{"id":9420,"date":"2025-02-21T09:57:00","date_gmt":"2025-02-21T00:57:00","guid":{"rendered":"https:\/\/first-contact.jp\/blog\/?p=9420"},"modified":"2026-03-06T16:12:59","modified_gmt":"2026-03-06T07:12:59","slug":"vitalify-python-chatbot","status":"publish","type":"post","link":"https:\/\/first-contact.jp\/blog\/article\/technology\/vitalify-python-chatbot\/","title":{"rendered":"Python\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u308a\u65b9\uff5c\u6e96\u5099\u30fb\u958b\u767a\u30fb\u5b9f\u88c5\u306e\u624b\u9806\u3068\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"has-text-align-right\"> \u6700\u7d42\u66f4\u65b0\u65e5\uff1a2025\/2\/21<\/p>\n\n\n\n<p class=\"has-text-align-right\"> <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"2240\" height=\"1260\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/FCLP_\u30d6\u30ed\u30b0\u30d0\u30ca\u30fc-6.png\" alt=\"\" class=\"wp-image-9424\"\/><\/figure>\n\n\n\n<h2>\u672c\u8a18\u4e8b\u306b\u3064\u3044\u3066 <\/h2>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u9867\u5ba2\u3084\u793e\u5185\u306e\u554f\u3044\u5408\u308f\u305b\u5fdc\u5bfe\u3001FAQ\u306a\u3069\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002\u751f\u6210AI\u304c\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u4e2d\u3067\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305f\u65b0\u3057\u3044\u56de\u7b54\u3092\u51fa\u529b\u3067\u304d\u308bAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3082\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002Python\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u72ec\u81ea\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Python\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u308a\u65b9\u3092\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u7528\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u790e\u77e5\u8b58\u3084\u6d3b\u7528\u30e1\u30ea\u30c3\u30c8\u3001\u904b\u7528\u6642\u306e\u6ce8\u610f\u70b9\u306a\u3069\u3082\u8aac\u660e\u3057\u307e\u3059\u306e\u3067\u3001\u81ea\u793e\u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u3092\u691c\u8a0e\u3059\u308b\u969b\u306b\u305c\u3072\u304a\u5f79\u7acb\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2>\u76ee\u6b21<\/h2>\n\n\n\n<p>1 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c<br>\u30001-1 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068\u7279\u5fb4<br>\u30001-2 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u7a2e\u985e\u3068\u9055\u3044<br>\u30001-3 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4e3b\u306a\u6d3b\u7528\u30b7\u30fc\u30f3<br>\u30001-4 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<br>2 Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u30e1\u30ea\u30c3\u30c8<br>\u30002-1 \u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c4\u30fc\u30eb\u304c\u5229\u7528\u53ef\u80fd<br>\u30002-2 \u521d\u5fc3\u8005\u3067\u3082\u53d6\u308a\u7d44\u307f\u3084\u3059\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<br>\u30002-3 \u60c5\u5831\u3084\u30ce\u30a6\u30cf\u30a6\u304c\u591a\u6570\u516c\u958b\u3055\u308c\u3066\u3044\u308b<br>\u30002-4 \u5e45\u5e83\u3044\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u5bfe\u5fdc\u53ef\u80fd<br>\u30002-5 \u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u826f\u3044<br>3 Python\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u624b\u9806 \u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u4ed8\u304d\u3011<br>\u30003-1 \u4f5c\u6210\u524d\u306b\u6c7a\u3081\u3066\u304a\u304f\u3053\u3068<br>\u30003-2 Step1: Google Colaboratory \u306e\u6e96\u5099<br>\u30003-3 Step2: \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br>\u30003-4 Step3: \u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u306e\u8aad\u307f\u8fbc\u307f<br>\u30003-5 Step4: \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u306b\u5fdc\u7b54\u3059\u308b\u95a2\u6570\u3092\u4f5c\u6210<br>\u30003-6 Step5: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52d5\u4f5c\u30c6\u30b9\u30c8<br>\u30003-7 Step6: \u672c\u756a\u74b0\u5883\u3067\u306e\u5b9f\u88c5<br>4 \u5bfe\u8a71\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7528<br>\u30004-1 \u5bfe\u8a71\u306e\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308b<br>\u30004-2 \u5fdc\u7b54\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b<br>\u30004-3 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059<br>5 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u904b\u7528\u3068\u6539\u5584\u65b9\u6cd5<br>\u30005-1 \u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u53ce\u96c6\u306b\u3088\u308b\u6539\u5584<br>\u30005-2 \u5fdc\u7b54\u7cbe\u5ea6\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<br>\u30005-3 \u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<br>\u30005-4 LINE\u3084Slack\u306a\u3069\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u65b9\u6cd5<br>\u30005-5 \u5b9a\u671f\u7684\u306a\u6539\u5584\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb<br>6 Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u4f5c\u3059\u308b\u969b\u306e\u6ce8\u610f\u70b9<br>\u30006-1 \u9ad8\u6027\u80fd\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u96e3\u6613\u5ea6\u304c\u9ad8\u3044<br>\u30006-2 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u5b8c\u6210\u307e\u3067\u3042\u308b\u7a0b\u5ea6\u6642\u9593\u304c\u304b\u304b\u308b<br>\u30006-3 \u30d7\u30ed\u30c0\u30af\u30c8\u3092\u5c0e\u5165\u3057\u305f\u65b9\u304c\u826f\u3044\u5834\u5408\u3082\u3042\u308b<br>7 \u300cFirstContact\u300d\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u3092\u52b9\u7387\u5316<br>8 \u307e\u3068\u3081<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"996\" height=\"553\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-40.png\" alt=\"\" class=\"wp-image-9427\"\/><\/figure><\/div>\n\n\n<h2>1 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u57fa\u672c<\/h2>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u524d\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u3069\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u306e\u304b\u3001\u3069\u3046\u3044\u3063\u305f\u7a2e\u985e\u304c\u3042\u308b\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u524d\u63d0\u60c5\u5831\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u672c\u77e5\u8b58\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>1-1\t\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3068\u7279\u5fb4<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3092\u884c\u3046\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u5185\u5bb9\u3092\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3067\u89e3\u6790\u3057\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u81ea\u52d5\u7684\u306b\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u57fa\u672c\u7684\u306b\u4ee5\u4e0b\u306e\u6d41\u308c\u3067\u6a5f\u80fd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol><li>\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u53d7\u3051\u53d6\u308b\uff1a\u30c6\u30ad\u30b9\u30c8\u3084\u97f3\u58f0\u306e\u30c7\u30fc\u30bf\u3092\u8a8d\u8b58\u3059\u308b<\/li><li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306b\u3088\u308b\u89e3\u6790\uff1a\u5165\u529b\u5185\u5bb9\u304b\u3089\u610f\u56f3\u3092\u89e3\u6790\u3059\u308b<\/li><li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3066\u5fdc\u7b54\u3092\u751f\u6210\uff1aFAQ\u30c7\u30fc\u30bf\u3084\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/li><li>\u30e6\u30