Amazon SageMaker
Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning (ML) models quickly. SageMaker removes the heavy lifting from each step of the machine learning process to make it easier to develop high quality models. Amazon SageMaker AWS
Traditional ML development is a complex, expensive, iterative process made even harder because there are no integrated tools for the entire machine learning workflow. You need to stitch together tools and workflows, which is time-consuming and error-prone. SageMaker solves this challenge by providing all of the components used for machine learning in a single toolset so models get to production faster with much less effort and at lower cost.
Below are the cmdlets which are available with Amazon SageMaker
CmdletName | ServiceOperation | ServiceName |
Add-SMResourceTag | AddTags | Amazon SageMaker Service |
Get-SMAlgorithm | DescribeAlgorithm | Amazon SageMaker Service |
Get-SMAlgorithmList | ListAlgorithms | Amazon SageMaker Service |
Get-SMApp | DescribeApp | Amazon SageMaker Service |
Get-SMAppList | ListApps | Amazon SageMaker Service |
Get-SMAutoMLJob | DescribeAutoMLJob | Amazon SageMaker Service |
Get-SMAutoMLJobList | ListAutoMLJobs | Amazon SageMaker Service |
Get-SMCandidatesForAutoMLJobList | ListCandidatesForAutoMLJob | Amazon SageMaker Service |
Get-SMCodeRepository | DescribeCodeRepository | Amazon SageMaker Service |
Get-SMCodeRepositoryList | ListCodeRepositories | Amazon SageMaker Service |
Get-SMCompilationJob | DescribeCompilationJob | Amazon SageMaker Service |
Get-SMCompilationJobList | ListCompilationJobs | Amazon SageMaker Service |
Get-SMConfigList | ListEndpointConfigs | Amazon SageMaker Service |
Get-SMDomain | DescribeDomain | Amazon SageMaker Service |
Get-SMDomainList | ListDomains | Amazon SageMaker Service |
Get-SMEndpoint | DescribeEndpoint | Amazon SageMaker Service |
Get-SMEndpointConfig | DescribeEndpointConfig | Amazon SageMaker Service |
Get-SMEndpointList | ListEndpoints | Amazon SageMaker Service |
Get-SMExperiment | DescribeExperiment | Amazon SageMaker Service |
Get-SMExperimentList | ListExperiments | Amazon SageMaker Service |
Get-SMFlowDefinition | DescribeFlowDefinition | Amazon SageMaker Service |
Get-SMFlowDefinitionList | ListFlowDefinitions | Amazon SageMaker Service |
Get-SMHumanTaskUi | DescribeHumanTaskUi | Amazon SageMaker Service |
Get-SMHumanTaskUiList | ListHumanTaskUis | Amazon SageMaker Service |
Get-SMHyperParameterTuningJob | DescribeHyperParameterTuningJob | Amazon SageMaker Service |
Get-SMHyperParameterTuningJobList | ListHyperParameterTuningJobs | Amazon SageMaker Service |
Get-SMLabelingJob | DescribeLabelingJob | Amazon SageMaker Service |
Get-SMLabelingJobList | ListLabelingJobs | Amazon SageMaker Service |
Get-SMLabelingJobListForWorkteam | ListLabelingJobsForWorkteam | Amazon SageMaker Service |
Get-SMModel | DescribeModel | Amazon SageMaker Service |
Get-SMModelList | ListModels | Amazon SageMaker Service |
Get-SMModelPackage | DescribeModelPackage | Amazon SageMaker Service |
Get-SMModelPackageList | ListModelPackages | Amazon SageMaker Service |
Get-SMMonitoringExecutionList | ListMonitoringExecutions | Amazon SageMaker Service |
Get-SMMonitoringSchedule | DescribeMonitoringSchedule | Amazon SageMaker Service |
Get-SMMonitoringScheduleList | ListMonitoringSchedules | Amazon SageMaker Service |
Get-SMNotebookInstance | DescribeNotebookInstance | Amazon SageMaker Service |
Get-SMNotebookInstanceLifecycleConfig | DescribeNotebookInstanceLifecycleConfig | Amazon SageMaker Service |
