAChain attribute) (SAHyperOpt attribute) (SequenceVectoriser attribute) (SimulatedAnnealing attribute) (TorchModel attribute) (Vectoriser attribute) log_failure_if_enabled() (PickleFailureDebugger class method) LOG_PROBABILITIES (ClassificationOutputMode attribute) LOG_SOFTMAX (ActivationFunction attribute) log_stats() (SAChain method) LoggingDisabledContext (class in sensai.util.logging) LogTime (class in sensai.util.logging) longitude_per_m() (in module sensai.geoanalytics.geo_coords) LSTM (RnnEncoderModule.RnnType attribute) LSTNetwork (class in sensai.torch.torch_models.lstnet.lstnet_modules) LSTNetwork.Mode (class in sensai.torch.torch_models.lstnet.lstnet_modules) LSTNetworkEncoder (class in sensai.torch.torch_models.seq.seq_modules) LSTNetworkEncoderFactory (class in sensai.torch.torch_models.seq.seq_modules) LSTNetworkVectorClassificationModel (class in sensai.torch.torch_models.lstnet.lstnet_models) LSTNetworkVectorClassificationModel.DataUtil (class in sensai.torch.torch_models.lstnet.lstnet_models) M ManualScaler (class in sensai.data_transformation.sklearn_transformer) ManualScaler() (SkLearnTransformerFactoryFactory static method) MapTile (class in sensai.geoanalytics.map_tiles) MapTiles (class in sensai.geoanalytics.map_tiles) mark_used() (in module sensai.util.helper) matches() (DFTNormalisation.Rule method) matching_columns() (DFTNormalisation.Rule method) MAX_ALL (NormalisationMode attribute) MAX_BY_COLUMN (NormalisationMode attribute) MAX_OPACITY (ScatterPlot attribute) MAX_SIZE (ClusterLabelsEvalStats attribute) MaxAbsScaler() (SkLearnTransformerFactoryFactory static method) Maybe (class in sensai.util.datastruct) MCDropoutCapableNNModule (class in sensai.torch.torch_base) mean_coord() (GeoCoord class method) mean_edge_weight() (SpanningTree method) mean_metrics_dict() (EvalStatsCollection method) mean_stats() (in module sensai.evaluation.eval_stats.eval_stats_base) MEDIAN_SIZE (ClusterLabelsEvalStats attribute) merge() (GreedyAgglomerativeClustering.Cluster method) (GreedyAgglomerativeGeoCoordClusterer.Cluster method) merge_cost() (GreedyAgglomerativeClustering.Cluster method) (GreedyAgglomerativeGeoCoordClusterer.Cluster method) Metric (class in sensai.evaluation.eval_stats.eval_stats_base) metric_name (GridSearch.Result.BestParams attribute) metric_value (GridSearch.Result.BestParams attribute) (MetricComputationResult attribute) (RFEStep attribute) MetricComputation (class in sensai.evaluation.metric_computation) MetricComputationMultiData (class in sensai.evaluation.metric_computation) MetricComputationResult (class in sensai.evaluation.metric_computation) metrics_dict() (ClassificationEvalStats method) (ClusterLabelsEvalStats method) (EvalStats method) MetricsDictProvider (class in sensai.evaluation.evaluator) MetricsDictProviderFromFunction (class in sensai.evaluation.evaluator) mid_timestamp() (TimeInterval method) MIN_OPACITY (ScatterPlot attribute) MIN_SIZE (ClusterLabelsEvalStats attribute) MiniZincProblem (class in sensai.minizinc) MiniZincSolver (class in sensai.minizinc) MinMaxScaler() (SkLearnTransformerFactoryFactory static method) MLFlowExperiment (class in sensai.tracking.mlflow_tracking) MLFlowTrackingContext (class in sensai.tracking.mlflow_tracking) MLPPredictorFactory (class in sensai.torch.torch_models.seq.seq_modules) model_name (VectorModelCrossValidationData property) (VectorModelEvaluationData property) model_output_dim() (ClassificationVectorDataUtil method) (DataUtil method) (LSTNetworkVectorClassificationModel.DataUtil method) (VectorDataUtil method) ModelComparisonData (class in sensai.evaluation.eval_util) ModelComparisonData.Result (class in sensai.evaluation.eval_util) ModelComparisonVisitor (class in sensai.evaluation.eval_util) ModelComparisonVisitorAggregatedFeatureImportance (class in sensai.evaluation.eval_util) ModelEvaluation (class in sensai.evaluation.eval_util) models (MetricComputationResult attribute) module sensai.catboost sensai.clustering.clustering_base sensai.clustering.greedy_clustering sensai.clustering.sklearn_clustering sensai.columngen sensai.data.dataset sensai.data.io_data sensai.data_transformation.dft sensai.data_transformation.sklearn_transformer sensai.data_transformation.value_transformation sensai.distance_metric sensai.ensemble.ensemble_base sensai.ensemble.models sensai.evaluation.crossval sensai.evaluation.eval_stats.eval_stats_base sensai.evaluation.eval_stats.eval_stats_classification sensai.evaluation.eval_stats.eval_stats_clustering sensai.evaluation.eval_stats.eval_stats_regression sensai.evaluation.eval_util sensai.evaluation.evaluator sensai.evaluation.evaluator_clustering sensai.evaluation.metric_computation sensai.feature_importance sensai.feature_selection.rfe sensai.featuregen.feature_generator sensai.featuregen.feature_generator_registry sensai.geoanalytics.geo_clustering sensai.geoanalytics.geo_coords sensai.geoanalytics.geopandas.coordinate_clustering sensai.geoanalytics.geopandas.coordinate_clustering_ground_truth sensai.geoanalytics.geopandas.coordinates sensai.geoanalytics.geopandas.geometry sensai.geoanalytics.geopandas.graph sensai.geoanalytics.local_coords sensai.geoanalytics.map_tiles sensai.hyperopt sensai.lightgbm sensai.local_search sensai.minizinc sensai.multi_model sensai.naive_bayes sensai.nearest_neighbors sensai.normalisation sensai.pytorch_lightning.pl_models sensai.sklearn.sklearn_base sensai.sklearn.sklearn_classification sensai.sklearn.sklearn_regression sensai.sklearn_quantile sensai.tensor_model sensai.tensorflow.tf_base sensai.tensorflow.tf_mlp sensai.torch.torch_base sensai.torch.torch_data sensai.torch.torch_enums sensai.torch.torch_eval_util sensai.torch.torch_models.lstnet.lstnet_models sensai.torch.torch_models.lstnet.lstnet_modules