{"id":26375,"date":"2021-02-01T11:35:09","date_gmt":"2021-02-01T11:35:09","guid":{"rendered":"https:\/\/multisite.korebots.com\/v9-0\/uncategorised-ja\/ml-model\/"},"modified":"2021-04-02T05:12:26","modified_gmt":"2021-04-02T04:12:26","slug":"ml-model","status":"publish","type":"post","link":"https:\/\/multisite.korebots.com\/v9-0\/uncategorised-ja\/ml-model\/","title":{"rendered":"ML\u30e2\u30c7\u30eb"},"content":{"rendered":"<section class=\"l-section wpb_row height_auto\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_grid cols_1 laptops-cols_inherit tablets-cols_inherit mobiles-cols_1 valign_top type_default stacking_default\"><div class=\"wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>\u304a\u5ba2\u69d8\u306e\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3068\u3001Kore.ai\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u767a\u8a71\u3092Bot\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308bML\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u307e\u3059\uff08<a href=\"https:\/\/multisite.korebots.com\/v9-0\/uncategorised-ja\/user-utterances\/?lang=ja\" target=\"_blank\" rel=\"noopener noreferrer\">\u8a73\u7d30\u306f\u3053\u3061\u3089\u3092\u30af\u30ea\u30c3\u30af<\/a>)\u3002\u4f5c\u6210\u3057\u305f\u3089\u3001ML\u30e2\u30c7\u30eb\u306e\u4e0d\u504f\u306e\u4e00\u822c\u5316\u80fd\u529b\u3092\u628a\u63e1\u304a\u3088\u3073\u63a8\u5b9a\u3067\u304d\u308b\u3088\u3046\u30e2\u30c7\u30eb\u3092\u691c\u8a3c\u3057\u3066\u304a\u304f\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002 Kore.ai\u306e\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u4ee5\u4e0b\u306e2\u3064\u306e\u691c\u8a3c\u65b9\u6cd5\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u6df7\u540c\u884c\u5217<\/strong>\u307e\u305f\u306f\u30a8\u30e9\u30fc\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u53ef\u8996\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c<\/strong>\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30b9\u30ad\u30eb\u3092\u63a8\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong> &gt; <strong>\u6a5f\u68b0\u5b66\u7fd2\u306e\u767a\u8a71<\/strong>\u304b\u3089\u3001<strong>\u30e2\u30c7\u30eb\u3092\u691c\u8a3c<\/strong>\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30ea\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u691c\u8a3c\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u691c\u8a3c\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5bfe\u5fdc\u3059\u308b\u691c\u8a3c\u65b9\u6cd5\u306e\u7d50\u679c\u30da\u30fc\u30b8\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002 <a ref=\"magnificPopup\" href=\"https:\/\/s3-us-east-2.amazonaws.com\/kore-wordpress\/developer.kore.ai\/wp-content\/uploads\/sites\/22\/20201020113856\/ML-model-validate.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-24743\" src=\"https:\/\/s3-us-east-2.amazonaws.com\/kore-wordpress\/developer.kore.ai\/wp-content\/uploads\/sites\/22\/20201020113856\/ML-model-validate.png\" alt=\"\" width=\"1366\" height=\"768\" \/><\/a> \u4ee5\u4e0b\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h2><span class=\"ez-toc-section\" id=\"K-%E5%88%86%E5%89%B2%E4%BA%A4%E5%B7%AE%E6%A4%9C%E8%A8%BC\"><\/span>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uff08\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30d0\u30fc\u30b8\u30e7\u30f38.0\u3067\u5c0e\u5165\uff09 <strong>\u4ea4\u5dee\u691c\u8a3c<\/strong>\u306f\u3001\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u30b5\u30f3\u30d7\u30eb\u4e0a\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u518d\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u9806\u3067\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u3092\u90e8\u5206\u96c6\u5408\u306b\u5206\u5272\u3057\u3001\u3042\u308b\u90e8\u5206\u96c6\u5408\u3067\u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u305d\u306e\u4ed6\u306e\u90e8\u5206\u96c6\u5408\u3092\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8a55\u4fa1\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u542b\u307f\u307e\u3059\u3002\u4ea4\u5dee\u691c\u8a3c\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u3059\u308b\u3088\u308a\u4e00\u822c\u7684\u306a\u6307\u6a19\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306fML\