| Class | Description |
|---|---|
| AddTagsRequest | |
| AddTagsResult | |
| AlgorithmSpecification |
Specifies the training algorithm to use in a CreateTrainingJob request.
|
| CategoricalParameterRange |
A list of categorical hyperparameters to tune.
|
| Channel |
A channel is a named input source that training algorithms can consume.
|
| ContainerDefinition |
Describes the container, as part of model definition.
|
| ContinuousParameterRange |
A list of continuous hyperparameters to tune.
|
| CreateEndpointConfigRequest | |
| CreateEndpointConfigResult | |
| CreateEndpointRequest | |
| CreateEndpointResult | |
| CreateHyperParameterTuningJobRequest | |
| CreateHyperParameterTuningJobResult | |
| CreateModelRequest | |
| CreateModelResult | |
| CreateNotebookInstanceLifecycleConfigRequest | |
| CreateNotebookInstanceLifecycleConfigResult | |
| CreateNotebookInstanceRequest | |
| CreateNotebookInstanceResult | |
| CreatePresignedNotebookInstanceUrlRequest | |
| CreatePresignedNotebookInstanceUrlResult | |
| CreateTrainingJobRequest | |
| CreateTrainingJobResult | |
| CreateTransformJobRequest | |
| CreateTransformJobResult | |
| DataSource |
Describes the location of the channel data.
|
| DeleteEndpointConfigRequest | |
| DeleteEndpointConfigResult | |
| DeleteEndpointRequest | |
| DeleteEndpointResult | |
| DeleteModelRequest | |
| DeleteModelResult | |
| DeleteNotebookInstanceLifecycleConfigRequest | |
| DeleteNotebookInstanceLifecycleConfigResult | |
| DeleteNotebookInstanceRequest | |
| DeleteNotebookInstanceResult | |
| DeleteTagsRequest | |
| DeleteTagsResult | |
| DeployedImage |
Gets the Amazon EC2 Container Registry path of the docker image of the model that is hosted in this
ProductionVariant.
|
| DescribeEndpointConfigRequest | |
| DescribeEndpointConfigResult | |
| DescribeEndpointRequest | |
| DescribeEndpointResult | |
| DescribeHyperParameterTuningJobRequest | |
| DescribeHyperParameterTuningJobResult | |
| DescribeModelRequest | |
| DescribeModelResult | |
| DescribeNotebookInstanceLifecycleConfigRequest | |
| DescribeNotebookInstanceLifecycleConfigResult | |
| DescribeNotebookInstanceRequest | |
| DescribeNotebookInstanceResult | |
| DescribeTrainingJobRequest | |
| DescribeTrainingJobResult | |
| DescribeTransformJobRequest | |
| DescribeTransformJobResult | |
| DesiredWeightAndCapacity |
Specifies weight and capacity values for a production variant.
|
| EndpointConfigSummary |
Provides summary information for an endpoint configuration.
|
| EndpointSummary |
Provides summary information for an endpoint.
|
| FinalHyperParameterTuningJobObjectiveMetric |
Shows the final value for the objective metric for a training job that was launched by a hyperparameter tuning job.
|
| HyperParameterAlgorithmSpecification |
Specifies which training algorithm to use for training jobs that a hyperparameter tuning job launches and the metrics
to monitor.
|
| HyperParameterTrainingJobDefinition |
Defines the training jobs launched by a hyperparameter tuning job.
|
| HyperParameterTrainingJobSummary |
Specifies summary information about a training job.
|
| HyperParameterTuningJobConfig |
Configures a hyperparameter tuning job.
|
| HyperParameterTuningJobObjective |
Defines the objective metric for a hyperparameter tuning job.
|
| HyperParameterTuningJobSummary |
Provides summary information about a hyperparameter tuning job.
|
| HyperParameterTuningJobWarmStartConfig |
Specifies the configuration for a hyperparameter tuning job that uses one or more previous hyperparameter tuning jobs
as a starting point.
|
| IntegerParameterRange |
For a hyperparameter of the integer type, specifies the range that a hyperparameter tuning job searches.
