II.
LibrarySkill JSON
Structured · livelib-skill:data-science-ml--shap-explainer
shap-explainer json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:data-science-ml--shap-explainer",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "shap-explainer",
"description": "SHAP-based model explainability skill for feature attribution, summary plots, and interaction analysis.",
"libraryPath": "library/specializations/data-science-ml/skills/shap-explainer/SKILL.md",
"specialization": "data-science-ml",
"contentSummary": "# shap-explainer\n\n## Overview\n\nSHAP-based model explainability skill for feature attribution, summary plots, interaction analysis, and model interpretation.\n\n## Capabilities\n\n- TreeExplainer for tree-based models (XGBoost, LightGBM, Random Forest)\n- DeepExplainer for neural networks\n- Kern"
},
"outgoingEdges": [
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "skill-area:explainability-interpretation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "skill-area:model-explainability-testing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "domain:data-science",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "role:ml-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "workflow:ml-model-lifecycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}