{"id":71848,"date":"2024-04-24T09:00:00","date_gmt":"2024-04-24T00:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/?p=71848"},"modified":"2024-04-23T18:16:52","modified_gmt":"2024-04-23T09:16:52","slug":"%e3%80%90cl%e3%81%8f%e3%82%93%e3%83%96%e3%83%ad%e3%82%b0%e3%80%91tokyo-rag-user-group-meetup-%e3%81%a7%e5%bc%8a%e7%a4%be%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%81%8c%e8%ac%9b%e6%bc%94","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\/71848","title":{"rendered":"\u3010CL\u304f\u3093\u30d6\u30ed\u30b0\u3011Tokyo RAG user group Meetup \u3067\u5f0a\u793e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u8b1b\u6f14\u3057\u307e\u3057\u305f\uff01"},"content":{"rendered":"\n

\u4eca\u56de\u306f\u4f01\u696d\u306eAI\u6d3b\u7528\u3067\u6ce8\u76ee\u3055\u308c\u308b\u300cRAG\u300d\u306b\u3064\u3044\u3066\u306eMeetup\u30a4\u30d9\u30f3\u30c8\u304c4\u670818\u65e5\u306b\u6771\u4eac\u3067\u958b\u50ac\u3055\u308c\u307e\u3057\u305f\u306e\u3067\u3001\u305d\u306e\u69d8\u5b50\u3092\u304a\u5c4a\u3051\u3057\u307e\u3059\uff01<\/p>\n\n\n\n

\"\"
LlamaIndex Pierre\u6c0f\u3068\u5f0a\u793e\u6280\u8853\u30e1\u30f3\u30d0\u30fc<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

RAG\u3068\u306f<\/strong><\/h2>\n\n\n
\n
\"\"<\/figure>\n<\/div>\n\n\n

ChatGPT\u306e\u767b\u5834\u4ee5\u6765\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u4f01\u696d\u5185\u3067\u6d3b\u7528\u3059\u308b\u4e8b\u4f8b\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002ChatGPT\u306a\u3069\u306eLLM\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306a\u3069\u306e\u516c\u958b\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30a2\u30a4\u30c7\u30a3\u30a2\u51fa\u3057\u3084\u4f01\u753b\u306e\u58c1\u6253\u3061\u306a\u3069\u306b\u306f\u6709\u52b9\u3067\u3059\u304c\u3001\u7279\u5b9a\u306e\u60c5\u5831\u3084\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5177\u4f53\u7684\u306a\u56de\u7b54\u3057\u3066\u307b\u3057\u3044\u3001\u3068\u3044\u3063\u305f\u4f01\u696d\u5185\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u305f\u5834\u5408\u306b\u306f\u3001\u5de5\u592b\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u3053\u3067LLM\u306b\u56fa\u6709\u306e\u60c5\u5831\u3092\u4e0e\u3048\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066RAG (Retrieval-Augmented Generation) \u304c\u767b\u5834\u3057\u307e\u3059\u3002\u4e00\u4f8b\u3068\u3057\u3066\u3001\u793e\u5185\u30dd\u30fc\u30bf\u30eb\u306b\u3042\u308b\u5c31\u696d\u898f\u5247\u3084\u30b7\u30b9\u30c6\u30e0\u5229\u7528\u624b\u9806\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u3068\u3057\u3066LLM\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u793e\u5185\u60c5\u5831\u306b\u95a2\u3059\u308b\u56de\u7b54\u3092LLM\u304c\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002

