List of all items
Structs
- AblationAnalyzer
- AblationConfig
- AblationResult
- AdaptationConfig
- AdaptiveAllocationConfig
- AdaptiveEarlyStopping
- AdaptiveFidelitySelector
- AdaptiveResourceAllocator
- AdversarialStatistics
- AdversarialValidationConfig
- AdversarialValidationResult
- AdversarialValidator
- AleatoricUncertaintyConfig
- AleatoricUncertaintyQuantifier
- AleatoricUncertaintyResult
- AlgorithmSelectionResult
- AlgorithmSpec
- AllocationPlan
- AllocationStatistics
- ArchitectureEvaluation
- ArchitectureSearchSpace
- AutoFeatureEngineer
- AutoFeatureEngineering
- AutoMLAlgorithmSelector
- AutoMLConfig
- AutoMLDatasetCharacteristics
- AutoMLPipeline
- AutoMLPipelineConfig
- AutoMLPipelineResult
- BMAConfig
- BMAResult
- BMA_Averager
- BMA_ModelInfo
- BayesSearchCV
- BayesSearchConfig
- BayesianModelSelectionResult
- BayesianModelSelector
- BayesianModelSelector_BA
- BiasVarianceAnalyzer
- BiasVarianceConfig
- BiasVarianceResult
- BlockCrossValidator
- BlockedTemporalCV
- BlockedTimeSeriesCV
- BootstrapCV
- BudgetAllocator
- CVConfig
- CVModelScore
- CVModelSelectionConfig
- CVModelSelectionResult
- CVModelSelector
- CategoricalParameter
- ClassStatistics
- ClosureScorer
- ClusterInfo
- CoarseToFineConfig
- CoarseToFineOptimizer
- CoarseToFineResult
- ComplexityAnalysisConfig
- ComplexityAnalysisResult
- ComplexityMeasures
- ComprehensiveImportanceResult
- ComputationalConstraints
- ConditionalParameter
- ConfigAllocation
- ConfigManager
- ConfigurationWithPerformance
- ConformalPredictionConfig
- ConformalPredictionResult
- ConformalPredictor
- ConsoleProgressCallback
- ConvergenceMetrics
- CoverageStatistics
- CrossValidateResult
- CrossValidatedIC
- CustomCrossValidator
- DataChunk
- DatasetCharacteristics
- DistributionShiftMetrics
- DiversityAnalysis
- DiversityMeasures
- DriftDetectionConfig
- DriftDetectionResult
- DriftDetector
- DriftEvent
- DriftStatistics
- ESConfig
- EarlyStoppingConfig
- EarlyStoppingMonitor
- EfficiencyMetrics
- EnhancedScorer
- EnsembleEvaluationConfig
- EnsembleEvaluationResult
- EnsembleEvaluator
- EnsembleModelInfo
- EnsemblePerformance
- EnsemblePerformanceMetrics
- EnsembleSelectionConfig
- EnsembleSelectionResult
- EnsembleSelector
- EpistemicUncertaintyConfig
- EpistemicUncertaintyQuantifier
- EpistemicUncertaintyResult
- Evaluation
- EvaluationRecord
- EvaluationResult
- ExperienceReplayBuffer
- ExperienceReplayConfig
- FANOVAAnalyzer
- FANOVAConfig
- FANOVAResult
- FeatureEngineeringResult
- FeatureStatistics
- FewShotConfig
- FewShotOptimizer
- FewShotResult
- FidelityEvaluation
- FixedThresholdClassifier
- GeneratedFeature
- GridSearchCV
- GridSearchResults
- GroupKFold
- GroupShuffleSplit
- HalvingGridSearch
- HalvingGridSearchConfig
- HalvingGridSearchResults
- HalvingRandomSearchCV
- HierarchicalCrossValidator
- HierarchicalSplit
- HierarchicalValidationConfig
- HierarchicalValidationResult
- HookManager
- HyperparameterImportanceAnalyzer
- ICModelComparisonResult
- ImbalancedCrossValidator
- ImbalancedSplit
- ImbalancedValidationConfig
- ImbalancedValidationResult
- IncrementalEvaluationConfig
- IncrementalEvaluationResult
- IncrementalEvaluator
- InformationCriterionCalculator
- InformationCriterionResult
- JackknifeConformalPredictor
