{"id":254494,"date":"2025-04-09T15:33:16","date_gmt":"2025-04-09T22:33:16","guid":{"rendered":"https:\/\/messengerbot.app\/nlp-chatbot-example-exploring-natural-language-processing-best-practices-and-how-to-build-your-own-chatbot-from-scratch\/"},"modified":"2025-04-09T15:33:16","modified_gmt":"2025-04-09T22:33:16","slug":"nlp%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e4%be%8b-%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e5%87%a6%e7%90%86-%e3%83%99%e3%82%b9%e3%83%88%e3%83%97%e3%83%a9%e3%82%af","status":"publish","type":"post","link":"https:\/\/messengerbot.app\/ja\/nlp-chatbot-example-exploring-natural-language-processing-best-practices-and-how-to-build-your-own-chatbot-from-scratch\/","title":{"rendered":"NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b\uff1a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u63a2\u6c42\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u305d\u3057\u3066\u30bc\u30ed\u304b\u3089\u81ea\u5206\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<input type=\"hidden\" value=\"\" data-essbispostcontainer=\"\" data-essbisposturl=\"https:\/\/messengerbot.app\/ja\/nlp-chatbot-example-exploring-natural-language-processing-best-practices-and-how-to-build-your-own-chatbot-from-scratch\/\" data-essbisposttitle=\"NLP Chatbot Example: Exploring Natural Language Processing, Best Practices, and How to Build Your Own Chatbot from Scratch\" data-essbishovercontainer=\"\"><div class=\"key-takeaways-box\">\n<h2>\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8<\/h2>\n<ul>\n<li><strong>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u6d3b\u7528\u3059\u308b <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong> \u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3057\u3001\u76f4\u611f\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>\u4e3b\u306a\u6a5f\u80fd\u306b\u306f <strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7406\u89e3<\/strong>, <strong>\u610f\u56f3\u8a8d\u8b58<\/strong>, \u304a\u3088\u3073 <strong>\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2<\/strong>, \u305d\u308c\u306b\u3088\u308a\u30d3\u30b8\u30cd\u30b9\u306b\u3068\u3063\u3066\u52b9\u679c\u7684\u3067\u3059\u3002<\/li>\n<li>\u4e3b\u8981\u306aNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u3088\u3046\u306b <strong>Google Dialogflow<\/strong> \u3084 <strong>IBM Watson \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u5805\u7262\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u76ee\u7684\u3092\u5b9a\u7fa9\u3057\u3001\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u3001\u5fc5\u9808\u306e <strong>NLP\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/strong>.<\/li>\n<li>Messenger Bots\u306e\u3088\u3046\u306a\u5b9f\u4e16\u754c\u306e\u4f8b\u306f\u3001NLP\u304c\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u5316\u3057\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div>\n<p>\u4eca\u65e5\u306e\u30c7\u30b8\u30bf\u30eb\u74b0\u5883\u3067\u306f\u3001 <strong>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u767b\u5834\u3057\u307e\u3057\u305f\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>. \u3053\u306e\u8a18\u4e8b\u306f\u3001 <em>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b\uff1a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u63a2\u6c42\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u305d\u3057\u3066\u30bc\u30ed\u304b\u3089\u81ea\u5206\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5<\/em>, \u9b45\u529b\u7684\u306a\u4e16\u754c\u306b\u6df1\u304f\u5165\u308a\u8fbc\u307f <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>\u6700\u521d\u306b\u3001NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u4f55\u304b\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u306e\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u63a2\u308a\u307e\u3059\u3002\u6b21\u306b\u3001\u5b9f\u969b\u306e <strong>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u306e\u4f8b\u3092\u793a\u3057\u3001\u3069\u306e\u3088\u3046\u306b <strong>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b<\/strong> \u304c\u6a5f\u80fd\u6027\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u304b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u6700\u826f\u306eNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6bd4\u8f03\u3057\u3001\u6700\u3082\u52b9\u679c\u7684\u306a <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u8907\u96d1\u3055\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 <strong>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u542b\u3081\u307e\u3059\u3002\u9032\u3080\u306b\u3064\u308c\u3066\u3001<\/strong> NLP\u3068AI\u306e\u9055\u3044\u3092\u660e\u78ba\u306b\u3057 <strong>\u3001ChatGPT\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u305d\u306e\u4e2d\u306b\u4f4d\u7f6e\u3059\u308b\u304b\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/strong>, \u305d\u3057\u3066\u3001ChatGPT\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u9069\u5408\u3059\u308b\u304b\u3092\u8abf\u3079\u308b <strong>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3002\u6700\u5f8c\u306b\u3001\u30bc\u30ed\u304b\u3089\u81ea\u5206\u81ea\u8eab\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306e\u5305\u62ec\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u30ac\u30a4\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>\u3001\u3055\u3089\u306b <a href=\"https:\/\/github.com\" target=\"_blank\" rel=\"noopener\">GitHub<\/a> \u306e\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306a\u308b\u63a2\u6c42\u306e\u305f\u3081\u306b\u3002\u79c1\u305f\u3061\u3068\u4e00\u7dd2\u306b <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u306e\u53ef\u80fd\u6027\u3092\u89e3\u304d\u653e\u3061\u3001 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u3092\u6d3b\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u767a\u898b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h2>\n<p>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u4f1a\u8a71\u5f62\u5f0f\u3067\u5fdc\u7b54\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u9ad8\u5ea6\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u3053\u308c\u3089\u306eAI\u99c6\u52d5\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong> \u6280\u8853\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30de\u30b7\u30f3\u306e\u9593\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3057\u3001\u4eba\u9593\u306e\u4f1a\u8a71\u306b\u975e\u5e38\u306b\u4f3c\u305f\u76f4\u611f\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u4f53\u9a13\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b<\/h3>\n<p>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u5206\u6790\u3057\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3001\u610f\u5473\u306e\u3042\u308b\u4f1a\u8a71\u3092\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u95a2\u9023\u3059\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304b\u3089\u5b66\u3076\u80fd\u529b\u306f\u3001\u5f7c\u3089\u306e\u52b9\u679c\u3092\u3055\u3089\u306b\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4e3b\u306a\u6a5f\u80fd<\/h3>\n<ul>\n<li><strong>\u6587\u8108\u306e\u7406\u89e3:<\/strong> NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306e\u6587\u8108\u3092\u5206\u6790\u3057\u3001\u30cb\u30e5\u30a2\u30f3\u30b9\u3001\u30a4\u30c7\u30a3\u30aa\u30e0\u3001\u8a00\u8a9e\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u80fd\u529b\u306b\u3088\u308a\u3001\u95a2\u9023\u3059\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u610f\u56f3\u8a8d\u8b58:<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u7279\u5b9a\u3067\u304d\u3001\u9069\u5207\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3084\u5fdc\u7b54\u3092\u6c7a\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6b63\u78ba\u3067\u5f79\u7acb\u3064\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/li>\n<li><strong>\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2:<\/strong> \u591a\u304f\u306eNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304b\u3089\u5b66\u3076\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u5fdc\u7b54\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u597d\u307f\u306e\u7406\u89e3\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u3053\u306e\u9069\u5fdc\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u95a2\u9023\u6027\u3068\u52b9\u7387\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/li>\n<li><strong>\u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8:<\/strong> \u9ad8\u5ea6\u306aNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u8907\u6570\u306e\u8a00\u8a9e\u3067\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u591a\u69d8\u306a\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u306b\u304a\u3051\u308b\u4f7f\u3044\u3084\u3059\u3055\u3092\u5e83\u3052\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u7279\u306b\u30b0\u30ed\u30fc\u30d0\u30eb\u30d3\u30b8\u30cd\u30b9\u306b\u3068\u3063\u3066\u6709\u76ca\u3067\u3059\u3002<\/li>\n<li><strong>\u7d71\u5408\u6a5f\u80fd:<\/strong> NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001Facebook Messenger\u306a\u3069\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u7d71\u5408\u3067\u304d\u3001\u30d3\u30b8\u30cd\u30b9\u304c\u9867\u5ba2\u3068\u6700\u3082\u6d3b\u767a\u306a\u5834\u6240\u3067\u95a2\u308f\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u6700\u8fd1\u306e\u7814\u7a76\u306b\u3088\u308b\u3068\u3001NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5c0e\u5165\u306f\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u52b9\u7387\u3068\u6e80\u8db3\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30ac\u30fc\u30c8\u30ca\u30fc\u306e\u5831\u544a\u306b\u3088\u308c\u3070\u30012025\u5e74\u307e\u3067\u306b\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e75%\u304cAI\u6280\u8853\u3001\u7279\u306bNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u308b\u3053\u3068\u304c\u4e88\u6e2c\u3055\u308c\u3066\u304a\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u74b0\u5883\u306b\u304a\u3051\u308b\u305d\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5f71\u97ff\u3068\u6a5f\u80fd\u306b\u3064\u3044\u3066\u306e\u3055\u3089\u306a\u308b\u60c5\u5831\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/www.ibm.com\/cloud\/learn\/what-is-nlp\" target=\"_blank\" rel=\"noopener\">\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u30b8\u30e3\u30fc\u30ca\u30eb<\/a> \u304a\u3088\u3073\u4e3b\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u4f01\u696d\u304b\u3089\u306e\u696d\u754c\u30ec\u30dd\u30fc\u30c8\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/04\/nlp-chatbot-example-494322.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>NLP\u3068\u306f\u4f55\u304b\uff1f\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/h2>\n<h3>\u5b9f\u4e16\u754c\u306eNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b<\/h3>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u81ea\u7136\u8a00\u8a9e\u3092\u901a\u3058\u305f\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u4eba\u5de5\u77e5\u80fd\u306e\u4e00\u5206\u91ce\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6a5f\u68b0\u306f\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u4fa1\u5024\u306e\u3042\u308b\u65b9\u6cd5\u3067\u5fdc\u7b54\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4ee3\u8868\u4f8b\u306fMessenger Bot\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u9ad8\u5ea6\u306aNLP\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002NLP\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001Messenger Bot\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u89e3\u91c8\u3057\u3001\u95a2\u9023\u3059\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u88fd\u54c1\u306b\u95a2\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u4fe1\u3059\u308b\u3068\u3001Messenger Bot\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u6790\u3057\u3001\u91cd\u8981\u306a\u8981\u7d20\u3092\u7279\u5b9a\u3057\u3001\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u9069\u5207\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u8a98\u5c0e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u5316\u3057\u3001\u5373\u5ea7\u306b\u652f\u63f4\u3092\u63d0\u4f9b\u3067\u304d\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u63a2\u6c42\u3059\u308b\u306b\u306f\u3001\u79c1\u305f\u3061\u306e\u8a18\u4e8b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/ai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e5%88%a9%e7%94%a8%e6%b3%95%e3%82%92%e6%8e%a2%e3%82%8b-%e5%ae%9f%e7%94%9f%e6%b4%bb%e3%81%a7%e3%81%ae%e5%bf%9c%e7%94%a8\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u751f\u6d3b\u3067\u306e\u5fdc\u7528<\/a>.