{"id":49504,"date":"2024-09-12T10:24:35","date_gmt":"2024-09-12T10:24:35","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%e7%84%a1%e6%96%99%e3%81%aellm%e3%83%aa%e3%82%bd%e3%83%bc%e3%82%b9%e3%81%a7%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc\/"},"modified":"2024-09-12T10:25:05","modified_gmt":"2024-09-12T10:25:05","slug":"%e7%84%a1%e6%96%99%e3%81%aellm%e3%83%aa%e3%82%bd%e3%83%bc%e3%82%b9%e3%81%a7%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ja\/blog\/%e7%84%a1%e6%96%99%e3%81%aellm%e3%83%aa%e3%82%bd%e3%83%bc%e3%82%b9%e3%81%a7%e5%a4%a7%e8%a6%8f%e6%a8%a1%e8%a8%80%e8%aa%9e%e3%83%a2%e3%83%87%e3%83%ab%e3%82%92%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc\/","title":{"rendered":"\u7121\u6599\u306eLLM\u30ea\u30bd\u30fc\u30b9\u3067\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046"},"content":{"rendered":"

\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u306b\u304a\u3051\u308b\u753b\u671f\u7684\u306a\u9032\u6b69\u306e\u4ee3\u8868\u3067\u3042\u308a\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u9a5a\u304f\u307b\u3069\u7cbe\u5de7\u306b\u51e6\u7406\u30fb\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002
\nAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u6b63\u78ba\u3055\u3067\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a13\u7df4\u3055\u308c\u3066\u3044\u308b\u3002
\nAI\u306b\u304a\u3051\u308bLLM\u306e\u91cd\u8981\u6027\u306f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u304b\u3089\u81ea\u52d5\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3084\u8a00\u8a9e\u7ffb\u8a33\u307e\u3067\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3059\u308b\u80fd\u529b\u306b\u3042\u308b\u3002
\n\u7523\u696d\u754c\u304cAI\u3092\u6d3b\u7528\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u307e\u3059\u307e\u3059\u63a1\u7528\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u306b\u3064\u308c\u3001LLM\u306e\u5c02\u9580\u77e5\u8b58\u306b\u5bfe\u3059\u308b\u9700\u8981\u306f\u5897\u52a0\u306e\u4e00\u9014\u3092\u305f\u3069\u3063\u3066\u3044\u307e\u3059\u3002
\n\u3053\u306e\u9700\u8981\u306b\u5fdc\u3048\u308b\u305f\u3081\u3001LLM\u306e\u6982\u5ff5\u3068\u5fdc\u7528\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u7121\u6599\u306eLLM\u30ea\u30bd\u30fc\u30b9\u3092\u3001\u521d\u5fc3\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u5b66\u7fd2\u8005\u5411\u3051\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002 <\/p>\n

\n

YouTube\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580 by Andrej Karpathy<\/h2>\n<\/div>\n

Andrej Karpathy\u306b\u3088\u308bYouTube\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u300cIntro to Large Language Models<\/a>\u300d\u306f\u3001LLM\u306e\u5206\u91ce\u3092\u521d\u3081\u3066\u5b66\u3076\u4eba\u306b\u3068\u3063\u3066\u7d20\u6674\u3089\u3057\u3044\u51fa\u767a\u70b9\u3067\u3059\u3002
\n\u3053\u306e\u521d\u5fc3\u8005\u306b\u512a\u3057\u3044\u30ea\u30bd\u30fc\u30b9\u306f\u3001LLM\u306e\u57fa\u790e\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308b\u4eba\u306a\u3089\u8ab0\u3067\u3082\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002
\nKarpathy\u6c0f\u306f1\u6642\u9593\u304b\u3051\u3066\u3001LLM\u306e\u57fa\u790e\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6cd5\u5247\u3001\u5fae\u8abf\u6574\u30d7\u30ed\u30bb\u30b9\u3001\u30de\u30eb\u30c1\u30e2\u30c0\u30ea\u30c6\u30a3\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6280\u8853\u306a\u3069\u3001\u69d8\u3005\u306a\u91cd\u8981\u306a\u30c8\u30d4\u30c3\u30af\u3092\u53d6\u308a\u4e0a\u3052\u3066\u3044\u308b\u3002
\n\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f\u3001\u8907\u96d1\u306a\u6982\u5ff5\u3092\u89e3\u660e\u3057\u3001\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002
\n\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u305f\u3081\u3001\u5b66\u7fd2\u8005\u306f\u81ea\u5206\u306e\u30da\u30fc\u30b9\u3067\u5b66\u7fd2\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u3001LLM\u306e\u4e16\u754c\u3092\u6df1\u304f\u77e5\u308a\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u308b\u4eba\u306b\u3068\u3063\u3066\u3001\u67d4\u8edf\u3067\u4fbf\u5229\u306a\u6559\u6750\u3068\u306a\u3063\u3066\u3044\u308b\u3002 <\/p>\n