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u3088\u308a\u512a\u308c\u305f\u6307\u6a19\u3067\u3059\u3002<\/p>\n<\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E8%A8%AD%E5%AE%9A\"><\/span>\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Kore.ai\u306e\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001<strong>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c<\/strong>\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u304a\u5ba2\u69d8\u306fNLP\u306e\u8a73\u7d30\u8a2d\u5b9a\u304b\u3089<strong>K-\u5206\u5272\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong>\u3092\u4ea4\u5dee\u691c\u8a3c\u7528\u306b\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<a href=\"https:\/\/multisite.korebots.com\/v9-0\/docs\/bots\/nlp\/advanced-nlp-configurations\/?lang=ja#K_Fold_Cross-Validation\" target=\"_blank\" rel=\"noopener noreferrer\">\u8a73\u7d30\u306f\u3053\u3061\u3089\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/a> \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3057\u3001K-\u5206\u5272\u691c\u8a3c\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>Bot\u30b5\u30de\u30ea\u30fc\u30da\u30fc\u30b8\u306e\u5de6\u5074\u306e\u30da\u30a4\u30f3\u3067\u3001<strong>\u81ea\u7136\u8a00\u8a9e<\/strong> &gt; <strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong>\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30da\u30fc\u30b8\u3067\u3001\u53f3\u4e0a\u306e<strong>\u30e2\u30c7\u30eb\u306e\u691c\u8a3c<\/strong>\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30ea\u30b9\u30c8\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001<strong>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c<\/strong>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u30da\u30fc\u30b8\u3067\u3001<strong>\u751f\u6210<\/strong>\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3057\u3001K-\u5206\u5272\u691c\u8a3c\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u751f\u6210\u30dc\u30bf\u30f3\u306f\u3001\u521d\u3081\u3066\u4ea4\u5dee\u691c\u8a3c\u3092\u5b9f\u884c\u3057\u305f\u3068\u304d\u306b\u306e\u307f\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u5f8c\u306f\u3001\u53f3\u4e0a\u306e<strong>\u518d\u751f\u6210<\/strong>\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ec\u30dd\u30fc\u30c8\u3092\u518d\u5ea6\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n<p><strong>\u6ce8<\/strong>\uff1a\u691c\u8a3c\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u305fML\u767a\u8a71\u306e\u7dcf\u6570\u304c250\u4ee5\u4e0a\u306e\u5834\u5408\u306b\u306e\u307f\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u6570\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u8a2d\u5b9a\u53ef\u80fd\u3067\u3059\u3002\u8a73\u7d30\u306f\u30b5\u30dd\u30fc\u30c8\u30c1\u30fc\u30e0\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E8%A3%85\"><\/span>\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ee5\u4e0b\u306f\u3001K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u306e\u5b9f\u884c\u4e2d\u306b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5f93\u3046\u624b\u9806\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u4e00\u9023\u306e\u767a\u8a71\u306f\u3059\u3079\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u5168\u4f53\u304c\u300c<em>K<\/em>\u300d\u5206\u5272\u306b\u5206\u5272\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306b\u306f\u540c\u6570\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u767a\u8a71\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u300cK\u300d\u5206\u5272\u306e\u5024\u306f\u3001\u4e0a\u8ff0\u306e\u3088\u3046\u306b\u8a2d\u5b9a\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u305d\u306e\u5f8c\u30b7\u30b9\u30c6\u30e0\u306f\u300cK\u300d\u53cd\u5fa9\u3092\u5b9f\u884c\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u53cd\u5fa9\u3067\u306f\u3001\u767a\u8a71\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\uff08\u5206\u5272\uff09\u304c\u6b8b\u308a\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\uff08\u300cK-1\u300d\u5206\u5272\uff09\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u30c6\u30b9\u30c8\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6e2c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e0a\u3067\u691c\u8a3c\