<\/p>\n<h3>NLP\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5<\/h3>\n<p>NLP\u306f\u3001\u3088\u308a\u52b9\u679c\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u8981\u7d20\u3092\u901a\u3058\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8981\u7d20\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u542b\u307e\u308c\u307e\u3059\uff1a<\/p>\n<p>1. **\u30c6\u30ad\u30b9\u30c8\u5206\u6790**: NLP\u306f\u30c6\u30ad\u30b9\u30c8\u3092\u7ba1\u7406\u53ef\u80fd\u306a\u90e8\u5206\u306b\u5206\u89e3\u3057\u3001\u305d\u306e\u69cb\u9020\u3068\u610f\u5473\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30c8\u30fc\u30af\u30f3\u5316\u3001\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051\u3001\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\u304c\u542b\u307e\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>2. **\u611f\u60c5\u5206\u6790**: \u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u6a5f\u68b0\u306f\u4e00\u9023\u306e\u8a00\u8449\u306e\u80cc\u5f8c\u306b\u3042\u308b\u611f\u60c5\u7684\u306a\u30c8\u30fc\u30f3\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u7279\u306b\u9867\u5ba2\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u3084\u308a\u53d6\u308a\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u611f\u60c5\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u3088\u308a\u9069\u5207\u306b\u5fdc\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>3. **\u6a5f\u68b0\u7ffb\u8a33**: NLP\u306f\u7ffb\u8a33\u30b5\u30fc\u30d3\u30b9\u3092\u652f\u3048\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u3042\u308b\u8a00\u8a9e\u304b\u3089\u5225\u306e\u8a00\u8a9e\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306fGoogle\u7ffb\u8a33\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3067\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306b\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3068\u3063\u3066\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u8a00\u8a9e\u3067\u52b9\u679c\u7684\u306b\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3068\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>4. **\u30aa\u30fc\u30c8\u30b3\u30f3\u30d7\u30ea\u30fc\u30c8\u3068\u4e88\u6e2c\u30c6\u30ad\u30b9\u30c8**: NLP\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u6587\u4e2d\u306e\u6b21\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3057\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30a2\u30d7\u30ea\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30bf\u30a4\u30d4\u30f3\u30b0\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u4f1a\u8a71\u3092\u3088\u308a\u30b9\u30e0\u30fc\u30ba\u3067\u76f4\u611f\u7684\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>5. **\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8**: NLP\u306f\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u52b9\u679c\u7684\u306b\u7406\u89e3\u3057\u5fdc\u7b54\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8\u306fNLP\u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u89e3\u91c8\u3057\u3001\u95a2\u9023\u3059\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306e\u7814\u7a76\u3067\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u3092\u901a\u3058\u305fNLP\u306e\u9032\u5c55\u304c\u5f37\u8abf\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u306b\u3088\u308a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001BERT\u3084GPT-3\u306a\u3069\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u306e\u5c0e\u5165\u306f\u3001\u6a5f\u68b0\u304c\u8a00\u8a9e\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3092\u9769\u65b0\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u3088\u308a\u5fae\u5999\u306a\u7406\u89e3\u3068\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002 <\/p>\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001NLP\u306f\u4eba\u9593\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u6a5f\u68b0\u306e\u7406\u89e3\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u91cd\u8981\u306a\u6280\u8853\u3067\u3042\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u7ffb\u8a33\u30b5\u30fc\u30d3\u30b9\u307e\u3067\u5e45\u5e83\u3044\u5fdc\u7528\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u4eba\u5de5\u77e5\u80fd\u306e\u91cd\u8981\u306a\u7814\u7a76\u5206\u91ce\u3067\u3059\u3002\u81ea\u5206\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u79c1\u305f\u3061\u306e\u30ac\u30a4\u30c9\u3092\u8a2a\u308c\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/mastering-chatbot-flow-builder-a-comprehensive-guide-to-creating-your-perfect-chatbot-and-understanding-costs-features-and-free-options\/\">\u72ec\u81ea\u306eAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/a>.<\/p>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u6700\u9069\u306aNLP\u306f\u3069\u308c\u3067\u3059\u304b\uff1f<\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u6700\u9069\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001\u7cbe\u5ea6\u3001\u7d71\u5408\u306e\u5bb9\u6613\u3055\u3001\u8907\u6570\u8a00\u8a9e\u306e\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u8981\u7d20\u304c\u8003\u616e\u3055\u308c\u307e\u3059\u30022025\u5e74\u306e\u30c8\u30c3\u30d7NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>Google Dialogflow<\/strong>: \u5f37\u529b\u306a\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3067\u77e5\u3089\u308c\u308bDialogflow\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5411\u3051\u306b\u4f1a\u8a71\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u958b\u767a\u8005\u5411\u3051\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002\u97f3\u58f0\u304a\u3088\u3073\u30c6\u30ad\u30b9\u30c8\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001Google Cloud\u30b5\u30fc\u30d3\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306bAI\u3092\u6d3b\u7528\u3057\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u6700\u9069\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/li>\n<li><strong>Microsoft Bot Framework<\/strong>: \u3053\u306e\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u958b\u767a\u8005\u304c\u8907\u6570\u306e\u30c1\u30e3\u30cd\u30eb\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3001\u30c6\u30b9\u30c8\u3001\u5c55\u958b\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002Azure Cognitive Services\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308b\u611f\u60c5\u5206\u6790\u3084\u8a00\u8a9e\u7406\u89e3\u3092\u542b\u3080\u9ad8\u5ea6\u306aNLP\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>IBM Watson \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>: \u5f37\u529b\u306aAI\u6a5f\u80fd\u3067\u77e5\u3089\u308c\u308bWatson Assistant\u306f\u3001\u4f01\u696d\u306b\u9ad8\u5ea6\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u4f53\u9a13\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\uff08NLU\uff09\u306f\u3001\u6587\u8108\u3092\u8003\u616e\u3057\u305f\u4f1a\u8a71\u3092\u53ef\u80fd\u306b\u3057\u3001\u8907\u96d1\u306a\u9867\u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>Rasa<\/strong>: \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bRasa\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52d5\u4f5c\u306b\u5bfe\u3059\u308b\u67d4\u8edf\u6027\u3068\u5236\u5fa1\u304c\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30e0NLP\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u305f\u3081\u3001\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u306a\u7d44\u7e54\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<li><strong>Amazon Lex<\/strong>: \u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001Amazon Alexa\u3092\u99c6\u52d5\u3059\u308b\u306e\u3068\u540c\u3058\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u4f1a\u8a71\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Lex\u306f\u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58\uff08ASR\uff09\u3068\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u304c\u30e6\u30fc\u30b6\u30fc\u3068\u81ea\u7136\u306b\u5bfe\u8a71\u3067\u304d\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Tidio<\/strong>: Tidio\u306f\u30e9\u30a4\u30d6\u30c1\u30e3\u30c3\u30c8\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u304a\u308a\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u591a\u7528\u9014\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3059\u3002\u305d\u306eNLP\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4e00\u822c\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u306b\u81ea\u52d5\u5fdc\u7b54\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u9867\u5ba2\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u306a\u304c\u3089\u5fdc\u7b54\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Chatbot.com<\/strong>: \u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5e83\u7bc4\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306eNLP\u6a5f\u80fd\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u4e2d\u5c0f\u4f01\u696d\u304c\u9867\u5ba2\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>LivePerson<\/strong>: \u4f1a\u8a71\u578b\u30b3\u30de\u30fc\u30b9\u306b\u7126\u70b9\u3092\u5f53\u3066\u305fLivePerson\u306f\u3001AI\u3092\u4f7f\u7528\u3057\u3066\u30d6\u30e9\u30f3\u30c9\u3068\u6d88\u8cbb\u8005\u306e\u9593\u3067\u610f\u5473\u306e\u3042\u308b\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002\u305d\u306eNLP\u6280\u8853\u306f\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u3088\u308a\u826f\u3044\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Kore.ai<\/strong>: \u3053\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u9ad8\u5ea6\u306aNLP\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u5927\u898f\u6a21\u306a\u7d44\u7e54\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002Kore.ai\u306e\u30dc\u30c3\u30c8\u306f\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3067\u304d\u308b\u305f\u3081\u3001\u5e83\u7bc4\u306a\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u30cb\u30fc\u30ba\u3092\u6301\u3064\u4f01\u696d\u306b\u3068\u3063\u3066\u5805\u7262\u306a\u9078\u629e\u80a2\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>ManyChat<\/strong>: \u4e3b\u306b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u306b\u7126\u70b9\u3092\u5f53\u3066\u305fManyChat\u306f\u3001\u4f01\u696d\u304cFacebook Messenger\u3084SMS\u7528\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068NLP\u6a5f\u80fd\u306f\u3001\u52b9\u679c\u7684\u306a\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u30ea\u30fc\u30c9\u751f\u6210\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u6700\u9069\u306aNLP\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u5e0c\u671b\u30ec\u30d9\u30eb\u3001\u7d71\u5408\u6a5f\u80fd\u3001\u304a\u3088\u3073\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u8907\u96d1\u3055\u3092\u542b\u3080\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u901a\u3058\u3066\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u305f\u3044\u4f01\u696d\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/cloud.google.com\/dialogflow\" target=\"_blank\" rel=\"noopener\">Google Dialogflow<\/a> \u3084 <a href=\"https:\/\/www.ibm.com\/cloud\/watson-assistant\/\" target=\"_blank\" rel=\"noopener\">IBM Watson \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/a> \u9ad8\u5ea6\u306aNLP\u6a5f\u80fd\u3068\u4f7f\u3044\u3084\u3059\u3055\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u6700\u9069\u306aNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b\uff1a\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/h3>\n<p>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52b9\u679c\u3092\u793a\u3059\u305f\u3081\u306b\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306bNLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3057\u305f\u5c0f\u58f2\u4f1a\u793e\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u691c\u8a0e\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092NLP\u3092\u4f7f\u7528\u3057\u3066\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u4f1a\u793e\u306f\u6b21\u306e\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f:<\/p>\n<ul>\n<li><strong>\u5fdc\u7b54\u6642\u9593\u306e\u6539\u5584\uff1a<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5373\u5ea7\u306b\u5fdc\u7b54\u3057\u3001\u5f93\u6765\u306e\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u624b\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u5f85\u6a5f\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a:<\/strong> \u81ea\u7136\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u51e6\u7406\u3059\u308b\u80fd\u529b\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u306e\u61f8\u5ff5\u306b\u52b9\u679c\u7684\u306b\u5bfe\u51e6\u3057\u3001\u6e80\u8db3\u5ea6\u306e\u8a55\u4fa1\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u696d\u52d9\u306e\u52b9\u7387\u5316\uff1a<\/strong> \u4e00\u822c\u7684\u306a\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u4eba\u9593\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3088\u308a\u8907\u96d1\u306a\u554f\u984c\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u5168\u4f53\u7684\u306a\u904b\u7528\u52b9\u7387\u3092\u6700\u9069\u5316\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u8cb4\u91cd\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u53ce\u96c6:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u4f1a\u793e\u304c\u30c8\u30ec\u30f3\u30c9\u3092\u5206\u6790\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u3053\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306f\u3001NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067 <a href=\"https:\/\/messengerbot.app\/ja\/%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e6%8e%a2%e6%b1%82-nlp%e3%81%8c%e4%ba%ba%e9%96%93%e3%81%ae%e7%9b%b8%e4%ba%92%e4%bd%9c\/\">NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a> \u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u904b\u7528\u52b9\u7387\u3092\u5909\u9769\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001 <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a> \u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63a2\u6c42\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308bNLP\u306e\u80fd\u529b\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>ChatGPT\u306fNLP\u3067\u3059\u304b?<\/h2>\n<p>ChatGPT\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u304c\u6d17\u7df4\u3055\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3067\u304d\u308b\u304b\u306e\u4ee3\u8868\u4f8b\u3067\u3059\u3002OpenAI\u306e\u88fd\u54c1\u3067\u3042\u308bChatGPT\u306f\u3001\u5148\u9032\u7684\u306aNLP\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u9b45\u529b\u7684\u3067\u610f\u5473\u306e\u3042\u308b\u4f1a\u8a71\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7406\u89e3\u3057\u3001\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001ChatGPT\u306f\u73fe\u4ee3\u306eNLP\u306e\u80fd\u529b\u3092\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>NLP\u30c4\u30fc\u30eb\u3068\u3057\u3066\u306eChatGPT\u306e\u63a2\u6c42<\/h3>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306f\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u4e2d\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u8a00\u8a9e\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u5c02\u9580\u5206\u91ce\u3067\u3059\u3002OpenAI\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305fChatGPT\u306f\u3001NLP\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u4f1a\u8a71\u3092\u4fc3\u9032\u3059\u308b\u6d17\u7df4\u3055\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7406\u89e3\u3057\u3001\u6b63\u78ba\u306b\u5fdc\u7b54\u3057\u3001\u3055\u3089\u306b\u306f\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u73fe\u4ee3\u306eNLP\u306e\u80fd\u529b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>ChatGPT\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3068\u3057\u3066\u5206\u985e\u3055\u308c\u3001\u591a\u69d8\u306a\u30c6\u30ad\u30b9\u30c8\u30bd\u30fc\u30b9\u304b\u3089\u306a\u308b\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a13\u7df4\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a13\u7df4\u306b\u3088\u308a\u3001\u8a00\u8a9e\u3001\u6587\u6cd5\u3001\u6587\u8108\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u5b66\u3073\u3001\u4eba\u9593\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7406\u89e3\u3092\u6df1\u3081\u307e\u3059\u3002ChatGPT\u306e\u52d5\u4f5c\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059:<\/p>\n<ul>\n<li><strong>\u5165\u529b:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306f\u30c6\u30ad\u30b9\u30c8\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u8cea\u554f\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067ChatGPT\u3068\u5bfe\u8a71\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u51e6\u7406:<\/strong> \u30e2\u30c7\u30eb\u306f\u3001\u5165\u529b\u3092\u5206\u6790\u3057\u3001\u305d\u306e\u610f\u5473\u3092\u89e3\u8aad\u3057\u3001\u4f1a\u8a71\u306e\u6587\u8108\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u5148\u9032\u7684\u306aNLP\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u51fa\u529b:<\/strong> \u3053\u306e\u5206\u6790\u306b\u57fa\u3065\u3044\u3066\u3001ChatGPT\u306f\u4eba\u9593\u306e\u3088\u3046\u306a\u4f1a\u8a71\u3092\u6a21\u5023\u3057\u305f\u3001\u4e00\u8cab\u6027\u304c\u3042\u308a\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u304a\u3051\u308bChatGPT\u306e\u5229\u70b9<\/h3>\n<p>ChatGPT\u3092\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u306b\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3084\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u306e\u5411\u4e0a\u306b\u304a\u3044\u3066\u3001\u591a\u304f\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u4e3b\u306a\u5229\u70b9\u3067\u3059:<\/p>\n<ul>\n<li><strong>\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a:<\/strong> ChatGPT\u306f\u9867\u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5373\u5ea7\u306b\u5fdc\u7b54\u3057\u3001\u554f\u984c\u3092\u52b9\u7387\u7684\u306b\u89e3\u6c7a\u3057\u3001\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210:<\/strong> \u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u8a18\u4e8b\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30e1\u30fc\u30eb\u306e\u751f\u6210\u3092\u652f\u63f4\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u6559\u80b2\u652f\u63f4:<\/strong> ChatGPT\u306f\u8aac\u660e\u3084\u6307\u5c0e\u3092\u63d0\u4f9b\u3067\u304d\u308b\u305f\u3081\u3001\u652f\u63f4\u3092\u6c42\u3081\u308b\u5b66\u751f\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u652f\u63f4:<\/strong> \u958b\u767a\u8005\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306bChatGPT\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>ChatGPT\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u305f\u3081\u306b\u3088\u308a\u53cd\u5fdc\u7684\u3067\u52b9\u679c\u7684\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002NLP\u3068\u305d\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3078\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u63a2\u6c42\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044: <a href=\"https:\/\/www.ibm.com\/cloud\/learn\/what-is-nlp\" target=\"_blank\" rel=\"noopener\">IBM\u306eNLP\u306e\u6982\u8981<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/04\/nlp-chatbot-example-470451.avif\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>NLP\u306fAI\u3068\u3069\u306e\u3088\u3046\u306b\u7570\u306a\u308b\u306e\u304b?