\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3067\u3082\u30d7\u30ed\u30c0\u30af\u30c8\u30b5\u30dd\u30fc\u30c8\u306e\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u30c7\u30b9\u30af\u696d\u52d9\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u305fPoC\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u5404\u30d7\u30ed\u30c0\u30af\u30c8\u3054\u3068\u306e\u6280\u8853\u4ed5\u69d8\u306b\u95a2\u3059\u308b\u60c5\u5831\u3084\u904e\u53bb\u306eFAQ\u5185\u5bb9\u3092\u5143\u306b\u3057\u305f\u56de\u7b54\u6587\u6848\u306e\u751f\u6210\u3055\u305b\u308b\u3082\u306e\u3068\u306a\u308a\u307e\u3059\u3002\uff08\u4eca\u5f8c\u4e8b\u4f8b\u3068\u3057\u3066\u516c\u958b\u3057\u3066\u3044\u304d\u307e\u3059\uff01\uff09<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u3055\u3066\u3001\u4eca\u56de\u306e\u30a4\u30d9\u30f3\u30c8\u4e3b\u50ac\u8005\u306fLlamaIndex\u306eFounding Engineer\u3092\u3055\u308c\u3066\u3044\u308bDoulcet Pierre-Loic\u3055\u3093\u3068\u306a\u308a\u307e\u3059\u3002\u5c11\u3057\u8a71\u306f\u305d\u308c\u307e\u3059\u304c\u3001\u6628\u5e74\u30a2\u30e1\u30ea\u30ab\u3067\u884c\u308f\u308c\u305fAI\u30a4\u30d9\u30f3\u30c8AI4\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u306b\u5f0a\u793e\u7c73\u56fd\u5728\u4f4f\u306e\u5f79\u54e1\u3068\u6280\u8853\u30c1\u30fc\u30e0\u304c\u53c2\u52a0\u3057\u305f\u969b\u306b\u3001\u591a\u304f\u306eAI\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3068\u60c5\u5831\u4ea4\u63db\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u969b\u3001Llamaindex\u793e\u3068\u3082\u7e01\u304c\u3067\u304d\u3066\u4eca\u56de\u306e\u53c2\u52a0\u306b\u7e4b\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

Llamaindex\u3068\u306f<\/strong><\/h2>\n\n\n\n

2023\u5e74\u306b\u8a2d\u7acb\u3055\u308c\u305f\u30b5\u30f3\u30d5\u30e9\u30f3\u30b7\u30b9\u30b3\u306b\u62e0\u70b9\u304c\u3042\u308bAI\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u306e\u4e00\u3064\u3002RAG\u6280\u8853\u3000\u306e\u5148\u9032\u7684\u306a\u4f01\u696d\u3068\u306a\u308a\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u5bb9\u6613\u306b\u3059\u308b\u5305\u62ec\u7684\u306a\u300c\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u63d0\u4f9b\u3002LLM\u3068\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u7e4b\u3050\u305f\u3081\u306e\u3001\u30c7\u30fc\u30bf\u53d6\u8fbc\u307f\/\u69cb\u9020\u5316\/\u30a2\u30af\u30bb\u30b9\u306ePython\u3068Typescript\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3002<\/p>\n\n\n\n

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\n
\n

\u4f1a\u5834\u306f\u697d\u5929AI\u3055\u3093\u306e\u30aa\u30d5\u30a3\u30b9\u306b\u3066\u884c\u308f\u308c\u307e\u3057\u305f\u3002\u30c6\u30ec\u30d3\u3067\u898b\u305f\u3053\u3068\u306e\u3042\u308b\u697d\u5929\u3055\u3093\u306eASAKAI\u90e8\u5c4b\u3067\u3059\u3002\u8d64\u3044\u30ab\u30fc\u30da\u30c3\u30c8\u304c\u6577\u304d\u8a70\u3081\u3089\u308c\u305f\u5927\u4f1a\u5834\u3067\u3001\u6c17\u306e\u305b\u3044\u304b\u671d\u4f1a\u306e\u71b1\u6c17\u3092\u611f\u3058\u307e\u3059\u3002

\u30a4\u30d9\u30f3\u30c8\u306fPierre\u3055\u3093\u306eRAG\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u304b\u3089\u59cb\u307e\u308a\u307e\u3057\u305f\u3002

