{"id":5305,"date":"2025-06-06T10:58:46","date_gmt":"2025-06-06T01:58:46","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=5305"},"modified":"2025-06-06T10:58:47","modified_gmt":"2025-06-06T01:58:47","slug":"%e3%83%a9%e3%83%99%e3%83%ab%e7%94%bb%e5%83%8f%e3%81%ae%e3%83%88%e3%83%aa%e3%83%9f%e3%83%b3%e3%82%b0%ef%bc%88%ef%bc%94%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/note\/%e3%83%a9%e3%83%99%e3%83%ab%e7%94%bb%e5%83%8f%e3%81%ae%e3%83%88%e3%83%aa%e3%83%9f%e3%83%b3%e3%82%b0%ef%bc%88%ef%bc%94%ef%bc%89\/","title":{"rendered":"\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u30c8\u30ea\u30df\u30f3\u30b0\uff08\uff14\uff09"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u300c<a href=\"https:\/\/www.wetch.co.jp\/note\/%e3%83%a9%e3%83%99%e3%83%ab%e7%94%bb%e5%83%8f%e3%81%ae%e3%83%88%e3%83%aa%e3%83%9f%e3%83%b3%e3%82%b0%ef%bc%88%ef%bc%93%ef%bc%89\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u30c8\u30ea\u30df\u30f3\u30b0\uff08\uff13\uff09<\/a>\u300d\u3067\u306f\u3001\u5f0a\u793eEC\u30b5\u30a4\u30c8\u304b\u3089\u53d6\u5f97\u3057\u305f\u30e9\u30d9\u30eb\u753b\u50cf\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u304c\u3001\u6210\u679c\u306f\u4eca\u3072\u3068\u3064\u3067\u3057\u305f\u3002<br>\u539f\u56e0\u3068\u3057\u3066\u8003\u3048\u3089\u308c\u308b\u3082\u306e\u306f\u4ee5\u4e0b\u306e4\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u753b\u50cf\u30bb\u30c3\u30c8\u6570\u304c\u5c11\u306a\u3044<\/li>\n\n\n\n<li>\u5b66\u7fd2\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u753b\u50cf\u306b\u304a\u3051\u308b\u30e9\u30d9\u30eb\u90e8\u5206\u306e\u5360\u6709\u9762\u7a4d\u304c\u5927\u304d\u3059\u304e\u308b<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u69cb\u9020\u306b\u554f\u984c\u304c\u3042\u308b<\/li>\n\n\n\n<li>\u5b66\u7fd2\u6642\u306b\u6307\u5b9a\u3057\u3066\u3044\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u4e0d\u9069\u5207\uff08\u6700\u9069\u3067\u306a\u3044\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3046\u3061\u3001\u6577\u5c45\u306e\u9ad8\u305d\u3046\u306a3,4\u306f\u4e00\u65e6\u4fdd\u7559\u3068\u3057\u30011,2\u306e\u6539\u5584\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u7528\u610f\u3057\u305f\u306e\u306f\u3001\u753b\u50cf\u5168\u4f53\u306b\u5bfe\u3059\u308b\u30e9\u30d9\u30eb\u90e8\u5206\u306e\u5360\u6709\u9762\u7a4d\u304c30\uff05\uff08\u6700\u5927\u3067\u308250%\uff09\u7a0b\u5ea6\u306e\u753b\u50cf200\u70b9\u3067\u3059\u3002<br>\u3053\u308c\u3092\u5b66\u7fd2\u7528160\u70b9\u3068\u8a55\u4fa1\u752840\u70b9\u306b\u5206\u3051\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6027\u80fd\u6539\u5584<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306f512&#215;512\u306e\u753b\u50cf80\u70b9\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3092\u884c\u3044\u30011epoch\u306e\u6240\u8981\u6642\u9593\u306f300\u79d2\u7a0b\u5ea6\u3067\u3057\u305f\u3002<br>\u4eca\u56de\u306f\u753b\u50cf\u6570\u304c\u500d\u306b\u306a\u308b\u306e\u3067\u3001\u540c\u7b49\u306e\u30da\u30fc\u30b9\u3067\u5b66\u7fd2\u3092\u884c\u3063\u305f\u5834\u5408\u3001200epoch\u5b9f\u884c\u3059\u308b\u306e\u306b\u5358\u7d14\u8a08\u7b97\u306733\u6642\u9593\u4ee5\u4e0a\u639b\u304b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<br>\u3053\u308c\u3067\u306f\u8a66\u884c\u932f\u8aa4\u304c\u96e3\u3057\u3044\u305f\u3081\u3001\u4ee5\u4e0b\u306e2\u70b9\u3067\u6240\u8981\u6642\u9593\u306e\u77ed\u7e2e\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u30b5\u30a4\u30ba\u306e\u7e2e\u5c0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306f512&#215;512\u306e\u30b5\u30a4\u30ba\u3067\u3057\u305f\u304c\u3001\u4eca\u56de\u306f256&#215;256\u306b\u7e2e\u5c0f\u3057\u307e\u3059\u3002<br>\u9762\u7a4d\u7684\u306b\u306f4\u5206\u306e1\u306b\u306a\u308b\u305f\u3081\u3001\u76f8\u5fdc\u306