Module ml

Module ml 

Source
Expand description

Machine learning and AutoML configuration for monitoring.

Structs§

AlertThresholds
Alert thresholds
ArtifactStorageConfig
Artifact storage configuration
AuthConfig
Authentication configuration
AutoMLConfig
AutoML configuration for monitoring optimization
AutoMLCrossValidationConfig
AutoML cross-validation configuration
CompressionConfig
Compression configuration
DataDriftConfig
Data drift configuration
EarlyStoppingConfig
Early stopping configuration
HyperparameterOptimizationConfig
Hyperparameter optimization configuration
MetadataConfig
Metadata configuration
MetadataField
Metadata field
ModelAlertConfig
Model alert configuration
ModelDeploymentConfig
Model deployment configuration
ModelDriftConfig
Model drift configuration
ModelMonitoringConfig
Model monitoring configuration
ModelRegistryConfig
Model registry configuration
ModelSelectionConfig
Model selection configuration
OptimizationBudget
Optimization budget
ParameterConstraint
Parameter constraint
ParameterDefinition
Parameter definition
PerformanceMonitoringConfig
Performance monitoring configuration
PerformanceThresholds
Performance thresholds
RegistryConnection
Registry connection
ResourceLimits
Resource limits
RollbackConfig
Rollback configuration
SearchSpaceConfig
Search space configuration
VersioningConfig
Versioning configuration

Enums§

AuthMethod
Authentication methods
AutoMLTask
AutoML tasks
CompressionAlgorithm
Compression algorithms
ConstraintType
Constraint types
CrossValidationMethod
Cross-validation methods
DeploymentStrategy
Deployment strategies
DriftDetectionMethod
Drift detection methods
EvaluationMetric
Evaluation metrics
MetadataFieldType
Metadata field types
ModelAlertType
Model alert types
ModelFamily
Model families
OptimizationMethod
Optimization methods
ParameterType
Parameter types
PerformanceMetric
Performance metrics
RegistryType
Registry types
RetrainTrigger
Retrain triggers
RollbackStrategy
Rollback strategies
RollbackTrigger
Rollback triggers
SelectionCriterion
Selection criteria
StorageBackend
Storage backends
VersionScheme
Version schemes