{
  "schema_version": "REFERENCE-1.0",
  "as_of": "2026-10-23",
  "item": {
    "id": "TOOL-0262",
    "kind": "TOOL",
    "title": "LightGBM",
    "last_verified": "2026-10-23",
    "currentness": "VERIFIED_AS_OF",
    "revision": 1,
    "summary": "表形式学習・予測・モデル保存に使う勾配boostingライブラリです。",
    "tool_type": "勾配boostingライブラリ",
    "access_modes": [
      "Python library",
      "CLI"
    ],
    "getting_started": "公式の利用開始案内でLightGBMの対応環境・導入方法・利用条件を確認し、検証用の環境へ用意します。",
    "capabilities": [
      "表形式学習",
      "予測",
      "モデル保存"
    ],
    "requirements": [
      "対応するPython・runtimeとモデルの利用条件",
      "送信範囲・接続先・認証・費用と資源を確認する"
    ],
    "suitable_for": "LightGBMで検証用の分類結果を評価するなど、表形式学習の利用経路を選びたい場面。",
    "unsuitable_for": "評価条件の異なるmetricをそのまま比較する用途。",
    "coverage": [
      "AI/LLM",
      "API/SDK"
    ],
    "canonical_url": "https://enterprise-ai-dictionary.com/reference/tools/tool-0262",
    "retrieval": "FULL",
    "publication": "PUBLIC_NO_ADS",
    "index": "INDEX",
    "ads": "OFF",
    "link_policy": "DIRECT"
  },
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      "scope_note": "公開一次資料に基づく利用経路。",
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    {
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      "predicate": "uses",
      "object_id": "TOOL-0262",
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}