{"id":253764,"date":"2024-11-23T09:21:36","date_gmt":"2024-11-23T17:21:36","guid":{"rendered":"https:\/\/messengerbot.app\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/"},"modified":"2024-11-23T09:21:36","modified_gmt":"2024-11-23T17:21:36","slug":"%e3%82%bc%e3%83%ad%e3%81%8b%e3%82%89%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%82%92%e6%a7%8b%e7%af%89%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%ef%bc%9apython%e3%81%a7%e8%87%aa","status":"publish","type":"post","link":"https:\/\/messengerbot.app\/ja\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/","title":{"rendered":"\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\uff1aPython\u3067\u81ea\u5206\u81ea\u8eab\u306eAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u30ac\u30a4\u30c9"},"content":{"rendered":"<input type=\"hidden\" value=\"\" data-essbispostcontainer=\"\" data-essbisposturl=\"https:\/\/messengerbot.app\/ja\/how-to-build-a-chatbot-from-scratch-a-comprehensive-guide-to-creating-your-own-ai-chatbot-in-python\/\" data-essbisposttitle=\"How to Build a Chatbot from Scratch: A Comprehensive Guide to Creating Your Own AI Chatbot in Python\" data-essbishovercontainer=\"\"><p>\u4eca\u65e5\u306e\u30c7\u30b8\u30bf\u30eb\u74b0\u5883\u3067\u306f\u3001 <strong>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/strong> \u306f\u3001\u958b\u767a\u8005\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30b9\u30ad\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u3067\u306f\u3001 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/strong>, \u7d4c\u9a13\u8c4a\u5bcc\u306a\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3067\u3042\u308d\u3046\u3068\u597d\u5947\u5fc3\u65fa\u76db\u306a\u521d\u5fc3\u8005\u3067\u3042\u308d\u3046\u3068\u3001\u5fc5\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u8003\u616e\u4e8b\u9805\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u57fa\u672c\u7684\u306a\u8cea\u554f\u3092\u63a2\u308a\u307e\u3059\u3002 <em>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u304b\uff1f<\/em> \u3084 <em>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306f\u3069\u308c\u304f\u3089\u3044\u96e3\u3057\u3044\u3067\u3059\u304b\uff1f<\/em>, \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092 <strong>\u52b9\u679c\u7684\u306b\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u4e3b\u8981\u306a\u6280\u8853\u3084\u30c4\u30fc\u30eb\u306b\u6df1\u304f\u5165\u308a\u8fbc\u307f\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304b\u3089\u3001Python\u3084JavaScript\u3067\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8a73\u7d30\u306b\u81f3\u308b\u307e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u306f\u3042\u306a\u305f\u304c<\/strong> \u52b9\u679c\u7684\u306b\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304b\u3089\u3001Python\u3084JavaScript\u3067\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8907\u96d1\u3055\u307e\u3067\u3001\u3053\u306e\u30a2\u30fc\u30c6\u30a3\u30af\u30eb\u306f\u3042\u306a\u305f\u306e\u65c5\u3092\u59cb\u3081\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <strong>\u69cb\u7bc9\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059<\/strong>\u306e\u65c5\u3092\u59cb\u3081\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u306b\u95a2\u9023\u3059\u308b\u30b3\u30b9\u30c8\u3001\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3001\u53ce\u76ca\u5316\u6226\u7565\u306b\u3064\u3044\u3066\u3082\u8b70\u8ad6\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u306e\u5341\u5206\u306a\u7406\u89e3\u3092\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002AI\u306e\u53ef\u80fd\u6027\u3092\u89e3\u304d\u653e\u3061\u3001\u5b66\u3076\u6e96\u5099\u3092\u6574\u3048\u307e\u3057\u3087\u3046\u3002 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u65b9\u6cd5<\/strong> \u3042\u306a\u305f\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30cb\u30fc\u30ba\u306b\u5408\u3063\u305f!<\/p>\n<p>\u201c`html<\/p>\n<h1>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u304b\uff1f<\/h1>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b<\/h2>\n<p>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u3001\u9867\u5ba2\u3068\u306e\u3084\u308a\u53d6\u308a\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306e\u3084\u308a\u304c\u3044\u306e\u3042\u308b\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u307e\u305f\u306f\u97f3\u58f0\u306e\u3084\u308a\u53d6\u308a\u3092\u901a\u3058\u3066\u4eba\u9593\u306e\u4f1a\u8a71\u3092\u6a21\u5023\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30a2\u30d7\u30ea\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306b\u7d71\u5408\u3055\u308c\u3001\u81ea\u52d5\u5fdc\u7b54\u3092\u63d0\u4f9b\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30e6\u30fc\u30b6\u30fc\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<p>\u6280\u8853\u7684\u306a\u5074\u9762\u306b\u5165\u308b\u524d\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u8981\u7d20\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059:<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP):<\/strong> \u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u89e3\u91c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304c\u3088\u308a\u76f4\u611f\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u6a5f\u68b0\u5b66\u7fd2:<\/strong> \u591a\u304f\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u57fa\u3065\u3044\u3066\u6642\u9593\u3068\u3068\u3082\u306b\u5fdc\u7b54\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u7d71\u5408\u6a5f\u80fd:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306aAPI\u3084\u30b5\u30fc\u30d3\u30b9\u3068\u63a5\u7d9a\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u3092\u5f15\u304d\u51fa\u3057\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u306e\u305f\u3081\u306e\u4e3b\u8981\u6280\u8853<\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u6210\u529f\u88cf\u306b\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u6280\u8853\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u6163\u308c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u52b9\u679c\u7684\u306b\u81ea\u5206\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u30ac\u30a4\u30c9\u3067\u3059:<\/p>\n<ol>\n<li><strong>\u76ee\u7684\u3068\u76ee\u6a19\u3092\u5b9a\u7fa9\u3059\u308b<\/strong>\n<ul>\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u89e3\u6c7a\u3059\u308b\u5177\u4f53\u7684\u306a\u554f\u984c\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3068\u305d\u306e\u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u5fdc\u7b54\u6642\u9593\u306e\u77ed\u7e2e\u3084\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u306a\u3069\u3001\u6e2c\u5b9a\u53ef\u80fd\u306a\u76ee\u6a19\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9069\u5207\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b<\/strong>\n<ul>\n<li>\u6280\u8853\u30b9\u30ad\u30eb\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8981\u4ef6\u306b\u5408\u3063\u305f\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u4eba\u6c17\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059:\n<ul>\n<li><strong>Dialogflow:<\/strong> \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3092\u4f7f\u7528\u3057\u3066\u4f1a\u8a71\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308bGoogle\u6240\u6709\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/li>\n<li><strong>Microsoft