fc\u30b6\u30fc\u3078\u56de\u7b54\u3092\u8fd4\u3059\uff1a\u9069\u5207\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u51fa\u529b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u5bfe\u8a71\u3092\u7d99\u7d9a\u3059\u308b<\/li><\/ol>\n\n\n\n<p>Web\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001SNS\u306a\u3069\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3084\u554f\u3044\u5408\u308f\u305b\u306b\u5fdc\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>1-2\t\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u7a2e\u985e\u3068\u9055\u3044<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u300c\u30b7\u30ca\u30ea\u30aa\u578b\uff08AI\u975e\u642d\u8f09\uff09\u300d\u3068\u300c\u6a5f\u68b0\u5b66\u7fd2\u578b\uff08AI\u642d\u8f09\uff09\u300d\u306e2\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002\u4e21\u8005\u306e\u9055\u3044\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul><li>\u30b7\u30ca\u30ea\u30aa\u578b\uff08AI\u975e\u642d\u8f09\uff09\uff1a\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u578b\u3068\u3082\u547c\u3070\u308c\u3001\u4e8b\u524d\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u30eb\u30fc\u30eb\u3084\u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u5fdc\u7b54\u3059\u308b<\/li><li>\u6a5f\u68b0\u5b66\u7fd2\u578b\uff08AI\u642d\u8f09\uff09\uff1a AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u3092\u642d\u8f09\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u3092\u4f7f\u3063\u3066\u4f1a\u8a71\u3067\u304d\u308b<\/li><\/ul>\n\n\n\n<p>\u30b7\u30ca\u30ea\u30aa\u578b\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u60f3\u5b9a\u3055\u308c\u308b\u8cea\u554f\u3068\u56de\u7b54\u3092\u4e8b\u524d\u306b\u7d50\u3073\u4ed8\u3051\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u5b9a\u578b\u7684\u306a\u56de\u7b54\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001AI\u3092\u642d\u8f09\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u578b\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001AI\u304c\u8cea\u554f\u3092\u5206\u6790\u3057\u3066\u3001\u67d4\u8edf\u306a\u8fd4\u7b54\u3092\u51fa\u529b\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u5ea6\u306b\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u3088\u308a\u4eba\u9593\u3089\u3057\u3044\u4f1a\u8a71\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3064\u3044\u3066\u3001\u8a73\u3057\u304f\u306f\u4e0b\u8a18\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u3042\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u95a2\u9023\u8a18\u4e8b\uff1a<a href=\"https:\/\/first-contact.jp\/blog\/article\/vitalify-ai-chatbot\">AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\uff1f\u4ed5\u7d44\u307f\u3084\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u30fb\u304a\u3059\u3059\u3081\u30b5\u30fc\u30d3\u30b95\u9078<\/a><\/p>\n\n\n\n<h3>1-3\t\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4e3b\u306a\u6d3b\u7528\u30b7\u30fc\u30f3<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u30b7\u30fc\u30f3\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\uff1a FAQ\u306e\u81ea\u52d5\u5fdc\u7b54\u3001\u554f\u3044\u5408\u308f\u305b\u306e24\u6642\u9593\u5bfe\u5fdc<\/li><li>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u652f\u63f4\uff1a \u9867\u5ba2\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3001\u898b\u8fbc\u307f\u5ba2\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/li><li>\u8ca9\u4fc3\u652f\u63f4\uff1a\u5546\u54c1\u30b5\u30fc\u30d3\u30b9\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u3001\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u544a\u77e5<\/li><li>\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\uff1a\u793e\u5185\u554f\u3044\u5408\u308f\u305b\u306e\u5bfe\u5fdc\u3084\u30bf\u30b9\u30af\u7ba1\u7406\u3001\u696d\u52d9\u81ea\u52d5\u5316<\/li><li>\u6559\u80b2\uff1a\u500b\u5225\u6307\u5c0e\u3001\u5b66\u7fd2\u8a08\u753b\u306e\u7acb\u6848\u30b5\u30dd\u30fc\u30c8<\/li><li>\u533b\u7642\u30fb\u30d8\u30eb\u30b9\u30b1\u30a2\uff1a\u7c21\u6613\u8a3a\u65ad\u3001\u5065\u5eb7\u30a2\u30c9\u30d0\u30a4\u30b9\u306e\u63d0\u4f9b<\/li><li>\u65c5\u884c\u30fb\u89b3\u5149\uff1a\u7121\u4eba\u6848\u5185\u6240\u3001\u4e88\u7d04\u78ba\u8a8d\u3001\u30d5\u30ed\u30f3\u30c8\u30c7\u30b9\u30af\u5bfe\u5fdc<\/li><\/ul>\n\n\n\n<h3>1-4\t\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306f\u8907\u6570\u3042\u308a\u307e\u3059\u3002\u4e3b\u6d41\u306a\u306e\u304c\u3001\u4ee5\u4e0b\u306e3\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<ul><li>Python \u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u3063\u3066\u81ea\u793e\u958b\u767a\u3059\u308b<\/li><li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u4f01\u696d\u306eAPI\u3092\u5229\u7528\u3059\u308b<\/li><li>\u958b\u767a\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3059\u308b<\/li><\/ul>\n\n\n\n<p>\u958b\u767a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u81ea\u793e\u3067\u3082\u52b9\u7387\u7684\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u4f01\u696d\u304c\u63d0\u4f9b\u3059\u308bAPI\u304c\u3042\u308c\u3070\u3001\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u6a5f\u80fd\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u305f\u3060\u3001\u3044\u305a\u308c\u306e\u5834\u5408\u3067\u3082\u3001\u904b\u7528\u4e2d\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3084\u7ba1\u7406\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u958b\u767a\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u4e0d\u8981\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u7ba1\u7406\u306e\u8ca0\u62c5\u3082\u6291\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u6700\u9069\u306a\u30c4\u30fc\u30eb\u306e\u9078\u5b9a\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"992\" height=\"550\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-41.png\" alt=\"\" class=\"wp-image-9428\"\/><\/figure><\/div>\n\n\n<h2>2 Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>Python \u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u304a\u3044\u3066\u4eba\u6c17\u306e\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001Python \u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>2-1\t\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c4\u30fc\u30eb\u304c\u5229\u7528\u53ef\u80fd<\/h3>\n\n\n\n<p>Python\u958b\u767a\u306b\u5f79\u7acb\u3064\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u7279\u5316\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee3\u8868\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u57fa\u672c\u30bf\u30b9\u30af\u3092\u7db2\u7f85\u7684\u306b\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u300cNLTK\u300d\u3084\u3001\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u300cspaCy\u300d\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001TensorFlow \u306f\u3001\u8907\u96d1\u306a\u5bfe\u8a71\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u5229\u7528\u3067\u304d\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u521d\u5fc3\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b6\u30fc\u304c\u958b\u767a\u3057\u3084\u3059\u3044\u74b0\u5883\u304c\u6574\u5099\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3>2-2\t\u521d\u5fc3\u8005\u3067\u3082\u53d6\u308a\u7d44\u307f\u3084\u3059\u3044\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/h3>\n\n\n\n<p>Python \u306f\u3001\u6587\u6cd5\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u8aad\u307f\u3084\u3059\u304f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u521d\u5fc3\u8005\u3067\u3082\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u7fd2\u5f97\u3067\u304d\u307e\u3059\u3002Python \u306e\u30b3\u30fc\u30c9\u306f\u30a4\u30f3\u30c7\u30f3\u30c8\u306b\u3088\u3063\u3066\u69cb\u9020\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u53ef\u8aad\u6027\u304c\u9ad8\u304f\u3001\u7406\u89e3\u3057\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u521d\u3081\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u4eba\u3067\u3082\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u6311\u6226\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3>2-3\t\u60c5\u5831\u3084\u30ce\u30a6\u30cf\u30a6\u304c\u591a\u6570\u516c\u958b\u3055\u308c\u3066\u3044\u308b<\/h3>\n\n\n\n<p>Python \u306f\u3001\u4e16\u754c\u4e2d\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u60c5\u5831\u3084\u30ce\u30a6\u30cf\u30a6\u304c\u591a\u304f\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002Python\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u65e5\u672c\u8a9e\u306e\u66f8\u7c4d\u3082\u591a\u6570\u898b\u3064\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u958b\u767a\u306b\u884c\u304d\u8a70\u307e\u3063\u305f\u6642\u306b\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u691c\u7d22\u3084\u5b66\u7fd2\u30ea\u30bd\u30fc\u30b9\u3067\u8abf\u3079\u306a\u304c\u3089\u958b\u767a\u3092\u9032\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u7279\u306b\u3001GitHub \u3084 Kaggle \u3068\u3044\u3063\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u521d\u5fc3\u8005\u3067\u3082\u3001Python \u306e\u66f8\u7c4d\u3092\u901a\u3058\u3066\u4f53\u7cfb\u7684\u306b\u5b66\u3076\u3053\u3068\u3067\u3001\u5186\u6ed1\u306b\u958b\u767a\u3092\u9032\u3081\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3>2-4\t\u5e45\u5e83\u3044\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u5bfe\u5fdc\u53ef\u80fd<\/h3>\n\n\n\n<p>Python \u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u9ad8\u5ea6\u306aAI\u642d\u8f09\u578b\u307e\u3067\u3001\u5e45\u5e83\u304f\u958b\u767a\u3067\u304d\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u4eba\u9593\u3089\u3057\u3044\u81ea\u7136\u306a\u4f1a\u8a71\u304c\u3067\u304d\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5c0f\u898f\u6a21\u306aFAQ\u30dc\u30c3\u30c8\u304b\u3089\u3001\u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u307e\u3067\u62e1\u5f35\u3057\u3084\u3059\u304f\u3001\u5e45\u5e83\u3044\u30b7\u30fc\u30f3\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002\u52a0\u3048\u3066\u3001LINE \u3084 Slack \u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u5c0e\u5165\u3082\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h3>2-5\t\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u826f\u3044<\/h3>\n\n\n\n<p>Python\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308a\u3001\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u3001\u7121\u6599\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002Google Colaboratory\u306a\u3069\u306e\u7121\u6599\u74b0\u5883\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u52a0\u3048\u3066\u3001\u30b3\u30fc\u30c9\u69cb\u9020\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u8efd\u91cf\u306a\u305f\u3081\u3001\u30b5\u30fc\u30d0\u30fc\u8cbb\u7528\u3084\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"997\" height=\"552\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-42.png\" alt=\"\" class=\"wp-image-9429\"\/><\/figure><\/div>\n\n\n<h2>3 Python\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u624b\u9806 \u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u4ed8\u304d\u3011<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfPOho6zM1JPOvpZsdPYl9gnMlpLchhIh8a-yMVNTlPyY4bNpC--J0tVMRtJpXSYVDQ3OUznGkeiBqRuLulY95zx1QB_Imb6sgJHJs17ldyGl8dK6YShCqQuT5-vLZ3G0VPcOZL-g?key=jaUZBKeqyjYoYONm71rH8eEz\" alt=\"\"\/><figcaption> <em>\u00a9\u682a\u5f0f\u4f1a\u793e\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3<\/em> <\/figcaption><\/figure><\/div>\n\n\n<p>\u3053\u3053\u304b\u3089\u306f\u3001Python\u306b\u3088\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u308a\u65b9\u3092\u3001\u624b\u9806\u306b\u6cbf\u3063\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002\u958b\u767a\u74b0\u5883\u306f\u3001Google Colaboratory\u3068Hugging Face\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u5b9f\u969b\u306ePython\u30b3\u30fc\u30c9\u4f8b\u3082\u7d39\u4ecb\u3057\u307e\u3059\u306e\u3067\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3>3-1\t\u4f5c\u6210\u524d\u306b\u6c7a\u3081\u3066\u304a\u304f\u3053\u3068<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u4e8b\u524d\u8a2d\u8a08\u3092\u3057\u3063\u304b\u308a\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u8ab2\u984c\u3068\u76ee\u7684\u304c\u3042\u3044\u307e\u3044\u306a\u307e\u307e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u308a\u59cb\u3081\u3066\u3082\u3001\u672c\u5f53\u306b\u5fc5\u8981\u306a\u60c5\u5831\u304c\u8db3\u308a\u306a\u3044\u3001\u8ab2\u984c\u89e3\u6c7a\u306b\u52b9\u679c\u304c\u898b\u3089\u308c\u306a\u3044\u3001\u3068\u3044\u3063\u305f\u4e0d\u5177\u5408\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u70b9\u3092\u4e2d\u5fc3\u306b\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5168\u4f53\u50cf\u3092\u660e\u78ba\u5316\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul><li>\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\uff1a\u9867\u5ba2\u5fdc\u5bfe\u306e\u52b9\u7387\u5316\u3001\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u306e\u8ca0\u62c5\u8efd\u6e1b\u306a\u3069<\/li><li>\u30bf\u30fc\u30b2\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc\uff1a\u5c5e\u6027\u3084\u884c\u52d5\u50be\u5411\u306a\u3069<\/li><li>\u76ee\u7684\uff1a\u9867\u5ba2\u5bfe\u5fdc\u3001FAQ\u69cb\u7bc9\u306a\u3069<\/li><li>\u6a5f\u80fd\u6027\uff1a\u30b7\u30ca\u30ea\u30aa\u578b\u304bAI\u642d\u8f09\u578b\u304b\u3001\u642d\u8f09\u3057\u305f\u3044\u6a5f\u80fd<\/li><li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\uff1a\u904e\u53bb\u306e\u30c1\u30e3\u30c3\u30c8\u5c65\u6b74\u3001FAQ\u306a\u3069<\/li><\/ul>\n\n\n\n<h3>3-2\tStep1: Google Colaboratory \u306e\u6e96\u5099<\/h3>\n\n\n\n<p>\u7d9a\u3044\u3066\u3001Google Colaboratory \u3092\u6e96\u5099\u3057\u307e\u3059\u3002Google Colaboratory \u306f\u3001Google\u304c\u63d0\u4f9b\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u958b\u767a\u74b0\u5883\u3067\u3059\u3002\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067Python\u30b3\u30fc\u30c9\u306e\u8a18\u8ff0\u3084\u5b9f\u884c\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069\u304c\u624b\u8efd\u306b\u884c\u3048\u307e\u3059\u3002\u307e\u305f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u4e0a\u306b\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u7c21\u5358\u306b\u5171\u6709\u3067\u304d\u308b\u70b9\u3082\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u3001Google Colaboratory \u3092\u30b9\u30bf\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol><li>Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30ed\u30b0\u30a4\u30f3\u3059\u308b<\/li><li>\u30d6\u30e9\u30a6\u30b6\u3067\u300cGoogle Colaboratory\u300d\u3068\u691c\u7d22\u3057\u3001\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b<\/li><li>\u300c\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b<\/li><\/ol>\n\n\n\n<h3>3-3\tStep2: \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n\n\n\n<p>AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002Google