- KFold
- LabelStatistics
- Learn2OptimizeConfig
- Learn2OptimizeResult
- LearnedOptimizer
- LearningCurveResult
- LeaveOneGroupOut
- LeaveOneOut
- LeaveOneRegionOut
- LeavePGroupsOut
- LeavePOut
- LoggingHook
- MemberContribution
- MemoryEfficiencyStats
- MemoryEfficientConfig
- MemoryEfficientCrossValidator
- MemoryPool
- MemorySnapshot
- MemoryTracker
- MetaLearningConfig
- MetaLearningEngine
- MetaLearningRecommendation
- MetaOptimizationExperience
- MetaOptimizationTask
- MetaParameterRange
- MetaTaskCharacteristics
- MetricRegistry
- MiddlewarePipeline
- ModelComparisonPair
- ModelComparisonResult
- ModelComplexityAnalyzer
- ModelEvidenceData
- ModelPerformance
- ModelRanking
- ModelSelectionConfig
- MonteCarloCV
- MultiFidelityConfig
- MultiFidelityOptimizer
- MultiFidelityResult
- MultiLabelCrossValidator
- MultiLabelSplit
- MultiLabelValidationConfig
- MultiLabelValidationResult
- MultiObjectiveAnalysis
- NASConfig
- NASOptimizer
- NASResult
- NestedCVResult
- NeuralArchitecture
- NoiseConfig
- NoiseInjector
- NoiseStatistics
- NormalizationMiddleware
- OODConfidenceIntervals
- OODValidationConfig
- OODValidationResult
- OODValidator
- OptiConfig
- OptimizationExperience_Advanced
- OptimizationHistory
- OptimizationRecord
- OptimizationStatistics
- OutOfBagScores
- OverfittingDetector
- ParallelOptimizationConfig
- ParallelOptimizationResult
- ParallelOptimizer
- ParameterImportanceAnalyzer
- ParameterSensitivity
- ParameterSpace
- PerformanceSnapshot
- PermutationTestResult
- PluginConfig
- PluginFactory
- PluginOptimizationHistory
- PluginParameterConstraints
- PluginRegistry
- PredefinedSplit
- ProgressReportingConfig
- ProgressiveAllocationConfig
- ProgressiveAllocator
- ProgressivePerformance
- PurgedGroupTimeSeriesSplit
- RandomizedSearchCV
- RankedAlgorithm
- ReliabilityDiagram
- ReliabilityMetrics
- RepeatedKFold
- RepeatedStratifiedKFold
- ReplayResult
- ResourceConfig
- ResourceConfiguration
- ResourceUtilization
- RobustnessMetrics
- RobustnessTestResult
- SHAPAnalyzer
- SHAPConfig
- SHAPResult
- SampleBiasVariance
- ScenarioResult
- ScoreConfig
- ScorerRegistry
- ScoringConfig
- ScoringResult
- SeasonalCrossValidator
- SensitivityAnalyzer
- SensitivityConfig
- SensitivityResult
- ShuffleSplit
- SignificanceTestResult
- SpatialCoordinate
- SpatialCrossValidator
- SpatialValidationConfig
- StabilityAnalysis
- StatisticalMeasures
- StatisticalTestResult
- StratifiedGroupKFold
- StratifiedKFold
- StratifiedRegressionKFold
- StratifiedShuffleSplit
- StreamingDataReader
- StreamingEvaluationResult
- StreamingStatistics
- TPEConfig
- TPEOptimizer
- TargetStatistics
- TemporalCrossValidator
- TemporalValidationConfig
- ThresholdOptimizationResult
- TimeSeriesSplit
- TransferLearning
- TransferLearningConfig
- TransferLearningOptimizer
- TransferResult
- TransformationInfo
- TunedThresholdClassifierCV
- TunedThresholdClassifierCVTrained
- UncertaintyComponents
- UncertaintyDecomposition
- UncertaintyQuantificationConfig
- UncertaintyQuantificationResult
- UncertaintyQuantifier
- ValidationCurveResult
- WarmStartConfig
- WarmStartInitializer
- WorkerStatistics
- WorstCaseScenarioGenerator
- WorstCaseValidationConfig
- WorstCaseValidationResult
- WorstCaseValidator
Enums