Bot Framework:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u3068\u5c55\u958b\u306e\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Rasa:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u306b\u5bfe\u3059\u308b\u67d4\u8edf\u6027\u3068\u5236\u5fa1\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f1a\u8a71\u306e\u6d41\u308c\u3092\u8a2d\u8a08\u3059\u308b<\/strong>\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u65c5\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u6f5c\u5728\u7684\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>Mail Tester\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066 <strong>Lucidchart<\/strong> \u307e\u305f\u306f <strong>\u30df\u30ed<\/strong> \u4f1a\u8a71\u306e\u30d1\u30b9\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306b\u3002<\/li>\n<li>\u30d5\u30ed\u30fc\u304c\u76f4\u611f\u7684\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u52b9\u679c\u7684\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b<\/strong>\n<ul>\n<li>Python\u3084JavaScript\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u5229\u7528\u3059\u308b\u304b\u3001\u3088\u308a\u7c21\u5358\u306a\u5b9f\u88c5\u306e\u305f\u3081\u306b\u30ce\u30fc\u30b3\u30fc\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306bNLP\u6a5f\u80fd\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n<li>API\u3092\u7d71\u5408\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c6\u30b9\u30c8\u3068\u53cd\u5fa9<\/strong>\n<ul>\n<li>\u5fb9\u5e95\u7684\u306a\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u3066\u30d0\u30b0\u3092\u7279\u5b9a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n<li>\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u5fc5\u8981\u306a\u8abf\u6574\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<li>A\/B\u30c6\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6bd4\u8f03\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c7\u30d7\u30ed\u30a4\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/strong>\n<ul>\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084Facebook Messenger\u3001WhatsApp\u306a\u3069\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u307e\u3059\u3002<\/li>\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u76e3\u8996\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u5fdc\u7b54\u3092\u6d17\u7df4\u3055\u305b\u3001\u6a5f\u80fd\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3057\u3066\u3001\u65b0\u6a5f\u80fd\u3092\u53d6\u308a\u5165\u308c\u3001\u9032\u5316\u3059\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5ba3\u4f1d\u3059\u308b<\/strong>\n<ul>\n<li>\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3001\u30e1\u30fc\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u5229\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u65b0\u3057\u3044\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3064\u3044\u3066\u77e5\u3089\u305b\u307e\u3059\u3002<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u304c\u30dc\u30c3\u30c8\u3068\u5bfe\u8a71\u3057\u3001\u7d99\u7d9a\u7684\u306a\u6539\u5584\u306e\u305f\u3081\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u4fc3\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u6a5f\u80fd\u7684\u3067\u9b45\u529b\u7684\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u8a73\u3057\u3044\u60c5\u5831\u3092\u5f97\u308b\u306b\u306f\u3001 <a href=\"https:\/\/chatbotsmagazine.com\/\" target=\"_blank\" rel=\"noopener\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30de\u30ac\u30b8\u30f3<\/a> \u3084 <a href=\"https:\/\/towardsdatascience.com\/\" target=\"_blank\" rel=\"noopener\">Towards Data Science<\/a> \u306e\u30ea\u30bd\u30fc\u30b9\u3092\u63a2\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u304a\u3051\u308b\u6700\u65b0\u306e\u30c8\u30ec\u30f3\u30c9\u3084\u65b9\u6cd5\u8ad6\u306b\u3064\u3044\u3066\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u201c`<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/11\/build-a-chatbot-from-scratch-2731957.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u304b?<\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u8907\u96d1\u3055\u3001\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853\u3001\u958b\u767a\u30a2\u30d7\u30ed\u30fc\u30c1\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u4e00\u822c\u7684\u306a\u4fa1\u683c\u69cb\u9020\u306e\u5185\u8a33\u3067\u3059:<\/p>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u30b3\u30b9\u30c8\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u8981\u56e0<\/h3>\n<p>1. <strong>\u30ab\u30b9\u30bf\u30e0\u958b\u767a<\/strong>: \u5b8c\u5168\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5834\u5408\u3001\u30b3\u30b9\u30c8\u306f\u4e00\u822c\u7684\u306b <strong>$75,000\u304b\u3089$150,000\u4ee5\u4e0a<\/strong>. \u3053\u306e\u4fa1\u683c\u306f\u3001\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u5e83\u7bc4\u306a\u958b\u767a\u6642\u9593\u3001\u30c7\u30b6\u30a4\u30f3\u3001\u304a\u3088\u3073\u7d71\u5408\u3092\u53cd\u6620\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b3\u30b9\u30c8\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u8981\u56e0\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\uff08\u4f8b\uff1a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\uff09\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3001\u304a\u3088\u3073\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p>2. <strong>\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff08CaaS\uff09<\/strong>: CaaS\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4fa1\u683c\u304c\u4f4e\u3044\u3082\u306e\u3067\u59cb\u307e\u308b\u305f\u3081\u3001\u3088\u308a\u624b\u9803\u306a\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059 <strong>$5\u304b\u3089$50\u307e\u3067\u306e\u6708\u984d\u6599\u91d1<\/strong> \u57fa\u672c\u7684\u306a\u6a5f\u80fd\u306e\u305f\u3081\u306e\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306b\u5236\u9650\u304c\u3042\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u4eba\u6c17\u306e\u3042\u308bCaaS\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f <a href=\"https:\/\/dialogflow.com\" target=\"_blank\" rel=\"noopener\">Dialogflow<\/a>, <a href=\"https:\/\/chatfuel.com\" target=\"_blank\" rel=\"noopener\">Chatfuel<\/a>, \u304a\u3088\u3073 <a href=\"https:\/\/manychat.com\" target=\"_blank\" rel=\"noopener\">ManyChat<\/a>, \u6a5f\u80fd\u3084\u4f7f\u7528\u72b6\u6cc1\u306b\u57fa\u3065\u3044\u3066\u7570\u306a\u308b\u4fa1\u683c\u5e2f\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>3. <strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>: \u4e00\u90e8\u306e\u4f01\u696d\u306f\u3001CaaS\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30ab\u30b9\u30bf\u30e0\u958b\u767a\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001 <strong>$20,000\u304b\u3089$100,000<\/strong>, \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u30ec\u30d9\u30eb\u3068\u5fc5\u8981\u306a\u7279\u5b9a\u306e\u6a5f\u80fd\u306b\u5fdc\u3058\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>4. <strong>\u7d99\u7d9a\u7684\u306a\u30b3\u30b9\u30c8<\/strong>: \u521d\u671f\u958b\u767a\u3092\u8d85\u3048\u3066\u3001\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u306e\u7d99\u7d9a\u7684\u306a\u30b3\u30b9\u30c8\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8ffd\u52a0\u306e <strong>10-20%<\/strong> \u521d\u671f\u958b\u767a\u30b3\u30b9\u30c8\u306e\u5e74\u9593\u3002<\/p>\n<p>5. <strong>\u696d\u754c\u7279\u6709\u306e\u8003\u616e\u4e8b\u9805<\/strong>: \u533b\u7642\u3001\u91d1\u878d\u3001e\u30b3\u30de\u30fc\u30b9\u306a\u3069\u306e\u696d\u754c\u306f\u3001\u898f\u5236\u9075\u5b88\u3084\u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306e\u5fc5\u8981\u6027\u304b\u3089\u3001\u3088\u308a\u9ad8\u3044\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4fa1\u683c\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u6d1e\u5bdf\u3084\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/masterofcode.com\" target=\"_blank\" rel=\"noopener\">Master of Code<\/a> \u3084 <a href=\"https:\/\/chatbotsmagazine.com\" target=\"_blank\" rel=\"noopener\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30de\u30ac\u30b8\u30f3<\/a>, \u3053\u308c\u306f\u5e02\u5834\u52d5\u5411\u3084\u4fa1\u683c\u30e2\u30c7\u30eb\u306e\u5305\u62ec\u7684\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u4f5c\u6210\u306e\u305f\u3081\u306e\u7121\u6599\u30ea\u30bd\u30fc\u30b9<\/h3>\n<p>\u9ad8\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305a\u306b <strong>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/strong> \u59cb\u3081\u308b\u305f\u3081\u306e\u3044\u304f\u3064\u304b\u306e\u7121\u6599\u30ea\u30bd\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059:<\/p>\n<ul>\n<li><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\/\" target=\"_blank\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a> \u2013 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u30ac\u30a4\u30c9\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3002<\/li>\n<li><a href=\"https:\/\/brainpod.ai\/ai-chat-assistant\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a> \u2013 \u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3092\u5099\u3048\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30c7\u30e2\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><a href=\"https:\/\/brainpod.ai\/brain-pod-ai-help-center\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI \u30d8\u30eb\u30d7\u30bb\u30f3\u30bf\u30fc<\/a> \u2013 AI \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u5b66\u7fd2\u306e\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002<\/li>\n<li><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\/\" target=\"_blank\">\u30af\u30a4\u30c3\u30af\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u30ac\u30a4\u30c9<\/a> \u2013 10 \u5206\u4ee5\u5185\u3067\u6700\u521d\u306e AI \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/strong> \u5fc5\u8981\u306a\u77e5\u8b58\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u306a\u304c\u3089\u3001\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u8ab0\u3067\u3082\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u304b\uff1f<\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3092\u6301\u3064\u500b\u4eba\u304c\u53c2\u52a0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e<\/strong>\u3002\u7d4c\u9a13\u8c4a\u5bcc\u306a\u958b\u767a\u8005\u3067\u3042\u308d\u3046\u3068\u5b8c\u5168\u306a\u521d\u5fc3\u8005\u3067\u3042\u308d\u3046\u3068\u3001\u4eca\u65e5\u5229\u7528\u53ef\u80fd\u306a\u30c4\u30fc\u30eb\u3068\u30ea\u30bd\u30fc\u30b9\u306b\u3088\u308a\u3001\u8ab0\u3067\u3082 <strong>\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/strong>\u3002\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u57fa\u672c\u7684\u306a\u30b9\u30ad\u30eb\u3068\u3001\u3053\u306e\u65c5\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c4\u30fc\u30eb\u3092\u63a2\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb<\/h3>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u5c02\u9580\u5bb6\u3067\u3042\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/strong>, \u7279\u5b9a\u306e\u30b9\u30ad\u30eb\u306b\u3064\u3044\u3066\u57fa\u672c\u7684\u306a\u7406\u89e3\u3092\u6301\u3064\u3053\u3068\u306f\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u306e\u3042\u308b\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u3067\u3059:<\/p>\n<ul>\n<li><strong>\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58<\/strong>: Python\u3084JavaScript\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u6709\u5229\u3067\u3059\u3002\u7279\u306b\u3001 <strong>\u52b9\u679c\u7684\u306b\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u4e3b\u8981\u306a\u6280\u8853\u3084\u30c4\u30fc\u30eb\u306b\u6df1\u304f\u5165\u308a\u8fbc\u307f\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304b\u3089\u3001Python\u3084JavaScript\u3067\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8a73\u7d30\u306b\u81f3\u308b\u307e\u3067\u3001\u3053\u306e\u8a18\u4e8b\u306f\u3042\u306a\u305f\u304c<\/strong> \u30ab\u30b9\u30bf\u30e0\u6a5f\u80fd\u304c\u5fc5\u8981\u306a\u5834\u5408\u3002\u4f8b\u3048\u3070\u3001 <a href=\"https:\/\/messengerbot.app\/ja\/how-to-build-a-chatbot-in-python\/\">Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5<\/a> \u306f\u7d20\u6674\u3089\u3057\u3044\u51fa\u767a\u70b9\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n<li><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306e\u7406\u89e3<\/strong>: NLP\u306e\u77e5\u8b58\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u52b9\u679c\u7684\u306b\u7406\u89e3\u3057\u5fdc\u7b54\u3067\u304d\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002Rasa\u3084Microsoft Bot Framework\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001NLP\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>\u30c7\u30b6\u30a4\u30f3\u30b9\u30ad\u30eb<\/strong>: \u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u4f1a\u8a71\u30d5\u30ed\u30fc\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306f\u91cd\u8981\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3069\u306e\u3088\u3046\u306b\u5bfe\u8a71\u3059\u308b\u304b\u3092\u8996\u899a\u5316\u3057\u3001\u30b9\u30e0\u30fc\u30ba\u306a\u4f53\u9a13\u3092\u78ba\u4fdd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u5206\u6790\u30b9\u30ad\u30eb<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u305f\u5f8c\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5bfe\u8a71\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306f\u3001\u7d99\u7d9a\u7684\u306a\u6539\u5584\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3084\u6a5f\u80fd\u3092\u6642\u9593\u3092\u304b\u3051\u3066\u6d17\u7df4\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u3092\u652f\u63f4\u3059\u308b\u30c4\u30fc\u30eb<\/h3>\n<p>\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u591a\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30c4\u30fc\u30eb\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002 <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/strong>. \u4eba\u6c17\u306e\u3042\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059:<\/p>\n<ul>\n<li><strong>Botpress<\/strong>: \u5e45\u5e83\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u958b\u767a\u8005\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092 <strong>\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u306e\u306b\u6700\u9069\u3067\u3059<\/strong>.<\/li>\n<li><strong>Dialogflow<\/strong>: Google\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u7c21\u5358\u306b\u7d71\u5408\u3067\u304d\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f1a\u8a71\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u305f\u3044\u4eba\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<li><strong>Chatfuel<\/strong>: \u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u7d4c\u9a13\u304c\u306a\u304f\u3066\u3082Facebook Messenger\u4e0a\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u7279\u306b\u4f7f\u3044\u3084\u3059\u3044\u3067\u3059\u3002<\/li>\n<li><strong>Brain Pod AI<\/strong>: \u5e45\u5e83\u3044AI\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u591a\u76ee\u7684\u30c4\u30fc\u30eb\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u5f7c\u3089\u306e\u63d0\u4f9b\u5185\u5bb9\u306f <a href=\"https:\/\/brainpod.ai\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>.<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3001\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u8ab0\u3067\u3082 <strong>\u69cb\u7bc9\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059<\/strong>. \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u306b\u95a2\u3059\u308b\u3055\u3089\u306a\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u79c1\u305f\u3061\u306e <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\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a> \u3053\u306e\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u5206\u91ce\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3092\u6848\u5185\u3059\u308b\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n<h2>\u81ea\u5206\u81ea\u8eab\u306eAI\u3092ChatGPT\u306e\u3088\u3046\u306b\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306f\uff1f<\/h2>\n<p>ChatGPT\u306e\u3088\u3046\u306a\u81ea\u5206\u81ea\u8eab\u306eAI\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u78ba\u56fa\u305f\u308b\u7406\u89e3\u304c\u5fc5\u8981\u306a\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u512a\u308c\u305fAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n<h3>AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u6982\u8981<\/h3>\n<p>Facebook Messenger\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u4e21\u65b9\u304b\u3089\u524a\u9664\u3059\u308b\u306b\u306f <a href=\"https:\/\/messengerbot.app\/ja\/how-to-create-a-chatbot-in-python\/\">\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/a>, \u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u9818\u57df\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u9069\u5207\u306aNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u52b9\u679c\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u8a73\u7d30\u306a\u5185\u8a33\u3067\u3059:<\/p>\n<ul>\n<li><strong>\u30b9\u30c6\u30c3\u30d71: NLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b<\/strong><br \/>\n    \u30cb\u30fc\u30ba\u306b\u5408\u3063\u305f\u5805\u7262\u306aNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u822c\u7684\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u306f\u3001TensorFlow\u3001PyTorch\u3001Hugging Face\u306eTransformers\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u4f1a\u8a71\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u4e8b\u524d\u69cb\u7bc9\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 2: \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/strong><br \/>\n    \u591a\u69d8\u3067\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3057\u3066\u3001AI\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u4f1a\u8a71\u30c7\u30fc\u30bf\u3001\u66f8\u7c4d\u3001\u8a18\u4e8b\u3001\u305d\u306e\u4ed6\u306e\u30c6\u30ad\u30b9\u30c8\u30bd\u30fc\u30b9\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u30ce\u30a4\u30ba\u3084\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u3092\u53d6\u308a\u9664\u304f\u305f\u3081\u306b\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3055\u308c\u3001\u524d\u51e6\u7406\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001OpenAI GPT-3 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u30b3\u30fc\u30cd\u30eb\u6620\u753b\u5bfe\u8a71\u30b3\u30fc\u30d1\u30b9\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 