sensai.torch.torch_models.mlp.mlp_models sensai.torch.torch_models.mlp.mlp_modules sensai.torch.torch_models.residualffn.residualffn_models sensai.torch.torch_models.residualffn.residualffn_modules sensai.torch.torch_models.seq.seq_models sensai.torch.torch_models.seq.seq_modules sensai.torch.torch_modules sensai.torch.torch_opt sensai.torch.torchtext sensai.tracking.azure_tracking sensai.tracking.clearml_tracking sensai.tracking.mlflow_tracking sensai.tracking.tracking_base sensai.util.aggregation sensai.util.cache sensai.util.cache_azure sensai.util.cache_mysql sensai.util.datastruct sensai.util.deprecation sensai.util.dtype sensai.util.hash sensai.util.helper sensai.util.io sensai.util.jscode sensai.util.logging sensai.util.math sensai.util.multiprocessing sensai.util.pandas sensai.util.pickle sensai.util.plot sensai.util.profiling sensai.util.sequences sensai.util.string sensai.util.test sensai.util.time sensai.util.typing sensai.util.version sensai.vector_model sensai.vectoriser sensai.xgboost module (EncoderDecoderVectorRegressionModel.EncoderDecoderModel attribute) (MultiLayerPerceptronTorchModel attribute) (ResidualFeedForwardNetworkTorchModel attribute) (TorchModelFromModule attribute) (TorchModelFromModuleFactory attribute) (VectorTorchModel attribute) MSELOSS (NNLossEvaluatorRegression.LossFunction attribute) MULTI_LATENT (TargetSequenceDecoderModule.PredictionMode attribute) multi_line_string() (CoordinateSpanningTree method) MULTI_OUTPUT (TargetSequenceDecoderModule.OutputMode attribute) MultiDataModelComparisonData (class in sensai.evaluation.eval_util) MultiDataModelEvaluation (class in sensai.evaluation.eval_util) MultiFeatureGenerator (class in sensai.featuregen.feature_generator) MultiLayerPerceptron (class in sensai.torch.torch_models.mlp.mlp_modules) MultiLayerPerceptronTorchModel (class in sensai.torch.torch_models.mlp.mlp_models) MultiLayerPerceptronVectorClassificationModel (class in sensai.torch.torch_models.mlp.mlp_models) MultiLayerPerceptronVectorRegressionModel (class in sensai.torch.torch_models.mlp.mlp_models) MultiVectorRegressionModel (class in sensai.multi_model) MySQLPersistentKeyValueCache (class in sensai.util.cache_mysql) MySQLPersistentKeyValueCache.ValueType (class in sensai.util.cache_mysql) N N_MAX_TRANSPARENCY (ScatterPlot attribute) N_MIN_TRANSPARENCY (ScatterPlot attribute) name (AdjustedMutualInfoScore attribute) (AdjustedRandScore attribute) (BinaryClassificationMetric attribute) (BinaryClassificationMetricF1Score attribute) (BinaryClassificationMetricPrecision attribute) (BinaryClassificationMetricPrecisionThreshold attribute) (BinaryClassificationMetricRecall attribute) (BinaryClassificationMetricRecallForPrecision attribute) (BinaryClassificationMetricRecallThreshold attribute) (CalinskiHarabaszScore attribute) (ClassificationMetric attribute) (ClassificationMetricAccuracy attribute) (ClassificationMetricAccuracyMaxProbabilityBeyondThreshold attribute) (ClassificationMetricAccuracyWithoutLabels attribute) (ClassificationMetricBalancedAccuracy attribute) (ClassificationMetricGeometricMeanOfTrueClassProbability attribute) (ClassificationMetricRelFreqMaxProbabilityBeyondThreshold attribute) (ClassificationMetricTopNAccuracy attribute) (ClusteringSupervisedMetric attribute) (ClusteringUnsupervisedMetric attribute) (DaviesBouldinScore attribute) (FowlkesMallowsScore attribute) (Metric attribute) (QuantileRegressionMetric attribute) (QuantileRegressionMetricAccuracyInConfidenceInterval attribute) (QuantileRegressionMetricConfidenceIntervalMeanSize attribute) (QuantileRegressionMetricConfidenceIntervalMedianSize attribute) (QuantileRegressionMetricRelFreqMaxSizeConfidenceInterval attribute) (RegressionMetric attribute) (RegressionMetricMAE attribute) (RegressionMetricMedianAE attribute) (RegressionMetricMSE attribute) (RegressionMetricPCC attribute) (RegressionMetricR2 attribute) (RegressionMetricRMSE attribute) (RegressionMetricRRSE attribute) (RegressionMetricStdDevAE attribute) (RemovedCommonNoiseSupervisedMetric attribute) (RemovedNoiseUnsupervisedMetric attribute) (SilhouetteScore attribute) (VMeasureScore attribute) Neighbor (class in sensai.nearest_neighbors) NeighborProvider (class in sensai.nearest_neighbors) NLL (NNLossEvaluatorClassification.LossFunction attribute) NNLossEvaluator (class in sensai.torch.torch_opt) NNLossEvaluator.Evaluation (class in sensai.torch.torch_opt) NNLossEvaluatorClassification (class in sensai.torch.torch_opt) NNLossEvaluatorClassification.LossFunction (class in sensai.torch.torch_opt) NNLossEvaluatorClassification.ValidationLossEvaluator (class in sensai.torch.torch_opt) NNLossEvaluatorFixedDim (class in sensai.torch.torch_opt) NNLossEvaluatorFixedDim.Evaluation (class in sensai.torch.torch_opt) NNLossEvaluatorFixedDim.ValidationLossEvaluator (class in sensai.torch.torch_opt) NNLossEvaluatorRegression (class in sensai.torch.torch_opt) NNLossEvaluatorRegression.LossFunction (class in sensai.torch.torch_opt) NNLossEvaluatorRegression.ValidationLossEvaluator (class in sensai.torch.torch_opt) NNOptimiser (class in sensai.torch.torch_opt) NNOptimiserParams (class in sensai.torch.torch_opt) NO_LATENT (TargetSequenceDecoderModule.LatentPassOnMode attribute) noise_cluster() (CoordinateEuclideanClusterer method) (EuclideanClusterer method) NOISE_SIZE (ClusterLabelsEvalStats attribute) noiseLabelsMask (ClusteringSupervisedEvalStats attribute) (ClusteringUnsupervisedEvalStats attribute) NONE (ActivationFunction attribute) (NormalisationMode attribute) (SequenceVectoriser.FittingMode attribute) NormalDistribution (class in sensai.util.math) NormalisationMode (class in sensai.normalisation) normalise() (TensorScaler method) (TensorScalerCentreAndScale method) (TensorScalerIdentity