\n

\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u521d\u5fc3\u8005\u5411\u3051GenAI\u30b3\u30fc\u30b9<\/h2>\n<\/div>\n

\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e“GenAI for Beginners<\/a>“\u30b3\u30fc\u30b9\u306f\u300118\u306e\u5305\u62ec\u7684\u306a\u30ec\u30c3\u30b9\u30f3\u3092\u901a\u3057\u3066\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u5206\u91ce\u3092\u5e45\u5e83\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002
\n\u3053\u306e\u30b3\u30fc\u30b9\u306f\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5b66\u7fd2\u8005\u306f\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u95a2\u5fc3\u306b\u5408\u308f\u305b\u3066\u5b66\u7fd2\u3092\u8abf\u6574\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u4e3b\u306a\u30c8\u30d4\u30c3\u30af\u306f\u3001\u751f\u6210AI\u306e\u57fa\u790e\u3001LLM\u306e\u8907\u96d1\u3055\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u6280\u8853\u306a\u3069\u3067\u3059\u3002
\n\u3055\u3089\u306b\u3001\u3053\u306e\u30b3\u30fc\u30b9\u3067\u306f\u3001\u30ed\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305fLLM\u642d\u8f09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3084\u3001\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u78ba\u4fdd\u306a\u3069\u3001\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u306b\u3064\u3044\u3066\u3082\u6398\u308a\u4e0b\u3052\u3066\u3044\u307e\u3059\u3002
\n\u3053\u306e\u3088\u3046\u306a\u5b9f\u8df5\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001LLM\u306e\u6982\u5ff5\u306e\u7406\u89e3\u3068\u5fdc\u7528\u306e\u4e21\u65b9\u3092\u80b2\u307f\u3001\u5b9f\u4e16\u754c\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u77e5\u8b58\u3092\u5fdc\u7528\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u5b66\u7fd2\u8005\u306b\u6700\u9069\u3067\u3059\u3002 <\/p>\n

\n

\u30cf\u30ae\u30f3\u30b0\u30fb\u30d5\u30a7\u30a4\u30b9\u3067\u5b66\u3076\u4e0a\u7d1aNLP\u30b3\u30fc\u30b9<\/h2>\n<\/div>\n

Hugging Face NLP\u30b3\u30fc\u30b9\u306f<\/a>\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3064\u3044\u3066\u7406\u89e3\u3092\u6df1\u3081\u305f\u3044\u65b9\u306b\u6700\u9069\u306a\u6559\u6750\u3067\u3059\u3002
\n\u3053\u306e\u30b3\u30fc\u30b9\u306e\u91cd\u8981\u306a\u7126\u70b9\u306f\u3001\u73fe\u4ee3\u306eNLP\u306e\u9032\u6b69\u306e\u57fa\u672c\u3067\u3042\u308b\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002
\n\u53d7\u8b1b\u751f\u306f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63a2\u6c42\u3057\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u69cb\u9020\u5316\u3055\u308c\u3001\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u304b\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u6df1\u3081\u307e\u3059\u3002
\n\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u30fb\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306aNLP\u30bf\u30b9\u30af\u3092\u4fc3\u9032\u3059\u308b\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308bDatasets\u3068Tokenizer\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u7528\u306b\u3082\u91cd\u70b9\u3092\u7f6e\u304d\u307e\u3059\u3002
\n\u3053\u306e\u30b3\u30fc\u30b9\u306e\u5f37\u307f\u306f\u3001\u5b9f\u8df5\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3042\u308a\u3001\u5b66\u7fd2\u8005\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u8981\u7d04\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u7ffb\u8a33\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u3053\u306e\u5b9f\u8df5\u7684\u306a\u7d4c\u9a13\u306b\u3088\u308a\u3001\u5b66\u7fd2\u8005\u306f\u7406\u8ad6\u7684\u306a\u5074\u9762\u3092\u7406\u89e3\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n

