{
  "schema_version": "REFERENCE-1.0",
  "as_of": "2026-10-23",
  "item": {
    "id": "TOOL-0197",
    "kind": "TOOL",
    "title": "MLflow",
    "last_verified": "2026-10-23",
    "currentness": "VERIFIED_AS_OF",
    "revision": 1,
    "summary": "run記録・parameter・metricとartifactに使う実験・モデル管理ツールです。",
    "tool_type": "実験・モデル管理ツール",
    "access_modes": [
      "Python",
      "CLI",
      "Web UI"
    ],
    "getting_started": "公式の導入案内からMLflowを用意し、対応版・接続先・利用条件を確認します。",
    "capabilities": [
      "run記録",
      "parameter",
      "metricとartifact"
    ],
    "requirements": [
      "対応する実行環境とモデルの利用条件",
      "接続先・認証・費用とdataの共有範囲を確認する"
    ],
    "suitable_for": "MLflowで検証runの条件と結果を記録するなど、run記録を選択して使いたい場面。",
    "unsuitable_for": "metricの記録だけでモデルの業務適合性を認定する用途。",
    "coverage": [
      "AI/LLM",
      "API/SDK"
    ],
    "canonical_url": "https://enterprise-ai-dictionary.com/reference/tools/tool-0197",
    "retrieval": "FULL",
    "publication": "PUBLIC_NO_ADS",
    "index": "INDEX",
    "ads": "OFF",
    "link_policy": "DIRECT"
  },
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      "object_id": "TOOL-0197",
      "scope_note": "公開一次資料に基づく利用経路。",
      "last_verified": "2026-10-23",
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      "object_id": "METHOD-0198",
      "scope_note": "公開一次資料に基づく利用経路。",
      "last_verified": "2026-10-23",
      "source_ids": [
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    },
    {
      "id": "REFREL-bfacf173c956cca2",
      "subject_id": "METHOD-0198",
      "predicate": "uses",
      "object_id": "TOOL-0197",
      "scope_note": "公開一次資料に基づく利用経路。",
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      "subject_id": "IDX-C01-011",
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      "object_id": "TOOL-0197",
      "scope_note": "既存TERMの運用上の説明を読む経路。製品の定義を主張しない。",
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}
