{"id":1273,"date":"2024-12-16T14:05:18","date_gmt":"2024-12-16T05:05:18","guid":{"rendered":"https:\/\/www.mindware-jp.com\/ja\/?p=1273"},"modified":"2024-12-21T10:59:03","modified_gmt":"2024-12-21T01:59:03","slug":"%e6%83%85%e5%a0%b1%e5%88%86%e6%9e%90%e3%82%92%e6%a0%b9%e5%ba%95%e3%81%8b%e3%82%89%e5%a4%89%e3%81%88%e3%82%8b%e3%82%bb%e3%83%9e%e3%83%b3%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e3%83%bb%e3%83%87%e3%83%bc","status":"publish","type":"post","link":"http:\/\/www.mindware-jp.com\/ja\/2024\/12\/16\/%e6%83%85%e5%a0%b1%e5%88%86%e6%9e%90%e3%82%92%e6%a0%b9%e5%ba%95%e3%81%8b%e3%82%89%e5%a4%89%e3%81%88%e3%82%8b%e3%82%bb%e3%83%9e%e3%83%b3%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e3%83%bb%e3%83%87%e3%83%bc\/","title":{"rendered":"\u60c5\u5831\u5206\u6790\u3092\u6839\u5e95\u304b\u3089\u5909\u3048\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3000\uff11"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u30de\u30a4\u30f3\u30c9\u30a6\u30a8\u30a2\u7dcf\u7814\u3000\u591a\u7530\u85ab\u5f18\uff08\u305f\u3060\u304f\u306b\u3072\u308d\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306f\u3001\u3059\u3067\u306b<a href=\"https:\/\/www.mindware-jp.com\/ja\/2024\/06\/10\/innovation-maps-it-industry-top-1000-services-and-products-competing-map\/\">\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30fb\u30de\u30c3\u30d7\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/a>\u3067\u3001IT\u88fd\u54c1\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u88fd\u54c1\u306e\u88fd\u54c1\u8aac\u660e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u3066\u3001\u305d\u308c\u3092\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u3067\u3068\u3066\u3082\u7cbe\u7dfb\u306a\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\u30fb\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3067\u304d\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u3055\u3089\u306b\u63a8\u3057\u9032\u3081\u308b\u3068\u3001\u3053\u308c\u307e\u3067\u306f\u5b9a\u6027\u5206\u6790\u304c\u884c\u308f\u308c\u3066\u304d\u305f\u9818\u57df\u3092\u7cbe\u7dfb\u306a\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3042\u308b\u3044\u306f\u3001\u98df\u54c1\u30fb\u98f2\u6599\u30fb\u9999\u6599\u306a\u3069\u306e\u5b98\u80fd\u8a55\u4fa1\u5206\u6790\u306e\u9818\u57df\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u76f4\u63a5\u6e2c\u5b9a\u3067\u304d\u306a\u3044\u9999\u308a\u30fb\u5473\u899a\u30fb\u98df\u611f\u306a\u3069\u3092\u7121\u7406\u3084\u308a\u6570\u5024\u5316\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3063\u3066\u304d\u305f\u3068\u3044\u3046\u6839\u672c\u7684\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3059\u3079\u3066\u306f\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u304a\u304b\u3052<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30a2\u30a4\u30c7\u306f\u3058\u3064\u306b\u9769\u65b0\u7684\u3067\u3042\u308a\u3001\u304b\u3064\u591a\u304f\u306e\u4eba\u3005\u304c\u307e\u3060\u6c17\u3065\u3044\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u3053\u306e\u7a3f\u3092\u8aad\u3093\u3067\u72ec\u5360\u7684\u306a\u6a29\u5229\u3092\u53d6\u5f97\u3057\u3088\u3046\u3068\u52d5\u304f\u4eba\u304c\u73fe\u308c\u306a\u3044\u3068\u3082\u9650\u308a\u307e\u305b\u3093\u304c\u3001\u3053\u306e\u30a2\u30a4\u30c7\u30a2\u306e\u672c\u8cea\u306f<strong>\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u300c\u610f\u5473\u300d\u304c\u8a08\u7b97\u53ef\u80fd\u306b\u306a\u308b<\/strong>\u3068\u3044\u3046\u3053\u3068\u306b\u5c3d\u304d\u308b\u306e\u3067\u3001\u3082\u306f\u3084\u516c\u77e5\u306e\u77e5\u8b58\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001LLM\u3068\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u4f55\u304c\u3067\u304d\u308b\u306e\u304b\u3092\u7686\u3055\u307e\u3068\u60dc\u3057\u3052\u3082\u306a\u304f\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8abf\u67fb\u6d3b\u52d5\u306b\u306f\u3001\u5b9a\u6027\u8abf\u67fb\u3068\u5b9a\u91cf\u8abf\u67fb\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u306f\u3001\u5b9a\u6027\u8abf\u67fb\u3067\u5168\u4f53\u7684\u306a\u554f\u984c\u69cb\u9020\u3092\u3056\u3063\u304f\u308a\u628a\u63e1\u3057\u3066\u304a\u3044\u3066\u3001\u5b9a\u91cf\u8abf\u67fb\u306b\u3088\u3063\u3066\u7cbe\u7dfb\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6700\u7d42\u7684\u306b\u3088\u308a\u5177\u4f53\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u306b\u3064\u306a\u3052\u308b\u3068\u3044\u3046\u3088\u3046\u306b\u7406\u89e3\u3055\u308c\u3066\u3044\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u5b9a\u6027\u8abf\u67fb\u306f\u3001\u6587\u732e\u3084\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u3092\u901a\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u4e0d\u5b9a\u5f62\u306a\u60c5\u5831\u3092\u67d4\u8edf\u306b\u53ce\u96c6\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u534a\u9762\u3001\u66d6\u6627\u3055\u304c\u3064\u304d\u307e\u3068\u3046\u3068\u3044\u3046\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u5b9a\u91cf\u8abf\u67fb\uff08\u30a2\u30f3\u30b1\u30fc\u30c8\u8abf\u67fb\u306a\u3069\uff09\u306f\u3001\u7d50\u679c\u304c\u6570\u5024\u5316\u3055\u308c\u308b\u3082\u306e\u306e\u5b9a\u578b\u5316\u3055\u308c\u305f\u60c5\u5831\u4ee5\u5916\u306f\u53d7\u3051\u4ed8\u3051\u306a\u3044\u306e\u3067\u3001\u67d4\u8edf\u3055\u306b\u6b20\u3051\u3001\u91cd\u8981\u306a\u60c5\u5831\u3092\u53d6\u308a\u3053\u307c\u3059\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u30b7\u30f3\u30af\u30bf\u30f3\u30af\u3084\u8abf\u67fb\u4f1a\u793e\u3001\u7d4c\u55b6\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u306a\u3069\u306e\u696d\u754c\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u5b9a\u6027\u3068\u5b9a\u91cf\u306e\u4e21\u9762\u304b\u3089\u8abf\u67fb\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u4e21\u8005\u306e\u6b20\u70b9\u3092\u88dc\u3046\u52aa\u529b\u3092\u7d9a\u3051\u3066\u304d\u305f\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u304a