{"id":6732,"date":"2026-01-20T09:43:17","date_gmt":"2026-01-20T00:43:17","guid":{"rendered":"https:\/\/techfun.cc\/?p=6732"},"modified":"2026-01-20T09:43:17","modified_gmt":"2026-01-20T00:43:17","slug":"generative-ai-binary-classification-metrics","status":"publish","type":"post","link":"https:\/\/techfun.cc\/generative-ai\/generative-ai-binary-classification-metrics.html","title":{"rendered":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u6307\u6a19\u5165\u9580\uff082\u30af\u30e9\u30b9\u5206\u985e\u7de8\uff09"},"content":{"rendered":"<h3 id=\"section-1\" class=\"Heading Title Title--m\">\u306f\u3058\u3081\u306b<\/h3>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001AI\u3092\u696d\u52d9\u306b\u4f7f\u3046\u969b\u3001\u300c\u306a\u3093\u3068\u306a\u304f\u826f\u3055\u305d\u3046\u300d\u300c\u6709\u540d\u3060\u304b\u3089\u5b89\u5fc3\u300d\u3068\u3044\u3063\u305f\u611f\u899a\u3067\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\uff08GPT 5.2 \/ Gemini 3 Pro \/ Claude Opus 4.5 \u306a\u3069\uff09\u3092\u9078\u3093\u3067\u3057\u307e\u3046\u3053\u3068\u306f\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u8fd1\u5e74\u306e\u751f\u6210AI\u306f\u5168\u4f53\u7684\u306b\u6027\u80fd\u304c\u9ad8\u304f\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3082\u4e00\u898b\u305d\u308c\u306a\u308a\u306b\u52d5\u304f\u30b1\u30fc\u30b9\u3082\u591a\u3044\u305f\u3081\u3001\u3053\u306e\u9078\u3073\u65b9\u3067\u3082\u77ed\u671f\u7684\u306b\u306f\u554f\u984c\u304c\u9855\u5728\u5316\u3057\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u9078\u5b9a\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u843d\u3068\u3057\u7a74\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5b9f\u306f\u30aa\u30fc\u30d0\u30fc\u30b9\u30da\u30c3\u30af\u3067\u3001\u4e0d\u8981\u306a\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u3066\u3044\u308b<\/li>\n<li class=\"Base-list__child\">\u30bf\u30b9\u30af\u3068\u306e\u76f8\u6027\u304c\u60aa\u304f\u3001\u671f\u5f85\u3057\u305f\u7cbe\u5ea6\u304c\u51fa\u306a\u3044<\/li>\n<li class=\"Base-list__child\">\u7d50\u679c\u3001\u300cAI\u3092\u4f7f\u3063\u305f\u304c\u5fae\u5999\u3060\u3063\u305f\u300d\u3068\u3044\u3046\u7d50\u8ad6\u3067\u7d42\u308f\u3063\u3066\u3057\u307e\u3046<\/li>\n<\/ul>\n<p>\u4e00\u65b9\u3067\u3001\u9069\u5207\u306a\u8a55\u4fa1\u3092\u884c\u3048\u3070\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30bf\u30b9\u30af\u306b\u5408\u3063\u305f\u6027\u80fd\u306e\u30e2\u30c7\u30eb\u3092\u9078\u3079\u308b<\/li>\n<li class=\"Base-list__child\">\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u610f\u8b58\u3057\u305f\u5224\u65ad\u304c\u3067\u304d\u308b<\/li>\n<li class=\"Base-list__child\">\u305d\u3082\u305d\u3082\u300c\u3053\u306e\u30bf\u30b9\u30af\u306fAI\u306b\u5411\u3044\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u5224\u65ad\u3082\u3067\u304d\u308b<\/li>\n<\/ul>\n<p>\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305d\u306e\u7b2c\u4e00\u6b69\u304c\u3001<strong>\u4f55\u3092\u91cd\u8996\u3059\u308b\u304b\u3092\u6c7a\u3081\u3001\u305d\u308c\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001<strong>\u300c\u751f\u6210AI \u00d7 2\u30af\u30e9\u30b9\u5206\u985e\u554f\u984c\u300d<\/strong>\u3092\u984c\u6750\u306b\u3001\u5b9f\u52d9\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u8a55\u4fa1\u6307\u6a19\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"section-2\" class=\"Heading Title Title--m\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306e\u8a55\u4fa1\u3068\u306e\u9055\u3044<\/h3>\n<p>\u3053\u3053\u3067\u3001\u300c\u5404\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30b9\u30b3\u30a2\u3092\u898b\u308c\u3070\u3001\u3069\u306e\u30e2\u30c7\u30eb\u304c\u512a\u308c\u3066\u3044\u308b\u304b\u5206\u304b\u308b\u306e\u3067\u306f\uff1f\u300d\u3068\u611f\u3058\u308b\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br \/>\n\u78ba\u304b\u306b\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u30e2\u30c7\u30eb\u540c\u58eb\u3092\u6bd4\u8f03\u3059\u308b\u3046\u3048\u3067\u6709\u7528\u306a\u6307\u6a19\u3067\u3059\u3002<br \/>\n\u540c\u4e00\u6761\u4ef6\u30fb\u540c\u4e00\u30bf\u30b9\u30af\u3067\u6e2c\u5b9a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u201c\u5e73\u5747\u7684\u306a\u6027\u80fd\u201d\u3084\u4e16\u4ee3\u9593\u306e\u9032\u5316\u3092\u628a\u63e1\u3059\u308b\u76ee\u7684\u3067\u306f\u3001\u975e\u5e38\u306b\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u4e00\u65b9\u3067\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u306f\u660e\u78ba\u306a\u524d\u63d0\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u305d\u308c\u306f\u3001\u6c4e\u7528\u7684\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u8a55\u4fa1\u3055\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<br \/>\n\u5b9f\u52d9\u3067\u6271\u3046\u30bf\u30b9\u30af\u3067\u306f\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5f62\u5f0f\u3084\u54c1\u8cea<\/li>\n<li class=\"Base-list__child\">\u5224\u65ad\u57fa\u6e96<\/li>\n<li class=\"Base-list__child\">\u8aa4\u5224\u5b9a\u304c\u4e0e\u3048\u308b\u5f71\u97ff\u306e\u5927\u304d\u3055<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u6761\u4ef6\u304c\u3001\u696d\u52d9\u3054\u3068\u306b\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<br \/>\n\u3053\u308c\u3089\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u8a55\u4fa1\u6761\u4ef6\u306b\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30b9\u30b3\u30a2\u304c\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u9078\u3093\u3060\u3068\u3057\u3066\u3082\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u81ea\u5206\u305f\u3061\u306e\u696d\u52d9\u30c7\u30fc\u30bf\u3067\u306f\u7cbe\u5ea6\u304c\u51fa\u306a\u3044<\/li>\n<li class=\"Base-list__child\">\u7279\u5b9a\u306e\u8aa4\u308a\u304c\u8a31\u5bb9\u3067\u304d\u305a\u3001\u5b9f\u904b\u7528\u306b\u8010\u3048\u306a\u3044<\/li>\n<li class=\"Base-list__child\">\u30b3\u30b9\u30c8\u306b\u898b\u5408\u3046\u52b9\u679c\u304c\u5f97\u3089\u308c\u306a\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u72b6\u6cc1\u304c\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002<br \/>\n\u3064\u307e\u308a\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f<strong>\u300c\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u7684\u306a\u6027\u80fd\u3092\u77e5\u308b\u305f\u3081\u306e\u6307\u6a19\u300d<\/strong>\u3067\u3042\u3063\u3066\u3001\u300c\u81ea\u5206\u305f\u3061\u306e\u696d\u52d9\u30bf\u30b9\u30af\u306b\u6700\u9069\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306e\u6307\u6a19\u300d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u672c\u8a18\u4e8b\u3067\u6271\u3046\u8a55\u4fa1\u6307\u6a19\u306f\u3001\u3053\u3046\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u898b\u3048\u306b\u304f\u3044\u90e8\u5206\u3067\u3042\u308b\u3001\u300c\u3069\u306e\u8aa4\u308a\u3092\u91cd\u8996\u3059\u3079\u304d\u304b\u300d\u3001\u300c\u3069\u306e\u8aa4\u308a\u304c\u81f4\u547d\u7684\u304b\u300d\u8e0f\u307e\u3048\u3066\u5ba2\u89b3\u7684\u306b\u8a55\u4fa1\u306b\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002<br \/>\n\u4ee5\u964d\u3067\u306f\u30012\u30af\u30e9\u30b9\u5206\u985e\u3068\u3044\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u8a2d\u5b9a\u3092\u901a\u3057\u3066\u3001\u5b9f\u52d9\u306e\u30bf\u30b9\u30af\u306b\u5373\u3057\u305f\u5f62\u3067\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306e\u8003\u3048\u65b9\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"section-3\" class=\"Heading