Get-SMNotebookInstanceLifecycleConfigList | ListNotebookInstanceLifecycleConfigs | Amazon SageMaker Service |
Get-SMNotebookInstanceList | ListNotebookInstances | Amazon SageMaker Service |
Get-SMProcessingJob | DescribeProcessingJob | Amazon SageMaker Service |
Get-SMProcessingJobList | ListProcessingJobs | Amazon SageMaker Service |
Get-SMResourceTagList | ListTags | Amazon SageMaker Service |
Get-SMSearchSuggestion | GetSearchSuggestions | Amazon SageMaker Service |
Get-SMSubscribedWorkteam | DescribeSubscribedWorkteam | Amazon SageMaker Service |
Get-SMSubscribedWorkteamList | ListSubscribedWorkteams | Amazon SageMaker Service |
Get-SMTrainingJob | DescribeTrainingJob | Amazon SageMaker Service |
Get-SMTrainingJobList | ListTrainingJobs | Amazon SageMaker Service |
Get-SMTrainingJobsForHyperParameterTuningJobList | ListTrainingJobsForHyperParameterTuningJob | Amazon SageMaker Service |
Get-SMTransformJob | DescribeTransformJob | Amazon SageMaker Service |
Get-SMTransformJobList | ListTransformJobs | Amazon SageMaker Service |
Get-SMTrial | DescribeTrial | Amazon SageMaker Service |
Get-SMTrialComponent | DescribeTrialComponent | Amazon SageMaker Service |
Get-SMTrialComponentList | ListTrialComponents | Amazon SageMaker Service |
Get-SMTrialList | ListTrials | Amazon SageMaker Service |
Get-SMUserProfile | DescribeUserProfile | Amazon SageMaker Service |
Get-SMUserProfileList | ListUserProfiles | Amazon SageMaker Service |
Get-SMWorkforce | DescribeWorkforce | Amazon SageMaker Service |
Get-SMWorkteam | DescribeWorkteam | Amazon SageMaker Service |
Get-SMWorkteamList | ListWorkteams | Amazon SageMaker Service |
Invoke-SMUiTemplateRendering | RenderUiTemplate | Amazon SageMaker Service |
New-SMAlgorithm | CreateAlgorithm | Amazon SageMaker Service |
New-SMApp | CreateApp | Amazon SageMaker Service |
New-SMAutoMLJob | CreateAutoMLJob | Amazon SageMaker Service |
New-SMCodeRepository | CreateCodeRepository | Amazon SageMaker Service |
New-SMCompilationJob | CreateCompilationJob | Amazon SageMaker Service |
New-SMDomain | CreateDomain | Amazon SageMaker Service |
New-SMEndpoint | CreateEndpoint | Amazon SageMaker Service |
New-SMEndpointConfig | CreateEndpointConfig | Amazon SageMaker Service |
New-SMExperiment | CreateExperiment | Amazon SageMaker Service |
New-SMFlowDefinition | CreateFlowDefinition | Amazon SageMaker Service |
New-SMHumanTaskUi | CreateHumanTaskUi | Amazon SageMaker Service |
New-SMHyperParameterTuningJob | CreateHyperParameterTuningJob | Amazon SageMaker Service |
New-SMLabelingJob | CreateLabelingJob | Amazon SageMaker Service |
New-SMModel | CreateModel | Amazon SageMaker Service |
New-SMModelPackage | CreateModelPackage | Amazon SageMaker Service |
New-SMMonitoringSchedule | CreateMonitoringSchedule | Amazon SageMaker Service |
New-SMNotebookInstance | CreateNotebookInstance | Amazon SageMaker Service |
New-SMNotebookInstanceLifecycleConfig | CreateNotebookInstanceLifecycleConfig | Amazon SageMaker Service |
New-SMPresignedDomainUrl | CreatePresignedDomainUrl | Amazon SageMaker Service |
New-SMPresignedNotebookInstanceUrl | CreatePresignedNotebookInstanceUrl | Amazon SageMaker Service |
New-SMProcessingJob | CreateProcessingJob | Amazon SageMaker Service |
New-SMTrainingJob | CreateTrainingJob | Amazon SageMaker Service |
New-SMTransformJob | CreateTransformJob | Amazon SageMaker Service |
New-SMTrial | CreateTrial | Amazon SageMaker Service |
New-SMTrialComponent | CreateTrialComponent | Amazon SageMaker Service |
New-SMUserProfile | CreateUserProfile | Amazon SageMaker Service |
New-SMWorkteam | CreateWorkteam | Amazon SageMaker Service |
Register-SMTrialComponent | AssociateTrialComponent | Amazon SageMaker Service |
Remove-SMAlgorithm | DeleteAlgorithm | Amazon SageMaker Service |
Remove-SMApp | DeleteApp | Amazon SageMaker Service |
Remove-SMCodeRepository | DeleteCodeRepository | Amazon SageMaker Service |
Remove-SMDomain | DeleteDomain | Amazon SageMaker Service |
Remove-SMEndpoint | DeleteEndpoint | Amazon SageMaker Service |
Remove-SMEndpointConfig | DeleteEndpointConfig | Amazon SageMaker Service |
Remove-SMExperiment | DeleteExperiment | Amazon SageMaker Service |
Remove-SMFlowDefinition | DeleteFlowDefinition | Amazon SageMaker Service |
Remove-SMModel | DeleteModel | Amazon SageMaker Service |
Remove-SMModelPackage | DeleteModelPackage | Amazon SageMaker Service |
Remove-SMMonitoringSchedule | DeleteMonitoringSchedule | Amazon SageMaker Service |
Remove-SMNotebookInstance | DeleteNotebookInstance | Amazon SageMaker Service |
Remove-SMNotebookInstanceLifecycleConfig | DeleteNotebookInstanceLifecycleConfig | Amazon SageMaker Service |
Remove-SMResourceTag | DeleteTags | Amazon SageMaker Service |
Remove-SMTrial | DeleteTrial | Amazon SageMaker Service |
Remove-SMTrialComponent | DeleteTrialComponent | Amazon SageMaker Service |
Remove-SMUserProfile | DeleteUserProfile | Amazon SageMaker Service |
Remove-SMWorkteam | DeleteWorkteam | Amazon SageMaker Service |
Search-SMResource | Search | Amazon SageMaker Service |
Start-SMMonitoringSchedule | StartMonitoringSchedule | Amazon SageMaker Service |
Start-SMNotebookInstance | StartNotebookInstance | Amazon SageMaker Service |
Stop-SMAutoMLJob | StopAutoMLJob | Amazon SageMaker Service |
Stop-SMCompilationJob | StopCompilationJob | Amazon SageMaker Service |
Stop-SMHyperParameterTuningJob | StopHyperParameterTuningJob | Amazon SageMaker Service |
Stop-SMLabelingJob | StopLabelingJob | Amazon SageMaker Service |
Stop-SMMonitoringSchedule | StopMonitoringSchedule | Amazon SageMaker Service |
Stop-SMNotebookInstance | StopNotebookInstance | Amazon SageMaker Service |
Stop-SMProcessingJob | StopProcessingJob | Amazon SageMaker Service |
Stop-SMTrainingJob | StopTrainingJob | Amazon SageMaker Service |
Stop-SMTransformJob | StopTransformJob | Amazon SageMaker Service |
Unregister-SMTrialComponent | DisassociateTrialComponent | Amazon SageMaker Service |
Update-SMCodeRepository | UpdateCodeRepository | Amazon SageMaker Service |
Update-SMDomain | UpdateDomain | Amazon SageMaker Service |
Update-SMEndpoint | UpdateEndpoint | Amazon SageMaker Service |
Update-SMEndpointWeightAndCapacity | UpdateEndpointWeightsAndCapacities | Amazon SageMaker Service |
Update-SMExperiment | UpdateExperiment | Amazon SageMaker Service |
Update-SMMonitoringSchedule | UpdateMonitoringSchedule | Amazon SageMaker Service |
Update-SMNotebookInstance | UpdateNotebookInstance | Amazon SageMaker Service |
Update-SMNotebookInstanceLifecycleConfig | UpdateNotebookInstanceLifecycleConfig | Amazon SageMaker Service |
Update-SMTrial | UpdateTrial | Amazon SageMaker Service |
Update-SMTrialComponent | UpdateTrialComponent | Amazon SageMaker Service |
Update-SMUserProfile | UpdateUserProfile | Amazon SageMaker Service |
Update-SMWorkforce | UpdateWorkforce | Amazon SageMaker Service |
Update-SMWorkteam | UpdateWorkteam | Amazon SageMaker Service |
Invoke-SMREndpoint | InvokeEndpoint | Amazon SageMaker Runtime |
You can also check other AWS Services, and each services cmdlets we are providing.