\u3088\u3073\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306f\u3001\u3053\u306e\u8a8d\u8b58\u3092\u6839\u5e95\u304b\u3089\u8986\u3059\u3053\u3068\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002\u5f93\u6765\u306f\u3001\u5b9a\u91cf\u7684\u306b\u5206\u6790\u3067\u304d\u306a\u304b\u3063\u305f\u300c<strong>\u4e0d\u5b9a\u5f62\u306a\u5b9a\u6027\u60c5\u5831\u300d\u3092\u5b9a\u91cf\u7684\u306b\u5206\u6790\u3067\u304d\u308b<\/strong>\u3068\u3044\u3046\u753b\u671f\u7684\u306a\u51fa\u6765\u4e8b\u304c\u4eca\u4e16\u754c\u3067\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u308c\u306b\u3088\u3063\u3066\u3001\u3053\u308c\u307e\u3067\u5b9a\u6027\u60c5\u5831\u306e\u4e2d\u306b\u7720\u3063\u3066\u3044\u305f\u6fc3\u5bc6\u306b\u3057\u3066\u6709\u7528\u306a\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u3088\u308a\u7cbe\u7dfb\u306b\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u4e8b\u4f8b\uff1a\u5b98\u80fd\u30d9\u30af\u30c8\u30eb\u5206\u6790<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u98df\u54c1\u30fb\u98f2\u6599\u30fb\u9999\u6599\u306a\u3069\u306e\u696d\u754c\u3067\u884c\u308f\u308c\u3066\u3044\u308b\u5b98\u80fd\u8a55\u4fa1\u5206\u6790\u306f\u3001\u9999\u308a\u3084\u5473\u899a\u3001\u98df\u611f\u306a\u3069\u306e\u5185\u7684\u4f53\u9a13\u3092\u6570\u5024\u5316\u3057\u3066\u5206\u6790\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u306e\u3068\u3053\u308d\u3001\u3053\u308c\u3089\u3092\u76f4\u63a5\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u306e\u3067\u5b98\u80fd\u8a55\u4fa1\u58eb\u3068\u547c\u3070\u308c\u308b\u7279\u5225\u306b\u8a13\u7df4\u3055\u308c\u305f\u5c02\u9580\u5bb6\u304c\u3001\u88fd\u54c1\u306e\u7518\u5473\u3001\u8f9b\u5473\u3001\u82e6\u5473\u3001\u5869\u5473&#8230;\u3068\u3044\u3063\u305f\u9805\u76ee\u3092\u6570\u5024\u5316\u3057\u3066\u3001\u6d88\u8cbb\u8005\u306e\u88fd\u54c1\u306b\u5bfe\u3059\u308b\u9078\u597d\u5ea6\u3068\u5408\u308f\u305b\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3068\u3044\u3046\u65b9\u6cd5\u3092\u63a1\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u9999\u308a\u3084\u5473\u899a\u3001\u98df\u611f\u306a\u3069\u306f\u3068\u3066\u3082\u8907\u96d1\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u8981\u7d20\u9084\u5143\u7684\u306a\u767a\u60f3\u306b\u306f\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u78ba\u306b\u8a00\u3048\u3070\u3001\u8981\u7d20\u9084\u5143\u304c\u60aa\u3044\u306e\u3067\u306f\u306a\u304f\u3001\u5f93\u6765\u306e\u5206\u6790\u65b9\u6cd5\u3067\u306f\u3001\u5206\u89e3\u3055\u308c\u305f\u8981\u7d20\u306e\u6570\u304c\u5c11\u306a\u3059\u304e\u308b\u306e\u3067\u3001\u8907\u96d1\u306a\u73fe\u8c61\u3092\u3068\u3089\u3048\u5207\u308c\u306a\u3044\u306e\u3067\u3059\u3002\u305d\u3053\u3067\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u30921000\u6b21\u5143\u3068\u304b\u65701000\u6b21\u5143\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u306f\u300c\u610f\u5473\u5206\u89e3\u5206\u6790\u300d\u3067\u3042\u308a\u3001\u307e\u305f\u306f\u8d85\u591a\u5909\u91cf\u89e3\u6790\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u4f7f\u308f\u308c\u305f\u591a\u5909\u91cf\u89e3\u6790\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u8907\u96d1\u306a\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306f\u300c\u7518\u5473\u304c1.2\u3001\u8f9b\u5473\u304c0.5\u2026\u300d\u306a\u3069\u3068\u3044\u3046\u5f93\u6765\u306e\u6570\u5024\u5316\u306f\u4e00\u65e6\u6368\u3066\u3066\u3001\u30c6\u30ec\u30d3\u756a\u7d44\u306e\u98df\u30ec\u30dd\u3067\u30bf\u30ec\u30f3\u30c8\u304c\u62ab\u9732\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u30ea\u30c3\u30c1\u306a\u8868\u73fe\u3092\u305d\u306e\u307e\u307e\u63a1\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u305d\u308c\u306b\u3088\u3063\u3066\u3001\u3053\u308c\u307e\u3067\u5207\u308a\u6368\u3066\u3089\u308c\u3066\u304d\u305f\u60c5\u5831\u306e\u6a5f\u5fae\u3092\u6f0f\u308c\u306a\u304f\u6d3b\u7528\u3057\u3088\u3046\u3068\u3044\u3046\u306e\u304c\u3001\u3053\u3053\u3067\u7d39\u4ecb\u3059\u308b\u300c\u5b98\u80fd\u30d9\u30af\u30c8\u30eb\u5206\u6790\u300d\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u4e8b\u4f8b\u3068\u3057\u3066\u300120\u7a2e\u985e\u306e\u67b6\u7a7a\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u305e\u308c\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u8a66\u98df\u4f53\u9a13\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30ea\u30c3\u30c1\u306a\u81ea\u7136\u8a00\u8a9e\u3067\u8868\u73fe\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30af\u30e9\u30b7\u30c3\u30af\u30fb\u30b7\u30fc\u30bd\u30eb\u30c8<br>\u888b\u3092\u958b\u3051\u305f\u77ac\u9593\u3001\u91d1\u8272\u306b\u8f1d\u304f\u30c1\u30c3\u30d7\u30b9\u304c\u76ee\u306b\u98db\u3073\u8fbc\u307f\u307e\u3059\u3002\u305d\u306e\u8868\u9762\u306b\u306f\u3001\u7d30\u304b\u304f\u5747\u7b49\u306b\u632f\u308a\u304b\u3051\u3089\u308c\u305f\u5869\u306e\u7d50\u6676\u304c\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u304c\u3089\u3082\u6d17\u7df4\u3055\u308c\u305f\u7f8e\u3057\u3055\u3092\u6f14\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u81ea\u7136\u306a\u30dd\u30c6\u30c8\u306e\u9999\u308a\u304c\u6f02\u3044\u3001\u63da\u3052\u305f\u3066\u306e\u6e29\u304b\u307f\u3084\u5bb6\u5ead\u7684\u306a\u5fc3\u5730\u3088\u3055\u3092\u611f\u3058\u3055\u305b\u307e\u3059\u3002<br>\u4e00\u53e3\u565b\u3080\u3068\u3001\u30b5\u30af\u30b5\u30af\u3068\u3057\u305f\u8efd\u3084\u304b\u306a\u98df\u611f\u304c\u8033\u306b\u5fc3\u5730\u3088\u3044\u97f3\u3092\u5c4a\u3051\u3001\u565b\u3080\u307b\u3069\u306b\u30b8\u30e3\u30ac\u30a4\u30e2\u672c\u6765\u306e\u7518\u3055\u3068\u5869\u5473\u304c\u5b8c\u74a7\u306a\u30d0\u30e9\u30f3\u30b9\u3067\u5e83\u304c\u308a\u307e\u3059\u3002\u5869\u306f\u4e3b\u5f35\u3057\u3059\u304e\u305a\u3001\u7d20\u6750\u306e\u65e8\u5473\u3092\u5f15\u304d\u7acb\u3066\u3001\u5f8c\u5473\u306f\u3059\u3063\u304d\u308a\u3068\u30af\u30ea\u30a2\u3002\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308a\u306a\u304c\u3089\u30af\u30bb\u306b\u306a\u308b\u5473\u308f\u3044\u304c\u3001\u6b21\u306e\u4e00\u679a\u3078\u3068\u624b\u3092\u4f38\u3070\u3055\u305b\u307e\u3059\u3002\u6614\u306a\u304c\u3089\u306e\u7f8e\u5473\u3057\u3055\u3092\u5b88\u308a\u3064\u3064\u3082\u3001\u98fd\u304d\u306e\u3053\u306a\u3044\u6e80\u8db3\u611f\u306e\u3042\u308b\u30d5\u30ec\u30fc\u30d0\u30fc\u3067\u3059\u3002\uff08<a