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Starts a model training job. After training completes, Amazon SageMaker saves the resulting model artifacts to an Amazon S3 location that you specify.
If you choose to host your model using Amazon SageMaker hosting services, you can use the resulting model artifacts as part of the model. You can also use the artifacts in a deep learning service other than Amazon SageMaker, provided that you know how to use them for inferences.
In the request body, you provide the following:
AlgorithmSpecification - Identifies the training algorithm to use.
HyperParameters - Specify these algorithm-specific parameters to influence
the quality of the final model. For a list of hyperparameters for each training algorithm
provided by Amazon SageMaker, see Algorithms.
InputDataConfig - Describes the training dataset and the Amazon S3 location
where it is stored.
OutputDataConfig - Identifies the Amazon S3 location where you want
Amazon SageMaker to save the results of model training.
ResourceConfig - Identifies the resources, ML compute instances, and
ML storage volumes to deploy for model training. In distributed training, you specify
more than one instance.
RoleARN - The Amazon Resource Number (ARN) that Amazon SageMaker assumes
to perform tasks on your behalf during model training. You must grant this role the
necessary permissions so that Amazon SageMaker can successfully complete model training.
StoppingCondition - Sets a duration for training. Use this parameter
to cap model training costs.
For more information about Amazon SageMaker, see How It Works.
For .NET Core and PCL this operation is only available in asynchronous form. Please refer to CreateTrainingJobAsync.
public abstract CreateTrainingJobResponse CreateTrainingJob( CreateTrainingJobRequest request )
Container for the necessary parameters to execute the CreateTrainingJob service method.
Supported in: 4.5, 4.0, 3.5
Portable Class Library:
Supported in: Windows Store Apps
Supported in: Windows Phone 8.1
Supported in: Xamarin Android
Supported in: Xamarin iOS (Unified)
Supported in: Xamarin.Forms