3: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong><br \/>\n    \u8ee2\u79fb\u5b66\u7fd2\u3092\u5229\u7528\u3057\u3066\u3001\u6e96\u5099\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\uff08GPT-2\u3084GPT-3\u306a\u3069\uff09\u304b\u3089\u59cb\u3081\u3066\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u3001\u56f0\u60d1\u5ea6\u3084\u7cbe\u5ea6\u306a\u3069\u306e\u6307\u6a19\u3092\u76e3\u8996\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u52b9\u679c\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 4: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><br \/>\n    \u521d\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u5f8c\u3001\u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u4f1a\u8a71\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3001\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304b\u3089\u306e\u5f37\u5316\u5b66\u7fd2\uff08RLHF\uff09\u306e\u5b9f\u88c5\u3001\u304a\u3088\u3073\u53cd\u5fa9\u30c6\u30b9\u30c8\u306e\u5b9f\u65bd\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5fdc\u7b54\u306b\u304a\u3051\u308b\u5275\u9020\u6027\u3068\u4e00\u8cab\u6027\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 5: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u7d71\u5408\u3059\u308b<\/strong><br \/>\n    \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u305f\u3081\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u958b\u767a\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u3001\u307e\u305f\u306fSlack\u3084Discord\u306e\u3088\u3046\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u5bfe\u8a71\u3092\u53ef\u80fd\u306b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u30b9\u30e0\u30fc\u30ba\u306a\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 6: \u7d99\u7d9a\u7684\u306a\u6539\u5584\u3068\u66f4\u65b0<\/strong><br \/>\n    \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3067\u66f4\u65b0\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u518d\u8a13\u7df4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u76e3\u8996\u3057\u3066\u6539\u5584\u304c\u5fc5\u8981\u306a\u9818\u57df\u3092\u7279\u5b9a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d6\u308a\u5165\u308c\u3066\u5fdc\u7b54\u3092\u6d17\u7df4\u3055\u305b\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30c6\u30c3\u30d7 7: \u502b\u7406\u7684\u8003\u616e\u4e8b\u9805\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/strong><br \/>\n    AI\u304c\u502b\u7406\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3068\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u898f\u5236\u306b\u5f93\u3046\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5371\u967a\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u504f\u3063\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u751f\u6210\u3092\u9632\u3050\u305f\u3081\u306e\u5bfe\u7b56\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002AI\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u3084\u6b27\u5dde\u59d4\u54e1\u4f1a\u306eAI\u502b\u7406\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306a\u3069\u306e\u7d44\u7e54\u304b\u3089\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u7cbe\u901a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5f93\u3044\u3001\u6700\u65b0\u306eAI\u3068NLP\u306e\u9032\u5c55\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u306b\u52b9\u679c\u7684\u306b\u5fdc\u3048\u308bChatGPT\u306b\u4f3c\u305f\u9ad8\u5ea6\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306a\u308b\u30ea\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/brainpod.ai\/ai-writer\/\" target=\"_blank\" rel=\"noopener\">Brain Pod AI<\/a>, AI\u958b\u767a\u306b\u95a2\u3059\u308b\u30c4\u30fc\u30eb\u3068\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30bc\u30ed\u304b\u3089AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806<\/h3>\n<p>Facebook Messenger\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u4e21\u65b9\u304b\u3089\u524a\u9664\u3059\u308b\u306b\u306f <a href=\"https:\/\/messengerbot.app\/ja\/create-a-chat-bot-in-python\/\">\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/a>, \u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3079\u304d\u3067\u3059:<\/p>\n<ul>\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u76ee\u6a19\u306b\u5408\u3063\u305f\u9069\u5207\u306aNLP\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3059\u3002<\/li>\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u6271\u3046\u4f1a\u8a71\u306e\u30bf\u30a4\u30d7\u3092\u53cd\u6620\u3057\u305f\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/li>\n<li>\u8ee2\u79fb\u5b66\u7fd2\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5fae\u8abf\u6574\u3057\u3066\u3001\u305d\u306e\u4f1a\u8a71\u80fd\u529b\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<li>\u6700\u9069\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7d99\u7d9a\u7684\u306b\u66f4\u65b0\u3057\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n<li>\u8cac\u4efb\u3042\u308bAI\u4f7f\u7528\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u502b\u7406\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u5f93\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u3053\u3068\u3067\u3001\u3042\u306a\u305f\u306f\u6b21\u306e\u6bb5\u968e\u306b\u9032\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/how-to-build-chatbots\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e<\/a> \u30e6\u30fc\u30b6\u30fc\u3092\u52b9\u679c\u7684\u306b\u5f15\u304d\u4ed8\u3051\u3001\u8cb4\u91cd\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/messengerbot.app\/wp-content\/uploads\/2024\/11\/build-a-chatbot-from-scratch-2772720.png\" alt=\"\" title=\"\"><\/img><\/p>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306f\u3069\u308c\u304f\u3089\u3044\u96e3\u3057\u3044\u3067\u3059\u304b?