Class: Google::Cloud::AIPlatform::V1::IntegratedGradientsAttribution

Inherits:

Object

• Object
• Google::Cloud::AIPlatform::V1::IntegratedGradientsAttribution

Extended by:

Protobuf::MessageExts::ClassMethods

Includes:

Protobuf::MessageExts

Defined in:

proto_docs/google/cloud/aiplatform/v1/explanation.rb

Overview

An attribution method that computes the Aumann-Shapley value taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1703.01365

Instance Attribute Summary

• #blur_baseline_config ⇒ ::Google::Cloud::AIPlatform::V1::BlurBaselineConfig

  Config for IG with blur baseline.

• #smooth_grad_config ⇒ ::Google::Cloud::AIPlatform::V1::SmoothGradConfig

  Config for SmoothGrad approximation of gradients.

• #step_count ⇒ ::Integer

  Required.

Instance Attribute Details

#blur_baseline_config ⇒ ::Google::Cloud::AIPlatform::V1::BlurBaselineConfig

# File 'proto_docs/google/cloud/aiplatform/v1/explanation.rb', line 284

class IntegratedGradientsAttribution
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#smooth_grad_config ⇒ ::Google::Cloud::AIPlatform::V1::SmoothGradConfig

# File 'proto_docs/google/cloud/aiplatform/v1/explanation.rb', line 284

class IntegratedGradientsAttribution
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end

#step_count ⇒ ::Integer

# File 'proto_docs/google/cloud/aiplatform/v1/explanation.rb', line 284

class IntegratedGradientsAttribution
  include ::Google::Protobuf::MessageExts
  extend ::Google::Protobuf::MessageExts::ClassMethods
end