II.
SkillArea overview
Reference · liveskill-area:explainability-interpretation
Explainability and Interpretation overview
Interpreting model decisions and behaviors - explanation methods, attribution reading, stakeholder communication, and auditability needs.
Attributes
displayName
Explainability and Interpretation
description
Interpreting model decisions and behaviors - explanation methods,
attribution reading, stakeholder communication, and auditability needs.
domains
expertiseLevels
- intermediate
- expert
Outgoing edges
applies_to2
- domain:data-science·DomainData Science
- domain:ml-ops·DomainMLOps
requires_skill_area1
- skill-area:model-explainability-testing·SkillAreaModel Explainability Testing
Incoming edges
lib_requires_skill_area5
- lib-agent:data-science-ml--explainability-analyst·LibraryAgentexplainability-analyst
- lib-skill:data-science-ml--alibi-explainer·LibrarySkillalibi-explainer
- lib-skill:data-science-ml--lime-explainer·LibrarySkilllime-explainer
- lib-skill:data-science-ml--model-card-generator·LibrarySkillmodel-card-generator
- lib-skill:data-science-ml--shap-explainer·LibrarySkillshap-explainer
prerequisite_for_learning1
- skill-area:machine-learning·SkillAreaMachine Learning
requires_expertise1
- role:ai-ethics-researcher·RoleAI Ethics Researcher