<\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u306f\u3001\u76ee\u6a19\u3084\u9078\u629e\u3057\u305f\u6280\u8853\u306b\u3088\u3063\u3066\u306f\u5358\u7d14\u306a\u3082\u306e\u304b\u3089\u8907\u96d1\u306a\u3082\u306e\u307e\u3067\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u95a2\u4e0e\u3059\u308b\u8ab2\u984c\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u8ab0\u306b\u3068\u3063\u3066\u3082\u91cd\u8981\u3067\u3059\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/how-to-create-your-own-ai-like-chatgpt\/\">\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b<\/a>\u30d7\u30ed\u30bb\u30b9\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u3067\u3059\uff1a<\/p>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u306b\u304a\u3051\u308b\u4e00\u822c\u7684\u306a\u8ab2\u984c<\/h3>\n<p>\u306e\u65c5\u306b\u4e57\u308a\u51fa\u3059\u3068\u304d\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6a5f\u80fd\u304c\u305d\u306e\u6210\u529f\u3092\u6c7a\u5b9a\u3065\u3051\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059: <a href=\"https:\/\/messengerbot.app\/ja\/how-to-build-a-chatbot-from-scratch\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/a>, \u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059:<\/p>\n<ul>\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u7a2e\u985e\u3092\u7406\u89e3\u3059\u308b<\/strong>: \u4e3b\u306b2\u7a2e\u985e\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002 <strong>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u306b\u5f93\u3044\u3001\u69cb\u7bc9\u304c\u5bb9\u6613\u3067\u3042\u308b\u305f\u3081\u3001FAQ\u3084\u57fa\u672c\u7684\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u3088\u3046\u306a\u7c21\u5358\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u306b\u5bfe\u3057\u3066\u3001 <strong>AI\u99c6\u52d5\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u7406\u89e3\u3057\u5fdc\u7b54\u3059\u308b\u305f\u3081\u3001\u3088\u308a\u591a\u304f\u306e\u6280\u8853\u7684\u77e5\u8b58\u3068\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<li><strong>\u9069\u5207\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u629e<\/strong>: \u9069\u5207\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002 <strong>\u30ce\u30fc\u30b3\u30fc\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong> Chatfuel\u3084ManyChat\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u306a\u3057\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3084\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u3092\u6301\u3064\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u3001Microsoft Bot Framework\u3084Google Dialogflow\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u958b\u767a\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u3001\u3053\u308c\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u3092\u8981\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u76ee\u7684\u306e\u5b9a\u7fa9<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u9054\u6210\u3057\u3066\u307b\u3057\u3044\u3053\u3068\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u306f\u91cd\u8981\u3067\u3059\u3002\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084\u30ea\u30fc\u30c9\u751f\u6210\u306e\u305f\u3081\u3067\u3042\u308c\u3001\u660e\u78ba\u306a\u76ee\u6a19\u3092\u6301\u3064\u3053\u3068\u304c\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u5c0e\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u7c21\u7d20\u5316<\/h3>\n<p>\u306e\u8ab2\u984c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u306b <a href=\"https:\/\/messengerbot.app\/ja\/how-to-code-a-chat-bot\/\">\u69cb\u7bc9\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059<\/a>, \u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306e\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044:<\/p>\n<ul>\n<li><strong>\u4f1a\u8a71\u30d5\u30ed\u30fc\u306e\u8a2d\u8a08<\/strong>: \u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304c\u3069\u306e\u3088\u3046\u306b\u9032\u884c\u3059\u308b\u3079\u304d\u304b\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u4e88\u6e2c\u3057\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u4f53\u9a13\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u9069\u5207\u306a\u5fdc\u7b54\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/li>\n<li><strong>API\u3092\u7d71\u5408\u3059\u308b<\/strong>: \u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306eAPI\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u652f\u6255\u3044\u51e6\u7406\u3084CRM\u7d71\u5408\u306a\u3069\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u3092\u5f37\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30c6\u30b9\u30c8\u3068\u53cd\u5fa9<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d9\u30fc\u30bf\u7248\u3092\u7acb\u3061\u4e0a\u3052\u3001\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\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002\u3053\u306e\u53cd\u5fa9\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u6d17\u7df4\u3055\u305b\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n<p>\u3055\u3089\u306b\u3001Coursera\u3084Udemy\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b9\u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001 <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\/\">\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a> \u52b9\u679c\u7684\u306b\u3002GitHub\u3084Stack Overflow\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u95a2\u308f\u308b\u3053\u3068\u3067\u3001\u30b5\u30dd\u30fc\u30c8\u3084\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u3082\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5229\u76ca\u3092\u751f\u3080\u304b\uff1f<\/h2>\n<p>\u306f\u3044\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u5229\u76ca\u3092\u751f\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u53ce\u76ca\u3092\u751f\u3080\u65b9\u6cd5\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30de\u30cd\u30bf\u30a4\u30ba\u6226\u7565<\/h3>\n<p>1. <strong>\u5546\u54c1\u63a8\u85a6<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3084\u597d\u307f\u3092\u5206\u6790\u3057\u3066\u95a2\u9023\u3059\u308b\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u3067\u3001\u5e73\u5747\u53d6\u5f15\u984d\u3092\u52b9\u679c\u7684\u306b\u5897\u52a0\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.juniperresearch.com\/researchstore\/fintech-payments\/chatbots-ai-2022\" target=\"_blank\" rel=\"noopener\">\u30b8\u30e5\u30cb\u30d1\u30fc\u30fb\u30ea\u30b5\u30fc\u30c1<\/a>, \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f2022\u5e74\u307e\u3067\u306b\u6539\u5584\u3055\u308c\u305f\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3068\u8ca9\u58f2\u52b9\u7387\u3092\u901a\u3058\u3066\u3001\u4f01\u696d\u304c\u5e74\u9593$8\u5104\u30c9\u30eb\u4ee5\u4e0a\u3092\u7bc0\u7d04\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>2. <strong>24\u6642\u9593\u5e74\u4e2d\u7121\u4f11\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8<\/strong>: 