e\u8ca0\u62c5\u8efd\u6e1b\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u753b\u50cf\u304c\u6301\u3064\u60c5\u5831\u91cf\u306f\u6e1b\u308b\u305f\u3081\u3001\u305d\u308c\u304c\u5b66\u7fd2\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u4eca\u56de\u7528\u610f\u3057\u3066\u3082\u3089\u3063\u305f\u753b\u50cf\u306e\u5143\u306e\u30b5\u30a4\u30ba\u306f1200&#215;1200\u3067\u3042\u308b\u305f\u3081\u3001\u3053\u306e\u72b6\u614b\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3044\u3001\u5143\u753b\u50cf\u304a\u3088\u3073\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\uff08\u30de\u30b9\u30af\u753b\u50cf\uff09\u306e\u305d\u308c\u305e\u308c\u3092\u524d\u8ff0\u306e\u30b5\u30a4\u30ba\u306b\u7e2e\u5c0f\u3057\u3066\u3044\u307e\u3059\u3002<br>\u305d\u306e\u7d50\u679c\u3001\u5143\u753b\u50cf\u306b\u6ce2\u306e\u3088\u3046\u306a\u6a21\u69d8\uff08\u30e2\u30a2\u30ec\u3068\u8a00\u3046\u3089\u3057\u3044\u3067\u3059\u304c\uff09\u304c\u751f\u3058\u305f\u308a\u3001\u30de\u30b9\u30af\u753b\u50cf\u306e\u30b8\u30e3\u30ae\u30fc\u304c\u76ee\u7acb\u3064\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u305f\u308a\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u8fba\u306e\u5f71\u97ff\u3082\u6c17\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3088\u3046\u306a\u61f8\u5ff5\u6750\u6599\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u307e\u305a\u306f\u30b5\u30a4\u30ba\u7e2e\u5c0f\u306b\u3088\u308b\u9ad8\u901f\u5316\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GPU\u5229\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308bAI\u5b66\u7fd2\u306e\u9ad8\u901f\u5316\u306f\u5e38\u8b58\u3068\u8a00\u3063\u3066\u826f\u3044\u30ec\u30d9\u30eb\u306e\u8a71\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u4eca\u307e\u3067\u306e\u6295\u7a3f\u306b\u304a\u3044\u3066\u3053\u306e\u70b9\u306b\u89e6\u308c\u3066\u3053\u306a\u304b\u3063\u305f\u306e\u306f\u3001\u5b9f\u969b\u306bGPU\u3092\u4f7f\u7528\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001\u6628\u4eca\u307e\u3067\u958b\u767a\u306b\u4f7f\u7528\u3057\u3066\u3044\u305fPC\u306f\u30a4\u30f3\u30c6\u30eb\u30c1\u30c3\u30d7\u306eMac mini\u3067\u3057\u305f\u304c\u3001\u540cMac mini\u3067\u306fTensorflow\u304b\u3089GPU\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u81ea\u4f53\u304c\u3067\u304d\u306a\u3044\u3088\u3046\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u5f8c\u30014\u6708\u672b\u9803\u306b\u6700\u65b0\u306eMac mini\uff08M4\u30c1\u30c3\u30d7\uff09\u3092\u5165\u624b\u3057\u305f\u306e\u3067\u6539\u3081\u3066GPU\u306e\u4f7f\u7528\u3092\u8a66\u307f\u307e\u3057\u305f\u304c\u3001\u51e6\u7406\u304c\u65e9\u304f\u306a\u308b\u3069\u3053\u308d\u304b\u3001\u30d7\u30ed\u30bb\u30b9\u304c\u7d42\u4e86\u3057\u306a\u3044\u72b6\u614b\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<br>\u5168\u304f\u306e\u52d8\u3067\u3059\u304c\u3001\u30e1\u30e2\u30ea\u4e0d\u8db3\u306e\u3088\u3046\u306a\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mac mini\u3067\u306f\u300c\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u300d\u306a\u308b\u4ed5\u7d44\u307f\u306b\u3088\u3063\u3066\u3001CPU\u3068GPU\u304c\u540c\u3058\u7269\u7406\u30e1\u30e2\u30ea\u3092\u5171\u6709\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u6a21\u69d8\u3067\u3001\u3064\u307e\u308a\u306f\u540cMac