Colaboratory \u306e\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>!pip install transformers<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>3-4\tStep3: \u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u306e\u8aad\u307f\u8fbc\u307f<\/h3>\n\n\n\n<p>Hugging Face \u306e transformers \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3053\u3068\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u81ea\u7136\u306a\u4f1a\u8a71\u3092\u751f\u6210\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>from transformers import AutoModelForCausalLM, AutoTokenizer<br><br># \u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u306e\u8aad\u307f\u8fbc\u307f<br>model_name = &#8220;microsoft\/DialoGPT-small&#8221;&nbsp; # Microsoft\u304c\u516c\u958b\u3057\u3066\u3044\u308bDialoGPT\u30e2\u30c7\u30eb<br>tokenizer = AutoTokenizer.from_pretrained(model_name)<br>model = AutoModelForCausalLM.from_pretrained(model_name)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>3-5\tStep4: \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u306b\u5fdc\u7b54\u3059\u308b\u95a2\u6570\u3092\u4f5c\u6210<\/h3>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u5bfe\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u95a2\u6570\uff08Function\uff09\u3068\u306f\u3001\u7279\u5b9a\u306e\u51e6\u7406\u3092\u307e\u3068\u3081\u305f\u518d\u5229\u7528\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002<\/p>\n\n\n\n<p>Python \u3067\u306f\u3001def \u3092\u4f7f\u3063\u3066\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30fc\u30c9\u4f8b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>def chat_with_bot(user_input, chat_history_ids=None):<br>&nbsp; &nbsp; # \u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u30c8\u30fc\u30af\u30f3\u5316<br>&nbsp; &nbsp; input_ids = tokenizer.encode(user_input + tokenizer.eos_token, return_tensors=&#8221;pt&#8221;)<br>&nbsp; &nbsp; <br>&nbsp; &nbsp; # \u30e2\u30c7\u30eb\u3067\u5fdc\u7b54\u3092\u751f\u6210<br>&nbsp; &nbsp; bot_output = model.generate(<br>&nbsp; &nbsp; &nbsp; &nbsp; torch.cat([chat_history_ids, input_ids], dim=-1) if chat_history_ids is not None else input_ids,<br>&nbsp; &nbsp; &nbsp; &nbsp; max_length=1000,<br>&nbsp; &nbsp; &nbsp; &nbsp; pad_token_id=tokenizer.eos_token_id<br>&nbsp; &nbsp; )<br>&nbsp; &nbsp; <br>&nbsp; &nbsp; # \u5fdc\u7b54\u3092\u30c7\u30b3\u30fc\u30c9<br>&nbsp; &nbsp; bot_response = tokenizer.decode(bot_output[:, input_ids.shape[-1]:][0], skip_special_tokens=True)<br>&nbsp; &nbsp; return bot_response, bot_output<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u3001\u4e8b\u524d\u767b\u9332\u3055\u308c\u305f FAQ \u304c\u3042\u308b\u304b\u30b7\u30b9\u30c6\u30e0\u304c\u81ea\u52d5\u3067\u78ba\u8a8d\u3057\u3001FAQ\u30c7\u30fc\u30bf\u304c\u306a\u3044\u5834\u5408\u306fAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>3-6\tStep5: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52d5\u4f5c\u30c6\u30b9\u30c8<\/h3>\n\n\n\n<p>\u5b9f\u969b\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u6a5f\u80fd\u3059\u308b\u304b\u3001\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30c6\u30b9\u30c8\u7528\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u52d5\u4f5c\u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u3066\u3001\u5165\u529b\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u30d0\u30b0\u3084\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u306f\u901f\u3084\u304b\u306b\u4fee\u6b63\u3057\u307e\u3057\u3087\u3046\u3002\u5165\u529b\u30b3\u30fc\u30c9\u4f8b\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>import torch<br><br>chat_history = None&nbsp; # \u30c1\u30e3\u30c3\u30c8\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308b\u5909\u6570<br><br>print(&#8220;\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u4f1a\u8a71\u3092\u59cb\u3081\u307e\u3057\u3087\u3046\uff01\u7d42\u4e86\u3059\u308b\u306b\u306f &#8216;exit&#8217; \u3068\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002&#8221;)<br><br>while True:<br>&nbsp; &nbsp; # \u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3092\u53d7\u3051\u53d6\u308b<br>&nbsp; &nbsp; user_input = input(&#8220;\u3042\u306a\u305f: &#8220;)<br>&nbsp; &nbsp; if user_input.lower() == &#8220;exit&#8221;:<br>&nbsp; &nbsp; &nbsp; &nbsp; print(&#8220;\u30c1\u30e3\u30c3\u30c8\u3092\u7d42\u4e86\u3057\u307e\u3059\u3002\u3055\u3088\u3046\u306a\u3089\uff01&#8221;)<br>&nbsp; &nbsp; &nbsp; &nbsp; break<br>&nbsp; &nbsp; <br>&nbsp; &nbsp; # \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3092\u53d6\u5f97<br>&nbsp; &nbsp; response, chat_history = chat_with_bot(user_input, chat_history)<br>&nbsp; &nbsp; print(f&#8221;\u30dc\u30c3\u30c8: {response}&#8221;)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>3-7\tStep6: \u672c\u756a\u74b0\u5883\u3067\u306e\u5b9f\u88c5<\/h3>\n\n\n\n<p>\u52d5\u4f5c\u30c6\u30b9\u30c8\u3067\u306e\u78ba\u8a8d\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u5b9f\u88c5\u3092\u9032\u3081\u307e\u3059\u3002\u958b\u767a\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u958b\u767a\u3057\u305f\u5834\u5408\u306b\u306f\u3001\u672c\u756a\u74b0\u5883\u306e\u8a2d\u5b9a\u3082\u5fc5\u8981\u3067\u3059\u3002\u4f5c\u6210\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u904b\u7528\u3092\u958b\u59cb\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>Flask \u3084 Django \u306a\u3069\u306e Web \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3046\u3068\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u7c21\u5358\u306b\u9023\u643a\u3067\u304d\u307e\u3059\u3002\u5fdc\u7b54\u54c1\u8cea\u306e\u6539\u5584\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001max_length \u3084 top_k \u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30e1\u30cb\u30e5\u30fc\u30d0\u30fc\u306e\u300c\u30d5\u30a1\u30a4\u30eb\u300d\u2192\u300c\u30c9\u30e9\u30a4\u30d6\u306b\u4fdd\u5b58\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u3001Google \u30c9\u30e9\u30a4\u30d6\u306b\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"995\" height=\"554\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-43.png\" alt=\"\" class=\"wp-image-9430\"\/><\/figure><\/div>\n\n\n<h2>4 \u5bfe\u8a71\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7528<\/h2>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7279\u5b9a\u306e\u7528\u9014\u3084\u30b7\u30fc\u30f3\u306b\u5bfe\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u5bfe\u8a71\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7528\u3044\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u3066\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e3\u3064\u306e\u624b\u6cd5\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>\u5bfe\u8a71\u306e\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308b\uff1a\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u4f1a\u8a71\u5c65\u6b74\u3092\u8a18\u9332\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u84c4\u7a4d\u3059\u308b<\/li><li>\u5fdc\u7b54\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\uff1a\u7279\u5b9a\u306e\u8cea\u554f\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u5bfe\u3059\u308b\u5fdc\u7b54\u3092\u51fa\u529b\u3059\u308b<\/li><li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059\uff1aFAQ \u3084\u5546\u54c1\u60c5\u5831\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u52d5\u7684\u306b\u53d6\u5f97\u3059\u308b<\/li><\/ul>\n\n\n\n<p>\u4e0a\u8a183\u3064\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>4-1\t\u5bfe\u8a71\u306e\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308b<\/h3>\n\n\n\n<p>\u5bfe\u8a71\u5c65\u6b74\u306e\u4fdd\u5b58\u306b\u3088\u308a\u3001\u9867\u5ba2\u3054\u3068\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u306b\u5bfe\u5fdc\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u5546\u54c1\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u3084\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5c65\u6b74\u306b\u5fdc\u3058\u305f\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u5bfe\u5fdc\u306e\u52b9\u7387\u5316\u3001\u3068\u3044\u3063\u305f\u7528\u9014\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5bfe\u8a71\u5c65\u6b74\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3092\u751f\u6210\u3057\u305f\u5f8c\u3067\u3001SQLite\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>import sqlite3<br><br># SQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u521d\u671f\u5316<br>conn = sqlite3.connect(&#8216;chat_history.db&#8217;)&nbsp; # \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210<br>cursor = conn.cursor()<br><br># \u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u5b58\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<br>cursor.execute(&#8220;&#8221;&#8221;<br>CREATE TABLE IF NOT EXISTS chat_history (<br>&nbsp; &nbsp; id INTEGER PRIMARY KEY AUTOINCREMENT,<br>&nbsp; &nbsp; user_input TEXT,<br>&nbsp; &nbsp; bot_response TEXT,<br>&nbsp; &nbsp; timestamp DATETIME DEFAULT CURRENT_TIMESTAMP<br>)<br>&#8220;&#8221;&#8221;)<br>conn.commit()<br><br># \u4f1a\u8a71\u5c65\u6b74\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3059\u308b\u95a2\u6570<br>def save_to_database(user_input, bot_response):<br>&nbsp; &nbsp; cursor.execute(&#8220;INSERT INTO chat_history (user_input, bot_response) VALUES (?, ?)&#8221;, (user_input, bot_response))<br>&nbsp; &nbsp; conn.commit()<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u307e\u305f\u3001\u4fdd\u5b58\u3055\u308c\u305f\u4f1a\u8a71\u5c65\u6b74\u3092\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td># \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u4f1a\u8a71\u5c65\u6b74\u3092\u53d6\u5f97<br>def display_chat_history():<br>&nbsp; &nbsp; cursor.execute(&#8220;SELECT * FROM chat_history ORDER BY timestamp&#8221;)<br>&nbsp; &nbsp; rows = cursor.fetchall()<br>&nbsp; &nbsp; for row in rows:<br>&nbsp; &nbsp; &nbsp; &nbsp; print(f&#8221;[{row[3]}] \u3042\u306a\u305f: {row[1]} | \u30dc\u30c3\u30c8: {row[2]}&#8221;)<br><br># \u4f1a\u8a71\u5c65\u6b74\u3092\u8868\u793a<br>display_chat_history()<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>4-2\t\u5fdc\u7b54\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b<\/h3>\n\n\n\n<p>\u7279\u5b9a\u306e\u8cea\u554f\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u5bfe\u3059\u308b\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u5f62\u5f0f\u3067\u3001FAQ\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQLite \u3092\u4f7f\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u8cea\u554f\u3084\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u5fdc\u3058\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3092\u4fdd\u5b58\u3001\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>import sqlite3<br><br># SQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u521d\u671f\u5316<br>conn = sqlite3.connect(&#8216;chatbot_data.db&#8217;)&nbsp; # \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210<br>cursor = conn.cursor()<br><br># \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3092\u4fdd\u5b58\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<br>cursor.execute(&#8220;&#8221;&#8221;<br>CREATE TABLE IF NOT EXISTS custom_responses (<br>&nbsp; &nbsp; id INTEGER PRIMARY KEY AUTOINCREMENT,<br>&nbsp; &nbsp; keyword TEXT UNIQUE,&nbsp; &#8212; \u30ad\u30fc\u30ef\u30fc\u30c9<br>&nbsp; &nbsp; response TEXT&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &#8212; \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u5fdc\u7b54<br>)<br>&#8220;&#8221;&#8221;)<br>conn.commit()<br><br># \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3092\u8ffd\u52a0\u3059\u308b\u95a2\u6570<br>def add_custom_response(keyword, response):<br>&nbsp; &nbsp; try:<br>&nbsp; &nbsp; &nbsp; &nbsp; cursor.execute(&#8220;INSERT INTO custom_responses (keyword, response) VALUES (?, ?)&#8221;, (keyword, response))<br>&nbsp; &nbsp; &nbsp; &nbsp; conn.commit()<br>&nbsp; &nbsp; &nbsp; &nbsp; print(f&#8221;\u30ab\u30b9\u30bf\u30e0\u5fdc\u7b54\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f: {keyword} -&gt; {response}&#8221;)<br>&nbsp; &nbsp; except sqlite3.IntegrityError:<br>&nbsp; &nbsp; &nbsp; &nbsp; print(f&#8221;&#8216;{keyword}&#8217; \u306f\u3059\u3067\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002&#8221;)<br><br># \u4f8b: \u30ab\u30b9\u30bf\u30e0\u5fdc\u7b54\u3092\u767b\u9332<br>add_custom_response(&#8220;\u55b6\u696d\u6642\u9593&#8221;, &#8220;\u5f53\u793e\u306e\u55b6\u696d\u6642\u9593\u306f9:00\u304b\u308918:00\u3067\u3059\u3002&#8221;)<br>add_custom_response(&#8220;\u30b5\u30dd\u30fc\u30c8&#8221;, &#8220;\u30b5\u30dd\u30fc\u30c8\u306b\u3064\u3044\u3066\u306fsupport@example.com\u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002&#8221;)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>4-3\t\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3059\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001FAQ \u3084\u5546\u54c1\u60c5\u5831\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306b\u56de\u7b54\u3067\u304d\u307e\u3059\u3002SQLite \u3092\u4f7f\u7528\u3057\u3066\u3001FAQ\u3084\u5546\u54c1\u60c5\u5831\u3092\u4fdd\u5b58\u3001\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>import sqlite3<br><br># SQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u521d\u671f\u5316<br>conn = sqlite3.connect(&#8216;chatbot_data.db&#8217;)&nbsp; # \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210<br>cursor = conn.cursor()<br><br># FAQ\u60c5\u5831\u3092\u4fdd\u5b58\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<br>cursor.execute(&#8220;&#8221;&#8221;<br>CREATE TABLE IF NOT EXISTS faq (<br>&nbsp; &nbsp; id INTEGER PRIMARY KEY AUTOINCREMENT,<br>&nbsp; &nbsp; question TEXT UNIQUE,&nbsp; &#8212; \u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f<br>&nbsp; &nbsp; answer TEXT&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &#8212; \u56de\u7b54<br>)<br>&#8220;&#8221;&#8221;)<br>conn.commit()<br><br># FAQ\u3092\u8ffd\u52a0\u3059\u308b\u95a2\u6570<br>def add_faq(question, answer):<br>&nbsp; &nbsp; try:<br>&nbsp; &nbsp; &nbsp; &nbsp; cursor.execute(&#8220;INSERT INTO faq (question, answer) VALUES (?, ?)