method) null() (JsValue static method) NUM_CLUSTERS (ClusterLabelsEvalStats attribute) num_clusters (EuclideanClusterer property) num_edges() (SpanningTree method) num_unfilled_entries() (DistanceMatrixDFCache method) NUMPY_ARRAY (Vectoriser.ResultType attribute) NumpyArrayJsonSerialiser (class in sensai.util.cache_azure) O object_repr() (in module sensai.util.string) open_connection() (SqliteConnectionManager class method) open_file() (S3Object method) optimise() (ParallelTempering method) (SimulatedAnnealing method) Optimiser (class in sensai.torch.torch_opt) or_regex_group() (in module sensai.util.string) orientation() (in module sensai.geoanalytics.geo_coords) original_value() (CostScaler method) output_dim (InputOutputData property) output_dim() (VectorDataUtil method) outputScaler (EncoderDecoderVectorRegressionModel.EncoderDecoderModel attribute) (MultiLayerPerceptronTorchModel attribute) (ResidualFeedForwardNetworkTorchModel attribute) (TorchModelFromModule attribute) (TorchModelFromModuleFactory attribute) (VectorTorchModel attribute) OutputTensorToArrayConverter (class in sensai.torch.torch_base) overlaps_with() (TimeInterval method) P PandasNamedTuple (class in sensai.util.typing) ParallelTempering (class in sensai.local_search) ParameterCombinationEquivalenceClassValueCache (class in sensai.hyperopt) ParameterCombinationSkipDecider (class in sensai.hyperopt) ParametersMetricsCollection (class in sensai.hyperopt) params (GridSearch.Result.BestParams attribute) path() (ResultWriter method) pause() (StopWatch method) pdf() (NormalDistribution method) perform_cross_validation() (ModelEvaluation method) perform_simple_evaluation() (ModelEvaluation method) PeriodicUpdateHook (class in sensai.util.cache) PersistentKeyValueCache (class in sensai.util.cache) PersistentList (class in sensai.util.cache) pickle_cached() (in module sensai.util.cache) pickle_hash() (in module sensai.util.hash) PickleAzureTableBlobBackend (class in sensai.util.cache_azure) PickleCached() (in module sensai.util.cache) PickleFailureDebugger (class in sensai.util.pickle) PickleLoadSaveMixin (class in sensai.util.cache) PicklePersistentKeyValueCache (class in sensai.util.cache) Plot (class in sensai.util.plot) plot() (ConfusionMatrix method) (CoordinateEuclideanClusterer method) (FeatureImportance method) (GeoDataFrameWrapper method) (PolygonAnnotatedCoordinates method) (SkLearnDecisionTreeVectorRegressionModel method) plot_all() (TrainingInfo method) plot_confusion_matrix() (ClassificationEvalStats method) plot_cost_progression() (ParallelTempering method) plot_counts() (BinaryClassificationProbabilityThresholdVariationData method) plot_distribution() (EvalStatsCollection method) plot_error_distribution() (RegressionEvalStats method) plot_feature_importance() (in module sensai.feature_importance) (ModelComparisonVisitorAggregatedFeatureImportance method) plot_graphviz_pdf() (SkLearnDecisionTreeVectorRegressionModel method) plot_heat_map() (EvalStatsCollection method) plot_heatmap_ground_truth_predictions() (RegressionEvalStats method) plot_matrix() (in module sensai.util.plot) plot_metric_values() (RFEResult method) plot_precision_recall() (BinaryClassificationProbabilityThresholdVariationData method) plot_precision_recall_curve() (ClassificationEvalStats method) plot_scatter() (EvalStatsCollection method) plot_scatter_ground_truth_predictions() (RegressionEvalStats method) plot_series() (SAChain method) PLTensorToScalarClassificationModel (class in sensai.pytorch_lightning.pl_models) PLTensorToScalarRegressionModel (class in sensai.pytorch_lightning.pl_models) PLTensorToTensorClassificationModel (class in sensai.pytorch_lightning.pl_models) PLTensorToTensorRegressionModel (class in sensai.pytorch_lightning.pl_models) PLWrappedModel (class in sensai.pytorch_lightning.pl_models) PolygonAnnotatedCoordinates (class in sensai.geoanalytics.geopandas.coordinate_clustering_ground_truth) pop() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue method) pop_all() (AzureLazyBatchCommitTable.PartitionCommandsPriorityQueue method) pprint() (ToStringMixin method) pprints() (ToStringMixin method) predict() (PLWrappedModel method) (TensorToScalarClassificationModel method) (TensorToScalarRegressionModel method) (TensorToTensorClassificationModel method) (TensorToTensorRegressionModel method) (VectorModel method) (VectorModelBase method) (VectorRegressionModel method) predict_class_probabilities() (TensorToTensorClassificationModel method) (VectorClassificationModel method) predict_confidence_intervals() (RandomForestQuantileRegressorVectorRegressionModel method) predict_start() (VectorModelWithSeparateFeatureGeneration method) PredictionEvalStats (class in sensai.evaluation.eval_stats.eval_stats_base) PredictorFactory (class in sensai.torch.torch_models.seq.seq_modules) PredictorProtocol (class in sensai.torch.torch_models.seq.seq_modules) pretty_string_repr() (in module sensai.util.string) PROBABILITIES (ClassificationOutputMode attribute) probability() (SAProbabilitySchedule method) (SATemperatureSchedule method) process_validation_batch() (NNLossEvaluator.Evaluation method) (NNLossEvaluatorFixedDim.Evaluation method) process_validation_result_batch() (NNLossEvaluatorClassification.ValidationLossEvaluator method) (NNLossEvaluatorFixedDim.ValidationLossEvaluator method) (NNLossEvaluatorRegression.ValidationLossEvaluator method) profiled() (in module sensai.util.profiling) PropertyLoader (class in sensai.util.cache_azure) provide_split() (TorchDataSetProvider method) (TorchDataSetProviderFromDataUtil method) (TorchDataSetProviderFromTorchtextDataSet method) (TorchDataSetProviderFromVectorDataUtil method) put() (S3Object method) Q QuantileRegressionMetric (class in