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<\/p>\n<\/div>\n\n\n\n

\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

Meetup \u30a4\u30d9\u30f3\u30c8\u5185\u5bb9<\/strong><\/h2>\n\n\n\n

Meetup\u306f5\u3064\u306e\u8b1b\u6f14\u30bb\u30c3\u30b7\u30e7\u30f3\u304c\u3042\u308a\u3001RAG\u306b\u95a2\u3059\u308b\u30ca\u30ec\u30c3\u30b8\u304c\u5171\u6709\u3055\u308c\u307e\u3057\u305f\u3002
<\/p>\n\n\n\n

\u25a0\u8b1b\u6f14\u30c8\u30d4\u30c3\u30af<\/h3>\n\n\n\n
    \n
  1. \u52b9\u679c\u7684\u306aRAG\u8a55\u4fa1\u6226\u7565\u3000<\/li>\n\n\n\n
  2. MS Azured\u3067\u306e\u62e1\u5f35\u6027\u306e\u3042\u308bRAG\u30a2\u30d7\u30ea\u306e\u69cb\u7bc9<\/li>\n\n\n\n
  3. Llamaindex\u3068Neo4j\u3092\u5229\u7528\u3057\u305fRAG\u7cbe\u5ea6\u5411\u4e0a\u306e\u8a66\u307f (\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u767a\u8868)<\/li>\n\n\n\n
  4. \u793e\u5185RAG\u30c4\u30fc\u30eb\u5c0e\u5165\u306e\u8a66\u884c\u932f\u8aa4<\/li>\n\n\n\n
  5. Llamaindex\u3092\u5229\u7528\u3057\u305f\u9ad8\u5ea6\u306aRAG\u6226\u7565<\/li>\n<\/ol>\n\n\n\n


    \u300c\u307f\u306a\u3055\u3093\u3001\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u3092\u5229\u7528\u3057\u3066RAG\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u304b\uff1f\u300d\u306a\u3069\u767a\u8868\u8005\u304b\u3089\u53c2\u52a0\u8005\u3078\u306e\u554f\u3044\u304b\u3051\u3082\u3042\u308a\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u6d3b\u767a\u306b\u60c5\u5831\u4ea4\u63db\u304c\u3055\u308c\u305f\u30a4\u30d9\u30f3\u30c8\u3068\u306a\u308a\u307e\u3057\u305f\u3002
    (\u3061\u306a\u307f\u306b\u4f1a\u5834\u306e\u69d8\u5b50\u3067\u306f\u3001\u82e5\u5e72MS Azure Open AI\u304c\u591a\u304f\u624b\u304c\u4e0a\u304c\u3063\u305f\u5370\u8c61\u3067\u3059\u304cAWS\/GCP\u3082\u5728\u308a\u3000\u203b\u771f\u3093\u4e2d\u306e\u5e2d\u304b\u3089\u898b\u3048\u305f\u7bc4\u56f2\u3067\u3059)
    <\/p>\n\n\n\n

    \"\"
    Pierre\u3055\u3093\u8b1b\u6f14\u304b\u3089\u629c\u7c8b\uff08RAG\u306e\u5148\u9032\u7684\u306a5\u3064\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7d39\u4ecb\uff09<\/figcaption><\/figure>\n\n\n\n

    RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a55\u4fa1\u30d7\u30ed\u30bb\u30b9<\/strong><\/h2>\n\n\n\n

    \u4eca\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306f\u5404\u8b1b\u6f14\u306e\u5185\u5bb9\u3092\u304a\u4f1d\u3048\u51fa\u6765\u305a\u6b8b\u5ff5\u306a\u306e\u3067\u3059\u304c\u3001\u5404\u8b1b\u6f14\u306e\u4e2d\u3067\u89e6\u308c\u3089\u308c\u3066\u3044\u3066\u5370\u8c61\u7684\u3060\u3063\u305f\u5185\u5bb9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002