|
| ListEndpointConfigsRequest | |
| ListEndpointConfigsResult | |
| ListEndpointsRequest | |
| ListEndpointsResult | |
| ListHyperParameterTuningJobsRequest | |
| ListHyperParameterTuningJobsResult | |
| ListModelsRequest | |
| ListModelsResult | |
| ListNotebookInstanceLifecycleConfigsRequest | |
| ListNotebookInstanceLifecycleConfigsResult | |
| ListNotebookInstancesRequest | |
| ListNotebookInstancesResult | |
| ListTagsRequest | |
| ListTagsResult | |
| ListTrainingJobsForHyperParameterTuningJobRequest | |
| ListTrainingJobsForHyperParameterTuningJobResult | |
| ListTrainingJobsRequest | |
| ListTrainingJobsResult | |
| ListTransformJobsRequest | |
| ListTransformJobsResult | |
| MetricData |
The name, value, and date and time of a metric that was emitted to Amazon CloudWatch.
|
| MetricDefinition |
Specifies a metric that the training algorithm writes to
stderr or stdout. |
| ModelArtifacts |
Provides information about the location that is configured for storing model artifacts.
|
| ModelSummary |
Provides summary information about a model.
|
| NotebookInstanceLifecycleConfigSummary |
Provides a summary of a notebook instance lifecycle configuration.
|
| NotebookInstanceLifecycleHook |
Contains the notebook instance lifecycle configuration script.
|
| NotebookInstanceSummary |
Provides summary information for an Amazon SageMaker notebook instance.
|
| ObjectiveStatusCounters |
Specifies the number of training jobs that this hyperparameter tuning job launched, categorized by the status of
their objective metric.
|
| OutputDataConfig |
Provides information about how to store model training results (model artifacts).
|
| ParameterRanges |
Specifies ranges of integer, continuous, and categorical hyperparameters that a hyperparameter tuning job searches.
|
| ParentHyperParameterTuningJob |
A previously completed or stopped hyperparameter tuning job to be used as a starting point for a new hyperparameter
tuning job.
|
| ProductionVariant |
Identifies a model that you want to host and the resources to deploy for hosting it.
|
| ProductionVariantSummary |
Describes weight and capacities for a production variant associated with an endpoint.
|
| ResourceConfig |
Describes the resources, including ML compute instances and ML storage volumes, to use for model training.
|
| ResourceLimits |
Specifies the maximum number of training jobs and parallel training jobs that a hyperparameter tuning job can launch.
|
| S3DataSource |
Describes the S3 data source.
|
| SecondaryStatusTransition |
An array element of DescribeTrainingJobResponse$SecondaryStatusTransitions.
|
| StartNotebookInstanceRequest | |
| StartNotebookInstanceResult | |
| StopHyperParameterTuningJobRequest | |
| StopHyperParameterTuningJobResult | |
| StopNotebookInstanceRequest | |
| StopNotebookInstanceResult | |
| StoppingCondition |
Specifies how long model training can run.
|
| StopTrainingJobRequest | |
| StopTrainingJobResult | |
| StopTransformJobRequest | |
| StopTransformJobResult | |
| Tag |
Describes a tag.
|
| TrainingJobStatusCounters |
The numbers of training jobs launched by a hyperparameter tuning job, categorized by status.
|
| TrainingJobSummary |
Provides summary information about a training job.
|
| TransformDataSource |
Describes the location of the channel data.
|
| TransformInput |
Describes the input source of a transform job and the way the transform job consumes it.
|
| TransformJobSummary |
Provides a summary of a transform job.
|
| TransformOutput |
Describes the results of a transform job output.
|
| TransformResources |
Describes the resources, including ML instance types and ML instance count, to use for transform job.
|
| TransformS3DataSource |
Describes the S3 data source.
|
| UpdateEndpointRequest | |
| UpdateEndpointResult | |
| UpdateEndpointWeightsAndCapacitiesRequest | |
| UpdateEndpointWeightsAndCapacitiesResult | |
| UpdateNotebookInstanceLifecycleConfigRequest | |
| UpdateNotebookInstanceLifecycleConfigResult | |
| UpdateNotebookInstanceRequest | |
| UpdateNotebookInstanceResult | |
| VpcConfig |
Specifies a VPC that your training jobs and hosted models have access to.
|
| Exception | Description |
|---|---|
| AmazonSageMakerException |
Base exception for all service exceptions thrown by Amazon SageMaker Service
|
| ResourceInUseException |
Resource being accessed is in use.
|
| ResourceLimitExceededException |
You have exceeded an Amazon SageMaker resource limit.
|
| ResourceNotFoundException |
Resource being access is not found.
|
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