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u3059\u3079\u3066\u306e\u767a\u8a71\u304c\u30e2\u30c7\u30eb\u306e\u30c6\u30b9\u30c8\u306b\u5c11\u306a\u304f\u3068\u30821\u56de\u306f\u4f7f\u7528\u3055\u308c\u308b\u307e\u3067\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001ML\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u5f79\u7acb\u3064\u3088\u3046\u3001K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u5f8c\u306b\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%81%AE%E6%8A%8A%E6%8F%A1\"><\/span>\u7d50\u679c\u306e\u628a\u63e1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ee5\u4e0b\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001K\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u5f8c\u306b\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002 <a ref=\"magnificPopup\" href=\"https:\/\/s3-us-east-2.amazonaws.com\/kore-wordpress\/developer.kore.ai\/wp-content\/uploads\/sites\/22\/20201116120542\/Kfold-Model.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-25098\" src=\"https:\/\/s3-us-east-2.amazonaws.com\/kore-wordpress\/developer.kore.ai\/wp-content\/uploads\/sites\/22\/20201116120542\/Kfold-Model.png\" alt=\"\" width=\"1361\" height=\"545\" \/><\/a><\/p>\n<ul>\n<li>\u305d\u308c\u305e\u308c\u306e\u30c6\u30b9\u30c8\u5206\u5272\u306e<strong>\u7cbe\u5ea6<\/strong>\u30b9\u30b3\u30a2 &#8211; \u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\/\u6b63\u78ba\u3055\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3001\u4e88\u6e2c\u3055\u308c\u305f\u967d\u6027\u306e\u5408\u8a08\uff08\u771f\u967d\u6027\u3068\u507d\u967d\u6027\u306e\u5408\u8a08\uff09\u306b\u5bfe\u3059\u308b\u771f\u967d\u6027\u306e\u6bd4\u7387\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u305d\u308c\u305e\u308c\u306e\u30c6\u30b9\u30c8\u5206\u5272\u306e<strong>\u30ea\u30b3\u30fc\u30eb<\/strong>\u30b9\u30b3\u30a2 &#8211; \u6b63\u5e38\u306b\u8b58\u5225\u3055\u308c\u305f\u95a2\u9023\u3059\u308b\u767a\u8a71\u306e\u5272\u5408\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3001\u5b9f\u969b\u306e\u967d\u6027\uff08\u771f\u967d\u6027\u3068\u507d\u9670\u6027\u306e\u5408\u8a08\uff09\u306b\u5bfe\u3059\u308b\u771f\u967d\u6027\u306e\u5272\u5408\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u305d\u308c\u305e\u308c\u306e\u30c6\u30b9\u30c8\u5206\u5272\u306e<strong>F1\u30b9\u30b3\u30a2<\/strong> &#8211; \u30af\u30e9\u30b9\u5206\u5e03\u3092\u5747\u7b49\u306b\u3057\u3001\u7cbe\u5ea6\u3068\u30ea\u30b3\u30fc\u30eb\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6c42\u3081\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3001\u7cbe\u5ea6\u3068\u30ea\u30b3\u30fc\u30eb\u306e\u52a0\u91cd\u5e73\u5747\u3068\u3057\u3066\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u3059\u3079\u3066\u306e\u5206\u5272\u306e\u7cbe\u5ea6\u3001\u30ea\u30b3\u30fc\u30eb\u3001F1\u30b9\u30b3\u30a2\u306e<strong>\u5e73\u5747<\/strong>\u3002<\/li>\n<\/ul>\n<p>\u95a2\u9023\u3059\u308b\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u7406\u89e3\u3092\u6df1\u3081\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u60c5\u5831\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u767a\u8a71\u306e\u5408\u8a08<\/strong> &#8211; \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30fc\u30d1\u30b9\u306b\u542b\u307e\u308c\u308b\u767a\u8a71\u306e\u6570<\/li>\n<li><strong>\u30a4\u30f3\u30c6\u30f3\u30c8\u6570<\/strong> &#8211; Bot\u5185\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306e\u7dcf\u6570<\/li>\n<li><strong>\u5206\u5272\u306e\u6570<\/strong> &#8211; \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30fc\u30d1\u30b9\u304c\u5206\u5272\u3055\u308c\u305f\u30b5\u30d6\u30bb\u30c3\u30c8\u306e\u6570\u3001K-\u5206\u5272\u30d1\u30e9\u30e1\u30fc\u30bf<\/li>\n<li><strong>\u5206\u5272\u3042\u305f\u308a\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf<\/strong> &#8211; \u30c6\u30b9\u30c8\u306b\u4f7f\u7528\u3055\u308c\u308b\u5404\u30b5\u30d6\u30bb\u30c3\u30c8\u306e\u767a\u8a71\u6570<\/li>\n<li><strong>\u5206\u5272\u3042\u305f\u308a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf<\/strong> &#8211; \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u308b\u5404\u30b5\u30d6\u30bb\u30c3\u30c8\u306e\u767a\u8a71\u6570<\/li>\n<\/ul>\n<p><strong>\u6ce8<\/strong>\uff1a\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u3001\u3088\u308a\u6b63\u78ba\u3067\u3001\u5c11\u306a\u304f\u3068\u3082250\u306e\u767a\u8a71\u3092\u542b\u3080\u5927\u898f\u6a21\u306a\u767a\u8a71\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5b9f\u884c\u3057\u305f\u5834\u5408\u306eML\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4ee3\u8868\u7684\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"K-%E5%88%86%E5%89%B2%E4%BA%A4%E5%B7%AE%E6%A4%9C%E8%A8%BC%E3%83%AC%E3%83%9D%E3%83%BC%E3%83%88%E3%81%AE%E3%82%A8%E3%82%AF%E3%82%B9%E3%83%9D%E3%83%BC%E3%83%88\"><\/span>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u30ec\u30dd\u30fc\u30c8\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uff08\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30d0\u30fc\u30b8\u30e7\u30f38.1\u3067\u5c0e\u5165\uff09 K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3057\u305f\u3089\u3001\u30ec\u30dd\u30fc\u30c8\u3092CSV\u5f62\u5f0f\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u691c\u8a3c\u30ec\u30dd\u30fc\u30c8\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li>K-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\u30da\u30fc\u30b8\u3067\u3001\u53f3\u4e0a\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u30c0\u30a4\u30a2\u30ed\u30b0 \u30dc\u30c3\u30af\u30b9\u3067\u3001<strong>\u7d9a\u884c<\/strong>\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u4ee5\u4e0b\u306e\u5f62\u5f0f\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002 Kfold_BotName_YYYYMMDDHHmmSS.csv.<\/p>\n<\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h2><span class=\"ez-toc-section\" id=\"%E6%B7%B7%E5%90%8C%E8%A1%8C%E5%88%97\"><\/span>\u6df7\u540c\u884c\u5217<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uff08\u4ee5\u524d\u306eML\u30e2\u30c7\u30eb\u3092\u6307\u3059\uff09 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ML\u30e2\u30c7\u30eb\u30b0\u30e9\u30d5\u306f\u3001\u305d\u308c\u305e\u308c\u306eBot\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3059\u3079\u3066\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u767a\u8a71\u3092\u8a55\u4fa1\u3057\u3001\u305d\u308c\u3089\u3092\u771f\u967d\u6027\uff08True +ve\uff09\u3001\u771f\u9670\u6027\uff08True -ve\uff09\u3001\u507d\u967d\u6027\uff08False +ve\uff09\u3001\u507d\u9670\u6027\uff08False -ve\uff09\u306e\u3044\u305a\u308c\u304b\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u307e\u3059\u3002\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u3001\u3069\u306e\u767a\u8a71\u3068\u30a4\u30f3\u30c6\u30f3\u30c8\u306e\u4e00\u81f4\u304c\u6b63\u78ba\u3067\u3001\u826f\u3044\u7d50\u679c\u3092\u751f\u307f\u51fa\u3059\u305f\u3081\u306b\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u3079\u304d\u304b\u304c\u308f\u304b\u308a\u307e\u3059\u3002 <i>\u771f<\/i>\u306e\u8c61\u9650\u3067\u306e\u767a\u8a71\u304c\u9ad8\u3044\u4f4d\u7f6e\u306b\u3042\u308b\u307b\u3069\u3001\u671f\u5f85\u3055\u308c\u308b\u52d5\u4f5c\u3092\u793a\u3057\u307e\u3059 &#8211; True +ve\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5bfe\u8c61\u306e\u30bf\u30b9\u30af\u3068\u306e\u5f37\u3044\u4e00\u81f4\u3092\u8868\u3057\u3001True -ve\u306f\u4e88\u60f3\u3069\u304a\u308a\u7121\u95a2\u4fc2\u306a\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u306e\u4e0d\u4e00\u81f4\u3092\u8868\u3057\u307e\u3059\u3002<i>\u771f<\/i>\u8c61\u9650\u306e\u3042\u308b\u7a0b\u5ea6\u306e\u767a\u8a71\u306f\u3001\u3088\u308a\u826f\u3044\u30b9\u30b3\u30a2\u3092\u5f97\u308b\u305f\u3081\u306b\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <i>\u507d<\/i>\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u308b\u767a\u8a71\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u610f\u56f3\u3057\u305f\u30bf\u30b9\u30af\u3068\u4e00\u81f4\u3057\u3066\u3044\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u9593\u9055\u3063\u305f\u30bf\u30b9\u30af\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u767a\u8a71\u3067\u3059\u3002\u4efb\u610f\u306e\u8c61\u9650\u306e\u767a\u8a71\u30c6\u30ad\u30b9\u30c8\u3092\u8aad\u3080\u306b\u306f\u3001\u30b0\u30e9\u30d5\u306e\u30c9\u30c3\u30c8\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u5408\u308f\u305b\u3066\u304f\u3060\u3055\u3044\u3002 <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/update.