href=\"https:\/\/www.mindware-jp.com\/files\/SemanticDatamining\/poteochips_ja.txt\" target=\"_blank\" rel=\"noreferrer noopener\">\u5168\u6587\u306f\u3053\u3061\u3089<\/a>\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e5\u672c\u8a9e\u30c6\u30ad\u30b9\u30c8\u306e\u5206\u6790\u3082\u53ef\u80fd\u3067\u3059\u304c\u3001LLM\u306f\u82f1\u8a9e\u306e\u65b9\u304c\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u306e\u3067\u3001\u3053\u306e\u4e8b\u4f8b\u3067\u306f\u82f1\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3063\u3066\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u3001\u3053\u308c\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u3092LLM\u3092\u4f7f\u3063\u3066\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u5b9f\u9a13\u3067\u306fOpenAI\u306eAPI\u3092\u4f7f\u7528\u3057\u30661536\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3092\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u9593\u306e\u8a8d\u77e5\u80fd\u529b\u3067\u306f1536\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3092\u89e3\u91c8\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u591a\u5909\u91cf\u89e3\u6790\u306b\u3088\u3063\u3066\u6b21\u5143\u3092\u6574\u7406\u3057\u306a\u304a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092<strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0<\/strong>\u3068\u547c\u3079\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u4f7f\u7528\u3067\u304d\u308b\u624b\u6cd5\u3068\u3057\u3066\u306f\u3001\u4e3b\u6210\u5206\u5206\u6790(PCA)\u3001t-SNE\u3001 UMAP\u3001\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7(SOM\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u3005\u306e\u624b\u6cd5\u306e\u8a73\u3057\u3044\u8aac\u660e\u306f\u3001\u3053\u3053\u3067\u306f\u5272\u611b\u3057\u307e\u3059\u3002PCA\u306f\u6700\u3082\u4e00\u822c\u7684\u306a\u624b\u6cd5\u3067\u3059\u304c\u3001PCA\u30671536\u6b21\u5143\u3068\u3044\u3046\u3088\u3046\u306a\u8d85\u591a\u6b21\u5143\u3092\u6b21\u5143\u524a\u6e1b\u3059\u308b\u5834\u5408\u3001\u5341\u5206\u306a\u7cbe\u5ea6\u3092\u5f97\u308b\u306b\u306f\u3001\u304b\u306a\u308a\u306e\u6570\u306e\u56e0\u5b50\uff08\u6b21\u5143\uff09\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u3063\u3066\u3001\u6b21\u5143\u524a\u6e1b\u306e\u52b9\u7387\u306f\u3042\u307e\u308a\u3088\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001\u30b1\u30fc\u30b9\u6570\uff08\u30c6\u30ad\u30b9\u30c8\u306e\u4ef6\u6570\uff09\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u3001\u3069\u306e\u624b\u6cd5\u3092\u4f7f\u3063\u3066\u3082\u6700\u7d42\u306e\u6b21\u5143\u6570\u304c\u5c11\u306a\u304f\u306a\u308b\u306e\u3067\u3001PCA\u306f\uff08\u4eba\u9593\u304c\u89e3\u91c8\u3059\u308b\u306e\u306b\uff09\u6bd4\u8f03\u7684\u624b\u9803\u306a\u6b21\u5143\u6570\u3092\u9078\u3076\u306e\u306b\u4fbf\u5229\u306b\u4f7f\u3048\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">t-SNE\u3068UMAP\u306f\u3001\u6700\u8fd1\u4eba\u6c17\u306e\u3042\u308b\u624b\u6cd5\u3067\u3001\u52b9\u7387\u7684\u306a\u6b21\u5143\u524a\u6e1b\u304c\u3067\u304d\u307e\u3059\u3002\u30b1\u30fc\u30b9\u6570\u304c\u5341\u5206\u306b\u5927\u304d\u3051\u308c\u3070\u3001UMAP\u304c\u4efb\u610f\u306e\u6b21\u5143\u6570\u3092\u9078\u3079\u3066\u4fbf\u5229\u3067\u3059\u3002\u3057\u304b\u3082\u3001UMAP\u306f\u3068\u3066\u3082\u52b9\u7387\u304c\u3088\u304f\u30011536\u6b21\u5143\u30923\u6b21\u5143\u306b\u524a\u6e1b\u3057\u3066\u3082\u304b\u306a\u308a\u6b63\u78ba\u306b\u30b1\u30fc\u30b9\u9593\u306e\u8fd1\u63a5\u95a2\u4fc2\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u4eba\u9593\u306f2\u6b21\u5143\u306e\u30a4\u30e1\u30fc\u30b8\u3057\u304b\u8a8d\u8b58\u3067\u304d\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u3088\u308a\u30ea\u30c3\u30c1\u306a\u610f\u5473\u3092\u7406\u89e3\u3059\u308b\u306b\u306f\u3001\u7a0b\u3088\u3044\u6570\uff0810\u304b\u308910\u6570\u500b\uff09\u306e\u6b21\u5143\u3067\u8868\u73fe\u3059\u308b\u306e\u304c\u3088\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOM\u3082\u6b21\u5143\u524a\u6e1b\u624b\u6cd5\u306e1\u3064\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u6211\u3005\u306f\u3001\u4e0a\u8a18\u306e\u6b21\u5143\u524a\u6e1b\u3092\u884c\u3063\u305f\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u624b\u6cd5\u3068\u3057\u3066\u63d0\u6848\u3057\u307e\u3059\u3002SOM\u306e\u5834\u5408\u306f\u3001\u6b21\u5143\u305d\u306e\u3082\u306e\u3092\u6e1b\u3089\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u96e2\u6563\u7684\u306a\u30ce\u30fc\u30c9\u3067\u69cb\u6210\u3055\u308c\u308b2\u6b21\u5143\u306e\u81ea\u7531\u66f2\u9762\u3092\u591a\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u7a7a\u9593\u306e\u4e2d\u3067\u30e2\u30c7\u30eb\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u7d50\u679c\u306e\u30de\u30c3\u30d7\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u5143\u306e\u6b21\u5143\u306e\u60c5\u5831\u3092\u305d\u306e\u307e\u307e\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002\u591a\u6b21\u5143\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u898b\u305f\u3044\u5834\u5408\u306f\u30013D\u53ef\u8996\u5316\u3088\u308a\u3082SOM\u306e\u65b9\u304c\u65ad\u7136\u4fbf\u5229\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u3088\u3046\u306b\u8d85\u591a\u6b21\u5143\u306e\u62bd\u8c61\u7684\u306a\u6570\u5024\u306f\u3001\u4eba\u9593\u304c\u89e3\u91c8\u3059\u308b\u306e\u304c\u4e0d\u53ef\u80fd\u306a\u306e\u3067\u3001\u4ed6\u306e\u6b21\u5143\u524a\u6e1b\u624b\u6cd5\u3092\u4f75\u7528\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u7559\u610f\u3057\u3066\u304a\u304d\u305f\u3