    \u4e00\u3064\u76ee\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3068\u5404RAG\u69cb\u7bc9\u4e8b\u4f8b\u3067\u8a55\u4fa1(Evaluation)\u3092RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d44\u307f\u8fbc\u3080\u91cd\u8981\u6027\u306b\u89e6\u308c\u3089\u308c\u3066\u3044\u305f\u306e\u304c\u5370\u8c61\u7684\u3067\u3057\u305f\u3002 RAG\u306f\u8272\u3005\u306a\u5b9f\u88c5\u65b9\u6cd5\u3084\u30c6\u30af\u30cb\u30c3\u30af\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u8aa4\u3063\u305f\u5185\u5bb9\u3092\u305d\u308c\u3089\u3057\u304f\u56de\u7b54\u3059\u308bLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u554f\u984c\u306a\u3069\u7cbe\u5ea6\u306e\u9762\u3067\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u4f01\u696d\u5185\u3067\u5b9f\u7528\u7684\u306a\u751f\u6210AP\u30a2\u30d7\u30ea\u3092\u4f5c\u308b\u306b\u306f\u3001\u958b\u767a\u6bb5\u968e\u304b\u3089\u8a55\u4fa1\u3092\u884c\u3044\u7cbe\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u304f\u4e8b\u304c\u5927\u5207\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002RAGAS\u3084LangSmith\u3068\u3044\u3063\u305f\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u306e\u8aac\u660e\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

    \n
    \n
    \"\"<\/figure>\n<\/div>\n\n\n\n
    \n

    \u307e\u305f\u3001\u300cEDD\uff1aEvaluation Driven Development\u300d\u3068\u3044\u3046\u8003\u3048\u65b9\u3082\u8b1b\u6f14\u306e\u4e2d\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u8b1b\u6f14\u5f8c\u306b\u8abf\u3079\u305f\u5185\u5bb9\u306b\u306a\u308a\u307e\u3059\u304c\u3001EDD\u306e\u7d39\u4ecb\u8a18\u4e8b\u304c\u3042\u308a\u307e\u3057\u305f\u306e\u3067\u63b2\u8f09\u3057\u3066\u304a\u304d\u307e\u3059\u3002

    \u30c6\u30b9\u30c8\u99c6\u52d5\u958b\u767a(TDD) \u306e\u8003\u3048\u65b9\u3068\u540c\u3058\u3088\u3046\u3067RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u306e\u8a55\u4fa1\u30d7\u30ed\u30bb\u30b9\u3092\u4f53\u7cfb\u7684\u306b\u6574\u7406\u3057\u305f\u3082\u306e\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

    \u51fa\u5178\uff1a\u8a18\u4e8b\u300cEvaluation Driven Development, the Swiss Army Knife for RAG Pipelines<\/a>\u300d<\/p>\n\n\n\n

    <\/p>\n<\/div>\n<\/div>\n\n\n\n

    <\/p>\n\n\n\n

    \u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8b1b\u6f14<\/strong><\/h2>\n\n\n\n


    \u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u304b\u3089\u306e\u767a\u8868\u306b\u3064\u3044\u3066\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002
    \u5f0a\u793e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8352\u4e95\u3055\u3093\u306b\u3066\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092RAG\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3068\u3057\u3066\u5229\u7528\u3057\u305fPoC\u306e\u5185\u5bb9\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u901a\u5e38\u4f7f\u308f\u308c\u308b\u30d9\u30af\u30bf\u30fcDB\u3068\u30b0\u30e9\u30d5DB\u3001\u3055\u3089\u306b\u30d9\u30af\u30bf\u30fcDB\u3068\u30b0\u30e9\u30d5DB\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306e3\u3064\u306e\u69cb\u6210\u3067\u5fdc\u7b54\u306e\u7cbe\u5ea6\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6bd4\u8f03\u3057\u305f\u5185\u5bb9\u3068\u306a\u308a\u307e\u3059\u3002
    <\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    <\/p>\n\n\n\n