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12900 \" src=\"\/wp-content\/uploads\/sites\/22\/update.jpg\" alt=\"\" width=\"766\" height=\"605\" \/><\/a><\/p>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h4>\u771f\u967d\u6027\u306e\u8c61\u9650<\/h4>\n<p>\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u767a\u8a71\u304c\u3001\u305d\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u967d\u6027\u306e\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u3063\u305f\u5834\u5408\u3001\u305d\u306e\u771f\u967d\u6027\u306e\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u8c61\u9650\u306f\u3001\u597d\u307e\u3057\u3044\u7d50\u679c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8c61\u9650\u306e\u5c3a\u5ea6\u4e0a\u306e\u767a\u8a71\u304c\u9ad8\u3044\u4f4d\u7f6e\u306b\u3042\u308b\u307b\u3069\u3001\u6b63\u3057\u3044\u30a4\u30f3\u30c6\u30f3\u30c8\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002 <b>\u6ce8<\/b>\uff1a\u8907\u6570\u306eBot\u30bf\u30b9\u30af\u306e\u771f\u967d\u6027\u306e\u8c61\u9650\u306b\u8a72\u5f53\u3059\u308b\u767a\u8a71\u306f\u3001\u4fee\u6b63\u304c\u5fc5\u8981\u306aBot\u30bf\u30b9\u30af\u304c\u91cd\u8907\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>\u771f\u9670\u6027\u306e\u8c61\u9650<\/h4>\n<p>\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u306a\u3044\u767a\u8a71\u304c\u3001\u305d\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u9670\u6027\u306e\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u3063\u305f\u5834\u5408\u3001\u771f\u9670\u6027\u306e\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u8c61\u9650\u306f\u3001\u305d\u306e\u767a\u8a71\u304c\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u304c\u60f3\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u597d\u307e\u3057\u3044\u7d50\u679c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8c61\u9650\u306e\u5c3a\u5ea6\u4e0a\u306e\u767a\u8a71\u304c\u4f4e\u3044\u4f4d\u7f6e\u306b\u3042\u308b\u307b\u3069\u3001\u767a\u8a71\u304c\u30a4\u30f3\u30c6\u30f3\u30c8\u304b\u3089\u96e2\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u7279\u5b9a\u306eBot\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u767a\u8a71\u306f\u3001\u7406\u60f3\u7684\u306b\u306f\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u771f\u9670\u6027\u306e\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<h4>\u507d\u967d\u6027\u306e\u8c61\u9650<\/h4>\n<p>\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u306a\u3044\u767a\u8a71\u304c\u3001\u305d\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u967d\u6027\u306e\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u3063\u305f\u5834\u5408\u3001\u305d\u306e\u767a\u8a71\u306f\u507d\u967d\u6027\u306e\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u8c61\u9650\u306f\u3001\u597d\u307e\u3057\u304f\u306a\u3044\u7d50\u679c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u7d50\u679c\u306e\u5834\u5408\u3001\u6700\u9069\u306a\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306b\u306f\u3001\u767a\u8a71\u3001\u610f\u56f3\u3055\u308c\u305fBot\u30bf\u30b9\u30af\u3001\u304a\u3088\u3073\u4e00\u81f4\u304c\u4e0d\u6b63\u78ba\u306a\u30bf\u30b9\u30af\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4>\u507d\u9670\u6027\u306e\u8c61\u9650<\/h4>\n<p>\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u767a\u8a71\u304c\u3001\u305d\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u9670\u6027\u306e\u4fe1\u983c\u5ea6\u30b9\u30b3\u30a2\u3092\u53d7\u3051\u53d6\u3063\u305f\u5834\u5408\u3001\u507d\u9670\u6027\u306e\u8c61\u9650\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u767a\u8a71\u304c\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u4e00\u81f4\u3059\u308b\u3068\u60f3\u5b9a\u3055\u308c\u308b\u305f\u3081\u3001\u3053\u306e\u8c61\u9650\u306f\u597d\u307e\u3057\u304f\u306a\u3044\u7d50\u679c\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u7d50\u679c\u306e\u5834\u5408\u3001\u6700\u9069\u306a\u7d50\u679c\u3092\u5f97\u3089\u308c\u308b\u3088\u3046\u767a\u8a71\u3001\u610f\u56f3\u3055\u308c\u305fBot\u30bf\u30b9\u30af\u3001\u30bf\u30b9\u30af\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <b>\u6ce8<\/b>\uff1aML\u30e2\u30c7\u30eb\u30b0\u30e9\u30d5\u306b\u53cd