Title Title--m\">\u5206\u985e\u554f\u984c\u3068\u306f<\/h3>\n<p>\u5206\u985e\u554f\u984c\u3068\u306f\u3001<strong>\u5165\u529b\u30c7\u30fc\u30bf\u3092\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u305f\u30ab\u30c6\u30b4\u30ea\u306b\u632f\u308a\u5206\u3051\u308b\u554f\u984c<\/strong>\u3067\u3059\u3002\u7279\u306b\u300c2\u30af\u30e9\u30b9\u5206\u985e\u300d\u306f\u3001<strong>2\u3064\u306e\u3069\u3061\u3089\u304b\u306b\u5206\u985e\u3059\u308b<\/strong>\u30b7\u30f3\u30d7\u30eb\u306a\u5f62\u5f0f\u3067\u3001\u5b9f\u52d9\u3067\u3082\u975e\u5e38\u306b\u591a\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4 id=\"section-3-1\" class=\"Heading Title Title--s\">\u5f0a\u793e\u3067\u6271\u3063\u305f\u6848\u4ef6\u3067\u3042\u3063\u305f\u4f8b<\/h4>\n<p>\u4eca\u307e\u3067\u5f0a\u793e\u3067\u6271\u3063\u3066\u304d\u305f\u6848\u4ef6\u3067\u3082\u3001\u6b21\u306e\u3088\u3046\u306a2\u30af\u30e9\u30b9\u5206\u985e\u306e\u30bf\u30b9\u30af\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u7279\u5b9a\u306e\u30e1\u30fc\u30eb\uff08\u554f\u3044\u5408\u308f\u305b\u30e1\u30fc\u30eb\u3001\u6848\u4ef6\u7d39\u4ecb\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3068\u3001\u305d\u306e\u4ed6\u306e\u30e1\u30fc\u30eb\u306e\u5206\u985e<\/p>\n<div class=\"List-description\">\u4e8b\u4f8b\uff1a<a href=\"https:\/\/www.techfun.co.jp\/solutions\/case_28\/\" class=\"Ext\">\u751f\u6210AI\u306b\u3088\u308b\u69cb\u9020\u5316\u51fa\u529b\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u3001SES\u6848\u4ef6\u63a2\u7d22\u3092\u52b9\u7387\u5316<\/a><\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        2\u3064\u306e\u30c7\u30fc\u30bf\u304c\u7279\u5b9a\u306e\u89b3\u70b9\u3067\u6574\u5408\u3059\u308b\u304b\u3001\u3057\u306a\u3044\u304b\uff08\u25ef \/ \u2715\uff09<\/p>\n<div class=\"List-description\">\u4e8b\u4f8b\uff1a<a href=\"https:\/\/www.techfun.co.jp\/solutions\/case_27\/\" class=\"Ext\">\u751f\u6210AI\u306b\u3088\u308b\u767a\u6ce8\u66f8\u30c1\u30a7\u30c3\u30af\u306e\u81ea\u52d5\u5316<\/a><\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        \u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u30fb\u901a\u5e38\u306e\u30e1\u30fc\u30eb\u306e\u5206\u985e\n    <\/li>\n<\/ol>\n<h4 id=\"section-3-2\" class=\"Heading Title Title--s\">\u305d\u306e\u4ed6\u306e\u696d\u52d9\u4f8b<\/h4>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u5951\u7d04\u66f8\u306e\u6761\u6587\u304c\u300c\u8981\u78ba\u8a8d\u300dor\u300c\u554f\u984c\u306a\u3057\u300d\n    <\/li>\n<li class=\"Base-list__child\">\n        \u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u304c\u300c\u4eba\u624b\u5bfe\u5fdc\uff08\u8abf\u67fb\u306a\u3069\uff09\u304c\u5fc5\u8981\u300dor\u300cAI\u3067\u8fd4\u4fe1\u5185\u5bb9\u306e\u4f5c\u6210\u304c\u53ef\u80fd\u300d\n    <\/li>\n<li class=\"Base-list__child\">\n        \u753b\u50cf\u304c\u300c\u6b63\u5e38\u300dor\u300c\u7570\u5e38\u300d\n    <\/li>\n<\/ol>\n<p>\u3053\u306e\u3088\u3046\u306b\u30012\u30af\u30e9\u30b9\u5206\u985e\u306f\u591a\u304f\u306e\u696d\u52d9\u5224\u65ad\u306e\u30d9\u30fc\u30b9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"section-4\" class=\"Heading Title Title--m\">\u5206\u985e\u554f\u984c\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19<\/h3>\n<p>2\u30af\u30e9\u30b9\u5206\u985e\u306e\u8a55\u4fa1\u3067\u307e\u305a\u62bc\u3055\u3048\u308b\u3079\u304d\u306a\u306e\u304c\u3001<strong>\u6df7\u540c\u884c\u5217\uff08Confusion Matrix\uff09<\/strong>\u3067\u3059\u3002\u6df7\u540c\u884c\u5217\u306f\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u5b9f\u969b\u306e\u6b63\u89e3<\/li>\n<li