    \u80cc\u666f\u306b\u306f\u30b0\u30e9\u30d5DB\u3067\u4f5c\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\uff08\u77e5\u8b58\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u6027\u3092\u6301\u3064DB\uff09\u3068LLM\u306e\u7d44\u5408\u305b\u3067\u3088\u308a\u5b9f\u7528\u7684\u306aRAG\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3001\u3068\u3044\u3046\u60f3\u5b9a\u304c\u3042\u308a\u307e\u3059\u3002LLM\u304c\u3082\u305f\u3089\u3059\u300c\u81ea\u7136\u8a00\u8a9e\u3001\u7d71\u8a08\u3001\u5275\u9020\u6027\u300d\u306b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u300c\u77e5\u8b58\u3001\u4e8b\u5b9f\u3001\u6587\u8108\u300d\u3092\u5408\u308f\u305b\u308b\u3053\u3068\u3067RAG\u3092\u5f37\u5316\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002\u305d\u308c\u306b\u3088\u308a\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6e1b\u5c11\u3001\u6b63\u78ba\u6027\u306e\u5411\u4e0a\u3001\u5143\u30c7\u30fc\u30bf\u3092\u8fbf\u308c\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306e\u900f\u660e\u6027\u306e\u5411\u4e0a\u3001\u3068\u3044\u3063\u305f\u52b9\u679c\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002

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    <\/p>\n\n\n\n

    \u6700\u5f8c\u306b<\/strong><\/h2>\n\n\n\n

    LlamaIndex\u306ePierre\u3055\u3093\u3084\u4ed6\u306e\u8b1b\u6f14\u8005\u306e\u767a\u8868\u3092\u805e\u3044\u3066\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u3067\u3082RAG\u306e\u5b9f\u7528\u5316\u306b\u5411\u3051\u305f\u69d8\u3005\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u8a66\u884c\u932f\u8aa4\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u611f\u3058\u307e\u3057\u305f\u3002
    RAG User Group\u306b\u5165\u308b\u3068\u8b1b\u6f14\u767a\u8868\u8005\u306e\u5185\u5bb9\u3082\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001RAG\u306b\u3064\u3044\u3066\u306e\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u53c2\u52a0\u3092\u691c\u8a0e\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002


    \u6700\u5f8c\u306b\u5c11\u3057\u5ba3\u4f1d\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306f2\u3064\u306e\u5206\u91ce\u3067AI\/LLM\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002AI\u6d3b\u7528\u3092\u3054\u691c\u8a0e\u306e\u65b9\u306f\u662f\u975e\u53d6\u7d44\u307f\u3092\u3054\u7d39\u4ecb\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u306e\u3067\u304a\u58f0\u304c\u3051\u9802\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n\n\n\n

    \u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3000AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<\/strong>
    \u30fb    \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM<\/a>\u3000
    \u30fb    AI\u99c6\u52d5\u958b\u767a\u652f\u63f4<\/a>

    \u53c2\u8003\u60c5\u5831<\/strong>
    \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u5229\u7528\u3057\u305f\u751f\u6210AI\u30a2\u30d7\u30ea\u306e\u958b\u767a
    \u30fbNeo4j\u793e\u3000\uff1a    GenAI, Meet Knowledge Graphs<\/a>
    <\/a>\u30fbMemgraph\u793e\u3000\uff1a     Knowledge Graphs for Contextual GenAI<\/a><\/p>\n\n\n\n

    LlamaIndex Web\u30b5\u30a4\u30c8  https:\/\/www.llamaindex.ai\/<\/a>
    AI4 \u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9     https:\/\/ai4.io\/vegas\/<\/a>\u3000<\/strong>\uff082024\u5e748\u6708\u306e\u958b\u50ac\u60c5\u5831\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"

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