<\/h2>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306f\u76f8\u4e92\u306b\u95a2\u9023\u3059\u308b\u5206\u91ce\u3067\u3059\u304c\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u76ee\u7684\u3092\u6301\u3061\u3001\u7570\u306a\u308b\u65b9\u6cd5\u8ad6\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u4e8c\u3064\u306e\u9818\u57df\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u305d\u306e\u80fd\u529b\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002\u7279\u306b\u3001 <a href=\"https:\/\/messengerbot.app\/ja\/%e8%87%aa%e7%84%b6%e8%a8%80%e8%aa%9e%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e6%8e%a2%e6%b1%82-nlp%e3%81%8c%e4%ba%ba%e9%96%93%e3%81%ae%e7%9b%b8%e4%ba%92%e4%bd%9c\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a>.<\/p>\n<h3>NLP\u3068AI\u306e\u533a\u5225<\/h3>\n<p><strong>\u5b9a\u7fa9\u3068\u7bc4\u56f2:<\/strong><\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP):<\/strong> NLP\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3092\u901a\u3058\u3066\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u4eba\u9593\u306e\u76f8\u4e92\u4f5c\u7528\u306b\u7126\u70b9\u3092\u5f53\u3066\u305fAI\u306e\u30b5\u30d6\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u3059\u3002\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3057\u3001\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u4e3b\u306a\u8981\u7d20\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059:\n<ul>\n<li><strong>\u30c8\u30fc\u30af\u30f3\u5316:<\/strong> \u30c6\u30ad\u30b9\u30c8\u3092\u500b\u3005\u306e\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3002<\/li>\n<li><strong>\u69cb\u6587\u89e3\u6790:<\/strong> \u6587\u306e\u6587\u6cd5\u69cb\u9020\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3002<\/li>\n<li><strong>\u56fa\u6709\u8868\u73fe\u8a8d\u8b58 (NER):<\/strong> \u30c6\u30ad\u30b9\u30c8\u5185\u306e\u540d\u524d\u3001\u7d44\u7e54\u3001\u5834\u6240\u306a\u3069\u306e\u91cd\u8981\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u7279\u5b9a\u3057\u3001\u5206\u985e\u3059\u308b\u3053\u3068\u3002<\/li>\n<li><strong>\u54c1\u8a5e\u30bf\u30b0\u4ed8\u3051:<\/strong> \u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u5404\u5358\u8a9e\u306b\u54c1\u8a5e\uff08\u540d\u8a5e\u3001\u52d5\u8a5e\u306a\u3069\uff09\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4eba\u5de5\u77e5\u80fd (AI):<\/strong> AI\u306f\u3001\u6a5f\u68b0\u306b\u3088\u308b\u4eba\u9593\u306e\u77e5\u80fd\u30d7\u30ed\u30bb\u30b9\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u6307\u3059\u5e83\u3044\u6982\u5ff5\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u3001\u554f\u984c\u89e3\u6c7a\u3001\u77e5\u899a\u3001\u8a00\u8a9e\u7406\u89e3\u304c\u542b\u307e\u308c\u307e\u3059\u3002AI\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u3092\u7db2\u7f85\u3057\u3066\u304a\u308a\u3001NLP\u3082\u305d\u306e\u4e00\u90e8\u3067\u3059\u3002<\/li>\n<\/ul>\n<h3>AI\u642d\u8f09\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u304a\u3051\u308bNLP\u306e\u5f79\u5272<\/h3>\n<p><strong>\u6a5f\u80fd\u6027:<\/strong><\/p>\n<ul>\n<li><strong>NLP:<\/strong> \u4e3b\u306b\u8a00\u8a9e\u306e\u7406\u89e3\u3068\u751f\u6210\u306b\u95a2\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/%e3%82%b5%e3%83%9d%e3%83%bc%e3%83%88%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%ae%e4%be%8b%e3%80%81%e6%9c%80%e9%ab%98%e3%81%aeai%e3%82%ab%e3%82%b9%e3%82%bf%e3%83%9e%e3%83%bc\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a>, \u611f\u60c5\u5206\u6790\u3001\u8a00\u8a9e\u7ffb\u8a33\u306a\u3069\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001Messenger Bots\u306fNLP\u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306b\u5fdc\u7b54\u3059\u308b\u3053\u3068\u3067\u3001\u4f1a\u8a71\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u901a\u3058\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<li><strong>AI:<\/strong> \u8a00\u8a9e\u3092\u8d85\u3048\u305f\u5e45\u5e83\u3044\u6a5f\u80fd\u3092\u542b\u307f\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u81ea\u5f8b\u7684\u610f\u601d\u6c7a\u5b9a\u3001\u4e88\u6e2c\u5206\u6790\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002AI\u30b7\u30b9\u30c6\u30e0\u306f\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u4e88\u6e2c\u3084\u63a8\u5968\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001NLP\u306f\u8a00\u8a9e\u306b\u7126\u70b9\u3092\u5f53\u3066\u305fAI\u306e\u5e83\u3044\u5206\u91ce\u306e\u4e2d\u306e\u5c02\u9580\u7684\u306a\u9818\u57df\u3067\u3059\u304c\u3001AI\u306f\u5e45\u5e83\u3044\u6280\u8853\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5305\u542b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u533a\u5225\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5168\u4f53\u3067\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u52b9\u679c\u7684\u306b\u5b9f\u88c5\u3057\u3001\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%9c%e3%83%83%e3%83%88%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%a610%e5%88%86%e4%bb%a5%e5%86%85%e3%81%ab%e6%9c%80%e5%88%9d%e3%81%aeai\/\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a> \u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3002<\/p>\n<h2>NLP\u3092\u4f7f\u7528\u3057\u3066\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/h2>\n<p>NLP\u3092\u4f7f\u7528\u3057\u3066\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u30dc\u30c3\u30c8\u304c\u52b9\u679c\u7684\u3067\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u81ea\u5206\u81ea\u8eab\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u52a9\u3051\u308b\u305f\u3081\u306e\u8a73\u7d30\u306a\u30ac\u30a4\u30c9\u3067\u3059 <strong>nlp\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>.