\u6620\u3055\u305b\u308b\u305f\u3081\u306b\u3001Bot\u306b\u5909\u66f4\u3092\u52a0\u3048\u305f\u5f8c\u306f\u3001\u5fc5\u305a[\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u30b0\u30e9\u30d5\u3092\u53c2\u7167\u3059\u308b\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li>\u771f\u306e\u8c61\u9650\u306e\u9ad8\u3044\u4f4d\u7f6e\u306b\u3042\u308b\u767a\u8a71\u306f\u3001\u671f\u5f85\u3055\u308c\u308b\u52d5\u4f5c\u3092\u3088\u304f\u793a\u3057\u307e\u3059\u3002<\/li>\n<li>\u771f\u306e\u8c61\u9650\u306e\u4e2d\u9593\u306b\u4f4d\u7f6e\u3059\u308b\u767a\u8a71\u306f\u3001\u3088\u308a\u826f\u3044\u30b9\u30b3\u30a2\u3092\u5f97\u308b\u305f\u3081\u306b\u3055\u3089\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u507d\u306e\u8c61\u9650\u306e\u4f4e\u3044\u4f4d\u7f6e\u306b\u3042\u308b\u767a\u8a71\u306b\u306f\u3001\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u8907\u6570\u306eBot\u30bf\u30b9\u30af\u306e\u771f\u306e\u8c61\u9650\u306b\u8a72\u5f53\u3059\u308b\u767a\u8a71\u306f\u3001\u4fee\u6b63\u304c\u5fc5\u8981\u306aBot\u30bf\u30b9\u30af\u304c\u91cd\u8907\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E8%89%AF%E3%81%84%E6%82%AA%E3%81%84ML%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6%E3%81%AE%E7%90%86%E8%A7%A3\"><\/span>\u826f\u3044\/\u60aa\u3044ML\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306e\u7406\u89e3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ML\u30e2\u30fc\u30c9\u306e\u826f\u3057\u60aa\u3057\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u4e00\u4f8b\u3068\u3057\u3066\u3001\u3042\u308b\u9280\u884c\u306eBot\u3092\u3082\u3068\u306b\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u306eBot\u306b\u306f\u3001300\u4ee5\u4e0a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u767a\u8a71\u3092\u542b\u3080\u3001\u8907\u6570\u306e\u30bf\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u4e0b\u306e\u753b\u50cf\u306f\u30014\u3064\u306e\u30bf\u30b9\u30af\u3068\u305d\u308c\u306b\u95a2\u9023\u3057\u305f\u767a\u8a71\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002 <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14293\" src=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML.png\" alt=\"\" width=\"948\" height=\"369\" \/><\/a> \u3053\u306e\u30b7\u30ca\u30ea\u30aa\u306e\u30e2\u30c7\u30eb\u306f\u304b\u306a\u308a\u3088\u304f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u304a\u308a\u3001\u30bf\u30b9\u30af\u306b\u95a2\u9023\u3059\u308b\u767a\u8a71\u306e\u307b\u3068\u3093\u3069\u304c\u771f\u967d\u6027\u306e\u8c61\u9650\u306b\u96c6\u4e2d\u3057\u3066\u304a\u308a\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u767a\u8a71\u306e\u307b\u3068\u3093\u3069\u306f\u771f\u9670\u6027\u306e\u8c61\u9650\u306b\u3042\u308a\u307e\u3059\u3002 <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14294\" src=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML-1.png\" alt=\"\" width=\"387\" height=\"543\" \/><\/a> \u958b\u767a\u8005\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306e\u4ee5\u4e0b\u306e\u70b9\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u306b\u52aa\u3081\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u300cGet Account Balance\u300d\u3068\u3044\u3046\u30bf\u30b9\u30af\u306eML\u30e2\u30c7\u30eb\u3067\u306f\u3001<i>\u507d\u967d\u6027<\/i>\u306e\u8c61\u9650\u306b\u3044\u304f\u3064\u304b\u306e\u767a\u8a71\uff08B\uff09\u304c\u898b\u3089\u308c\u307e\u3059\u3002<\/li>\n<li>\u300cGet Account Balance\u300d\u7528\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u767a\u8a71\u306f\u3001\u771f\u9670\u6027\u306e\u8c61\u9650\uff08C\uff09\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u306f\u5341\u5206\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u306e\u30bf\u30b9\u30af\u306e\u767a\u8a71\u306e\u307b\u3068\u3093\u3069\u306f\u771f\u967d\u6027\u306e\u8c61\u9650\u306e\u4e0a\u90e8\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u4e00\u90e8\u306e\u767a\u8a71\u306e\u30b9\u30b3\u30a2\u306f\u4f9d\u7136\u3068\u3057\u3066\u975e\u5e38\u306b\u4f4e\u3044\u307e\u307e\u3067\u3059\u3002\uff08A\uff09<\/li>\n<li>\u30c9\u30c3\u30c8\u306e\u4e0a\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u7f6e\u304f\u3068\u3001\u767a\u8a71\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002A\u3001B\u3001C\u306e\u5834\u5408\u3001\u767a\u8a71\u306f\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u3066\u3044\u308b\u306f\u305a\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u985e\u4f3c\u3059\u308b\u767a\u8a71\u304c\u5225\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u7528\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u3001\u3042\u308b\u3044\u306f\u30de\u30a4\u30ca\u30b9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\n<div