\n

\u30b3\u30fc\u30d8\u30eb\u306eLLM\u5927\u5b66\uff1a\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067<\/h2>\n<\/div>\n

LLM University by Cohere\u306f<\/a>\u3001Large Language Models (LLM)\u306e\u57fa\u790e\u7684\u306a\u6982\u5ff5\u304b\u3089\u9ad8\u5ea6\u306a\u30c8\u30d4\u30c3\u30af\u307e\u3067\u3001\u5b66\u7fd2\u8005\u3092\u5c0e\u304f\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5305\u62ec\u7684\u3067\u69cb\u9020\u5316\u3055\u308c\u305f\u5b66\u7fd2\u30d1\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002
\n\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001LLM\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8907\u96d1\u3055\u3092\u6398\u308a\u4e0b\u3052\u3001\u3053\u308c\u3089\u306e\u6d17\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u69cb\u7bc9\u3055\u308c\u3001\u6a5f\u80fd\u3059\u308b\u304b\u3092\u63a2\u6c42\u3057\u305f\u3044\u65b9\u306b\u6700\u9069\u3067\u3059\u3002
\n\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306b\u306f\u3001LLM\u3068\u52b9\u679c\u7684\u306b\u5bfe\u8a71\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3076\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3084\u3001\u7279\u5b9a\u306e\u7528\u9014\u306b\u5408\u308f\u305b\u3066\u30e2\u30c7\u30eb\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u305f\u3081\u306e\u5fae\u8abf\u6574\u6280\u8853\u306a\u3069\u3001\u91cd\u8981\u306a\u30c6\u30fc\u30de\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002
\n\u3055\u3089\u306b\u3001\u5b66\u7fd2\u8005\u306f\u3001\u5916\u90e8\u60c5\u5831\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066LLM\u306e\u51fa\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3067\u3042\u308bRAG\uff08Retrieval Augmented Generation\uff1a\u691c\u7d22\u6a5f\u80fd\u62e1\u5f35\u578b\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u306b\u3064\u3044\u3066\u306e<\/a>\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\nLLM\u30e6\u30cb\u30d0\u30fc\u30b7\u30c6\u30a3\u306e\u969b\u7acb\u3063\u305f\u7279\u5fb4\u306e\u3072\u3068\u3064\u306f\u3001\u305d\u306e\u67d4\u8edf\u306a\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u5b66\u751f\u306f\u3001\u4e88\u5099\u77e5\u8b58\u304c\u3042\u308c\u3070\u5165\u9580\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30b9\u30ad\u30c3\u30d7\u3059\u308b\u3053\u3068\u3067\u6559\u80b2\u8ab2\u7a0b\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u52b9\u7387\u7684\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5b66\u7fd2\u4f53\u9a13\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002 <\/p>\n

\n

\u7d50\u8ad6\u3068\u5b66\u7fd2\u958b\u59cb\u306e\u3059\u3059\u3081<\/h2>\n<\/div>\n

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\nLLM\u306f\u3001AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u672a\u6765\u3092\u5f62\u6210\u3057\u3001\u65b0\u305f\u306a\u30ad\u30e3\u30ea\u30a2\u306e\u9053\u3092\u5207\u308a\u958b\u304f\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u305f\u3081\u3001\u305d\u306e\u91cd\u8981\u6027\u3092\u904e\u5c0f\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002
\nLLM\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u6642\u9593\u3092\u6295\u8cc7\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5206\u91ce\u3067\u6709\u5229\u306a\u7acb\u5834\u306b\u7acb\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n","protected":false},"excerpt":{"rendered":"

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»<\/a><\/p>\n","protected":false},"author":2,"featured_media":49493,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[31],"tags":[],"class_list":["post-49504","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-31"],"acf":[],"yoast_head":"\n\u7121\u6599\u306eLLM\u30ea\u30bd\u30fc\u30b9\u3067\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046<\/title>\n<meta name=\"description\" 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