Explainable AI for Practitioners

Index

A

• Accenture Labs loan decisions, Accenture Labs Explains Loan Decisions
• accumulated local effects (ALEs), Accumulated Local Effects (ALE)-Accumulated Local Effects (ALE)
• accuracy of explanations, Accurately Represent the Explanations
  • brittleness, Brittleness in explanations-Brittleness in explanations
  • technical accuracy, Technical accuracy of explanations-Technical accuracy of explanations
• activation, Activation
• additive explanations, SHAP (SHapley Additive exPlanations), SHAP (SHapley Additive exPlanations)-SHAP (SHapley Additive exPlanations)
• additivity/linearity axiom, fairness and, SHAP (SHapley Additive exPlanations)
• adversarial attacks, Brittleness in explanations
• affected users, End Users—Domain Experts and Affected Users
• ALE (accumulated local effects), Accumulated Local Effects (ALE)-Accumulated Local Effects (ALE)
• algorithms
  • Felzenszwalb's, XRAI
  • image segmentation, XRAI
  • skew detection, Explainability through deployment
  • tree ensembles, From Decision Trees to Tree Ensembles
• alternate input attributes, Alternate Input Attribution-Concept-based explanations
• application-specific checks, Application specific-Application specific
• attention mechanisms, Deriving Explanations from Attention-Deriving Explanations from Attention
• attention-based models, time-series data, Time-Series Data
• attribution-based explanations, Attributions, Counterfactual, and Example-Based Explanations-Attributions, Counterfactual, and Example-Based Explanations
• AWS SageMaker, Microsoft Azure and AWS SageMaker-Microsoft ...