Model Explainability Testing
skill-area:model-explainability-testing
SkillAreadomain/skill-areas/curated-testing-data-ml-skill-areas.yaml·Open in Graph → {
"id": "skill-area:model-explainability-testing",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-testing-data-ml-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Model Explainability Testing",
"description": "Validating interpretability techniques and explanation quality - feature\nattribution stability, explanation usefulness, and auditability needs.\n",
"domains": [
"domain:data-science",
"domain:ml-ops"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:model-explainability-testing",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:model-explainability-testing",
"to": "domain:ml-ops",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:model-explainability-testing",
"to": "skill-area:model-validation-testing",
"kind": "requires_skill_area"
}
],
"incomingEdges": [
{
"from": "page:taxonomy-alignment-import",
"to": "skill-area:model-explainability-testing",
"kind": "documents"
}
]
}