class=\"alert alert-info\"><b>\u6ce8<\/b>\uff1a\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u306f\u3001<b>\u30c6\u30b9\u30c8 &gt; \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/b>\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001ML\u30a8\u30f3\u30b8\u30f3\u304c\u8fd4\u3059\u30a4\u30f3\u30c6\u30f3\u30c8\u3068\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u767a\u8a71\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u767a\u8a71\u3092\u8abf\u6574\u3057\u3066\u304b\u3089\u3082\u3046\u4e00\u5ea6\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002<\/div>\n<\/li>\n<li><b>Report Loss of Card<\/b>\u3068\u3044\u3046\u30bf\u30b9\u30af\u306b\u306f\u3001\u96c6\u7d50\u3057\u305f\u9650\u5b9a\u7684\u306a\u767a\u8a00\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u306e\u30c8\u30e9\u30d9\u30ebBot\u306eML\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14295\" src=\"\/wp-content\/uploads\/sites\/22\/Understanding-ML-2.png\" alt=\"\" width=\"933\" height=\"460\" \/><\/a> \u30e2\u30c7\u30eb\u306f\u591a\u304f\u306e\u77db\u76fe\u3059\u308b\u767a\u8a71\u3068\u3068\u3082\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7d50\u679c\u3068\u3057\u3066\u767a\u8a71\u304c\u5206\u6563\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u60aa\u3044\u30e2\u30c7\u30eb\u3068\u307f\u306a\u3055\u308c\u3001Bot\u5185\u306e\u8907\u6570\u306e\u30bf\u30b9\u30af\u306b\u95a2\u9023\u3057\u3066\u3044\u306a\u3044\u3001\u3088\u308a\u5c0f\u3055\u306a\u767a\u8a71\u306e\u30bb\u30c3\u30c8\u3067\u518d\u5ea6\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E7%89%B9%E5%AE%9A%E3%81%AE%E3%82%BF%E3%82%B9%E3%82%AF%E3%81%AE%E7%99%BA%E8%A9%B1%E3%81%AE%E3%82%B0%E3%83%A9%E3%83%95%E8%A1%A8%E7%A4%BA\"><\/span>\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u767a\u8a71\u306e\u30b0\u30e9\u30d5\u8868\u793a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ML\u30e2\u30c7\u30eb\u30b0\u30e9\u30d5\u306b\u306f\u3001\u3059\u3079\u3066\u306eBot\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u767a\u8a71\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u4ed6\u306e\u3059\u3079\u3066\u306e\u30a4\u30f3\u30c6\u30f3\u30c8\u306b\u5bfe\u3059\u308b\u7279\u5b9a\u306eBot\u30bf\u30b9\u30af\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u767a\u8a71\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8868\u793a\u3059\u308b\u306b\u306f\u3001\u4e0b\u306e\u753b\u50cf\u306e\u3088\u3046\u306b\u3001\u305d\u306eBot\u30bf\u30b9\u30af\u306e\u30b9\u30a4\u30c3\u30c1\u3092\u5207\u308a\u66ff\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12902 size-full\" src=\"\/wp-content\/uploads\/sites\/22\/toggle.jpg\" alt=\"\" width=\"845\" height=\"633\" \/> <b><\/b> <b>\u6ce8<\/b>\uff1a\u3053\u308c\u3089\u306f\u6700\u521d\u306eBot\u30bf\u30b9\u30af\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u767a\u8a71\u3067\u3042\u308b\u305f\u3081\u3001\u767a\u8a71\u306f\u305d\u306e\u30bf\u30b9\u30af\u306eTrue +ve\u8c61\u9650\u306e\u4e0a\u90e8\u306b\u3001\u4ed6\u306e\u3059\u3079\u3066\u306e\u30bf\u30b9\u30af\u306eTrue -ve\u8c61\u9650\u306e\u4e0b\u90e8\u306b\u8868\u793a\u3055\u308c\u308b\u306e\u304c\u7406\u60f3\u7684\u3067\u3059\u3002<\/p>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"ML%E3%83%A2%E3%83%87%E3%83%AB%E3%82%B0%E3%83%A9%E3%83%95%E3%81%AE%E3%83%95%E3%82%A3%E3%83%AB%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>ML\u30e2\u30c7\u30eb\u30b0\u30e9\u30d5\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ML\u30e2\u30c7\u30eb\u30b0\u30e9\u30d5\u3092\u4ee5\u4e0b\u306e\u6761\u4ef6\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-12903 