{
  "id": "nycu-gnn-recommendation-relation-estimation",
  "url": "https://netscied.tw/courses/nycu-gnn-recommendation-relation-estimation/",
  "api_url": "https://netscied.tw/api/v1/courses/nycu-gnn-recommendation-relation-estimation.json",
  "markdown_url": "https://netscied.tw/courses/nycu-gnn-recommendation-relation-estimation/index.md",
  "title": {
    "zh-Hant": "圖神經網路之推薦系統與關係推估",
    "en": "Graph Neural Networks for Recommendation and Relation Estimation"
  },
  "university": {
    "id": "nycu",
    "zh-Hant": "國立陽明交通大學",
    "short": "陽明交大",
    "en": "National Yang Ming Chiao Tung University",
    "ror": "https://ror.org/00se2k293"
  },
  "department": {
    "zh-Hant": "資訊管理與財務金融系"
  },
  "course_code": "MGIF30104",
  "category": {
    "id": "graph-ml",
    "zh-Hant": "圖機器學習",
    "en": "graph machine learning"
  },
  "relevance": {
    "id": "core",
    "zh-Hant": "核心課程",
    "en": "core"
  },
  "offering_type": {
    "id": "credit",
    "zh-Hant": "學分課程",
    "en": "credit course"
  },
  "level": {
    "id": "mixed",
    "zh-Hant": "大學部與研究所",
    "en": "undergraduate and graduate"
  },
  "languages": [],
  "unverified": {
    "fields": [
      "languages"
    ],
    "checked_on": "2026-11-04",
    "note": {
      "zh-Hant": "陽明交大課程網頁未列授課語言，待確認。"
    }
  },
  "inclusion_note": {
    "zh-Hant": "114-2 週次計畫以圖上的機器學習為主軸，包括節點嵌入、PageRank、標籤傳播、圖神經網路模型與設計空間及知識圖譜嵌入。"
  },
  "summary": {
    "zh-Hant": "以圖表示具關聯性的資料，介紹圖上的傳統機器學習、節點嵌入、連結分析與圖神經網路，並延伸到推薦、影響力最大化與社會網絡分析等應用；以 Colab 實作與研究提案評量。"
  },
  "keywords": [
    "圖神經網路",
    "圖機器學習",
    "節點嵌入",
    "PageRank",
    "推薦系統",
    "知識圖譜"
  ],
  "historical": false,
  "latest": {
    "term": "114-2",
    "term_label": "114-2（2026 春）",
    "term_label_en": "114-2 (spring 2026)",
    "instructors": [
      {
        "name": "蔡詩妤"
      }
    ]
  },
  "freshness": {
    "id": "recent",
    "zh-Hant": "最近開課：114-2",
    "en": "offered recently: 114-2"
  },
  "offerings": [
    {
      "term": "114-2",
      "term_label": "114-2（2026 春）",
      "term_label_en": "114-2 (spring 2026)",
      "code": "537714",
      "instructors": [
        {
          "name": "蔡詩妤"
        }
      ],
      "evidence_url": "https://coz.aa.nycu.edu.tw/course/114/2/537714",
      "verified_on": "2026-11-04",
      "note": {
        "zh-Hant": "當期課號 537714，資財系學士班、碩博士班合開；頁面未列授課語言，大綱為英文並以 Stanford CS224W 為參考。"
      }
    }
  ],
  "provenance": {
    "found_via": "research",
    "added": "2026-11-04",
    "reviewed": "2026-11-04"
  },
  "updated": "2026-11-04"
}