class=\"Base-list__child\">AI\u306e\u4e88\u6e2c\u7d50\u679c<\/li>\n<\/ul>\n<p>\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6574\u7406\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/01\/confusion-matrix.png\" alt=\"\u6df7\u540c\u884c\u5217\" class=\"content_img\" \/><\/p>\n<div class=\"Image-caption\">Nano Banana Pro\u3067\u751f\u6210<\/div>\n<h4 id=\"section-4-1\" class=\"Heading Title Title--s\">Positive \/ Negative \u306e\u8a2d\u8a08\u306b\u3064\u3044\u3066<\/h4>\n<p>\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001<strong>Positive \/ Negative \u306f\u30bf\u30b9\u30af\u3054\u3068\u306b\u8a2d\u8a08\u3059\u308b\u6982\u5ff5<\/strong>\u3060\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u306f\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\"><strong>Positive\uff08\u967d\u6027\uff09<\/strong>\uff1a\u691c\u77e5\u3057\u305f\u3044\u30fb\u91cd\u8981\u8996\u3057\u305f\u3044\u5bfe\u8c61<\/li>\n<li class=\"Base-list__child\"><strong>Negative\uff08\u9670\u6027\uff09<\/strong>\uff1a\u305d\u308c\u4ee5\u5916<\/li>\n<\/ul>\n<p>\u3068\u3057\u3066\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\uff1a<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        \u30b9\u30d1\u30e0\u691c\u77e5<\/p>\n<div class=\"List-description\">\u30fbPositive\uff1a\u30b9\u30d1\u30e0<br \/>\u30fbNegative\uff1a\u901a\u5e38\u30e1\u30fc\u30eb<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        \u554f\u3044\u5408\u308f\u305b\u5206\u985e<\/p>\n<div class=\"List-description\">\u30fbPositive\uff1a\u4eba\u624b\u5bfe\u5fdc\u304c\u5fc5\u8981<br \/>\u30fbNegative\uff1a\u81ea\u52d5\u5bfe\u5fdc\u53ef\u80fd<\/div>\n<\/li>\n<\/ol>\n<p>\u3053\u306e\u8a2d\u8a08\u306b\u3088\u3063\u3066\u3001\u300c\u4f55\u3092\u53d6\u308a\u3053\u307c\u3057\u305f\u304f\u306a\u3044\u306e\u304b\u300d\u3001\u300c\u4f55\u3092\u8aa4\u691c\u77e5\u3057\u305f\u304f\u306a\u3044\u306e\u304b\u300d\u3068\u3044\u3063\u305f\u8a55\u4fa1\u306e\u8ef8\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-4-2\" class=\"Heading Title Title--s\">\u5404\u8981\u7d20\u306e\u610f\u5473<\/h4>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <strong>TP\uff08True Positive\uff09<\/strong><\/p>\n<div class=\"List-description\">AI\u304cPositive\u3068\u4e88\u6e2c\u3057\u3001\u6b63\u89e3\u3060\u3063\u305f<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>FP\uff08False Positive\uff09<\/strong><\/p>\n<div class=\"List-description\">AI\u304cPositive\u3068\u4e88\u6e2c\u3057\u3001\u4e0d\u6b63\u89e3\u3060\u3063\u305f<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>FN\uff08False Negative\uff09<\/strong><\/p>\n<div class=\"List-description\">AI\u304cNegative\u3068\u4e88\u6e2c\u3057\u3001\u4e0d\u6b63\u89e3\u3060\u3063\u305f<\/div>\n<\/li>\n<li class=\"Base-list__child\">\n        <strong>TN\uff08True Negative\uff09<\/strong><\/p>\n<div class=\"List-description\">AI\u304cNegative\u3068\u4e88\u6e2c\u3057\u3001\u6b63\u89e3\u3060\u3063\u305f<\/div>\n<\/li>\n<\/ol>\n<p>Positive \/ Negative\u306fAI\u306e\u4e88\u6e2c\u7d50\u679c\u3001True \/ False\u306f\u6b63\u89e3\u304b\u3069\u3046\u304b\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"section-5\" class=\"Heading Title Title--m\">\u6df7\u540c\u884c\u5217\u304b\u3089\u5c0e\u304f\u5404\u6307\u6a19<\/h3>\n<p>\u6b21\u304b\u3089\u6307\u6a19\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u4f8b\u3092\u4f7f\u3063\u3066\u5404\u6307\u6a19\u3092\u8a08\u7b97\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">TP = 80<\/li>\n<li class=\"Base-list__child\">FP = 20<\/li>\n<li class=\"Base-list__child\">FN = 10<\/li>\n<li class=\"Base-list__child\">TN = 90<\/li>\n<\/ul>\n<h4 id=\"section-5-1\" class=\"Heading