AI Ethics & Safety
Explainability
XAI
AI Ethics & Safety· Advanced
Definition
The degree to which AI model decisions can be understood and interpreted by humans. Explainability techniques (LIME, SHAP) surface which inputs influenced a decision — essential for regulated industries, debugging, and building stakeholder trust. Growing regulatory requirement.
Maxx Stacks Context
Regulatory context: EU AI Act requires explainability for high-risk AI applications.
Tags
#interpretability#transparency#SHAP#LIME#regulation
MS
Maxx Stacks Editorial
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