mini\u306e\u30e1\u30e2\u30ea\uff0824GB\uff09\u306e\u4e00\u90e8\u3092GPU\u306eVRAM\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3088\u3046\u3067\u3059\uff08Gemini\u5148\u751f\u8ac7\uff09\u3002<br>CPU\u3060\u3051\u3067\u5b66\u7fd2\u3092\u884c\u3063\u3066\u3044\u305f\u6bb5\u968e\u3067\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u91cf\uff08\u7d0450GB\u7a0b\u5ea6\uff09\u306f\u7269\u7406\u30e1\u30e2\u30ea\u306e\u30b5\u30a4\u30ba\u3092\u8d85\u3048\u3066\u304a\u308a\u3001\u30b9\u30ef\u30c3\u30d7\u9818\u57df\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u4f55\u3068\u304b\u5b9f\u884c\u3057\u3066\u3044\u308b\u72b6\u614b\u3067\u3057\u305f\u306e\u3067\u3001\u30e1\u30e2\u30ea\u4e0d\u8db3\u306e\u72b6\u6cc1\u306f\u5909\u308f\u3063\u3066\u3044\u306a\u3044\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u304c\u3001GPU\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3088\u308a\u591a\u304f\u306e\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u3001\u30b9\u30ef\u30c3\u30d7\u3092\u4f7f\u3048\u306a\u3044\u8981\u56e0\u304c\u3042\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u3001\u51e6\u7406\u5bfe\u8c61\u306e\u753b\u50cf\u30b5\u30a4\u30ba\u30924\u5206\u306e1\u306b\u3057\u305f\u3053\u3068\u3067\u6539\u3081\u3066GPU\u306e\u5229\u7528\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u305f\u3068\u3053\u308d\u3001\u7121\u4e8bGPU\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001Mac mini\uff08M4\u30c1\u30c3\u30d7\uff09\u3067Tensorflow\u304b\u3089GPU\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u5c02\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u300ctensorflow-metal\u300d\u304c\u5fc5\u8981\u306b\u306a\u308b\u3088\u3046\u306a\u306e\u3067\u3001\u3053\u308c\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># pip install tensorflow-metal<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6539\u5584\u306e\u52b9\u679c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u65bd\u7b56\u306b\u3088\u308a\u30011epoch\uff08\u753b\u50cf160\u70b9\u306b\u3088\u308b\u5b66\u7fd2\u304a\u3088\u307340\u70b9\u306b\u3088\u308b\u8a55\u4fa1\uff09\u306e\u6240\u8981\u6642\u9593\u304c30\u79d2\u7a0b\u5ea6\u307e\u3067\u6539\u5584\u3055\u308c\u307e\u3057\u305f\u3002<br>\u753b\u50cf\u70b9\u6570\u304c\u500d\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u8003\u616e\u3059\u308b\u3068\u3001\u5358\u7d14\u8a08\u7b97\u306720\u500d\u306e\u9ad8\u901f\u5316\u304c\u5b9f\u73fe\u3067\u304d\u305f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u691c\u8a3c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u3001\u524d\u56de\u3068\u540c\u69d8\u306b200epoch\u306e\u5b66\u7fd2\u3092\u2026\u3068\u601d\u3063\u3066\u5b9f\u884c\u3057\u307e\u3057\u305f\u304c\u3001\u7d50\u679c\u304c\u304b\u306a\u308a\u3076\u3063\u98db\u3093\u3060\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u7684\u306b\u3001loss\u3084val_loss\u306f\u82e5\u5e72\u306e\u5897\u6e1b\u3092\u7e70\u308a\u8fd4\u3057\u306a\u304c\u3089\u3001\u5168\u4f53\u7684\u306b\u306f\u7de9\u3084\u304b\u306a\u53ce\u675f\u66f2\u7dda\u3092\u63cf\u304f\u3088\u3046\u306b\u63a8\u79fb\u3057\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u7a81\u7136\u4e00\u6642\u7684\u306b\u3001\u7570\u5e38\u306a\u307e\u3067\u306b\u5927\u304d\u304f\u8df3\u306d\u4e0a\u304c\u3063\u305f\u308a\u3001\u3042\u308b\u3044\u306f\u6025\u6fc0\u306b\u4f4e\u4e0b\u3057\u305f\u308a\u3059\u308b\u73fe\u8c61\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3053\u306e\u3088\u3046\u306a\u73fe\u8c61\u3092\u300c\u30b9\u30d1\u30a4\u30af\u300d\u3068\u547c\u3076\u3088\u3046\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u540d\u79f0\u304c\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u3053\u306e\u73fe\u8c61\u81ea\u4f53\u306f\u4eca\u56de\u7528\u3044\u3066\u3044\u308bU-Net\u30e2\u30c7\u30eb\u3092\u542b\u3080\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u7cfb\u306e\u5b66\u7fd2\u306b\u304a\u3044\u3066\u306f\u7279\u6b8a\u306a\u3053\u3068\u3067\u306f\u306a\u3044\u3088\u3046\u3067\u3059\u3002<br>\u5b9f\u969b\u3001\u4ee5\u524d\u306e\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3082\u3042\u308b\u7a0b\u5ea6\u306f\u767a\u751f\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u767a\u751f\u983b\u5ea6\u3082\u3042\u307e\u308a\u591a\u304f\u306a\