Class: Aws::CleanRoomsML::Types::MLSyntheticDataParameters

Inherits:

Struct

• Object
• Struct
• Aws::CleanRoomsML::Types::MLSyntheticDataParameters

Includes:

Structure

Defined in:

lib/aws-sdk-cleanroomsml/types.rb

Overview

Parameters that control the generation of synthetic data for custom model training, including privacy settings and column classification details.

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #column_classification ⇒ Types::ColumnClassificationDetails

  Classification details for data columns that specify how each column should be treated during synthetic data generation.

• #epsilon ⇒ Float

  The epsilon value for differential privacy, which controls the privacy-utility tradeoff in synthetic data generation.

• #max_membership_inference_attack_score ⇒ Float

  The maximum acceptable score for membership inference attack vulnerability.

Instance Attribute Details

#column_classification ⇒ Types::ColumnClassificationDetails

Classification details for data columns that specify how each column should be treated during synthetic data generation.

Returns:

• (Types::ColumnClassificationDetails)

# File 'lib/aws-sdk-cleanroomsml/types.rb', line 4783

class MLSyntheticDataParameters < Struct.new(
  :epsilon,
  :max_membership_inference_attack_score,
  :column_classification)
  SENSITIVE = []
  include Aws::Structure
end

#epsilon ⇒ Float

The epsilon value for differential privacy, which controls the privacy-utility tradeoff in synthetic data generation. Lower values provide stronger privacy guarantees but may reduce data utility.

Returns:

• (Float)

# File 'lib/aws-sdk-cleanroomsml/types.rb', line 4783

class MLSyntheticDataParameters < Struct.new(
  :epsilon,
  :max_membership_inference_attack_score,
  :column_classification)
  SENSITIVE = []
  include Aws::Structure
end

#max_membership_inference_attack_score ⇒ Float

The maximum acceptable score for membership inference attack vulnerability. Synthetic data generation fails if the score for the resulting data exceeds this threshold.

Returns:

• (Float)

# File 'lib/aws-sdk-cleanroomsml/types.rb', line 4783

class MLSyntheticDataParameters < Struct.new(
  :epsilon,
  :max_membership_inference_attack_score,
  :column_classification)
  SENSITIVE = []
  include Aws::Structure
end