044\u3053\u3068\u306f\u3001SOM\u306f\u3042\u304f\u307e\u3067\u3082\u30ce\u30fc\u30c9\u3068\u5404\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306b\u6700\u3082\u8fd1\u3044\u30ce\u30fc\u30c9\u304c\u300c\u52dd\u8005\u300d\u3068\u306a\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u3053\u308c\u306e\u610f\u5473\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8fd1\u63a5\u95a2\u4fc2\u3092\u76f4\u63a5\u306f\u8003\u616e\u3057\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u7d50\u679c\u7684\u306b\u306f\u3001\u540c\u3058\u30ce\u30fc\u30c9\u306b\u306f\u985e\u4f3c\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30b3\u30fc\u30c9\u304c\u5c5e\u3059\u308b\u3053\u3068\u306b\u306f\u306a\u308a\u307e\u3059\u3002\u5c11\u3057\u8aac\u660e\u304c\u96e3\u3057\u304f\u306a\u308b\u306e\u3067\u3059\u304c\u3001\u8d85\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u5834\u5408\u306f\u3001SOM\u3067\u306f\u540c\u3058\u30ce\u30fc\u30c9\u306b\u5c5e\u3059\u308b\u30c7\u30fc\u30bf\u30ec\u30b3\u30fc\u30c9\u3067\u3082\u3001\u305d\u308c\u307b\u3069\u5747\u8cea\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u304c\u8d77\u3053\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u8d85\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8fd1\u63a5\u95a2\u4fc2\u3092\u8003\u616e\u3059\u308b\u5225\u306e\u624b\u6cd5\uff08UMAP\u306a\u3069\uff09\u3067\u7a0b\u3088\u3044\u6b21\u5143\u6570\u306b\u843d\u3068\u3057\u3066\u304b\u3089SOM\u3067\u53ef\u8996\u5316\u3059\u308b\u306e\u304c\u3061\u3087\u3046\u3069\u3088\u3044\u3088\u3046\u3067\u3059\u3002SOM\u306e\u5c02\u9580\u5bb6\u306b\u3068\u3063\u3066\u306f\u3001\u3053\u306e\u898b\u89e3\u306f\u3042\u307e\u308a\u5feb\u304f\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4e2d\u7acb\u7684\u306a\u7acb\u5834\u3092\u3068\u308c\u3070\u3053\u308c\u304c\u73fe\u5b9f\u7684\u306b\u8ce2\u3044\u5224\u65ad\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u304b\u3089\u76f4\u63a5SOM\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3001\u305d\u306e\u5834\u5408\u306f\u3001\u89e3\u91c8\u306e\u305f\u3081\u306bUMAP\u306e\u6570\u5024\u3092SOM\u306b\uff08\u91cd\u307f0\u3067\uff09\u9023\u60f3\u3055\u305b\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3082\u3046\u4e00\u3064\u3001SOM\u306e\u6b20\u70b9\u3068\u3057\u3066\u6307\u6458\u3057\u3066\u304a\u304d\u305f\u3044\u306e\u306f\u3001SOM\u306f\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u3059\u308b\u306e\u3067\u3001\u305d\u306e\u5916\u5074\u306e\u7a7a\u9593\u3092\u4e00\u5207\u8868\u73fe\u3057\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u5546\u54c1\u4f01\u753b\u306e\u5834\u5408\u3001\u65e2\u5b58\u306e\u5546\u54c1\u306e\u985e\u4f3c\u95a2\u4fc2\u306f\u3088\u304f\u8868\u73fe\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u3068\u306f\u307e\u3063\u305f\u304f\u7570\u306a\u308b\u5546\u54c1\u3092\u4f01\u753b\u3057\u305f\u3044\u5834\u5408\u306b\u3001\u65e2\u5b58\u306e\u5546\u54c1\u7fa4\u304b\u3089\u306f\u305a\u308c\u305f\u7a7a\u9593\u3092\u63a2\u7d22\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u306e\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u6539\u5584\u7b56\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LLM\u306b\u3088\u308b\u56e0\u5b50\u306e\u89e3\u91c8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u306f\u3068\u3082\u304b\u304f\u3001\u4e0a\u8a18\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3066\u3001\u305d\u308c\u3092UMAP\u30673\u6b21\u5143\u306b\u524a\u6e1b\u3057\u3001SOM\u3067\u8868\u793a\u3057\u305f\u7d50\u679c\u304c\u4ee5\u4e0b\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"291\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1024x291.png\" alt=\"\" class=\"wp-image-1290\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1024x291.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-300x85.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-768x218.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1536x437.png 1536w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image.png 1691w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">UM1, UM2, UM3\u306f\u3001UMAP\u3067\u5f97\u3089\u308c\u305f\u65b0\u3057\u3044\u6b21\u5143\u3067\u3059\u3002\u3053\u308c\u3067\u306f\u610f\u5473\u304c\u308f\u304b\u3089\u306a\u3044\u306e\u3067\u3001.som\u30d5\u30a1\u30a4\u30eb\uff08som\u306e\u30ce\u30fc\u30c9\u5024\u3068\u30e9\u30d9\u30eb\u3068\u5143\u306e\u30c6\u30ad\u30b9\u30c8\uff09\u3092\u4e38\u3054\u3068ChatGPT\u306b\u63d0\u793a\u3057\u3066\u3001\u300cUM1,UM2,UM3\u3092\u89e3\u91c8\u3057\u3066\u4eba\u9593\u304c\u7406\u89e3\u3067\u304d\u308b\u7528\u8a9e\u306b\u5909\u63db\u3057\u3066\u300d\u3068\u8cea\u554f\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\uff08LLM\u304c.som\u30d5\u30a1\u30a4\u30eb\u3092\u53d7\u3051\u4ed8\u3051\u306a\u3044\u5834\u5408\u306f\u3001\u30de\u30c3\u30d7\u306e\u30ce\u30fc\u30c9\u3092\u30c6\u30ad\u30b9\u30c8\u30fb\u30d5\u30a1\u30a4\u30eb\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\uff09\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">UM1\u3001UM2\u3001UM3\u3068\u3044\u3046\u62bd\u8c61\u7684\u306a\u6570\u5024\u306e\u89e3\u91c8\u3092\u3001\u4eba\u9593\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u7528\u8a9e\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8003\u3048\u307e\u3059\u3002Viscovery SOMine\u306a\u3069\u3067\u751f\u6210\u3055\u308c\u305f\u6570\u5024\u30de\u30c3\u30d7\u306f\u3001\u8981\u7d20\u306e\u5206\u5e03\u3084\u7279\u5fb4\u3092\u8ef8\u3054\u3068\u306b\u5206\u89e3\u3057\u3066\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>UM1: \u6e80\u8db3\u5ea6 \/ \u30ea\u30c3\u30c1\u30cd\u30b9<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UM1\u306f\u3001\u6d88\u8cbb\u8005\u304c\u611f\u3058\u308b <strong>\u7dcf\u5408\u7684\u306a\u6e80\u8db3\u5ea6<\/strong> \u3084 <strong>\u5473\u306e\u30ea\u30c3\u30c1\u30cd\u30b9\uff08\u8c4a\u304b\u3055\uff09<\/strong> \u3092\u793a\u3059\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5024\u304c\u9ad8\u3044\u307b\u3069\u3001\u30c1\u30c3\u30d7\u30b9\u306e\u98a8\u5473\u304c\u6fc3\u539a\u3067\u3042\u308a\u3001\u8907\u96d1\u306a\u5473\u308f\u3044\u3084\u9ad8\u7d1a\u611f\u3001\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u3042\u308b\u98a8\u5473\u304c\u6d88\u8cbb\u8005\u306b\u597d\u307e\u308c\u3066\u3044\u308b\u50be\u5411\u304c\u5f37\u3044\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001<strong>\u30c8\u30ea\u30e5\u30d5<\/strong> \u3084 <strong>\u30e1\u30fc\u30d7\u30eb\u30d9\u30fc\u30b3\u30f3<\/strong> \u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30d0\u30fc\u304c\u3053\u306e\u8ef8\u306b\u9ad8\u304f\u4f4d\u7f6e\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>UM2: \u30d0\u30e9\u30f3\u30b9 \/ \u5c64\u306e\u6df1\u3055<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UM2\u306f\u3001\u30d5\u30ec\u30fc\u30d0\u30fc\u306e <strong>\u30d0\u30e9\u30f3\u30b9\u611f<\/strong> \u3084 <strong>\u5c64\u306e\u6df1\u3055\uff08\u5473\u306e\u591a\u69d8\u6027\uff09<\/strong> \u3092\u8868\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5024\u304c\u9ad8\u3044\u307b\u3069\u3001\u5358\u8abf\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306e\u8981\u7d20\uff08\u7518\u5473\u3001\u5869\u5473\u3001\u9178\u5473\u3001\u65e8\u5473\u306a\u3069\uff09\u304c\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u7d61\u307f\u5408\u3044\u3001\u8907\u96d1\u306a\u5473\u308f\u3044\u304c\u611f\u3058\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<strong>\u30cf\u30fc\u30d6\u7cfb<\/strong> \u3084 <strong>\u30b9\u30d1\u30a4\u30b9\u306e\u52b9\u3044\u305f\u30d5\u30ec\u30fc\u30d0\u30fc<\/strong> \u306fUM2\u3067\u9ad8\u3044\u50be\u5411\u304c\u898b\u3089\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>UM3: \u723d\u3084\u304b\u3055 \/ \u8efd\u3084\u304b\u3055<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UM3\u306f\u3001\u5473\u306e <strong>\u723d\u3084\u304b\u3055<\/strong> \u3084 <strong>\u8efd\u3084\u304b\u3055<\/strong> \u3092\u793a\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5024\u304c\u30d7\u30e9\u30b9\u306b\u8fd1\u3044\u307b\u3069\u3001\u30b7\u30c8\u30e9\u30b9\u7cfb\u3084\u30cf\u30fc\u30d6\u7cfb\u306e\u723d\u3084\u304b\u3055\u3001\u307e\u305f\u306f\u8efd\u3044\u5869\u5473\u3084\u9178\u5473\u304c\u5f37\u8abf\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9006\u306b\u5024\u304c\u30de\u30a4\u30ca\u30b9\u306b\u632f\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30d1\u30a4\u30b7\u30fc\u3055\u3084\u91cd\u539a\u611f\u304c\u5f37\u304f\u3001\u7518\u307f\u3084\u65e8\u5473\u306e\u6fc3\u539a\u306a\u8981\u7d20\u304c\u611f\u3058\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001<strong>\u30b9\u30e2\u30fc\u30ad\u30fcBBQ<\/strong> \u3084 <strong>\u30ac\u30fc\u30ea\u30c3\u30af\u7cfb<\/strong> \u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30d0\u30fc\u304c\u30de\u30a4\u30ca\u30b9\u5074\u306b\u4f4d\u7f6e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u307e\u3068\u3081<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>UM1: \u6e80\u8db3\u5ea6 \/ \u5473\u306e\u30ea\u30c3\u30c1\u30cd\u30b9<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u3044\u307b\u3069\u5473\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3084\u6e80\u8db3\u5ea6\u304c\u5f37\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>UM2: \u30d0\u30e9\u30f3\u30b9 \/ \u5473\u306e\u5c64\u306e\u6df1\u3055<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u3044\u307b\u3069\u5473\u308f\u3044\u306e\u591a\u69d8\u6027\u3084\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>UM3: \u723d\u3084\u304b\u3055 \/ \u8efd\u3084\u304b\u3055<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30d7\u30e9\u30b9: \u723d\u3084\u304b\u3001\u8efd\u3084\u304b\u306a\u98a8\u5473\uff08\u30b7\u30c8\u30e9\u30b9\u30fb\u30cf\u30fc\u30d6\u7cfb\uff09\u3002<\/li>\n\n\n\n<li>\u30de\u30a4\u30ca\u30b9: \u6fc3\u539a\u3001\u91cd\u539a\u611f\u306e\u3042\u308b\u98a8\u5473\uff08\u7518\u5473\u3001\u30b9\u30e2\u30fc\u30ad\u30fc\u3001\u30b9\u30d1\u30a4\u30b9\u7cfb\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u89e3\u91c8\u3092\u3082\u3068\u306b\u3001\u5404\u30d5\u30ec\u30fc\u30d0\u30fc\u306e\u8a55\u4fa1\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u7d50\u679c\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u6d88\u8cbb\u8005\u306e\u597d\u307f\u306b\u5408\u308f\u305b\u305f\u5546\u54c1\u4f01\u753b\u3084\u6539\u5584\u70b9\u306e\u628a\u63e1\u304c\u3057\u3084\u3059\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u5f15\u7528\u304a\u308f\u308a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u4ef6\u6570\u304c20\u500b\u3067UMAP\u3092\u4f7f\u7528\u3057\u305f\u306e\u3067\u3001\u6b21\u5143\u6570\u304c3\u6b21\u5143\u307e\u3067\u3057\u304b\u4f5c\u6210\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u4ef6\u6570\u304c\u6570100\u3042\u308c\u3070\u3001\u3082\u3063\u3068\u591a\u304f\u306e\u6b21\u5143\u304c\u4f5c\u6210\u3067\u304d\u3066\u3001\u3088\u308a\u8a73\u7d30\u306a\u5206\u6790\u3082\u3067\u304d\u307e\u3059\u3002\u3042\u308b\u3044\u306fPCA\u3092\u4f7f\u3046\u3068\uff08\u5f62\u5f0f\u7684\u306b\u306f\uff0920\u500b\u307e\u3067\u6b21\u5143\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5f93\u6765\u3001\u5b98\u80fd\u8a55\u4fa1\u3067\u884c\u308f\u308c\u3066\u304d\u305f\u3088\u3046\u306a\u5206\u6790\u3082\u53ef\u80fd\u306b\u306a\u308b\u3053\u3068\u304c\u60f3\u50cf\u3067\u304d\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u304c\u3053\u308c\u307b\u3069\u307e\u3067\u306b\u6b21\u5143\u524a\u6e1b\u3055\u308c\u305f\u7d50\u679c\u306e\u6b21\u5143\u8ef8\u3092\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u7684\u78ba\u306b\u89e3\u91c8\u3067\u304d\u308b\u306e\u306f\u9a5a\u304d\u3067\u3059\u3002\u3053\u306e\u6642\u70b9\u3067\u3001\u4eba\u9593\u306e\u8a8d\u77e5\u80fd\u529b\u306f\u306f\u308b\u304b\u306b\u53ca\u3073\u307e\u305b\u3093\u3002\u5f93\u6765\u306ePCA\u306a\u3069\u306e\u591a\u5909\u91cf\u89e3\u6790\u3082\u4eba\u9593\u304c\u89e3\u91c8\u3059\u308b\u3088\u308a\u3082LLM\u306e\u529b\u3092\u501f\u308a\u308b\u3068\u30d1\u30ef\u30d5\u30eb\u306b\u5206\u6790\u3067\u304d\u308b\u3053\u3068\u304c\u4e88\u60f3\u3067\u304d\u307e\u3059\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b0\u5546\u54c1\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u63a8\u8ad6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u4eca\u5ea6\u306f\u3001\u610f\u5473\u7a7a\u9593\u4e0a\u306e\u30e9\u30d9\u30eb\u306e\u306a\u3044\u6240\u3001\u3059\u306a\u308f\u3061\u3001\u65e2\u5b58\u306e\u88fd\u54c1\u304c\u5b58\u5728\u3057\u306a\u3044\u7a7a\u9593\u3092\u6307\u5b9a\u3057\u3066\u3001\u305d\u3053\u304c\u3069\u306e\u3088\u3046\u306a\u67b6\u7a7a\u306e\u88fd\u54c1\u306b\u5bfe\u5fdc\u3059\u308b\u304b\u3092\u5206\u6790\u3057\u307e\u3059\u3002\u4e0b\u306e\u30de\u30c3\u30d7\u306e\u6697\u304f\u30b7\u30a7\u30fc\u30c7\u30a3\u30f3\u30b0\u3055\u308c\u305f\u30ce\u30fc\u30c9\u304b\u3089\u30ce\u30fc\u30c9\u5024\uff08UM1\uff0cUM2,UM3\u306e\u5024\uff09\u3092\u53d6\u5f97\u3057\u3066\u3001\u307e\u305fLMM\u306b\u300c\u3053\u306e\u5024\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u3092\u8003\u3048\u3066\uff1aUM1 UM2 UM3 9.650119 8.058156 -0.2999049\u300d\u3068\u8cea\u554f\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"854\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-2-1024x854.png\" alt=\"\" class=\"wp-image-1296\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-2-1024x854.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-2-300x250.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-2-768x641.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-2.png 1165w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"410\" height=\"572\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1.png\" alt=\"\" class=\"wp-image-1295\" style=\"width:239px;height:auto\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1.png 410w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-1-215x300.png 215w\" sizes=\"auto, (max-width: 410px) 100vw, 410px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">LLM\u304b\u3089\u306e\u56de\u7b54\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">UM1 = <strong>9.650119<\/strong>, UM2 = <strong>8.058156<\/strong>, UM3 = <strong>-0.2999049<\/strong> \u306e\u30c7\u30fc\u30bf\u5024\u306b\u57fa\u3065\u304d\u3001Viscovery SOMine\u306e\u30de\u30c3\u30d7\u304b\u3089\u6700\u3082\u8fd1\u3044\u30a8\u30ea\u30a2\u306e\u7279\u5fb4\u3092\u5206\u6790\u3057\u3001\u3053\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u30d5\u30ec\u30fc\u30d0\u30fc\u3092\u8003\u6848\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30d5\u30ec\u30fc\u30d0\u30fc\u540d: Truffle Maple Fusion<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u898b\u305f\u76ee<\/strong><br>\u3053\u306e\u30c1\u30c3\u30d7\u30b9\u306f\u30ea\u30c3\u30c1\u306a\u30b4\u30fc\u30eb\u30c7\u30f3\u30d6\u30e9\u30a6\u30f3\u306e\u8272\u5408\u3044\u3067\u3001\u8868\u9762\u306b\u306f\u307b\u306e\u304b\u306a\u5149\u6ca2\u304c\u3042\u308a\u3001\u7d30\u304b\u3044\u9ed2\u3044\u30c8\u30ea\u30e5\u30d5\u30d1\u30a6\u30c0\u30fc\u304c\u307e\u3093\u3079\u3093\u306a\u304f\u632f\u308a\u304b\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30ab\u30e9\u30e1\u30eb\u5316\u3057\u305f\u30e1\u30fc\u30d7\u30eb\u30b7\u30e5\u30ac\u30fc\u306e\u7d30\u304b\u306a\u7d50\u6676\u304c\u30ad\u30e9\u30ad\u30e9\u3068\u8f1d\u304d\u3001\u8d05\u6ca2\u306a\u96f0\u56f2\u6c17\u3092\u6f02\u308f\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9999\u308a<\/strong><br>\u888b\u3092\u958b\u3051\u305f\u77ac\u9593\u3001\u9999\u308a\u8c4a\u304b\u306a\u9ed2\u30c8\u30ea\u30e5\u30d5\u306e\u6df1\u307f\u3042\u308b\u30a2\u30fc\u30b7\u30fc\u306a\u9999\u308a\u304c\u5e83\u304c\u308a\u307e\u3059\u3002\u305d\u3053\u306b\u3001\u7518\u304f\u3084\u308f\u3089\u304b\u306a\u30e1\u30fc\u30d7\u30eb\u306e\u9999\u308a\u304c\u91cd\u306a\u308a\u3001\u307e\u308b\u3067\u9ad8\u7d1a\u30d5\u30ec\u30f3\u30c1\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u524d\u83dc\u306e\u3088\u3046\u306a\u8d05\u6ca2\u306a\u9999\u308a\u304c\u9f3b\u3092\u304f\u3059\u3050\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u98df\u611f<\/strong><br>\u4e00\u53e3\u76ee\u306e\u30af\u30e9\u30f3\u30c1\u306f\u3001\u3057\u3063\u304b\u308a\u3068\u3057\u305f\u6b6f\u3054\u305f\u3048\u304c\u3042\u308a\u3064\u3064\u3001\u8584\u304f\u7e4a\u7d30\u306a\u98df\u611f\u3082\u611f\u3058\u3089\u308c\u307e\u3059\u3002\u30c1\u30c3\u30d7\u30b9\u306f\u5747\u4e00\u306b\u63da\u3052\u3089\u308c\u3001\u8efd\u3084\u304b\u3055\u3068\u30af\u30ea\u30b9\u30d4\u30fc\u306a\u98df\u611f\u304c\u5b8c\u74a7\u306b\u878d\u5408\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5473\u308f\u3044<\/strong><br>\u6700\u521d\u306b\u53e3\u306e\u4e2d\u306b\u5e83\u304c\u308b\u306e\u306f\u3001\u30e1\u30fc\u30d7\u30eb\u30b7\u30e5\u30ac\u30fc\u306e\u512a\u3057\u3044\u7518\u3055\u3002\u305d\u306e\u5f8c\u3001\u9ed2\u30c8\u30ea\u30e5\u30d5\u306e\u6fc3\u539a\u306a\u65e8\u5473\u3068\u307b\u306e\u304b\u306a\u30ac\u30fc\u30ea\u30c3\u30af\u306e\u9999\u308a\u304c\u73fe\u308c\u3001\u6df1\u307f\u306e\u3042\u308b\u8907\u96d1\u306a\u5473\u308f\u3044\u304c\u5e83\u304c\u308a\u307e\u3059\u3002\u7518\u3055\u3068\u65e8\u5473\u306e\u7d76\u5999\u306a\u30d0\u30e9\u30f3\u30b9\u304c\u3001\u6b21\u7b2c\u306b\u820c\u5168\u4f53\u306b\u99b4\u67d3\u3093\u3067\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f8c\u5473<\/strong><br>\u6700\u5f8c\u306b\u306f\u3001\u30c8\u30ea\u30e5\u30d5\u306e\u8c4a\u304b\u306a\u4f59\u97fb\u304c\u3057\u3063\u304b\u308a\u3068\u6b8b\u308a\u3001\u7518\u3055\u306f\u63a7\u3048\u3081\u306b\u30d5\u30a7\u30fc\u30c9\u30a2\u30a6\u30c8\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u6fc3\u539a\u306a\u306e\u306b\u304f\u3069\u3055\u3092\u611f\u3058\u3055\u305b\u306a\u3044\u5f8c\u5473\u306f\u3001\u6b21\u306e\u4e00\u679a\u3078\u3068\u624b\u304c\u4f38\u3073\u3066\u3057\u307e\u3046\u9b45\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30d5\u30ec\u30fc\u30d0\u30fc\u30b3\u30f3\u30bb\u30d7\u30c8<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u300c<strong>Truffle Maple Fusion<\/strong>\u300d\u306f\u3001UM1\u306e\u9ad8\u8a55\u4fa1\u30a8\u30ea\u30a2\uff089.65\uff09\u304b\u3089\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u3055\u308c\u3001<strong>\u30ea\u30c3\u30c1\u306a\u6df1\u307f<\/strong>\u3068<strong>\u4e0a\u54c1\u306a\u7518\u3055<\/strong>\u304c\u878d\u5408\u3057\u305f\u98a8\u5473\u3092\u7279\u5fb4\u3068\u3057\u307e\u3059\u3002UM2\u306e\u30d0\u30e9\u30f3\u30b9\uff088.05\uff09\u306b\u3088\u308a\u3001\u8907\u96d1\u3067\u98fd\u304d\u306e\u3053\u306a\u3044\u5473\u308f\u3044\u306b\u4ed5\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002UM3\u304c\u5c11\u3057\u8ca0\u306e\u5024\uff08-0.30\uff09\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u3001\u9178\u5473\u3084\u30b9\u30d1\u30a4\u30b7\u30fc\u3055\u306f\u63a7\u3048\u3081\u306b\u3057\u3001\u5168\u4f53\u3068\u3057\u3066\u9ad8\u7d1a\u611f\u3068\u5b89\u5b9a\u611f\u3092\u517c\u306d\u5099\u3048\u305f\u5546\u54c1\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30c1\u30c3\u30d7\u30b9\u306f\u3001\u8d05\u6ca2\u3092\u65e5\u5e38\u306b\u53d6\u308a\u5165\u308c\u305f\u3044\u4eba\u3084\u3001<strong>\u4e0a\u54c1\u306a\u5927\u4eba\u306e\u5473\u308f\u3044<\/strong>\u3092\u6c42\u3081\u308b\u6d88\u8cbb\u8005\u306b\u3074\u3063\u305f\u308a\u306e\u4e00\u54c1\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u5f15\u7528\u7d42\u308f\u308a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u3092\u8aad\u3080\u9650\u308a\u306f\u3001\u3068\u3066\u3082\u7cbe\u7dfb\u306b\u30ce\u30fc\u30c9\u306e\u5024\u304b\u3089\u30b3\u30f3\u30bb\u30d7\u30c8\u304c\u5c0e\u304d\u51fa\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u65e2\u5b58\u306e\u88fd\u54c1\u306e\u5358\u7d14\u306a\u4e2d\u9593\u306e\u3088\u3046\u306a\u7d50\u679c\u3067\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3082\u30461\u56de\u5225\u306e\u30ce\u30fc\u30c9\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4eca\u5ea6\u306f\u3001\u5358\u4e00\u306e\u30ce\u30fc\u30c9\u3067\u306f\u306a\u304f\u3001\u30af\u30e9\u30b9\u30bf\u3092\u8de8\u3044\u30672\u500b\u306e\u30ce\u30fc\u30c9\u3092\u9078\u629e\u3057\u3066\u3001\u300c\u3053\u306e\u5024\u306e\u4e2d\u9593\u306e\u30dd\u30c8\u30c6\u30c1\u30c3\u30d7\u30b9\u3092\u8003\u3048\u3066\u300d\u3068\u8cea\u554f\u3057\u3066\u307f\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"852\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-3-1024x852.png\" alt=\"\" class=\"wp-image-1297\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-3-1024x852.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-3-300x250.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-3-768x639.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-3.png 1166w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"384\" height=\"584\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-4.png\" alt=\"\" class=\"wp-image-1298\" style=\"width:229px;height:auto\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-4.png 384w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-4-197x300.png 197w\" sizes=\"auto, (max-width: 384px) 100vw, 384px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30d5\u30ec\u30fc\u30d0\u30fc\u30b3\u30f3\u30bb\u30d7\u30c8: Citrus Herb Harmony\uff08\u30b7\u30c8\u30e9\u30b9\u30cf\u30fc\u30d6\u30cf\u30fc\u30e2\u30cb\u30fc\uff09<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u898b\u305f\u76ee<\/strong><br>\u30c1\u30c3\u30d7\u30b9\u306f\u3001\u30b4\u30fc\u30eb\u30c7\u30f3\u30a4\u30a8\u30ed\u30fc\u306e\u30d9\u30fc\u30b9\u306b\u7dd1\u3068\u767d\u306e\u7d30\u304b\u3044\u30b7\u30fc\u30ba\u30cb\u30f3\u30b0\u304c\u6563\u308a\u3070\u3081\u3089\u308c\u305f\u30c7\u30b6\u30a4\u30f3\u3067\u3001\u65b0\u9bae\u306a\u30cf\u30fc\u30d6\u3068\u8efd\u3044\u30b7\u30c8\u30e9\u30b9\u306e\u98a8\u5473\u3092\u8c61\u5fb4\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u898b\u305f\u76ee\u306f\u81ea\u7136\u3067\u6e05\u6f54\u611f\u304c\u3042\u308a\u3001\u3055\u308f\u3084\u304b\u3055\u3092\u6f14\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9999\u308a<\/strong><br>\u888b\u3092\u958b\u3051\u305f\u77ac\u9593\u3001\u30ec\u30e2\u30f3\u3084\u30e9\u30a4\u30e0\u306e\u723d\u3084\u304b\u306a\u9999\u308a\u304c\u5e83\u304c\u308a\u3001\u30d1\u30bb\u30ea\u3084\u30d0\u30b8\u30eb\u306e\u3088\u3046\u306a\u65b0\u9bae\u306a\u30cf\u30fc\u30d6\u306e\u9999\u308a\u304c\u305d\u306e\u5f8c\u3092\u8ffd\u3044\u307e\u3059\u3002\u8efd\u3044\u5869\u5473\u3082\u307b\u306e\u304b\u306b\u611f\u3058\u3089\u308c\u3001\u660e\u308b\u3055\u3068\u65e8\u5473\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u7d76\u5999\u306a\u5370\u8c61\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u98df\u611f<\/strong><br>\u4e00\u53e3\u76ee\u306f\u8efd\u3084\u304b\u3067\u7e4a\u7d30\u306a\u30ab\u30ea\u30c3\u3068\u3057\u305f\u98df\u611f\u304c\u697d\u3057\u3081\u307e\u3059\u3002\u3057\u3063\u304b\u308a\u3068\u3057\u305f\u6b6f\u3054\u305f\u3048\u304c\u3042\u308b\u3082\u306e\u306e\u3001\u98a8\u5473\u306e\u723d\u3084\u304b\u3055\u306b\u5408\u308f\u305b\u3066\u4e0a\u54c1\u3055\u3092\u611f\u3058\u308b\u98df\u611f\u306b\u4ed5\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5473\u308f\u3044<\/strong><br>\u6700\u521d\u306b\u53e3\u306e\u4e2d\u306b\u5e83\u304c\u308b\u306e\u306f\u3001\u30ec\u30e2\u30f3\u3084\u30e9\u30a4\u30e0\u306e\u9bae\u3084\u304b\u306a\u9178\u5473\u3067\u3001\u723d\u5feb\u611f\u306e\u3042\u308b\u30b9\u30bf\u30fc\u30c8\u3092\u5207\u308a\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30d1\u30bb\u30ea\u3084\u30c1\u30e3\u30a4\u30d6\u3001\u5c11\u3057\u306e\u30d0\u30b8\u30eb\u3068\u3044\u3063\u305f\u30cf\u30fc\u30d6\u306e\u843d\u3061\u7740\u3044\u305f\u5473\u308f\u3044\u304c\u73fe\u308c\u307e\u3059\u3002\u8efd\u304f\u3075\u308a\u304b\u3051\u3089\u308c\u305f\u30b7\u30fc\u30bd\u30eb\u30c8\u304c\u5168\u4f53\u306e\u5473\u3092\u5f15\u304d\u7de