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

CmdletNameServiceOperationServiceName
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.

Click on this Link for an Single place, where you get all the PowerShell cmdlets sorted based on the modules.

You can also refer other blogs on PowerShell at link

You can also refer other blogs on Microsoft at link

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References are taken from Microsoft and AWS

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