- AcquisitionFunction
- AdaptationCriterion
- AdaptiveFidelityStrategy
- AdversarialAttackMethod
- AdversarialMethod
- AleatoricUncertaintyMethod
- AlgorithmFamily
- AllocationStrategy
- AutoMLStage
- BatchAcquisitionStrategy
- BayesAcquisitionFunction
- BayesParamDistribution
- BudgetAllocationStrategy
- CalibrationMethod
- CoarseToFineStrategy
- CommunicationProtocol
- ComplexityMeasure
- ComplexityRecommendation
- ConceptDriftHandling
- ConfigError
- CorrelationModel
- CorruptionType
- CostModel
- DistanceMethod
- DistributionShiftType
- DiversityMeasure
- DriftDetectionMethod
- DriftDetectorType
- DriftPattern
- DriftType
- EarlyStoppingStrategy
- EnsembleEvaluationStrategy
- EnsembleStrategy
- EpistemicUncertaintyMethod
- ErrorHandlingStrategy
- EvidenceEstimationMethod
- EvidenceMethod
- FeatureEngineeringStrategy
- FeatureSelectionMethod
- FeatureTransformationType
- FeatureType
- FewShotAlgorithm
- FidelityLevel
- FidelityProgression
- FidelitySelectionMethod
- FoldUpdateStrategy
- GridParameterValue
- GroupStrategy
- HierarchicalStrategy
- HookError
- ImbalancedStrategy
- ImportanceWeightingMethod
- IncrementalEvaluationStrategy
- InformationCriterion
- LoadBalancingStrategy
- MemoryError
- MetaLearningStrategy
- MetricError
- MiddlewareError
- MissingPattern
- ModelSelectionCriteria
- MultiFidelityStrategy
- MultiLabelStrategy
- MultipleTestingCorrection
- NASStrategy
- NoisePattern
- NoiseType
- NonconformityMethod
- OODDetectionMethod
- OptimizationLevel
- OptimizationMetric
- OptimizerArchitecture
- ParallelStrategy
- ParameterConstraint
- ParameterDefinition
- ParameterDistribution
- ParameterScale
- ParameterValue
- PluginError
- PriorType
- PrioritizationStrategy
- ProgressiveAllocationStrategy
- ReplaySamplingStrategy
- SamplingStrategy
- Scoring
- SimilarityMetric
- SpatialClusteringMethod
- StabilityMetric
- StopReason
- SurrogateModel
- SynchronizationStrategy
- TaskType
- TransferMethod
- TransferStrategy
- UncertaintyDecompositionMethod
- WarmStartStrategy
- WorstCaseScenario
Traits
- AutoMLProgressCallback
- CrossValidator
- CustomMetric
- CustomScorer
- EarlyStoppingCallback
- OptimizationHook
- OptimizationLearner
- OptimizationMiddleware
- OptimizerPlugin
- RegressionCrossValidator
Functions
- analyze_model_complexity
- analyze_parameter_sensitivity
- automl
- automl_with_budget
- bayesian_model_average
- bias_variance_decompose
- compute_shap_importance
- cross_val_predict
- cross_val_score
- cross_validate
- cv_select_model
- detect_overfitting_learning_curve
- engineer_features
- evaluate_ensemble
- evaluate_incremental_stream
- friedman_test
- hierarchical_cross_validate
- imbalanced_cross_validate
- learning_curve
- mcnemar_test
- memory_efficient_cross_validate
- meta_learning_recommend
- multi_fidelity_optimize
- multilabel_cross_validate
- multiple_model_comparison
- nemenyi_post_hoc_test
- nested_cross_validate
- optimize_threshold
- paired_t_test
- paired_ttest
- parallel_optimize
- permutation_test_score
- quantify_aleatoric_uncertainty
- quantify_epistemic_uncertainty
- quantify_uncertainty
- robustness_test
- select_best_algorithm
- select_ensemble
- train_test_split
- validate_ood
- validation_curve
- wilcoxon_signed_rank_test
- worst_case_validate