sensai.sklearn_quantile) QuantileRegressionMetricAccuracyInConfidenceInterval (class in sensai.sklearn_quantile) QuantileRegressionMetricConfidenceIntervalMeanSize (class in sensai.sklearn_quantile) QuantileRegressionMetricConfidenceIntervalMedianSize (class in sensai.sklearn_quantile) QuantileRegressionMetricRelFreqMaxSizeConfidenceInterval (class in sensai.sklearn_quantile) R radius() (EuclideanClusterer.Cluster method) RandomForestQuantileRegressorVectorRegressionModel (class in sensai.sklearn_quantile) read_text_file_lines() (in module sensai.util.io) RecursiveFeatureElimination (class in sensai.feature_selection.rfe) RecursiveFeatureEliminationCV (class in sensai.feature_selection.rfe) reduce_float_precision() (in module sensai.util.test) reduce_float_precision_decimals() (in module sensai.util.math) register_factory() (FeatureGeneratorRegistry method) (VectoriserRegistry method) REGRESSION (LSTNetwork.Mode attribute) RegressionEvalStats (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvalStatsCollection (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvalStatsPlot (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvalStatsPlotCollector (class in sensai.evaluation.eval_util) RegressionEvalStatsPlotErrorDistribution (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvalStatsPlotHeatmapGroundTruthPredictions (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvalStatsPlotScatterGroundTruthPredictions (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionEvaluatorParams (class in sensai.evaluation.evaluator) RegressionMetric (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricMAE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricMedianAE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricMSE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricPCC (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricR2 (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricRMSE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricRRSE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionMetricStdDevAE (class in sensai.evaluation.eval_stats.eval_stats_regression) RegressionModelEvaluation (class in sensai.evaluation.eval_util) RegressionMultiDataModelComparisonData (class in sensai.evaluation.eval_util) RelativeBitwiseEqualityDistanceMetric (class in sensai.distance_metric) RelativeFrequencyCounter (class in sensai.util.aggregation) RELU (ActivationFunction attribute) remove_duplicate_index_entries() (in module sensai.util.pandas) remove_input_preprocessors() (VectorModel method) remove_log_handler() (in module sensai.util.logging) remove_log_handlers() (in module sensai.util.logging) remove_merges() (GreedyAgglomerativeClustering.WrappedCluster method) REMOVED_PARAMS (NNOptimiserParams attribute) RemovedCommonNoiseSupervisedMetric (class in sensai.evaluation.eval_stats.eval_stats_clustering) RemovedNoiseUnsupervisedMetric (class in sensai.evaluation.eval_stats.eval_stats_clustering) RENAMED_PARAMS (NNOptimiserParams attribute) requires_probabilities (BinaryClassificationMetricPrecisionThreshold attribute) (BinaryClassificationMetricRecallThreshold attribute) (ClassificationMetric attribute) (ClassificationMetricAccuracyMaxProbabilityBeyondThreshold attribute) (ClassificationMetricGeometricMeanOfTrueClassProbability attribute) (ClassificationMetricRelFreqMaxProbabilityBeyondThreshold attribute) (ClassificationMetricTopNAccuracy attribute) reset() (StopWatch method) ResidualFeedForwardNetwork (class in sensai.torch.torch_models.residualffn.residualffn_modules) ResidualFeedForwardNetworkTorchModel (class in sensai.torch.torch_models.residualffn.residualffn_models) ResidualFeedForwardNetworkVectorRegressionModel (class in sensai.torch.torch_models.residualffn.residualffn_models) restart() (StopWatch method) ResultWriter (class in sensai.util.io) resume() (StopWatch method) reverse_sigmoid() (in module sensai.local_search) (in module sensai.util.math) RFEResult (class in sensai.feature_selection.rfe) RFEStep (class in sensai.feature_selection.rfe) RMSPROP (Optimiser attribute) RnnEncoderFactory (class in sensai.torch.torch_models.seq.seq_modules) RnnEncoderModule (class in sensai.torch.torch_models.seq.seq_modules) RnnEncoderModule.RnnType (class in sensai.torch.torch_models.seq.seq_modules) RobustScaler() (SkLearnTransformerFactoryFactory static method) RPROP (Optimiser attribute) RuleBasedDataFrameTransformer (class in sensai.data_transformation.dft) RuleBasedFeatureGenerator (class in sensai.featuregen.feature_generator) RuleBasedTensoriser (class in sensai.torch.torch_data) RuleBasedVectorClassificationModel (class in sensai.vector_model) RuleBasedVectorClassificationModelEvaluator (class in sensai.evaluation.evaluator) RuleBasedVectorRegressionModel (class in sensai.vector_model) RuleBasedVectorRegressionModelEvaluator (class in sensai.evaluation.evaluator) run() (GridSearch method) (RecursiveFeatureElimination method) (RecursiveFeatureEliminationCV method) (SAHyperOpt method) run_cli() (in module sensai.util.logging) run_main() (in module sensai.util.logging) S S3Object (class in sensai.util.io) S3Object.OutputFile (class in sensai.util.io) SAChain (class in sensai.local_search) SACostValue (class in sensai.local_search) SACostValueNumeric (class in sensai.local_search) SAHyperOpt (class in sensai.hyperopt) SAHyperOpt.ParameterChangeOperator (class in sensai.hyperopt) SAHyperOpt.State (class in sensai.hyperopt) SAOperator (class in sensai.local_search) SAProbabilityFunction (class in sensai.local_search) SAProbabilityFunctionConstant (class in sensai.local_search) SAProbabilityFunctionLinear (class in sensai.local_search) SAProbabilityFunctionReverseSigmoid (class in sensai.local_search) SAProbabilitySchedule (class in sensai.local_search) SAState (class in sensai.local_search) SATemperatureSchedule (class in sensai.local_search) SATemperatureScheduleExponential (class in sensai.local_search) SATemperatureScheduleFixed (class in sensai.local_search) SATemperatureSchedulePower (class in sensai.local_search) SATemperatureScheduleReverseSigmoid (class in sensai.local_search) SATemperatureScheduleReverseSigmoidSymmetric (class in sensai.local_search) save() (CoordinateEuclideanClusterer.Cluster method) (DistanceMatrixDFCache method) (LoadSaveInterface method) (PickleLoadSaveMixin method) (PicklePersistentKeyValueCache method) (Plot method) save_results() (TorchAutoregressiveResultHandler method) SCALAR (Vectoriser.ResultType attribute) scaled_float() (CostScaler method) scaled_int() (CostScaler method) scaled_output() (TorchModel method) SCATTER_PLOT_POINT_COLOR (RegressionEvalStats attribute) ScatterPlot (class in sensai.util.plot) sensai.catboost module sensai.clustering.clustering_base module sensai.clustering.greedy_clustering module sensai.clustering.sklearn_clustering module sensai.columngen module sensai.data.dataset module sensai.data.io_data module sensai.data_transformation.dft module sensai.data_transformation.sklearn_transformer module sensai.data_transformation.value_transformation module sensai.distance_metric module sensai.ensemble.ensemble_base module sensai.ensemble.models module sensai.evaluation.crossval module sensai.evaluation.eval_stats.eval_stats_base module sensai.evaluation.eval_stats.eval_stats_classification module sensai.evaluation.eval_stats.eval_stats_clustering module sensai.evaluation.eval_stats.eval_stats_regression module sensai.evaluation.eval_util module sensai.evaluation.evaluator module sensai.evaluation.evaluator_clustering module sensai.evaluation.metric_computation module sensai.feature_importance module sensai.feature_selection.rfe module sensai.featuregen.feature_generator module sensai.featuregen.feature_generator_registry module sensai.geoanalytics.geo_clustering module sensai.geoanalytics.geo_coords module sensai.geoanalytics.geopandas.coordinate_clustering module sensai.geoanalytics.geopandas.coordinate_clustering_ground_truth module sensai.geoanalytics.geopandas.coordinates module sensai.geoanalytics.geopandas.geometry module sensai.geoanalytics.geopandas.graph module sensai.geoanalytics.local_coords module sensai.geoanalytics.map_tiles module sensai.hyperopt module sensai.lightgbm module sensai.local_search module sensai.minizinc module sensai.multi_model module sensai.naive_bayes module sensai.nearest_neighbors module sensai.normalisation module sensai.pytorch_lightning.pl_models module sensai.sklearn.sklearn_base module sensai.sklearn.sklearn_classification module sensai.sklearn.sklearn_regression module sensai.sklearn_quantile module sensai.tensor_model module sensai.tensorflow.tf_base module sensai.tensorflow.tf_mlp module sensai.torch.torch_base module sensai.torch.torch_data module sensai.torch.torch_enums module sensai.torch.torch_eval_util module sensai.torch.torch_models.lstnet.lstnet_models module sensai.torch.torch_models.lstnet.lstnet_modules module sensai.torch.torch_models.mlp.mlp_models module sensai.torch.torch_models.mlp.mlp_modules module sensai.torch.torch_models.residualffn.residualffn_models module sensai.torch.torch_models.residualffn.residualffn_modules module sensai.torch.torch_models.seq.seq_models module sensai.torch.torch_models.seq.seq_modules module sensai.torch.torch_modules module sensai.torch.torch_opt module sensai.torch.torchtext module sensai.tracking.azure_tracking module sensai.tracking.clearml_tracking module sensai.tracking.mlflow_tracking module sensai.tracking.tracking_base module sensai.util.aggregation module sensai.util.cache module sensai.util.cache_azure module sensai.util.cache_mysql module sensai.util.datastruct module sensai.util.deprecation module sensai.util.dtype module sensai.util.hash module sensai.util.helper module sensai.util.io module sensai.util.jscode module sensai.util.logging module sensai.util.math module sensai.util.multiprocessing module sensai.util.pandas module sensai.util.pickle module sensai.util.plot module sensai.util.profiling module sensai.util.sequences module sensai.util.string module sensai.util.test module sensai.util.time module sensai.util.typing module sensai.util.version module sensai.vector_model module sensai.vectoriser module sensai.xgboost module SequenceVectoriser (class in sensai.vectoriser) SequenceVectoriser.FittingMode (class in sensai.vectoriser) serialise() (NumpyArrayJsonSerialiser method) (Serialiser method) SerialisedPropertyLoader (class in sensai.util.cache_azure) Serialiser (class in sensai.util.cache_azure) session (TensorFlowSession attribute) set() (AzureTablePersistentKeyValueCache method) (DistanceMatrixDFCache method) (GreedyAgglomerativeGeoCoordClusterer.Matrix method) (InMemoryKeyValueCache method) (KeyValueCache method) (MySQLPersistentKeyValueCache method) (ParameterCombinationEquivalenceClassValueCache method) (PicklePersistentKeyValueCache method) (SqlitePersistentKeyValueCache method) set_clusterer() (GreedyAgglomerativeClustering.MergeCandidateDeterminationStrategy method) (GreedyAgglomerativeGeoCoordClusterer.MergeCandidateDeterminationStrategy method) set_configure_callback() (in module sensai.util.logging) set_data_splitter() (EvaluatorParams method) set_feature_generator() (VectorModel method) set_keras_session() (TensorFlowSession class method) set_module_bytes() (TorchModel method) set_name() (DataFrameTransformer method) (EvalStats method) (FeatureGenerator method) (Vectoriser method) (VectorModelBase method) set_normalisation_check_threshold() (TorchModel method) set_param() (DeferredParams method) set_params() (AbstractSkLearnVectorClassificationModel