24\u6642\u9593\u4f53\u5236\u306e\u652f\u63f4\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9867\u5ba2\u6e80\u8db3\u5ea6\u3068\u30ea\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u5e38\u6642\u5229\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306f\u3001\u9867\u5ba2\u304c\u3044\u3064\u3067\u3082\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u5373\u5ea7\u306b\u5fdc\u7b54\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8ca9\u58f2\u6a5f\u4f1a\u306e\u5897\u52a0\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>3. <strong>\u30ea\u30fc\u30c9\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u8a2a\u554f\u8005\u3092\u5f15\u304d\u4ed8\u3051\u3001\u8cb4\u91cd\u306a\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3001\u55b6\u696d\u30c1\u30fc\u30e0\u306b\u6e21\u3059\u524d\u306b\u30ea\u30fc\u30c9\u3092\u9078\u5225\u3057\u307e\u3059\u3002 <a href=\"https:\/\/www.drift.com\" target=\"_blank\" rel=\"noopener\">Drift<\/a> \u306e\u5831\u544a\u306b\u3088\u308b\u3068\u3001\u30ea\u30fc\u30c9\u751f\u6210\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u4f01\u696d\u306f\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u304c30%\u5897\u52a0\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>4. <strong>\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30eb\u30fc\u30c1\u30f3\u696d\u52d9\u3092\u81ea\u52d5\u5316\u3057\u3001\u5e83\u7bc4\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u30c1\u30fc\u30e0\u306e\u5fc5\u8981\u6027\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.ibm.com\" target=\"_blank\" rel=\"noopener\">IBM<\/a>, \u4f01\u696d\u306fAI\u99c6\u52d5\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30b3\u30b9\u30c8\u3092\u6700\u592730%\u7bc0\u7d04\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>5. <strong>\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a<\/strong>: \u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3068\u8fc5\u901f\u306a\u554f\u3044\u5408\u308f\u305b\u306e\u89e3\u6c7a\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5168\u4f53\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u4f53\u9a13\u306f\u30ea\u30d4\u30fc\u30c8\u8cfc\u5165\u3084\u9867\u5ba2\u306e\u5fe0\u8aa0\u5fc3\u306b\u3064\u306a\u304c\u308a\u3001\u3053\u308c\u306f\u9577\u671f\u7684\u306a\u53ce\u76ca\u6027\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>6. <strong>E\u30b3\u30de\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408<\/strong>: \u591a\u304f\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306fE\u30b3\u30de\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u7d71\u5408\u3067\u304d\u3001\u30c1\u30e3\u30c3\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u5185\u3067\u76f4\u63a5\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u53d6\u5f15\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u4fbf\u5229\u3055\u306f\u3001\u9867\u5ba2\u304c\u30c1\u30e3\u30c3\u30c8\u304b\u3089\u96e2\u308c\u308b\u3053\u3068\u306a\u304f\u8cfc\u5165\u3092\u5b8c\u4e86\u3067\u304d\u308b\u305f\u3081\u3001\u3088\u308a\u9ad8\u3044\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u696d\u52d9\u3092\u52b9\u7387\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u53ce\u76ca\u3092\u751f\u3080\u6a5f\u4f1a\u3092\u591a\u6570\u5275\u51fa\u3057\u3001\u53ce\u76ca\u6027\u3092\u5411\u4e0a\u3055\u305b\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u8cc7\u7523\u3068\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306a\u308b\u6d1e\u5bdf\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u6e90\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044 <a href=\"https:\/\/www.juniperresearch.com\/researchstore\/fintech-payments\/chatbots-ai-2022\" target=\"_blank\" rel=\"noopener\">\u30b8\u30e5\u30cb\u30d1\u30fc\u30fb\u30ea\u30b5\u30fc\u30c1<\/a> \u3084 <a href=\"https:\/\/www.ibm.com\" target=\"_blank\" rel=\"noopener\">IBM<\/a>\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52b9\u7387\u6027\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u95a2\u3059\u308b\u7814\u7a76\u3002<\/p>\n<h3>\u6210\u529f\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u88c5\u306b\u95a2\u3059\u308b\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/h3>\n<p>\u591a\u304f\u306e\u4f01\u696d\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u696d\u52d9\u306b\u7d71\u5408\u3057\u3001\u305d\u306e\u53ce\u76ca\u6027\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001 <a href=\"https:\/\/www.zendesk.com\" target=\"_blank\" rel=\"noopener\">Zendesk<\/a> \u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u5fdc\u7b54\u6642\u9593\u306e\u6539\u5584\u3068\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u540c\u69d8\u306b\u3001 <a href=\"https:\/\/www.shopify.com\" target=\"_blank\" rel=\"noopener\">Shopify<\/a> \u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5229\u7528\u3057\u3066\u5546\u4eba\u304c\u5e97\u8217\u3092\u7ba1\u7406\u3059\u308b\u306e\u3092\u652f\u63f4\u3057\u3001\u58f2\u4e0a\u3068\u9867\u5ba2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u306e\u5411\u4e0a\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001 <a href=\"https:\/\/www.sephora.com\" target=\"_blank\" rel=\"noopener\">\u30bb\u30d5\u30a9\u30e9<\/a> \u306e\u3088\u3046\u306a\u4f01\u696d\u306f\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5546\u54c1\u63a8\u5968\u306e\u305f\u3081\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c0e\u5165\u3057\u3001\u58f2\u4e0a\u3092\u5927\u5e45\u306b\u5897\u52a0\u3055\u305b\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4f8b\u306f\u3001\u52b9\u679c\u7684\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u6226\u7565\u304c\u3069\u306e\u3088\u3046\u306b\u5927\u304d\u306a\u8ca1\u52d9\u7684\u5229\u76ca\u3068\u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u88c5\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u306f\u3001\u3053\u3061\u3089\u3092\u63a2\u7d22\u3067\u304d\u307e\u3059 <a