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Agentic AI Atlas · Model Explainability Review
workflow:model-explainability-reviewa5c.ai
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Model Explainability Review overview

Reviews the interpretability and explainability posture of ML models before deployment — generating SHAP/LIME feature importance explanations, validating that global and local explanations are consistent, verifying explanation latency meets serving SLAs, documenting known blind spots and out-of-distribution behavior, and ensuring explanations are surfaced appropriately in end-user interfaces. Excludes model training and fairness auditing.

WorkflowOutgoing · 11Incoming · 0

Attributes

displayName
Model Explainability Review
workflowKind
governance
triggerType
event-driven
typicalCadence
per-model
complexity
single-team
description
Reviews the interpretability and explainability posture of ML models before deployment — generating SHAP/LIME feature importance explanations, validating that global and local explanations are consistent, verifying explanation latency meets serving SLAs, documenting known blind spots and out-of-distribution behavior, and ensuring explanations are surfaced appropriately in end-user interfaces. Excludes model training and fairness auditing.

Outgoing edges

applies_to_domain2
  • domain:ml-ops·DomainMLOps
  • domain:data-science·DomainData Science
involves_role3
  • role:ml-engineer·RoleMachine Learning Engineer
  • role:data-scientist·RoleData Scientist
  • role:technical-writer·RoleTechnical Writer
performed_by_org_unit2
  • org-unit:ml-team·OrgUnitML Team
  • org-unit:ai-enablement·OrgUnitAI Enablement
requires_skill_area2
  • skill-area:ml-fine-tuning·SkillAreaML Fine-Tuning
  • skill-area:python-data-pipelines·SkillAreaPython Data Pipelines
triggers_responsibility2
  • responsibility:write-user-docs·ResponsibilityWrite end-user documentation
  • responsibility:ai-safety-guardrails·Responsibility

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