Experiencing Data w/ Brian T. O’Neill  (UX for AI Data Products, SAAS Analytics, Data Product Management) cover image

125 - Human-Centered XAI: Moving from Algorithms to Explainable ML UX with Microsoft Researcher Vera Liao

Experiencing Data w/ Brian T. O’Neill (UX for AI Data Products, SAAS Analytics, Data Product Management)

CHAPTER

Feature-based vs Example-based Explanations in Explainability

This chapter explores the difference between feature-based and example-based explanations in explainability in machine learning, highlighting the effectiveness and ease of processing of example-based explanations. It discusses how example-based explanations provide holistic decision-making and signals about the model's reliability.

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