HyperParameterSpecification - Amazon SageMaker

HyperParameterSpecification

Defines a hyperparameter to be used by an algorithm.

Contents

Name

The name of this hyperparameter. The name must be unique.

Type: String

Length Constraints: Maximum length of 256.

Pattern: [\p{L}\p{M}\p{Z}\p{S}\p{N}\p{P}]*

Required: Yes

Type

The type of this hyperparameter. The valid types are Integer, Continuous, Categorical, and FreeText.

Type: String

Valid Values: Integer | Continuous | Categorical | FreeText

Required: Yes

DefaultValue

The default value for this hyperparameter. If a default value is specified, a hyperparameter cannot be required.

Type: String

Length Constraints: Maximum length of 2500.

Pattern: .*

Required: No

Description

A brief description of the hyperparameter.

Type: String

Length Constraints: Maximum length of 1024.

Pattern: [\p{L}\p{M}\p{Z}\p{S}\p{N}\p{P}]*

Required: No

IsRequired

Indicates whether this hyperparameter is required.

Type: Boolean

Required: No

IsTunable

Indicates whether this hyperparameter is tunable in a hyperparameter tuning job.

Type: Boolean

Required: No

Range

The allowed range for this hyperparameter.

Type: ParameterRange object

Required: No

See Also

For more information about using this API in one of the language-specific AWS SDKs, see the following: