{
  "id": "ncku-graph-machine-learning",
  "url": "https://netscied.tw/courses/ncku-graph-machine-learning/",
  "api_url": "https://netscied.tw/api/v1/courses/ncku-graph-machine-learning.json",
  "markdown_url": "https://netscied.tw/courses/ncku-graph-machine-learning/index.md",
  "title": {
    "zh-Hant": "圖機器學習專論",
    "en": "Graph Machine Learning"
  },
  "university": {
    "id": "ncku",
    "zh-Hant": "國立成功大學",
    "short": "成大",
    "en": "National Cheng Kung University",
    "ror": "https://ror.org/01b8kcc49"
  },
  "department": {
    "zh-Hant": "資訊所",
    "en": "Computer Science and Information Engineering"
  },
  "course_code": "CSIE7647",
  "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": "master",
    "zh-Hant": "碩士班",
    "en": "master's"
  },
  "languages": [],
  "unverified": {
    "fields": [
      "languages"
    ],
    "checked_on": "2026-11-04",
    "note": {
      "zh-Hant": "授課語言只見於未能直接開啟的成大課程頁，待確認。"
    }
  },
  "inclusion_note": {
    "zh-Hant": "課程概述以圖資料上的機器學習為主題，內容包括節點嵌入、圖神經網路的基礎與進階、圖生成模型與可信任圖機器學習。"
  },
  "summary": {
    "zh-Hant": "在機器學習與深度學習的基礎上，介紹如何在圖資料上建立 AI 模型，涵蓋節點嵌入、圖神經網路、可信任圖機器學習，以及在推薦系統、資料科學與社群媒體的應用，以論文報告與期末專題評量。"
  },
  "keywords": [
    "圖機器學習",
    "圖神經網路",
    "節點嵌入",
    "圖表示學習",
    "推薦系統"
  ],
  "historical": false,
  "latest": {
    "term": "114-1",
    "term_label": "114-1（2025 秋）",
    "term_label_en": "114-1 (fall 2025)",
    "instructors": [
      {
        "name": "李政德",
        "name_en": "Li, Cheng-Te"
      }
    ]
  },
  "freshness": {
    "id": "recent",
    "zh-Hant": "最近開課：114-1",
    "en": "offered recently: 114-1"
  },
  "offerings": [
    {
      "term": "114-1",
      "term_label": "114-1（2025 秋）",
      "term_label_en": "114-1 (fall 2025)",
      "code": "P75L600",
      "instructors": [
        {
          "name": "李政德",
          "name_en": "Li, Cheng-Te"
        }
      ],
      "evidence_url": "https://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0114&sem=1&co_no=P75L600&class_code=",
      "note": {
        "zh-Hant": "課程系統碼 P75L600、開課序號 079，課程語言中文；成大伺服器對本機直接連線回應 403，本頁經 Exa 擷取核對，建議自臺灣網路重新開啟確認。"
      },
      "unverified": {
        "fields": [
          "offering"
        ],
        "checked_on": "2026-11-04",
        "note": {
          "zh-Hant": "成大課程頁對本站的連線回應 403，未能直接開啟查核。"
        }
      }
    },
    {
      "term": "112-1",
      "term_label": "112-1（2023 秋）",
      "term_label_en": "112-1 (fall 2023)",
      "code": "P75L600",
      "instructors": [
        {
          "name": "李政德",
          "name_en": "Li, Cheng-Te"
        }
      ],
      "evidence_url": "https://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0112&sem=1&co_no=P75L600&class_code=",
      "note": {
        "zh-Hant": "開課序號 084，課程語言中文；同上，經 Exa 擷取核對。"
      },
      "unverified": {
        "fields": [
          "offering"
        ],
        "checked_on": "2026-11-04",
        "note": {
          "zh-Hant": "成大課程頁對本站的連線回應 403，未能直接開啟查核。"
        }
      }
    }
  ],
  "provenance": {
    "found_via": "research",
    "added": "2026-11-04",
    "reviewed": "2026-11-04"
  },
  "updated": "2026-11-04"
}