<\/p>\n<h3>NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u30ac\u30a4\u30c9<\/h3>\n<ol>\n<li><strong>\u76ee\u7684\u3068\u7bc4\u56f2\u3092\u5b9a\u7fa9\u3059\u308b:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u76ee\u7684\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3001\u304a\u3088\u3073\u5b9f\u884c\u3059\u308b\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u306e\u57fa\u790e\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3092\u52b9\u679c\u7684\u306b\u6e80\u305f\u3059\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b:<\/strong> \u5f37\u529b\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001 <a href=\"https:\/\/dialogflow.com\" target=\"_blank\" rel=\"noopener\">Dialogflow<\/a>, <a href=\"https:\/\/rasa.com\" target=\"_blank\" rel=\"noopener\">Rasa<\/a>, \u307e\u305f\u306f <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/bot-services\/\" target=\"_blank\" rel=\"noopener\">Microsoft Bot Framework<\/a>. \u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u304a\u3088\u3073\u7d71\u5408\u6a5f\u80fd\u3002<\/li>\n<li><strong>\u4f1a\u8a71\u306e\u6d41\u308c\u3092\u8a2d\u8a08\u3059\u308b:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3084\u53ef\u80fd\u306a\u5fdc\u7b54\u3092\u542b\u3080\u4f1a\u8a71\u306e\u30d1\u30b9\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8\u3084\u4f1a\u8a71\u30c7\u30b6\u30a4\u30f3\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>NLP\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b:<\/strong> NLP\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3057\u3066 <a href=\"https:\/\/spacy.io\" target=\"_blank\" rel=\"noopener\">spaCy<\/a> \u307e\u305f\u306f <a href=\"https:\/\/www.nltk.org\" target=\"_blank\" rel=\"noopener\">NLTK<\/a> \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3092\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u3092\u7406\u89e3\u3057\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u62bd\u51fa\u3057\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3084\u5fdc\u7b54\u3092\u542b\u3080\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u524d\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u3092\u6b63\u78ba\u306b\u89e3\u91c8\u3057\u5fdc\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u5b9a\u671f\u7684\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30c6\u30b9\u30c8\u3068\u53cd\u5fa9:<\/strong> \u6539\u5584\u306e\u305f\u3081\u306e\u9818\u57df\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u5fb9\u5e95\u7684\u306a\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u5b9f\u969b\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u57fa\u3065\u3044\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3068\u6a5f\u80fd\u3092\u6d17\u7df4\u3055\u305b\u307e\u3059\u3002<\/li>\n<li><strong>\u5c55\u958b\u3068\u76e3\u8996:<\/strong> \u9078\u629e\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30a2\u30d7\u30ea\u306a\u3069\uff09\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3068\u6e80\u8db3\u5ea6\u3092\u8ffd\u8de1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u6700\u9069\u5316\u3068\u66f4\u65b0:<\/strong> \u30e6\u30fc\u30b6\u30fc\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3084 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u7528\u306enlp\u306e\u9032\u5c55\u306b\u57fa\u3065\u3044\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3084\u6a5f\u80fd\u3067\u66f4\u65b0\u3057\u307e\u3059\u3002<\/strong>\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u95a2\u9023\u6027\u3092\u4fdd\u3061\u3001\u52b9\u679c\u7684\u3067\u3042\u308a\u7d9a\u3051\u307e\u3059\u3002<\/li>\n<\/ol>\n<h3>NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff1a\u30c4\u30fc\u30eb\u3068\u30ea\u30bd\u30fc\u30b9<\/h3>\n<p>\u3042\u306a\u305f\u306e\u65c5\u3092\u59cb\u3081\u308b\u3068\u304d\u3001 <strong>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u542b\u3081\u307e\u3059\u3002\u9032\u3080\u306b\u3064\u308c\u3066\u3001<\/strong> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3044\u3066\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u63a8\u5968\u3055\u308c\u308b\u30c4\u30fc\u30eb\u3067\u3059:<\/p>\n<ul>\n<li><strong>\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0:<\/strong> \u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c <a href=\"https:\/\/dialogflow.com\" target=\"_blank\" rel=\"noopener\">Dialogflow<\/a> \u3084 <a href=\"https:\/\/rasa.com\" target=\"_blank\" rel=\"noopener\">Rasa<\/a> \u69cb\u7bc9\u306b\u512a\u308c\u3066\u3044\u307e\u3059 <strong>NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e<\/strong>.<\/li>\n<li><strong>NLP\u30e9\u30a4\u30d6\u30e9\u30ea:<\/strong> \u6b21\u306e\u3088\u3046\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306f <a href=\"https:\/\/spacy.io\" target=\"_blank\" rel=\"noopener\">spaCy<\/a> \u3084 <a href=\"https:\/\/www.nltk.org\" target=\"_blank\" rel=\"noopener\">NLTK<\/a> \u8a00\u8a9e\u51e6\u7406\u3068\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u306e\u7406\u89e3\u306b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5206\u6790\u30c4\u30fc\u30eb:<\/strong> \u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u76e3\u8996\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6642\u9593\u3068\u3068\u3082\u306b\u6539\u5584\u3057\u307e\u3059\u3002\u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u6b21\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u7d71\u5408\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.google.com\/analytics\/\" target=\"_blank\" rel=\"noopener\">Google Analytics<\/a> \u3053\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb:<\/strong> \u30ea\u30bd\u30fc\u30b9\u306e\u3088\u3046\u306a <a href=\"https:\/\/messengerbot.app\/ja\/%e3%83%a1%e3%83%83%e3%82%bb%e3%83%b3%e3%82%b8%e3%83%a3%e3%83%bc%e3%83%9c%e3%83%83%e3%83%88%e3%83%81%e3%83%a5%e3%83%bc%e3%83%88%e3%83%aa%e3%82%a2%e3%83%ab\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u3068\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5f93\u3044\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u6a5f\u80fd\u306a <strong>nlp \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b<\/strong> \u3092\u4f5c\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u3001\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>NLP \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8 GitHub \u30ea\u30bd\u30fc\u30b9<\/h2>\n<p>NLP \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30ea\u30bd\u30fc\u30b9\u3092\u63a2\u308b\u3053\u3068\u3067\u3001\u7406\u89e3\u3068\u5b9f\u88c5\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>. GitHub \u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30b3\u30fc\u30c9\u4f8b\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u304a\u3088\u3073\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>. \u3053\u3053\u3067\u306f\u3001Python \u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u65c5\u3092\u59cb\u3081\u308b\u305f\u3081\u306e\u7121\u6599\u306e\u4f8b\u3068\u3044\u30462\u3064\u306e\u91cd\u8981\u306a\u5206\u91ce\u306b\u6df1\u304f\u6398\u308a\u4e0b\u3052\u307e\u3059\u3002<\/p>\n<h3>NLP \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8 Python GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u63a2\u6c42<\/h3>\n<p>Python \u306f\u3001\u958b\u767a\u306b\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e1\u3064\u3067\u3059\u3002 <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u5f37\u529b\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3067\u3059\u3002\u6ce8\u76ee\u3059\u3079\u304d GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059:<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/RasaHQ\/rasa\" target=\"_blank\" rel=\"noopener\">Rasa<\/a>: \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>. Rasa\u306f\u3001\u610f\u56f3\u8a8d\u8b58\u3001\u5bfe\u8a71\u7ba1\u7406\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><a href=\"https:\/\/github.com\/ChatScript\/ChatScript\" target=\"_blank\" rel=\"noopener\">ChatScript<\/a>: \u958b\u767a\u8005\u304c\u4f5c\u6210\u3067\u304d\u308b\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a8\u30f3\u30b8\u30f3\u3067\u3059 <strong>NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e<\/strong> \u81ea\u7136\u306a\u4f1a\u8a71\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><a href=\"https:\/\/github.com\/microsoft\/BotFramework\" target=\"_blank\" rel=\"noopener\">Microsoft Bot Framework<\/a>: \u69d8\u3005\u306a\u30c1\u30e3\u30cd\u30eb\u3068\u7d71\u5408\u3067\u304d\u308b <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8NLP<\/strong> \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/li>\n<li><a href=\"https:\/\/github.com\/DeepPavlov\/DeepPavlov\" target=\"_blank\" rel=\"noopener\">DeepPavlov<\/a>: \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001 <strong>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u542b\u3081\u307e\u3059\u3002\u9032\u3080\u306b\u3064\u308c\u3066\u3001<\/strong> \u5bfe\u8a71\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306e\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306f\u30b3\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u3082\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u5b9f\u88c5\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u7528\u306enlp\u306e\u9032\u5c55\u306b\u57fa\u3065\u3044\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3084\u6a5f\u80fd\u3067\u66f4\u65b0\u3057\u307e\u3059\u3002<\/strong> \u52b9\u679c\u7684\u306b\u3002<\/p>\n<h3>GitHub\u306e\u7121\u6599NLP\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f8b\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/h3>\n<p>\u5b9f\u969b\u306e\u5b9f\u88c5\u3092\u898b\u305f\u3044\u65b9\u306e\u305f\u3081\u306b <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>, GitHub\u306b\u306f\u7121\u6599\u306e\u4f8b\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u8c4a\u5bcc\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u306b\u3044\u304f\u3064\u304b\u306e\u6ce8\u76ee\u3059\u3079\u304d\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059:<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/swapniljadhav\/Chatbot\" target=\"_blank\" rel=\"noopener\">\u30b7\u30f3\u30d7\u30eb\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a>: \u57fa\u672c\u7684\u306a\u3053\u3068\u3092\u793a\u3059\u521d\u5fc3\u8005\u5411\u3051\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong> \u6a5f\u80fd\u3067\u3059\u3002<\/li>\n<li><a href=\"https:\/\/github.com\/nikhilroxtomar\/Chatbot-using-NLP\" target=\"_blank\" rel=\"noopener\">NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a>: \u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a <strong>nlp\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059<\/strong> \u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u5fdc\u7b54\u306b\u57fa\u3065\u3044\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li>\n<li><a href=\"https:\/\/github.com\/Abdur-rahmaanJ\/Chatbot\" target=\"_blank\" rel=\"noopener\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/a>: \u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u7d71\u5408\u3057\u305f\u3088\u308a\u9ad8\u5ea6\u306a\u4f8b\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u81ea\u5206\u81ea\u8eab\u306e <strong>NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3057\u305f\u3044\u4eba\u306b\u3068\u3063\u3066\u512a\u308c\u305f\u51fa\u767a\u70b9\u3068\u306a\u308b\u3002<\/strong>. \u3053\u308c\u3089\u306e\u4f8b\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u679c\u7684\u306a <strong>NLP\u3092\u4f7f\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e<\/strong>.<\/p>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" data-essbisPostUrl=\"https:\/\/messengerbot.app\/ja\/nlp-chatbot-example-exploring-natural-language-processing-best-practices-and-how-to-build-your-own-chatbot-from-scratch\/\" data-essbisPostTitle=\"NLP Chatbot Example: Exploring Natural Language Processing, Best Practices, and How to Build Your Own Chatbot from Scratch\" data-essbisHoverContainer=\"\"><p>Key Takeaways NLP chatbots utilize natural language processing to enhance user interactions and provide intuitive communication experiences. Key features include understanding context, intent recognition, and continuous learning, making them effective for businesses. Leading NLP frameworks like Google Dialogflow and IBM Watson Assistant offer robust solutions for creating chatbots. Building a chatbot from scratch involves defining its purpose, selecting a development platform, and implementing essential NLP techniques. Real-world examples, such as Messenger Bots, demonstrate how NLP can streamline communication and improve customer service. In today&#8217;s digital landscape, NLP chatbots have emerged as powerful tools that enhance user interaction through natural language processing. This article, titled NLP Chatbot Example: Exploring Natural Language [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":254493,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-254494","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts\/254494","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/comments?post=254494"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts\/254494\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media\/254493"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media?parent=254494"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/categories?post=254494"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/tags?post=254494"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}