u304f\u3001\u767a\u751f\u5f8c\u3082\u6bd4\u8f03\u7684\u901f\u3084\u304b\u306b\u5143\u306e\u53ce\u675f\u50be\u5411\u306b\u623b\u3063\u3066\u3044\u305f\u305f\u3081\u3001\u3042\u307e\u308a\u6c17\u306b\u3057\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u4eca\u56de\u306e\u691c\u8a3c\u3067\u306f\u3001\u7279\u306bval_loss\u306e\u5024\u304c\u4e71\u9ad8\u4e0b\u3057\u3001\u3082\u306f\u3084\u30b9\u30d1\u30a4\u30af\u3068\u547c\u3093\u3067\u3044\u3044\u30ec\u30d9\u30eb\u3067\u306f\u306a\u3044\u3088\u3046\u306a\u72b6\u6cc1\u3067\u3057\u305f\u3002<br>\u753b\u50cf\u306e\u30b5\u30a4\u30ba\u304b\u5185\u5bb9\u304b\u3001\u3044\u305a\u308c\u304c\u5f71\u97ff\u3057\u305f\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u524d\u56de\u307e\u3067\u306e\u5b66\u7fd2\u3068\u306f\u304b\u306a\u308a\u9055\u3063\u305f\u72b6\u6cc1\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u307e\u3067\u3068\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u8a3c\uff11\uff1aepoch=1000\uff08\u5b66\u7fd2\u7387\uff1d0.001\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u3001\u5358\u7d14\u306bepoch\u3092\u5897\u3084\u3057\u3066\u307f\u307e\u3057\u305f\uff08\u3042\u308b\u7a0b\u5ea6\u5b66\u7fd2\u304c\u9032\u3093\u3067\u3044\u304f\u4e2d\u3067\u72b6\u6cc1\u304c\u843d\u3061\u7740\u304f\u53ef\u80fd\u6027\u3082\u3042\u308b\u306e\u3067\uff09\u3002<br>\u6027\u80fd\u6539\u5584\u3067\u304d\u305f\u3053\u3068\u3067\u8abf\u5b50\u306b\u4e57\u3063\u3066\u3001\u4e00\u6c17\u306b1000epoch\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u307e\u3059\u3002<br>\u6240\u8981\u6642\u9593\u306f8\u6642\u9593\u5f37\u3067\u3059\u304c\u3001\u5e30\u308a\u304c\u3051\u306b\u5b9f\u884c\u3057\u3066\u304a\u3051\u3070\u7fcc\u65e5\u306b\u306f\u7d50\u679c\u304c\u51fa\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u304f\u3089\u3044\u8a66\u3057\u3066\u307f\u3066\u3082\u826f\u3044\u304b\u3068\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_0001.png\" alt=\"\" class=\"wp-image-5309\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_0001.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_0001-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_0001-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">val_loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_0001.png\" alt=\"\" class=\"wp-image-5310\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_0001.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_0001-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_0001-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306b\u3082\u66f8\u3044\u305f\u3001200epoch\u307e\u3067\u306e\u6bb5\u968e\u3067\u767a\u751f\u3057\u3066\u3044\u305fval_loss\u306e\u4e71\u9ad8\u4e0b\u306f\u3001\u305d\u306e\u5f8c\u3082\u5909\u308f\u3089\u305a\u306b\u7d99\u7d9a\u3057\u3001\u5c11\u306a\u304f\u3068\u3082\u898b\u305f\u76ee\u306e\u5370\u8c61\u3068\u3057\u3066\u306f\u53ce\u675f\u50be\u5411\u304c\u3042\u308b\u3088\u3046\u306b\u306f\u898b\u3048\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5358\u306b\u3001epoch\u3092\u5897\u3084\u3059\u3068\u8a00\u3046\u65b9\u6cd5\u3067\u306e\u89e3\u6c7a\u306f\u96e3\u3057\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u8a3c\uff12\uff1aepoch=1000, \u5b66\u7fd2\u7387\uff1d0.0005<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u8ff0\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3092Gemini\u5148\u751f\u306b\u76f8\u8ac7\u3057\u305f\u3068\u3053\u308d\u3001\u5b66\u7fd2\u7387\u3092\u4e0b\u3052\u3066\u307f\u308b\u3053\u3068\u3092\u63d0\u6848\u3055\u308c\u307e\u3057\u305f\u3002<br>\u300c\u5b66\u7fd2\u7387\u300d\u3068\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\uff08Gemini\u5148\u751f\u8ac7\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5b66\u7fd2\u7387\uff08Learning