Title Title--s\">\u6b63\u89e3\u7387\uff08Accuracy\uff09<\/h4>\n<p>\u5168\u4f53\u306e\u3046\u3061\u3001\u3069\u308c\u304f\u3089\u3044\u6b63\u89e3\u3057\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\nAccuracy = (TP + TN) \/ (TP + FP + FN + TN)\r\n<\/code><\/pre>\n<h5 id=\"section-5-1-1\" class=\"Heading Title Title--xs\">\u8a08\u7b97\u4f8b<\/h5>\n<pre class=\"Copy\"><code>\r\nAccuracy = (80 + 90) \/ (80 + 20 + 10 + 90) = 0.85\r\n<\/code><\/pre>\n<h5 id=\"section-5-1-2\" class=\"Heading Title Title--xs\">\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3068\u6ce8\u610f\u70b9<\/h5>\n<p>\u76f4\u611f\u7684\u3067\u5206\u304b\u308a\u3084\u3059\u3044\u6307\u6a19\u3067\u3059\u304c\u3001<strong>\u30af\u30e9\u30b9\u306e\u504f\u308a\u304c\u5927\u304d\u3044\u5834\u5408\u306f\u6ce8\u610f\u304c\u5fc5\u8981<\/strong>\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">Positive\uff1a1\u4ef6<\/li>\n<li class=\"Base-list__child\">Negative\uff1a999\u4ef6<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u6975\u7aef\u306b\u504f\u3063\u305f\u691c\u8a3c\u7528\u30c7\u30fc\u30bf\u3067\u3059\u3079\u3066\u3092\u300cNegative\u300d\u3068\u4e88\u6e2c\u3057\u305f\u5834\u5408\u3067\u3082\u3001<\/p>\n<pre class=\"Copy\"><code>\r\nAccuracy = 999 \/ 1000 = 0.999\r\n<\/code><\/pre>\n<p>\u3068\u306a\u308a\u3001\u4e00\u898b\u9ad8\u7cbe\u5ea6\u306b\u898b\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u203b \u3053\u306e\u3088\u3046\u306a\u6975\u7aef\u306a\u504f\u308a\u304c\u3042\u308b\u5834\u5408\u3001\u967d\u6027\u30c7\u30fc\u30bf\u3092\u5897\u3084\u3059\u306a\u3069\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u7121\u8996\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-2\" class=\"Heading Title Title--s\">\u9069\u5408\u7387\uff08Precision\uff09<\/h4>\n<p>AI\u304c\u300cPositive\u300d\u3068\u4e88\u6e2c\u3057\u305f\u3082\u306e\u306e\u4e2d\u3067\u3001<strong>\u3069\u308c\u304f\u3089\u3044\u6b63\u3057\u304b\u3063\u305f\u304b<\/strong>\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\nPrecision = TP \/ (TP + FP)\r\n<\/code><\/pre>\n<h5 id=\"section-5-2-3\" class=\"Heading Title Title--xs\">\u8a08\u7b97\u4f8b<\/h5>\n<pre class=\"Copy\"><code>\r\nPrecision = 80 \/ (80 + 20) = 0.8\r\n<\/code><\/pre>\n<h5 id=\"section-5-2-4\" class=\"Heading Title Title--xs\">\u91cd\u8981\u306b\u306a\u308b\u30d3\u30b8\u30cd\u30b9\u30b1\u30fc\u30b9<\/h5>\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306b\u3001<strong>\u8aa4\u691c\u77e5<\/strong>\u305d\u306e\u3082\u306e\u304c\u640d\u5931\u3084\u30b3\u30b9\u30c8\u5897\u52a0\u306b\u3064\u306a\u304c\u308b\u5834\u5408<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u91cd\u8981\u306a\u30e1\u30fc\u30eb\u3092\u30b9\u30d1\u30e0\u30e1\u30fc\u30eb\u3068\u5224\u65ad\u3057\u3066\u307b\u3057\u304f\u306a\u3044\u30b1\u30fc\u30b9<\/li>\n<\/ul>\n<p>\u306a\u3069\u3001\u300c\u8aa4\u3063\u3066Positive\u3068\u5224\u5b9a\u3059\u308b\u3068\u3001\u5f8c\u306b\u91cd\u5927\u306a\u640d\u5931\u304c\u51fa\u308b\u300d\u30b1\u30fc\u30b9\u3067\u306f\u3001\u9069\u5408\u7387\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-3\" class=\"Heading Title Title--s\">\u518d\u73fe\u7387\uff08Recall\uff09<\/h4>\n<p>\u672c\u6765Positive\u3067\u3042\u308b\u3082\u306e\u3092\u3001<strong>\u3069\u308c\u3060\u3051\u53d6\u308a\u3053\u307c\u3055\u305a\u691c\u77e5\uff08\u518d\u73fe\uff09\u3067\u304d\u305f\u304b<\/strong>\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\nRecall = TP \/ (TP + FN)\r\n<\/code><\/pre>\n<h5 id=\"section-5-3-5\" class=\"Heading Title Title--xs\">\u8a08\u7b97\u4f8b<\/h5>\n<pre class=\"Copy\"><code>\r\nRecall = 80 \/ (80 + 10) \u2252 0.889\r\n<\/code><\/pre>\n<h5 