iiRecord
Agentic AI Atlas · shap-explainer
lib-skill:data-science-ml--shap-explainera5c.ai
II.
LibrarySkill JSON

lib-skill:data-science-ml--shap-explainer

Structured · live

shap-explainer json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "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": []
}