API Reference guide for Autopilot (original) (raw)
DocumentationAmazon SageMakerDeveloper Guide
AutoML API ActionsAutoML API Data Types
This section provides a subset of the HTTP service REST APIs for creating and managing Amazon SageMaker Autopilot resources (AutoML jobs) programmatically.
If your language of choice is Python, you can refer to AWS SDK for Python (Boto3) or the AutoMLV2 object of the Amazon SageMaker Python SDK directly.
AutoML API Actions
This list details the operations available in the Reference API to manage AutoML jobs programmatically.
- CreateAutoMLJob
- CreateAutoMLJobV2
- DescribeAutoMLJob
- DescribeAutoMLJobV2
- ListAutoMLJobs
- ListCandidatesForAutoMLJob
- StopAutoMLJob
Note
CreateAutoMLJobV2 and DescribeAutoMLJobV2 are new versions of CreateAutoMLJob andDescribeAutoMLJob which offer backward compatibility.
We recommend using the CreateAutoMLJobV2
. CreateAutoMLJobV2
can manage tabular problem types identical to those of its previous versionCreateAutoMLJob
, as well as non-tabular problem types such as image or text classification, or time-series forecasting.
Find guidelines about how to migrate a CreateAutoMLJob
toCreateAutoMLJobV2
in Migrate a CreateAutoMLJob to CreateAutoMLJobV2.
AutoML API Data Types
This list details the API AutoML objects used by the actions above as inbound requests or outbound responses.
- AutoMLAlgorithmConfig
- AutoMLCandidate
- AutoMLCandidateGenerationConfig
- AutoMLCandidateStep
- AutoMLChannel
- AutoMLContainerDefinition
- AutoMLDataSource
- AutoMLDataSplitConfig
- AutoMLInferenceContainerDefinitions
- AutoMLJobArtifacts
- AutoMLJobChannel
- AutoMLJobCompletionCriteria
- AutoMLJobInputDataConfig
- AutoMLJobConfig
- AutoMLJobObjective
- AutoMLJobStepMetadata
- AutoMLJobSummary
- AutoMLOutputDataConfig
- AutoMLProblemTypeConfig
- AutoMLJobCompletionCriteria
- AutoMLJobSummary
- AutoMLOutputDataConfig
- AutoMLPartialFailureReason
- AutoMLProblemTypeConfig
- AutoMLProblemTypeResolvedAttributes
- AutoMLResolvedAttributes
- AutoMLSecurityConfig
- AutoMLS3DataSource
- CandidateArtifactLocations
- CandidateGenerationConfig
- CandidateProperties
- FinalAutoMLJobObjectiveMetric
- HolidayConfigAttributes
- ImageClassificationJobConfig
- MetricDatum
- ModelDeployConfig
- ModelDeployResult
- ResolvedAttributes
- TabularJobConfig
- TabularResolvedAttributes
- TextGenerationJobConfig
- TextGenerationResolvedAttribute
- TimeSeriesConfig
- TimeSeriesForecastingJobConfig
- TimeSeriesTransformations
- TuningJobCompletionCriteria
Quotas
SageMaker JumpStart
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