0\u3081\u3001\u30b8\u30e3\u30ac\u30a4\u30e2\u672c\u6765\u306e\u98a8\u5473\u3092\u5f15\u304d\u7acb\u3066\u306a\u304c\u3089\u3001\u30cf\u30fc\u30d6\u3084\u30b7\u30c8\u30e9\u30b9\u3092\u90aa\u9b54\u3057\u306a\u3044\u7d76\u5999\u306a\u30d0\u30e9\u30f3\u30b9\u3092\u4f5c\u308a\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f8c\u5473<\/strong><br>\u5f8c\u5473\u306f\u6e05\u6dbc\u611f\u304c\u3042\u308a\u3001\u30e9\u30a4\u30e0\u306e\u76ae\u306e\u307b\u306e\u304b\u306a\u82e6\u5473\u3068\u30cf\u30fc\u30d6\u306e\u3084\u3055\u3057\u3044\u6e29\u304b\u307f\u304c\u6b8b\u308a\u307e\u3059\u3002\u723d\u3084\u304b\u3055\u3068\u30b3\u30af\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u5fc3\u5730\u3088\u304f\u3001\u6b21\u306e\u4e00\u679a\u304c\u6b32\u3057\u304f\u306a\u308b\u3088\u3046\u306a\u5f8c\u5473\u306b\u4ed5\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30d5\u30ec\u30fc\u30d0\u30fc\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u8003\u5bdf<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>UM1\uff08\u7d047.68\uff09<\/strong>: \u4e2d\u7a0b\u5ea6\u306e\u30ea\u30c3\u30c1\u611f\u3084\u8907\u96d1\u3055\u3092\u793a\u3057\u3001\u3053\u306e\u30d5\u30ec\u30fc\u30d0\u30fc\u306f\u91cd\u3059\u304e\u305a\u3001\u8efd\u3084\u304b\u3067\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u305f\u5473\u308f\u3044\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>UM2\uff08\u7d048.90\uff09<\/strong>: \u9ad8\u3044UM2\u306e\u5024\u306f\u3001\u5c64\u306e\u3042\u308b\u98a8\u5473\u3084\u5e83\u304f\u53d7\u3051\u5165\u308c\u3089\u308c\u308b\u30d0\u30e9\u30f3\u30b9\u611f\u3092\u53cd\u6620\u3057\u3066\u304a\u308a\u3001\u8907\u96d1\u3055\u3092\u6301\u3061\u306a\u304c\u3089\u3082\u89aa\u3057\u307f\u3084\u3059\u3044\u4ed5\u4e0a\u304c\u308a\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>UM3\uff08\u7d04-0.09\uff09<\/strong>: \u308f\u305a\u304b\u306b\u8ca0\u306e\u5024\u3092\u793a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9178\u5473\u3084\u8f9b\u3055\u3092\u6291\u3048\u3064\u3064\u3001\u30b7\u30c8\u30e9\u30b9\u306e\u8efd\u3044\u9178\u5473\u3092\u6d3b\u304b\u3057\u305f\u7a4f\u3084\u304b\u306a\u5473\u308f\u3044\u3092\u8a2d\u8a08\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30bf\u30fc\u30b2\u30c3\u30c8\u5c64<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d5\u30ec\u30fc\u30d0\u30fc\u306f\u3001\u8efd\u3084\u304b\u3067\u723d\u3084\u304b\u306a\u30b9\u30ca\u30c3\u30af\u3092\u6c42\u3081\u308b\u4eba\u3005\u306b\u6700\u9069\u3067\u3059\u3002\u70ad\u9178\u98f2\u6599\u3084\u767d\u30ef\u30a4\u30f3\u306a\u3069\u306e\u98f2\u307f\u7269\u3068\u76f8\u6027\u304c\u826f\u304f\u3001\u53e3\u76f4\u3057\u3068\u3057\u3066\u3082\u6700\u9069\u306a\u4e00\u54c1\u3067\u3059\u3002\u30b7\u30c8\u30e9\u30b9\u3068\u30cf\u30fc\u30d6\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u30a8\u30ec\u30ac\u30f3\u30c8\u3067\u3001\u30ab\u30b8\u30e5\u30a2\u30eb\u306a\u30b7\u30fc\u30f3\u304b\u3089\u4e0a\u54c1\u306a\u5834\u9762\u307e\u3067\u5e45\u5e83\u304f\u697d\u3057\u3081\u308b\u30d5\u30ec\u30fc\u30d0\u30fc\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u5f15\u7528\u7d42\u308f\u308a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f\u3072\u3087\u3063\u3068\u3057\u305f\u3089\u30d7\u30ed\u306e\u5b98\u80fd\u8a55\u4fa1\u58eb\u306e\u65b9\u3005\u304b\u3089\u306f\u3054\u6279\u5224\u3092\u6d74\u3073\u308b\u3068\u3053\u308d\u304c\u3042\u308d\u3046\u304b\u3068\u306f\u601d\u3044\u307e\u3059\u304c\u3001\u304b\u306a\u308a\u7cbe\u7dfb\u306a\u5546\u54c1\u4f01\u753b\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u3042\u3066\u305a\u3063\u307d\u306b\u30ce\u30fc\u30c9\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306b\u306f\u6d88\u8cbb\u8005\u306e\u5404\u88fd\u54c1\u3078\u306e\u9078\u597d\u5ea6\u30c7\u30fc\u30bf\u3092\u5143\u306b\u3001\u65b0\u898f\u306b\u958b\u62d3\u3059\u308b\u3079\u304d\u300c\u7a7a\u9593\u300d\u3092\u5b9a\u7fa9\u3059\u308b\u3079\u304d\u3067\u3059\u3002\u6b21\u56de\u306f\u3001\u6d88\u8cbb\u8005\u306e\u9078\u597d\u5ea6\u30c7\u30fc\u30bf\u3092\u4eca\u56de\u306e\u5206\u6790\u3068\u3069\u3046\u3064\u306a\u3052\u308b\u304b\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30de\u30a4\u30f3\u30c9\u30a6\u30a8\u30a2\u7dcf\u7814\u3067\u306f\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u5b98\u80fd\u30d9\u30af\u30c8\u30eb\u5206\u6790\u306e\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u610f\u6b32\u306e\u3042\u308b\u4f01\u696d\u69d8\u304b\u3089\u306e\u304a\u554f\u3044\u5408\u308f\u305b\u3092\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30de\u30a4\u30f3\u30c9\u30a6\u30a8\u30a2\u7dcf\u7814\u3000\u591a\u7530\u85ab\u5f18\uff08\u305f\u3060\u304f\u306b\u3072\u308d\uff09 \u6211\u3005\u306f\u3001\u3059\u3067\u306b\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30fb\u30de\u30c3\u30d7\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3001IT\u88fd\u54c1\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u88fd\u54c1\u306e\u88fd\u54c1\u8aac\u660e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u3066\u3001\u305d\u308c\u3092\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u624b\u6cd5\u3067\u3068\u3066\u3082\u7cbe\u7dfb\u306a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-1273","post","type-post","status-publish","format-standard","hentry","category-data-science"],"_links":{"self":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1273","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/comments?post=1273"}],"version-history":[{"count":36,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1273\/revisions"}],"predecessor-version":[{"id":1335,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1273\/revisions\/1335"}],"wp:attachment":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/media?parent=1273"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/categories?post=1273"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/tags?post=1273"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}