href=\"https:\/\/messengerbot.app\/ja\/%e9%a1%a7%e5%ae%a2%e3%82%b5%e3%83%9d%e3%83%bc%e3%83%88%e3%82%92%e9%9d%a9%e6%96%b0%e3%81%99%e3%82%8b%e6%9c%80%e9%ab%98%e3%81%aeai%e3%83%81%e3%83%a3%e3%83%83%e3%83%88%e3%83%9c%e3%83%83%e3%83%88%e3%81%a8\/\" target=\"_self\">\u3053\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044<\/a> \u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u306e\u6210\u529f\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>Python\u3067\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u306f\uff1f<\/h2>\n<p>Python\u3067\u30bc\u30ed\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u529b\u3092\u6d3b\u7528\u3059\u308b\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u5192\u967a\u3067\u3059\u3002Python\u306f\u3001\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u305f\u3081\u306b\u5229\u7528\u53ef\u80fd\u306a\u5e83\u7bc4\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u305f\u3081\u306b\u3001\u591a\u304f\u306e\u958b\u767a\u8005\u306b\u597d\u307e\u308c\u308b\u8a00\u8a9e\u3067\u3059\u3002\u59cb\u3081\u308b\u305f\u3081\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u30ac\u30a4\u30c9\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<h3>Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u30ac\u30a4\u30c9<\/h3>\n<p>1. <strong>\u76ee\u7684\u3092\u5b9a\u7fa9\u3059\u308b:<\/strong> \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u5165\u308b\u524d\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u4f55\u3092\u9054\u6210\u3055\u305b\u305f\u3044\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u306f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u305f\u3081\u3067\u3059\u304b\u3001\u305d\u308c\u3068\u3082\u30ea\u30fc\u30c9\u751f\u6210\u306e\u305f\u3081\u3067\u3059\u304b\u3001\u305d\u308c\u3068\u3082\u305f\u3060\u306e\u697d\u3057\u307f\u306e\u305f\u3081\u3067\u3059\u304b\uff1f\u76ee\u7684\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3001\u30c7\u30b6\u30a4\u30f3\u3068\u6a5f\u80fd\u6027\u3092\u5c0e\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>2. <strong>\u74b0\u5883\u3092\u8a2d\u5b9a\u3059\u308b:<\/strong> \u304a\u4f7f\u3044\u306e\u30de\u30b7\u30f3\u306bPython\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u3061\u3089\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059 <a href=\"https:\/\/www.python.org\/downloads\/\" target=\"_blank\" rel=\"noopener\">\u516c\u5f0fPython\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/a>\u3002\u3055\u3089\u306b\u3001\u3088\u308a\u826f\u3044\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4f53\u9a13\u306e\u305f\u3081\u306b\u3001PyCharm\u3084Visual Studio Code\u306e\u3088\u3046\u306aIDE\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>3. <strong>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e:<\/strong> Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001 <a href=\"https:\/\/github.com\/RasaHQ\/rasa\" target=\"_blank\" rel=\"noopener\">Rasa<\/a>, <a href=\"https:\/\/github.com\/microsoft\/BotFramework\" target=\"_blank\" rel=\"noopener\">Microsoft Bot Framework<\/a>, \u304a\u3088\u3073 <a href=\"https:\/\/github.com\/ChatScript\/ChatScript\" target=\"_blank\" rel=\"noopener\">ChatScript<\/a>. Rasa\u306f\u305d\u306e\u67d4\u8edf\u6027\u3068\u4f7f\u3044\u3084\u3059\u3055\u304b\u3089\u7279\u306b\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>4. <strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3092\u5b9f\u88c5\u3059\u308b:<\/strong> \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\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\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u5fdc\u7b54\u3092\u7406\u89e3\u3057\u751f\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>5. <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30ed\u30b8\u30c3\u30af\u306e\u958b\u767a:<\/strong> \u4f1a\u8a71\u306e\u6d41\u308c\u3068\u30ed\u30b8\u30c3\u30af\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u610f\u56f3\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u304a\u3088\u3073\u5fdc\u7b54\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u3001\u30b7\u30f3\u30d7\u30eb\u306aif-else\u69cb\u9020\u3084\u3088\u308a\u8907\u96d1\u306a\u72b6\u614b\u7ba1\u7406\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>6. <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c6\u30b9\u30c8:<\/strong> \u30c6\u30b9\u30c8\u306f\u91cd\u8981\u3067\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u3069\u306e\u3088\u3046\u306b\u5fdc\u7b54\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6539\u5584\u304c\u5fc5\u8981\u306a\u9818\u57df\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>7. <strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c7\u30d7\u30ed\u30a4:<\/strong> \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u6e80\u8db3\u3057\u305f\u3089\u3001Facebook Messenger\u3001Slack\u3001\u307e\u305f\u306f\u3042\u306a\u305f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5c55\u958b\u3057\u307e\u3059\u3002 <a href=\"https:\/\/messengerbot.app\/ja\/\">\u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u30dc\u30c3\u30c8<\/a> \u7c21\u5358\u306a\u7d71\u5408\u306e\u305f\u3081\u306b\u3001\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h3>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u52b9\u679c\u7684\u3067\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li><strong>\u30b7\u30f3\u30d7\u30eb\u306b\u4fdd\u3064:<\/strong> 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\u6280\u8853\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u671f\u5f85\u306f\u9032\u5316\u3057\u307e\u3059\u3002\u65b0\u3057\u3044\u6a5f\u80fd\u3084\u6539\u5584\u3092\u53d6\u308a\u5165\u308c\u308b\u305f\u3081\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5411\u4e0a\u3055\u305b\u308bPython\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30bc\u30ed\u304b\u3089\u6210\u529f\u88cf\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" 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This comprehensive guide will walk you through the essential steps and considerations involved in creating a chatbot, whether you&#8217;re a seasoned programmer or a curious beginner. We will explore fundamental questions such as, Can you create a chatbot from scratch? and How hard is it to build a chatbot?, while diving into the key technologies and tools that empower you to build chatbots effectively. From understanding the basics of chatbot development to the intricacies of coding in Python and JavaScript, this article will provide you with the insights [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":253765,"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-253764","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\/253764","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=253764"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/posts\/253764\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media\/253765"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/media?parent=253764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/categories?post=253764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ja\/wp-json\/wp\/v2\/tags?post=253764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}