method) set_regex() (DFTNormalisation.Rule method) set_torch_module() (TorchModel method) set_tracked_experiment() (TrackingMixin method) (VectorModelEvaluator method) set_value_for_reference() (AzureTableBlobBackend method) (BlobPerKeyAzureTableBlobBackend method) setstate() (in module sensai.util.pickle) SGD (Optimiser attribute) shape() (DistanceMatrixDFCache method) SIGMOID (ActivationFunction attribute) sigmoid() (in module sensai.util.math) SilhouetteScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) SimulatedAnnealing (class in sensai.local_search) SINGLE_LATENT (TargetSequenceDecoderModule.PredictionMode attribute) SINGLE_OUTPUT (TargetSequenceDecoderModule.OutputMode attribute) SINGLE_OUTPUT_MEAN (TargetSequenceDecoderModule.OutputMode attribute) SingleColumnDistanceMetric (class in sensai.distance_metric) SingleTargetDecoderFactory (class in sensai.torch.torch_models.seq.seq_modules) SingleTargetDecoderModule (class in sensai.torch.torch_models.seq.seq_modules) size() (TorchDataSet method) (TorchDataSetFromDataFrames method) (TorchDataSetFromDataFramesDynamicallyTensorised method) (TorchDataSetFromTensors method) (TorchDataSetFromTorchtextDataSet method) SkLearnClustererProtocol (class in sensai.clustering.sklearn_clustering) SkLearnCoordinateClustering (class in sensai.geoanalytics.geopandas.coordinate_clustering) SkLearnDecisionTreeVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnDecisionTreeVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnDummyVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnEuclideanClusterer (class in sensai.clustering.sklearn_clustering) SkLearnExtraTreesVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnGeoCoordClusterer (class in sensai.geoanalytics.geo_clustering) SkLearnGradientBoostingVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnKNeighborsVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnKNeighborsVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnLinearLassoRegressionVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnLinearRegressionVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnLinearRidgeRegressionVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnLinearSVRVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnLogisticRegressionVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnMLPVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnMultiLayerPerceptronVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnMultinomialNBVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnRandomForestVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnRandomForestVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnSVCVectorClassificationModel (class in sensai.sklearn.sklearn_classification) SkLearnSVRVectorRegressionModel (class in sensai.sklearn.sklearn_regression) SkLearnTransformerFactoryFactory (class in sensai.data_transformation.sklearn_transformer) SkLearnTransformerProtocol (class in sensai.data_transformation.sklearn_transformer) slice() (SortedKeyValueStructure method) SlicedPicklePersistentList (class in sensai.util.cache) SMOOTHL1LOSS (NNLossEvaluatorRegression.LossFunction attribute) snapshot_compatible() (in module sensai.util.test) SOFTMAX (ActivationFunction attribute) solve_path() (MiniZincSolver method) solve_problem() (MiniZincSolver method) SortedKeysAndValues (class in sensai.util.datastruct) SortedKeyValuePairs (class in sensai.util.datastruct) SortedKeyValueStructure (class in sensai.util.datastruct) SortedValues (class in sensai.util.datastruct) SpanningTree (class in sensai.geoanalytics.geopandas.graph) split() (DataFrameSplitter method) (DataSplitter method) (DataSplitterFractional method) (DataSplitterFromDataFrameSplitter method) (DataSplitterFromSkLearnSplitter method) split_into_data_sets() (VectorDataUtil method) split_into_tensors() (DataUtil method) (LSTNetworkVectorClassificationModel.DataUtil method) (VectorDataUtil method) split_with_indices() (DataFrameSplitter static method) (DataSplitterFractional method) SqliteConnectionManager (class in sensai.util.cache) SqlitePersistentKeyValueCache (class in sensai.util.cache) SqlitePersistentKeyValueCache.KeyType (class in sensai.util.cache) SqlitePersistentList (class in sensai.util.cache) squared_distance_to() (GeoCoord method) STANDARDISED (NormalisationMode attribute) StandardScaler() (SkLearnTransformerFactoryFactory static method) start() (LogTime method) (StopWatchManager method) start_epoch() (NNLossEvaluator.Evaluation method) (NNLossEvaluatorFixedDim.Evaluation method) start_evaluation() (NNLossEvaluator method) (NNLossEvaluatorFixedDim method) start_validation_collection() (NNLossEvaluatorClassification.ValidationLossEvaluator method) (NNLossEvaluatorFixedDim.ValidationLossEvaluator method) (NNLossEvaluatorRegression.ValidationLossEvaluator method) STDDEV_SIZE (ClusterLabelsEvalStats attribute) step() (SAChain method) stop() (LogTime method) (StopWatchManager method) StopWatch (class in sensai.util.logging) StopWatchManager (class in sensai.util.logging) str_hash() (in module sensai.util.hash) str_sklearn_model() (in module sensai.sklearn.sklearn_base) STRING (SqlitePersistentKeyValueCache.KeyType attribute) string_value() (JsValue static method) StringConverter (class in sensai.util.string) summary_df() (EuclideanClusterer method) summary_dict() (EuclideanClusterer.Cluster method) (SpanningTree method) T TagBuilder (class in sensai.util.string) TANH (ActivationFunction attribute) TargetSequenceDecoderFactory (class in sensai.torch.torch_models.seq.seq_modules) TargetSequenceDecoderModule (class in sensai.torch.torch_models.seq.seq_modules) TargetSequenceDecoderModule.LatentPassOnMode (class in sensai.torch.torch_models.seq.seq_modules) TargetSequenceDecoderModule.OutputMode (class in sensai.torch.torch_models.seq.seq_modules) TargetSequenceDecoderModule.PredictionMode (class in sensai.torch.torch_models.seq.seq_modules) tell() (ParameterCombinationSkipDecider method) temperature() (SAProbabilitySchedule method) (SATemperatureSchedule method) (SATemperatureScheduleExponential method) (SATemperatureScheduleFixed method) (SATemperatureSchedulePower method) (SATemperatureScheduleReverseSigmoid method) TensorFlowSession (class in sensai.tensorflow.tf_base) tensorise() (Tensoriser method) Tensoriser (class in sensai.torch.torch_data) TensoriserClassLabelIndices (class in sensai.torch.torch_data) TensoriserDataFrameFloatValuesMatrix (class in sensai.torch.torch_data) TensorModel (class in sensai.tensor_model) TensorScaler (class in sensai.torch.torch_data) TensorScalerCentreAndScale (class in sensai.torch.torch_data) TensorScalerFromDFTSkLearnTransformer (class in sensai.torch.torch_data) TensorScalerFromVectorDataScaler (class in sensai.torch.torch_data) TensorScalerIdentity (class in sensai.torch.torch_data) TensorToScalarClassificationModel (class in sensai.tensor_model) TensorToScalarRegressionModel (class in sensai.tensor_model) TensorToTensorClassificationModel (class in sensai.tensor_model) TensorToTensorRegressionModel (class in sensai.tensor_model) TensorTransformer (class in sensai.torch.torch_data) TensorTuple (class in sensai.torch.torch_data) TextDumpAzureTableBlobBackend (class in sensai.util.cache_azure) time_delta() (TimeInterval method) time_of_day() (in module sensai.util.time) timed() (in module sensai.util.profiling) TimeInterval (class in sensai.util.time) TimerangeNeighborsProvider (class in sensai.nearest_neighbors) title() (Plot method) to_2d_array() (in module sensai.data_transformation.sklearn_transformer) to_data_frame() (EvalStatsCollection method) to_df() (InputOutputData method) to_dft() (FeatureGenerator method) to_feature_generator() (ColumnGenerator method) (DataFrameTransformer method) to_float_array() (in module sensai.util.dtype) to_geodf() (CoordinateEuclideanClusterer method) (CoordinateEuclideanClusterer.Cluster method) (CoordinateSpanningTree method) (GeoDataFrameWrapper method) (PolygonAnnotatedCoordinates method) to_hex() (Color method) to_placeholder_rule() (DFTNormalisation.RuleTemplate method) to_rule() (DFTNormalisation.RuleTemplate method) to_string() (in module sensai.util.string) (StringConverter method) to_tensor() (in module sensai.torch.torch_data) to_torch_data_loader() (InputOutputArrays method) torch_function_from_any() (ActivationFunction class method) TorchAutoregressiveResultHandler (class in sensai.torch.torch_base) TorchDataSet (class in sensai.torch.torch_data) TorchDataSetFromDataFrames (class in sensai.torch.torch_data) TorchDataSetFromDataFramesDynamicallyTensorised (class in sensai.torch.torch_data) TorchDataSetFromDataFramesPreTensorised (class in sensai.torch.torch_data) TorchDataSetFromTensors (class in sensai.torch.torch_data) TorchDataSetFromTorchtextDataSet (class in sensai.torch.torchtext) TorchDataSetProvider (class in sensai.torch.torch_data) TorchDataSetProviderFactory (class in sensai.torch.torch_base) TorchDataSetProviderFactoryClassificationDefault (class in sensai.torch.torch_base) TorchDataSetProviderFactoryRegressionDefault (class in sensai.torch.torch_base) TorchDataSetProviderFromDataUtil (class in sensai.torch.torch_data) TorchDataSetProviderFromTorchtextDataSet (class in sensai.torch.torchtext) TorchDataSetProviderFromVectorDataUtil (class in sensai.torch.torch_data) TorchModel (class in sensai.torch.torch_base) TorchModelFactoryFromModule (class in sensai.torch.torch_base) TorchModelFittingStrategy (class in sensai.torch.torch_base) TorchModelFittingStrategyDefault (class in sensai.torch.torch_base) TorchModelFromModule (class in sensai.torch.torch_base) TorchModelFromModuleFactory (class in sensai.torch.torch_base) TorchtextDataSetFromDataFrame (class in sensai.torch.torchtext) TorchVectorClassificationModel (class in sensai.torch.torch_base) TorchVectorRegressionModel (class in sensai.torch.torch_base) TorchVectorRegressionModelEvaluationUtil (class in sensai.torch.torch_eval_util) TOSTRING_INCLUDE_PREPROCESSORS (VectorModel attribute) ToStringMixin (class in sensai.util.string) total_epochs (TorchModel property) total_weight() (SpanningTree method) track_change() (DataFrameColumnChangeTracker method) track_figure() (ClearMLTrackingContext method) (DummyTrackingContext method) (MLFlowTrackingContext method) (TrackingContext method) track_metrics() (TrackingContext method) (VectorModelCrossValidationData method) track_tag() (MLFlowTrackingContext method) track_text() (ClearMLTrackingContext method) (DummyTrackingContext method) (MLFlowTrackingContext method) (TrackingContext method) track_values() (TrackedExperiment method) tracked_experiment (TrackingMixin property) TrackedAzureMLEvaluation (class in sensai.tracking.azure_tracking) TrackedAzureMLExperiment (class in sensai.tracking.azure_tracking) TrackedExperiment (class in sensai.tracking.tracking_base) TrackingContext (class in sensai.tracking.tracking_base) TrackingMixin (class in sensai.tracking.tracking_base) TrainingContext (class in sensai.vector_model) TrainingInfo (class in sensai.torch.torch_opt) trainingInfo (EncoderDecoderVectorRegressionModel.EncoderDecoderModel attribute) (MultiLayerPerceptronTorchModel attribute) (ResidualFeedForwardNetworkTorchModel attribute) (TorchModelFromModule attribute) (TorchModelFromModuleFactory attribute) (VectorTorchModel attribute) transform() (ManualScaler method) (SkLearnTransformerProtocol method) (TensorTransformer method) (ValueOneHotEncoder method) Trivalent (class in sensai.util.datastruct) TRUE (Trivalent