id=\"section-5-3-6\" class=\"Heading Title Title--xs\">\u91cd\u8981\u306b\u306a\u308b\u30d3\u30b8\u30cd\u30b9\u30b1\u30fc\u30b9<\/h5>\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306a<strong>\u898b\u9003\u3057<\/strong>\u304c\u81f4\u547d\u7684\u306a\u5834\u5408<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u4e0d\u6b63\u691c\u77e5\u3092\u78ba\u5b9f\u306b\u884c\u3044\u305f\u3044<\/li>\n<li class=\"Base-list__child\">\u91cd\u8981\u306a\u554f\u3044\u5408\u308f\u305b\u3084\u30a2\u30e9\u30fc\u30c8\u3092\u78ba\u5b9f\u306b\u691c\u51fa\u3057\u305f\u3044<\/li>\n<\/ul>\n<p>\u306a\u3069\u3001\u300c\u591a\u5c11\u8aa4\u691c\u77e5\u304c\u5897\u3048\u3066\u3082\u3001\u898b\u9003\u3057\u306f\u907f\u3051\u305f\u3044\u300d\u3068\u3044\u3046\u30b1\u30fc\u30b9\u3067\u306f\u518d\u73fe\u7387\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/p>\n<h4 id=\"section-5-4\" class=\"Heading Title Title--s\">F\u5024 \/ F1\u30b9\u30b3\u30a2\uff08F1-score \/ F-measure\uff09<\/h4>\n<p>\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u3063\u305f\u6307\u6a19\u3067\u3059\u3002<\/p>\n<pre class=\"Copy\"><code>\r\nF1 = 2 \u00d7 (Precision \u00d7 Recall) \/ (Precision + Recall)\r\n<\/code><\/pre>\n<h5 id=\"section-5-4-7\" class=\"Heading Title Title--xs\">\u8a08\u7b97\u4f8b<\/h5>\n<pre class=\"Copy\"><code>\r\nF1 \u2252 2 \u00d7 (0.8 \u00d7 0.889) \/ (0.8 + 0.889) \u2252 0.842\r\n<\/code><\/pre>\n<p>\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u306f\u3001\u9069\u5408\u7387\u3082\u518d\u73fe\u7387\u3082\u3069\u3061\u3089\u3082\u91cd\u8981\u306a\u30b1\u30fc\u30b9\u304c\u51fa\u3066\u304d\u307e\u3059\u3002<br \/>\n\u3067\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u5024\u306f\u57fa\u672c\u7684\u306b\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u3057\u307e\u3046\u305f\u3081\u3001\u4e21\u6307\u6a19\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u898b\u3066\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u3082\u591a\u3044\u3067\u3059\u3002<br \/>\n\u305d\u306e\u3088\u3046\u306a\u3068\u304d\u306b\u7528\u3044\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u6307\u6a19\u304c\u3001F1\u30b9\u30b3\u30a2\u3067\u3059\u3002<\/p>\n<h3 id=\"section-6\" class=\"Heading Title Title--m\">\u601d\u3063\u305f\u3088\u308a\u7cbe\u5ea6\u304c\u51fa\u306a\u304b\u3063\u305f\u3089\uff1f<\/h3>\n<p>\u8a55\u4fa1\u6307\u6a19\u3092\u4f7f\u3063\u3066\u691c\u8a3c\u3057\u305f\u7d50\u679c\u3001<br \/>\n\u300c\u601d\u3063\u305f\u3088\u308a\u7cbe\u5ea6\u304c\u51fa\u306a\u3044\u300d\u3068\u3044\u3046\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u305d\u306e\u5834\u5408\u3001\u3059\u3050\u306b\u300c\u3053\u306e\u30e2\u30c7\u30eb\u306f\u30c0\u30e1\u3060\u300d\u3001\u300cAI\u306f\u4f7f\u3048\u306a\u3044\u300d\u3068\u7d50\u8ad6\u3065\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u30bf\u30b9\u30af\u8a2d\u8a08\u3092\u898b\u76f4\u3059<\/strong>\u3053\u3068\u304c\u6709\u52b9\u306a\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-6-1\" class=\"Heading Title Title--s\">\u30bf\u30b9\u30af\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3067\u304d\u306a\u3044\u304b\uff1f<\/h4>\n<p>\u4f8b\u3048\u3070\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u3044\u304d\u306a\u308a\u3084\u3084\u3053\u3057\u3044\u30bf\u30b9\u30af\u3092\u3055\u305b\u3066\u3044\u306a\u3044\u304b<\/li>\n<li class=\"Base-list__child\">\u5224\u65ad\u57fa\u6e96\u304c\u66d6\u6627\u306a\u307e\u307eAI\u306b\u6295\u3052\u3066\u3044\u306a\u3044\u304b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u70b9\u3092\u898b\u76f4\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u307e\u305a\u306f\u300c\u8981\u78ba\u8a8d or \u554f\u984c\u306a\u3057\u300d\u3060\u3051\u306b\u7d5e\u308b<\/li>\n<li class=\"Base-list__child\">\u5224\u65ad\u57fa\u6e96\u3092\u660e\u78ba\u306b\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u5224\u65ad\u304c\u96e3\u3057\u3044\u30b1\u30fc\u30b9\u306f\u4eba\u624b\u306b\u623b\u3059<\/li>\n<li class=\"Base-list__child\">\u30c7\u30fc\u30bf\u3092\u304d\u308c\u3044\u306b\u3057\u3066\u304b\u3089AI\u306b\u6e21\u3059<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u5f62\u3067\u3001<strong>AI\u304c\u5224\u65ad\u3057\u3084\u3059\u3044\u30bf\u30b9\u30af<\/strong>\u306b\u3059\u308b\u3053\u3068\u3067\u7cbe\u5ea6\u304c\u5927\u304d\u304f\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"section-6-2\" class=\"Heading Title Title--s\">\u524d\u51e6\u7406\u30fb\u4eba\u624b\u4f5c\u696d\u306f\u8a31\u5bb9\u3067\u304d\u308b\u30b3\u30b9\u30c8\u304b\uff1f<\/h4>\n<p>\u30bf\u30b9\u30af\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u904e\u7a0b\u3067\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u30ce\u30a4\u30ba\u3092\u9664\u53bb\u3059\u308b<\/li>\n<li class=\"Base-list__child\">\u4e8b\u524d\u306b\u4eba\u304c\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u4f5c\u696d\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u91cd\u8981\u306a\u306e\u306f\u3001<strong>\u305d\u306e\u4f5c\u696d\u30b3\u30b9\u30c8\u304c\u696d\u52d9\u4e0a\u8a31\u5bb9\u3067\u304d\u308b\u304b<\/strong>\u3092\u51b7\u9759\u306b\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br \/>\n\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001<\/p>\n<ul class=\"Base-list\">\n<li class=\"Base-list__child\">\u300cAI\u3092\u4f7f\u308f\u306a\u3044\u65b9\u304c\u6b63\u78ba\u3060\u3057\u65e9\u3044\u300d<\/li>\n<li class=\"Base-list__child\">\u300c\u3053\u306e\u90e8\u5206\u3060\u3051\u306f\u4eba\u304c\u3084\u308b\u65b9\u304c\u5408\u7406\u7684\u300d<\/li>\n<\/ul>\n<p>\u3068\u3044\u3046\u7d50\u8ad6\u306b\u306a\u308b\u3053\u3068\u3082\u3001\u5341\u5206\u306b\u3042\u308a\u5f97\u307e\u3059\u3002<\/p>\n<p>\u8a55\u4fa1\u6307\u6a19\u306f\u3001<strong>AI\u3092\u63a1\u7528\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306e\u6750\u6599<\/strong>\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"section-7\" class=\"Heading Title Title--m\">\u307e\u3068\u3081<\/h3>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u751f\u6210AI\u3092\u7528\u3044\u305f2\u30af\u30e9\u30b9\u5206\u985e\u30bf\u30b9\u30af\u3092\u984c\u6750\u306b\u3001\u6df7\u540c\u884c\u5217\u3068\u4ee3\u8868\u7684\u306a\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u751f\u6210AI\u306f\u4e00\u898b\u3059\u308b\u3068\u9ad8\u7cbe\u5ea6\u306b\u898b\u3048\u308b\u3053\u3068\u304c\u591a\u3044\u3082\u306e\u306e\u3001\u8a55\u4fa1\u6307\u6a19\u3092\u7528\u3044\u305a\u306b\u5224\u65ad\u3059\u308b\u3068\u30aa\u30fc\u30d0\u30fc\u30b9\u30da\u30c3\u30af\u306a\u30e2\u30c7\u30eb\u3092\u9078\u3093\u3067\u3057\u307e\u3063\u305f\u308a\u3001\u9006\u306b\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u80fd\u529b\u4e0d\u8db3\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u6b63\u89e3\u7387\u3001\u9069\u5408\u7387\u3001\u518d\u73fe\u7387\u3068\u3044\u3063\u305f\u6307\u6a19\u3092\u4f7f\u3063\u3066\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u7279\u6027\u3084\u30bf\u30b9\u30af\u3068\u306e\u76f8\u6027\u3092\u5ba2\u89b3\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u8a55\u4fa1\u306e\u904e\u7a0b\u3067\u300c\u305d\u3082\u305d\u3082\u3053\u306e\u30bf\u30b9\u30af\u306fAI\u306b\u5411\u3044\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u5224\u65ad\u306b\u81f3\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n\u91cd\u8981\u306a\u306e\u306f\u3001\u5358\u306b\u7cbe\u5ea6\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u9078\u3076\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u696d\u52d9\u4e0a\u3069\u306e\u8aa4\u308a\u304c\u8a31\u5bb9\u3067\u304d\u3001\u3069\u306e\u8aa4\u308a\u304c\u81f4\u547d\u7684\u306a\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u305f\u3046\u3048\u3067\u3001\u9069\u5207\u306a\u8a55\u4fa1\u6307\u6a19\u3092\u9078\u3076\u3053\u3068\u3067\u3059\u3002  <\/p>\n<p>\u672c\u8a18\u4e8b\u304c\u3001\u300c\u3068\u308a\u3042\u3048\u305a\u6700\u65b0\u30e2\u30c7\u30eb\u300d\u304b\u3089\u4e00\u6b69\u9032\u3093\u3060\u3001<strong>\u6e2c\u3063\u3066\u9078\u3076AI\u6d3b\u7528<\/strong>\u306e\u53c2\u8003\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<h3 id=\"section-8\" class=\"Heading Title Title--m\">\u751f\u6210AI\u6d3b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u306e\u3054\u7d39\u4ecb<\/h3>\n<p>Tech Fun\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u652f\u63f4\u30923\u3064\u306e\u30d1\u30c3\u30af\u3067\u3054\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol class=\"Base-list Base-list--ol\">\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/diagnosis\/\" class=\"Ext\">\u7121\u6599\u8a3a\u65ad\u30d1\u30c3\u30af<\/a>\uff1a\u696d\u52d9\u30fb\u30d7\u30ed\u30bb\u30b9\u306e\u73fe\u72b6\u3092\u7121\u6599\u3067\u8a3a\u65ad\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u30ec\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/poc\/\" class=\"Ext\">\u691c\u8a3c\uff08PoC\uff09\u30d1\u30c3\u30af<\/a>\uff1a\u8a3a\u65ad\u3067\u6709\u52b9\u6027\u304c\u78ba\u8a8d\u3055\u308c\u305f\u696d\u52d9\u3092\u5bfe\u8c61\u306b\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<li class=\"Base-list__child\">\n        <a href=\"https:\/\/www.techfun.co.jp\/services\/ai\/consulting\/\" class=\"Ext\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\uff1a\u751f\u6210AI\u5c0e\u5165\u6226\u7565\u306e\u7b56\u5b9a\u304b\u3089\u904b\u7528\u4f53\u5236\u69cb\u7bc9\u307e\u3067\u3092\u5305\u62ec\u7684\u306b\u652f\u63f4\u3057\u307e\u3059\u3002\n    <\/li>\n<\/ol>\n<p>\u751f\u6210AI\u306b\u9650\u3089\u305a\u3001Web\u30fb\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u306a\u3069\u3001\u6280\u8853\u9818\u57df\u3092\u554f\u308f\u305a\u3054\u76f8\u8ac7\u3092\u627f\u3063\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u6bb5\u968e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u751f\u6210AI\u306b\u9650\u3089\u305a\u3001AI\u3092\u696d\u52d9\u306b\u4f7f\u3046\u969b\u3001\u300c\u306a\u3093\u3068\u306a\u304f\u826f\u3055\u305d\u3046\u300d\u300c\u6709\u540d\u3060\u304b\u3089\u5b89\u5fc3\u300d\u3068\u3044\u3063\u305f\u611f\u899a\u3067\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\uff08GPT 5.2 \/ Gemini 3 Pro \/ Claude Opus 4.5 \u306a\u3069\uff09\u3092\u9078\u3093\u3067\u3057\u307e\u3046\u2026<\/p>\n","protected":false},"author":7,"featured_media":6735,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[91],"class_list":["post-6732","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-generative-ai"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6732","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/comments?post=6732"}],"version-history":[{"count":1,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6732\/revisions"}],"predecessor-version":[{"id":6733,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/posts\/6732\/revisions\/6733"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media\/6735"}],"wp:attachment":[{"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/media?parent=6732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techfun.cc\/wp-json\/wp\/v2\/categories?post=6732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}