&#8221;, (question, answer))<br>&nbsp; &nbsp; &nbsp; &nbsp; conn.commit()<br>&nbsp; &nbsp; &nbsp; &nbsp; print(f&#8221;FAQ\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f: {question} -&gt; {answer}&#8221;)<br>&nbsp; &nbsp; except sqlite3.IntegrityError:<br>&nbsp; &nbsp; &nbsp; &nbsp; print(f&#8221;&#8216;{question}&#8217; \u306f\u3059\u3067\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002&#8221;)<br><br># FAQ\u306e\u4f8b\u3092\u8ffd\u52a0<br>add_faq(&#8220;\u55b6\u696d\u6642\u9593&#8221;, &#8220;\u5f53\u793e\u306e\u55b6\u696d\u6642\u9593\u306f9:00\u304b\u308918:00\u3067\u3059\u3002&#8221;)<br>add_faq(&#8220;\u4f4f\u6240&#8221;, &#8220;\u5f53\u793e\u306e\u4f4f\u6240\u306f\u6771\u4eac\u90fd\u65b0\u5bbf\u533a1-2-3\u3067\u3059\u3002&#8221;)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"996\" height=\"547\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-44.png\" alt=\"\" class=\"wp-image-9431\"\/><\/figure><\/div>\n\n\n<h2>5 \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u904b\u7528\u3068\u6539\u5584\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u958b\u767a\u304c\u5b8c\u4e86\u3057\u3066\u3082\u3001\u9069\u5207\u306a\u904b\u7528\u3068\u6539\u5584\u306b\u3088\u308a\u3001\u5fdc\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u5229\u7528\u72b6\u6cc1\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u306a\u304c\u3089\u3001\u5b9a\u671f\u7684\u306b\u8abf\u6574\u3092\u884c\u3046\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u904b\u7528\u3068\u6539\u5584\u65b9\u6cd5\u306b\u304a\u3051\u308b\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>5-1\t\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u53ce\u96c6\u306b\u3088\u308b\u6539\u5584<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u7cbe\u5ea6\u3084\u64cd\u4f5c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3001\u6539\u5584\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4f1a\u8a71\u5c65\u6b74\u3092\u5206\u6790\u3057\u3001\u8aa4\u56de\u7b54\u3084\u4e0d\u81ea\u7136\u306a\u5fdc\u7b54\u3092\u7279\u5b9a\u3057\u3001\u6539\u826f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u5229\u7528\u5f8c\u306b\u30a2\u30f3\u30b1\u30fc\u30c8\u3092\u5b9f\u65bd\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u6e80\u8db3\u5ea6\u3084\u4e0d\u6e80\u306a\u3069\u306b\u3064\u3044\u3066\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u307e\u3057\u3087\u3046\u3002\u300c\u3044\u3044\u306d\u300d\u300c\u60aa\u3044\u306d\u300d\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308c\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5229\u7528\u6642\u306b\u3059\u3050\u8a55\u4fa1\u3067\u304d\u308b\u305f\u3081\u3001\u3088\u308a\u591a\u304f\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u96c6\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u3088\u304f\u3042\u308b\u8cea\u554f\u306e\u56de\u7b54\u3084\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3088\u3046\u306a\u65b0\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u306e\u8ffd\u52a0\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3>5-2\t\u5fdc\u7b54\u7cbe\u5ea6\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u7cbe\u5ea6\u3092\u5b9a\u671f\u7684\u306b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u9069\u5207\u306aKPI\u306e\u8a2d\u5b9a\u304c\u91cd\u8981\u3067\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5c0e\u5165\u76ee\u7684\u306b\u95a2\u3059\u308b\u6307\u6a19\u3092\u5177\u4f53\u7684\u306b\u9078\u5b9a\u3057\u3001\u6570\u5024\u76ee\u6a19\u3092\u5b9a\u3081\u3066\u3001\u5b9a\u671f\u7684\u306b\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u3067KPI \u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u300c\u6b63\u89e3\u7387\u300d\u3092\u6307\u6a19\u3068\u3059\u308b\u5834\u5408\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u6b63\u3057\u304f\u56de\u7b54\u3067\u304d\u305f\u5272\u5408\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u30b4\u30fc\u30eb\u3068\u3057\u3066\u306f\u300c\u6b63\u89e3\u738790\uff05\u4ee5\u4e0a\u300d\u3068\u3044\u3063\u305f\u6570\u5024\u304c\u9069\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30c4\u30fc\u30eb\u306b\u3088\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5fdc\u7b54\u7cbe\u5ea6\u306e\u78ba\u8a8d\u306b\u52a0\u3048\u3001\u904e\u53bb\u306e\u30ed\u30b0\u304b\u3089\u30c8\u30e9\u30d6\u30eb\u306e\u539f\u56e0\u3092\u7279\u5b9a\u3057\u3001\u89e3\u6c7a\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u5b9a\u671f\u7684\u306a\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u3001\u30c7\u30fc\u30bf\u66f4\u65b0\u3092\u7e70\u308a\u8fd4\u3057\u3001\u5fdc\u7b54\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3>5-3\t\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u4e0d\u5177\u5408\u3084\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3001\u8fc5\u901f\u306b\u5bfe\u5fdc\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30c8\u30e9\u30d6\u30eb\u3068\u3057\u3066\u306f\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u3084\u30e2\u30c7\u30eb\u306e\u672a\u66f4\u65b0\u306b\u3088\u3063\u3066\u3001\u4e0d\u6b63\u78ba\u306a\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b\u3053\u3068\u3084\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u30df\u30b9\u306b\u9069\u5fdc\u3067\u304d\u306a\u3044\u30b1\u30fc\u30b9\u306a\u3069\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u69cb\u7bc9\u524d\u306b\u3001\u904b\u7528\u4e2d\u306b\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u3092\u3042\u3089\u304b\u3058\u3081\u7b56\u5b9a\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u901f\u3084\u304b\u306a\u5bfe\u51e6\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u904b\u7528\u4e2d\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3001\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u3066\u539f\u56e0\u3092\u7279\u5b9a\u3057\u3001\u4fee\u6b63\u3092\u884c\u3044\u307e\u3059\u3002\u539f\u56e0\u304c\u308f\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u3001\u30a8\u30e9\u30fc\u306e\u518d\u73fe\u30c6\u30b9\u30c8\u304c\u6709\u7528\u3067\u3059\u3002\u4fee\u6b63\u5f8c\u306f\u3001\u518d\u30c6\u30b9\u30c8\u306b\u3088\u308a\u554f\u984c\u304c\u89e3\u6c7a\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>5-4\tLINE\u3084Slack\u306a\u3069\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u3001 LINE \u3084 Slack \u306a\u3069\u306e\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u7372\u5f97\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5404\u30c4\u30fc\u30eb\u306e API \u3084 SDK \u3092\u5229\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>LINE\u3067\u306f\u3001LINE Messaging API \u3092\u5229\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u63a5\u7d9a\u3057\u3001Webhook \u3084 Flask \u306a\u3069\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d6\u5f97\u3001\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001Slack\u306e\u5834\u5408\u3001Slack API\u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001WebSocket \u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ed6\u306b\u3082\u3001Microsoft Teams \u3084\u305d\u306e\u4ed6\u306e\u4e3b\u8981\u306a\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u3067\u306e\u5c0e\u5165\u3001\u9023\u643a\u304c\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u5404\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u65b9\u306f\u3001\u516c\u5f0f\u30b5\u30a4\u30c8\u3084\u958b\u767a\u8005\u5411\u3051\u306e\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3>5-5\t\u5b9a\u671f\u7684\u306a\u6539\u5584\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb<\/h3>\n\n\n\n<p>\u9577\u671f\u7684\u306b\u30dc\u30c3\u30c8\u3092\u904b\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u5b9a\u671f\u7684\u306a\u6539\u5584\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u7acb\u3066\u3001\u8a08\u753b\u7684\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u65b0\u305f\u306a\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u306b\u7d44\u307f\u8fbc\u3080\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30c7\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3078\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b\u3053\u3068\u3082\u5fc5\u8981\u3067\u3059\u3002 \u6708\u6b21\u307e\u305f\u306f\u56db\u534a\u671f\u3054\u3068\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1\u57fa\u6e96\u306b\u3088\u308a\u3001\u52b9\u679c\u7684\u306a\u6539\u5584\u30d7\u30ed\u30bb\u30b9\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"990\" height=\"556\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-45.png\" alt=\"\" class=\"wp-image-9432\"\/><\/figure><\/div>\n\n\n<h2>6 Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u4f5c\u3059\u308b\u969b\u306e\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>Python\u306f\u3001\u958b\u767a\u306e\u81ea\u7531\u5ea6\u304c\u9ad8\u3044\u305f\u3081\u3001\u72ec\u81ea\u306e\u6a5f\u80fd\u3092\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3084\u6ce8\u610f\u70b9\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001Python\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u4f5c\u3059\u308b\u969b\u306e\u6ce8\u610f\u70b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3>6-1\t\u9ad8\u6027\u80fd\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u96e3\u6613\u5ea6\u304c\u9ad8\u3044<\/h3>\n\n\n\n<p>Python\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30b3\u30fc\u30c9\u69cb\u9020\u304c\u9b45\u529b\u3067\u3042\u308a\u3001\u6bd4\u8f03\u7684\u898f\u6a21\u306e\u5c0f\u3055\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u306f\u52b9\u7387\u7684\u306b\u5b8c\u4e86\u3057\u307e\u3059\u3002\u305f\u3060\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u898f\u6a21\u304c\u5927\u304d\u3044\u5834\u5408\u3084\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u91cd\u8981\u306a\u30b1\u30fc\u30b9\u3067\u306f\u3001\u958b\u767a\u306e\u96e3\u6613\u5ea6\u304c\u4e0a\u304c\u308a\u3084\u3059\u304f\u3001\u614e\u91cd\u306b\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3084\u3001\u8907\u96d1\u306a\u5bfe\u8a71\u304c\u5fc5\u8981\u3068\u306a\u308b\u9ad8\u6027\u80fd\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u4f5c\u3059\u308b\u5834\u5408\u3001\u76f8\u5fdc\u306e\u77e5\u8b58\u3068\u6280\u8853\u529b\u304c\u5fc5\u8981\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3084\u5b66\u7fd2\u3001\u8a55\u4fa1\u306b\u95a2\u3059\u308b\u77e5\u8b58\u306b\u52a0\u3048\u3001Python 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class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"998\" height=\"556\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image-46.png\" alt=\"\" class=\"wp-image-9441\"\/><\/figure><\/div>\n\n\n<h2>7 \u300cFirstContact\u300d\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u3092\u52b9\u7387\u5316<\/h2>\n\n\n\n<p>\u300c<a href=\"https:\/\/first-contact.jp\">FirstContact<\/a>\u300d\u306f\u3001\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u3059\u3002\u521d\u671f\u8cbb\u7528\u306f0\u5186\u3001\u6708\u984d1.5\u4e07\u5186\u304b\u3089\u3068\u624b\u9803\u306a\u4fa1\u683c\u3067\u5c0e\u5165\u3067\u304d\u307e\u3059\u3002AI\u3068\u6709\u4eba\u5bfe\u5fdc\u306e\u5207\u308a\u66ff\u3048\u304c\u30dc\u30bf\u30f31\u3064\u3067\u5b8c\u4e86\u3059\u308b\u305f\u3081\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u305f\u67d4\u8edf\u306a\u904b\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5bfe\u8a71\u306e\u30b7\u30ca\u30ea\u30aa\u69cb\u7bc9\u306b\u306f\u3001Excel\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u7c21\u5358\u306b\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002\u5c02\u9580\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u308b\u30d5\u30eb\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u3067\u306e\u69cb\u7bc9\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u5e0c\u671b\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3089\u306b\u3001\u958b\u767a\u4f1a\u793e\u3068\u3057\u3066\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3057\u3001\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3082\u5bfe\u5fdc\u3002\u4f7f\u3044\u3084\u3059\u3044\u5206\u6790\u6a5f\u80fd\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u5c02\u9580\u30c1\u30fc\u30e0\u306b\u3088\u308b\u624b\u539a\u3044\u30b5\u30dd\u30fc\u30c8\u3067\u3001\u521d\u3081\u3066\u306e\u904b\u7528\u3067\u3082\u5b89\u5fc3\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/first-contact.jp\/#form_area\">FirstContact\u306e\u8cc7\u6599\u8acb\u6c42\u30fb\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/a><\/p>\n\n\n\n<h2>8 \u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u81ea\u4f5c\u3059\u308b\u5834\u5408\u3001Python \u3067\u958b\u767a\u3092\u884c\u3046\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002Python \u306f\u3001\u958b\u767a\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30c4\u30fc\u30eb\u304c\u8c4a\u5bcc\u3067\u3001\u30ce\u30a6\u30cf\u30a6\u304c\u5e83\u304f\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u3067\u3082\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u672c\u683c\u7684\u306b\u904b\u7528\u3059\u308b\u306b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u904b\u7528\u4e2d\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306b\u3082\u624b\u9593\u3068\u6642\u9593\u304c\u304b\u304b\u308b\u305f\u3081\u3001\u9ad8\u6027\u80fd\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u77ed\u671f\u9593\u3067\u69cb\u7bc9\u3057\u305f\u3044\u5834\u5408\u306b\u306f\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u5c0e\u5165\u3082\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1400\" height=\"517\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/04\/VF20\u5468\u5e74\u30ed\u30b4.png\" alt=\"\" class=\"wp-image-9569\"\/><\/figure><\/div>\n\n\n<h3>\u307e\u3060\u307e\u3060\u9593\u306b\u5408\u3046\u751f\u6210AI\u306e\u696d\u52d9\u5229\u7528<\/h3>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3092\u57f7\u7b46\u3057\u3066\u3044\u308b\u682a\u5f0f\u4f1a\u793e\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306fWeb\u3084\u30a2\u30d7\u30ea\u958b\u767a\u306a\u3069\u3092\u4e2d\u5fc3\u306b\u9867\u5ba2\u306eDX\u5316\u3092\u652f\u63f4\u3057\u3001 2025\u5e749\u6708\u306720\u5468\u5e74\u3092\u8fce\u3048\u307e\u3057\u305f\u3002\u591a\u304f\u306e\u304a\u5ba2\u69d8\u3001\u95a2\u4fc2\u8005\u306e\u7686\u69d8\u306b\u652f\u3048\u3089\u308c\u306a\u304c\u3089\u3001\u3053\u3046\u3057\u306620\u5e74\u9593\u306b\u6e21\u308a\u7269\u3065\u304f\u308a\u306b\u643a\u308f\u308b\u4e8b\u304c\u3067\u304d\u305f\u4e8b\u3001\u5927\u5909\u611f\u8b1d\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p>20\u5468\u5e74\u3092\u8fce\u3048\u305f\u5f53\u793e\u306f\u65b0\u4ee3\u8868\u306b\u30a2\u30a4\u30b9\u30de\u30a4\u30ea\u30fc\u793e\uff08AI\u30e1\u30c7\u30a3\u30a2\uff09\u306e\u677f\u7fbd\u6643\u53f8\u3092\u4ee3\u8868\u306b\u8fce\u3048\u3001\u65b0\u305f\u306b\u300c\u751f\u6210AI\u300d\u306e\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u3068\u3057\u3066\u518d\u51fa\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul><li>\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u512a\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u300eFirstContact\u300f\u306b\u3064\u3044\u3066\u3001\u30b7\u30ca\u30ea\u30aa\u578b\u3068\u751f\u6210AI\u3092\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u88fd\u54c1\u3092\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\uff08\u6210\u679c\u3068\u8cbb\u7528\u3001\u671f\u5f85\u5024\u306e\u30d0\u30e9\u30f3\u30b9\u306b\u512a\u308c\u305f\u65b0\u3057\u3044\u751f\u6210AI\u306e\u6d3b\u7528\u65b9\u6cd5\u3067\u3059\uff09<\/li><li>\u3053\u308c\u307e\u3067\u5229\u7528\u3057\u3066\u304d\u305f\u57fa\u5e79\u7cfb\u30b7\u30b9\u30c6\u30e0\u3001\u3082\u3057\u304f\u306fWeb\u3084\u30a2\u30d7\u30ea\u306b &#8220;\u751f\u6210AI\u6a5f\u80fd\u3092\u8ffd\u52a0\u3057\u3066&#8221; \u3055\u3089\u306a\u308b\u696d\u52d9\u52b9\u7387\u5316\u3092\u63a8\u9032\u3059\u308b<\/li><li>\u300c\u753b\u50cf\u751f\u6210AI\uff08\u30c8\u30e9\u30e0\u793e\uff09\u300d\u300cEC\u30ec\u30b3\u30e1\u30f3\u30c9AI\uff08\u30b5\u30f3\u30af\u30e6\u30fc\u793e\uff09\u300d\u300c\u30bb\u30ad\u30e5\u30a2GAI(\u30b9\u30af\u30fc\u30c6\u30a3\u30fc\u793e)\u300d\u306a\u3069\u306e\u69d8\u3005\u306aAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u7528\u3044\u3001\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30b0\u30eb\u30fc\u30d7\u5168\u4f53\u3067\u9867\u5ba2\u306eAI\u5316\u3092\u30b5\u30dd\u30fc\u30c8<\/li><\/ul>\n\n\n\n<p>\u3053\u308c\u304b\u3089\u3082\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306f\u304a\u5ba2\u69d8\u3092AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u652f\u3048\u3001\u5909\u5316\u306e\u6fc0\u3057\u3044\u73fe\u4ee3\u3092\u751f\u304d\u6b8b\u308c\u308b\u4f1a\u793e\u3068\u306a\u308c\u308b\u3088\u3046\u3001\u3057\u3063\u304b\u308a\u30b5\u30dd\u30fc\u30c8\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2024\/09\/image-18.png\" alt=\"\u3053\u306e\u753b\u50cf\u306b\u306f alt \u5c5e\u6027\u304c\u6307\u5b9a\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u306f image-18.png \u3067\u3059\"\/><\/figure><\/div>\n\n\n<h3>\u305d\u3093\u306a\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u304c\u63d0\u6848\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\uff08\u751f\u6210AI\uff09<\/h3>\n\n\n\n<p>\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u304c\u63d0\u6848\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u300c\u8cbb\u7528\u300d\u3068\u300c\u6210\u679c\u300d\u306e\u30d0\u30e9\u30f3\u30b9\u306b\u512a\u308c\u305f\u3001\u304a\u5ba2\u69d8\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3089\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067\u3059\u3002\u4f8b\u3048\u3070\u3053\u3046\u3044\u3046\u4e8b\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<ul><li>\u751f\u6210AI\u6a5f\u80fd\u3092\u642d\u8f09\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u6708\u984d30\u4e07\u3067\u5229\u7528\u3057\u3066\u3044\u308b\u304c\u3001\u305d\u3053\u307e\u3067\u8ce2\u304f\u306a\u304f\uff1f\u6bce\u670830\u4e07\u3092\u652f\u6255\u3046\u307e\u3067\u306e\u671f\u5f85\u5024\u3001\u4fa1\u5024\u306f\u898b\u3044\u3060\u305b\u3066\u3044\u306a\u3044<\/li><li>\u6700\u8fd1\u306f\u3069\u3053\u306e\u4f1a\u793e\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306b\u3082\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u304a\u308a\u3001\u81ea\u793e\u306b\u306f\u8a2d\u7f6e\u3067\u304d\u3066\u3044\u306a\u3044\u3001\u307e\u305a\u306f\u7c21\u5358\u3067\u3044\u3044\u306e\u3067\u8cbb\u7528\u3092\u6291\u3048\u306a\u304c\u3089\u8a2d\u7f6e\u3057\u3066\u307f\u305f\u3044<\/li><\/ul>\n\n\n\n<p><strong>\u751f\u6210AI\u306f\u5229\u7528\u3057\u306a\u3044\u3088\u308a\u306f\u5229\u7528\u3057\u305f\u65b9\u304c\u78ba\u5b9f\u306b\u826f\u3044\u306e\u306f\u7406\u89e3\u3067\u304d\u3066\u304d\u305f\u304c\u3001<\/strong> <strong>\u307e\u3060\u307e\u3060\u767a\u5c55\u9014\u4e0a\u306e\u305f\u3081\u3001<\/strong> <strong>\u3069\u3053\u307e\u3067\u8cbb\u7528\u304b\u3051\u3066\u6210\u679c\u3092\u6c42\u3081\u308b\u306e\u304b\u3001\u305d\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u5224\u65ad\u304c\u73fe\u72b6\u306f\u96e3\u3057\u3044\u6240\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/strong><\/p>\n\n\n\n<p><strong>\u305d\u3053\u3067\u30d0\u30a4\u30bf\u30a4\u30ea\u30d5\u30a3\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u3001\u8cbb\u7528\u3068\u6210\u679c\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u5c0e\u5165\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<ol><li>\u307e\u305a\u306f\u81ea\u793eWeb\u30b5\u30a4\u30c8\u306b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u8a2d\u7f6e\u3057\u305f\u3044<br>\u2192\u6708\u984d2,980\u5186\u3067\u8a2d\u7f6e\u53ef\u80fd\u3001\u9867\u5ba2\u3068\u306e\u30bf\u30c3\u30c1\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u62c5\u308f\u305b\u308b<\/li><li>\u8272\u3005\u306a\u60c5\u5831\u30bd\u30fc\u30b9\uff08Web\u30da\u30fc\u30b8\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09\u3092\u8aad\u307f\u8fbc\u307e\u305b\u3001\u305d\u308c\u3089\u3092AI\u306b\u5b66\u7fd2\u3057\u305f\u4e0a\u3067\u56de\u7b54\u3055\u305b\u305f\u3044<br>\u2192\u6708\u984d12\u4e07\uff5e \u8a2d\u7f6e\u53ef\u80fd\u3001ChatGPT\u306a\u3069\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059<\/li><li>\u52b9\u679c\u3092\u611f\u3058\u306a\u304c\u3089\u5c11\u3057\u305a\u3064\u6a5f\u80fd\u62e1\u5f35\u3057\u305f\u3044<br>\u2192\u6708\u984d2\u4e07\u5186\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3001\u751f\u6210AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3081\u3070\u5373\u6226\u529b\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u500b\u793e\u3054\u3068\u306e\u51fa\u529b\u8abf\u6574\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002 \u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u306f\u5c0e\u5165\u6642\u304b\u3089\u5373\u6226\u529b\u3068\u3057\u3066\u6d3b\u7528\u3044\u305f\u3060\u3051\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3059\u308b\u70ba\u306e\u30b5\u30dd\u30fc\u30c8\u306b\u6ce8\u529b\u3092\u884c\u3063\u3066\u304a\u308a\u307e\u3059\u3002 \u307e\u305f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306b\u3059\u3050\u308c\u3066\u304a\u308a\u3001\u6bb5\u968e\u7684\u306b\u6d3b\u7528\u306e\u5e45\u3092\u5e83\u3052\u308b\u3054\u63d0\u6848\u3082\u53ef\u80fd\u3067\u3059\u3002 \u521d\u671f\u306f\u57fa\u672c\u7684\u306a\u6a5f\u80fd\u304b\u3089\u59cb\u3081\u3001\u5f90\u3005\u306b\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u8ffd\u52a0\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002 <\/li><\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"871\" height=\"733\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/02\/image_2024_12_11.png\" alt=\"\" class=\"wp-image-9405\"\/><\/figure><\/div>\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3><strong>\u25a0\u300cFirstContact\u300d20\u65e5\u9593\u306e\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u5b9f\u65bd\u4e2d\uff01<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1024\" height=\"256\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2025\/12\/torial2-6.png\" alt=\"\" class=\"wp-image-10685\"\/><\/figure>\n\n\n\n<p>FirstContact\u3067\u306f\u30b5\u30dd\u30fc\u30c8\u4ed8\u304d\u306720\u65e5\u9593\u306e\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30e2\u30b5\u30a4\u30c8\u3084\u5b9f\u969b\u306b\u64cd\u4f5c\u53ef\u80fd\u306a\u7ba1\u7406\u753b\u9762\u3082\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u203b\u8cb4\u793e\u958b\u767a\u7528\u306e\u30b5\u30a4\u30c8\u3078\u306e\u5c0e\u5165\u3082\u53ef\u80fd\uff01<\/p>\n\n\n\n<p>\u3054\u5e0c\u671b\u306e\u30d7\u30e9\u30f3\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3067Excel\u3092\u7528\u3044\u305f\u904b\u7528\u3084\u3001LINE\/Facebook\u9023\u643a\u306e\u304a\u8a66\u3057\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u203b\u81ea\u52d5\u3067\u6709\u6599\u30d7\u30e9\u30f3\u306b\u5207\u308a\u66ff\u308f\u308b\u3053\u3068\u306f\u3054\u3056\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u5c0e\u5165\u306b\u4e0d\u5b89\u3092\u62b1\u3048\u3066\u3044\u308b\u65b9\u3084\u3001 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