attribute) ts_next_month() (in module sensai.util.time) tuple() (TensorTuple method) U UNDEFINED (DeferredParams attribute) undefined() (JsValue static method) UNIQUE (SequenceVectoriser.FittingMode attribute) UNKNOWN (Trivalent attribute) UNNORMALISED_LOG_PROBABILITIES (ClassificationOutputMode attribute) unset_tracked_experiment() (TrackingMixin method) UNSET_VALUE (GreedyAgglomerativeGeoCoordClusterer.Matrix attribute) URL (DataSetClassificationTitanicSurvival attribute) V validate_coordinates() (in module sensai.geoanalytics.geopandas.coordinates) value() (SACostValue method) (SACostValueNumeric method) value_for_index() (SortedKeyValuePairs method) value_slice() (SortedKeyValuePairs method) (SortedValues method) value_slice_inner() (in module sensai.util.sequences) (SortedKeysAndValues method) value_slice_outer() (in module sensai.util.sequences) (SortedKeysAndValues method) ValueOneHotEncoder (class in sensai.data_transformation.value_transformation) VectorClassificationModel (class in sensai.vector_model) VectorClassificationModelCrossValidationData (class in sensai.evaluation.crossval) VectorClassificationModelCrossValidator (class in sensai.evaluation.crossval) VectorClassificationModelEvaluationData (class in sensai.evaluation.evaluator) VectorClassificationModelEvaluator (class in sensai.evaluation.evaluator) VectorClassificationModelEvaluatorParams (class in sensai.evaluation.evaluator) VectorDataScaler (class in sensai.normalisation) VectorDataUtil (class in sensai.torch.torch_data) Vectoriser (class in sensai.vectoriser) Vectoriser.ResultType (class in sensai.vectoriser) VectoriserRegistry (class in sensai.vectoriser) VectorModel (class in sensai.vector_model) VectorModelBase (class in sensai.vector_model) VectorModelCrossValidationData (class in sensai.evaluation.crossval) VectorModelCrossValidator (class in sensai.evaluation.crossval) VectorModelCrossValidatorParams (class in sensai.evaluation.crossval) VectorModelEvaluationData (class in sensai.evaluation.evaluator) VectorModelEvaluator (class in sensai.evaluation.evaluator) VectorModelFittableBase (class in sensai.vector_model) VectorModelWithSeparateFeatureGeneration (class in sensai.util.multiprocessing) VectorModelWithSeparateFeatureGeneration.IntermediateFittingStep (class in sensai.util.multiprocessing) VectorModelWithSeparateFeatureGeneration.PredictFinaliser (class in sensai.util.multiprocessing) VectorRegressionModel (class in sensai.vector_model) VectorRegressionModelCrossValidationData (class in sensai.evaluation.crossval) VectorRegressionModelCrossValidator (class in sensai.evaluation.crossval) VectorRegressionModelEvaluationData (class in sensai.evaluation.evaluator) VectorRegressionModelEvaluator (class in sensai.evaluation.evaluator) VectorRegressionModelEvaluatorParams (class in sensai.evaluation.evaluator) VectorTorchModel (class in sensai.torch.torch_base) Version (class in sensai.util.version) visit() (ModelComparisonVisitor method) (ModelComparisonVisitorAggregatedFeatureImportance method) VMeasureScore (class in sensai.evaluation.eval_stats.eval_stats_clustering) W WeightedMean (class in sensai.util.aggregation) with_alternative() (TagBuilder method) with_autoregressive_result_handler() (TorchVectorRegressionModel method) with_component() (TagBuilder method) with_conditional() (TagBuilder method) with_data_frame_splitter() (TorchVectorClassificationModel method) (TorchVectorRegressionModel method) with_feature_collector() (VectorModel method) with_feature_generator() (VectorModel method) with_feature_transformers() (VectorModel method) with_input_tensoriser() (TorchVectorClassificationModel method) (TorchVectorRegressionModel method) with_input_transformers() (VectorModel method) with_name() (DataFrameTransformer method) (VectorModelBase method) with_normalisation_check_threshold() (TorchVectorClassificationModel method) (TorchVectorRegressionModel method) with_output_tensor_to_array_converter() (TorchVectorRegressionModel method) with_output_tensoriser() (TorchVectorClassificationModel method) (TorchVectorRegressionModel method) with_output_transformers() (VectorRegressionModel method) with_raw_input_transformers() (VectorModel method) with_sklearn_input_transformer() (AbstractSkLearnVectorClassificationModel method) (AbstractSkLearnVectorRegressionModel method) with_sklearn_output_transformer() (AbstractSkLearnVectorRegressionModel method) with_target_transformer() (VectorRegressionModel method) with_torch_data_set_provider_factory() (TorchVectorClassificationModel method) (TorchVectorRegressionModel method) worstValue (AdjustedRandScore attribute) (DaviesBouldinScore attribute) (RemovedCommonNoiseSupervisedMetric attribute) (RemovedNoiseUnsupervisedMetric attribute) (SilhouetteScore attribute) write() (S3Object.OutputFile method) write_data_frame_csv_file() (ResultWriter method) write_data_frame_text_file() (ResultWriter method) write_figure() (ResultWriter method) write_figures() (ResultWriter method) write_pickle() (ResultWriter method) write_property_value() (BlobBackedPropertyLoader method) (BlobBackedSerialisedPropertyLoader method) (PropertyLoader method) (SerialisedPropertyLoader method) write_text_file() (ResultWriter method) write_text_file_lines() (in module sensai.util.io) (ResultWriter method) X XGBGradientBoostedVectorClassificationModel (class in sensai.xgboost) XGBGradientBoostedVectorRegressionModel (class in sensai.xgboost) XGBRandomForestVectorClassificationModel (class in sensai.xgboost) XGBRandomForestVectorRegressionModel (class in sensai.xgboost) xlabel() (Plot method) xlim() (Plot method) xtick() (Plot method) xtick_major() (Plot method) xtick_minor() (Plot method) Y ylabel() (Plot method) ylim() (Plot method) ytick_major() (Plot method)