size-full\" src=\"\/wp-content\/uploads\/sites\/22\/filter-criteria-1.jpg\" alt=\"\" width=\"377\" height=\"528\" \/><\/p>\n<ul>\n<li><b>\u958b\u767a\u4e2d\u307e\u305f\u306f\u516c\u958b\u6e08\u307f<\/b>\uff1a\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u3001\u958b\u767a\u4e2d\u3068\u516c\u958b\u6e08\u307f\u306e\u3059\u3079\u3066\u306e\u30bf\u30b9\u30af\u306e\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30b9\u30a4\u30c3\u30c1\u3092\u5207\u308a\u66ff\u3048\u308b\u3068\u3001\u516c\u958b\u6e08\u307f\u30bf\u30b9\u30af\u306e\u307f\u306e\u30b0\u30e9\u30d5\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><b>\u5f31\u304b\u3089\u5f37<\/b>\uff1a\u30bf\u30b9\u30af\u306e\u30b9\u30b3\u30a2\u304c\u6700\u3082\u6b63\u78ba\u3067\u306a\u3044\u3082\u306e\u304b\u3089\u6700\u3082\u6b63\u78ba\u306a\u3082\u306e\u307e\u3067\u306e\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<li><b>\u5f37\u304b\u3089\u5f31<\/b>\uff1a\u30bf\u30b9\u30af\u306e\u30b9\u30b3\u30a2\u304c\u6700\u3082\u6b63\u78ba\u306a\u3082\u306e\u304b\u3089\u6700\u3082\u6b63\u78ba\u3067\u306a\u3044\u3082\u306e\u307e\u3067\u306e\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<li><b>\u30bf\u30b9\u30af\/\u30a4\u30f3\u30c6\u30f3\u30c8<\/b>\uff1a\u3059\u3079\u3066\u3092\u9078\u629e\u3059\u308b\u304b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u540d\u3092\u9078\u629e\u3057\u3066\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<li><b>\u767a\u8a71<\/b>\uff1a\u3059\u3079\u3066\u3092\u9078\u629e\u3059\u308b\u304b\u3001\u307e\u305f\u306f\u7279\u5b9a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u767a\u8a71\u3092\u9078\u629e\u3057\u3066\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div class=\"w-separator-h\"><\/div><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h3><span class=\"ez-toc-section\" id=\"%E7%99%BA%E8%A9%B1%E3%81%AE%E7%B7%A8%E9%9B%86%E3%81%A8%E5%86%8D%E3%83%9E%E3%83%83%E3%83%94%E3%83%B3%E3%82%B0\"><\/span>\u767a\u8a71\u306e\u7de8\u96c6\u3068\u518d\u30de\u30c3\u30d4\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>ML\u30b0\u30e9\u30d5\u304b\u3089\u76f4\u63a5\u30e6\u30fc\u30b6\u30fc\u306e\u767a\u8a71\u3092\u7de8\u96c6\u3057\u305f\u308a\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u5272\u308a\u5f53\u3066\u305f\u308a\u3057\u3066\u30b9\u30b3\u30a2\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001\u8c61\u9650\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8c61\u9650\u30d3\u30e5\u30fc\u304c\u958b\u304d\u3001\u30bf\u30b9\u30af\u540d\u3068\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u3059\u3079\u3066\u306e\u767a\u8a71\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002 <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/Train-Quadrant.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15034\" src=\"\/wp-content\/uploads\/sites\/22\/Train-Quadrant.png\" alt=\"\" width=\"484\" height=\"320\" \/><\/a> \u500b\u3005\u306e\u767a\u8a71\u3092\u7de8\u96c6\u3059\u308b\u306b\u306f\u3001\u767a\u8a71\u306e\u7de8\u96c6\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u767a\u8a71\u306e\u7de8\u96c6\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u958b\u304d\u307e\u3059\u3002<b>\u4e88\u60f3\u3055\u308c\u308b\u30bf\u30b9\u30af<\/b><span style=\"font-weight: 400\">\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3 \u30ea\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u767a\u8a71\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u767a\u8a71\u3092\u518d\u5ea6\u5272\u308a\u5f53\u3066\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span> <a ref=\"magnificPopup\" href=\"\/wp-content\/uploads\/sites\/22\/individual-utterance.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-15035\" src=\"\/wp-content\/uploads\/sites\/22\/individual-utterance.png\" alt=\"\" width=\"468\" height=\"266\" \/><\/a><\/p>\n<div><\/div>\n<div class=\"alert alert-info\"><b>\u6ce8<\/b><span style=\"font-weight: 400\">\uff1a\u3053\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u3001\u8c61\u9650\u5168\u4f53\u3067\u306f\u306a\u304f\u500b\u3005\u306e\u30c9\u30c3\u30c8\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3082\u958b\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/div>\n<\/div><\/div><div class=\"w-separator size_small with_line width_default thick_1 style_solid color_border align_center\"><div 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