Rate\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\uff09\u306b\u304a\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\u3084\u30d0\u30a4\u30a2\u30b9\uff09\u3092\u66f4\u65b0\u3059\u308b\u969b\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u5927\u304d\u3055\u3092\u5236\u5fa1\u3059\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3059\u3002\u7c21\u5358\u306b\u8a00\u3046\u3068\u3001\u30e2\u30c7\u30eb\u304c\u65b0\u3057\u3044\u60c5\u5831\u3092\u3069\u308c\u3060\u3051\u7d20\u65e9\u304f\u3001\u307e\u305f\u306f\u3086\u3063\u304f\u308a\u3068\u5b66\u7fd2\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001\u5b66\u7fd2\u7387\u304c\u5927\u304d\u3044\u30681\u56de\u306e\u5b66\u7fd2\u306b\u304a\u3051\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5909\u5316\u91cf\u304c\u5927\u304d\u304f\u306a\u308b\u3088\u3046\u3067\u3001\u305d\u306e\u7d50\u679c\u3068\u3057\u3066\u640d\u5931\u95a2\u6570\u306e\u5024\u3082\u5927\u304d\u304f\u5909\u52d5\u3057\u305d\u3046\u306a\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002<br>\u9006\u306b\u8a00\u3048\u3070\u3001\u5b66\u7fd2\u7387\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3067\u3001val_loss\u306e\u4e71\u9ad8\u4e0b\u3092\u6291\u5236\u3059\u308b\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u5b66\u7fd2\u7387\u3092\u8abf\u6574\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\u73fe\u5728\u4f7f\u7528\u3057\u3066\u3044\u308b\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\uff08Adam\uff09\u306e\u5b66\u7fd2\u7387\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306f\u300c0.001\u300d\u3089\u3057\u3044\u306e\u3067\u3001\u534a\u5206\u306e\u300c0.0005\u300d\u306b\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00005.png\" alt=\"\" class=\"wp-image-5311\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00005.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00005-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00005-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">val_loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00005.png\" alt=\"\" class=\"wp-image-5312\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00005.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00005-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00005-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">loss, val_loss\u4e21\u65b9\u306b\u95a2\u3057\u3066\u3001\u30b9\u30d1\u30a4\u30af\uff08\uff1f\uff09\u306e\u767a\u751f\u983b\u5ea6\u3084\u5909\u5316\u306e\u5ea6\u5408\u3044\u304c\u5c11\u306a\u304f\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<br>\u5b66\u7fd2\u7387\u306e\u8abf\u6574\u306f\u6709\u52b9\u3068\u8003\u3048\u3066\u826f\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u8a3c\uff13\uff1aepoch=1000, \u5b66\u7fd2\u7387\uff1d0.0001<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u5b66\u7fd2\u7387\u3092\u300c0.0001\u300d\u307e\u3067\u4e0b\u3052\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00001.png\" alt=\"\" class=\"wp-image-5313\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00001.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00001-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_00001-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">val_loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001.png\" alt=\"\" class=\"wp-image-5314\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u304b\u306a\u308a\u826f\u304f\u306a\u3063\u3066\u304d\u305f\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff01\uff01\uff01<br>\u7279\u306bval_loss\u306e\u65b9\u304c\uff08\u591a\u5c11\u306e\u30b9\u30d1\u30a4\u30af\u3092\u542b\u307f\u306a\u304c\u3089\uff09\u53f3\u4e0b\u304c\u308a\u306e\u7dda\u3068\u3057\u3066\u300c\u8996\u8a8d\u300d\u3067\u304d\u308b\u72b6\u6cc1\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u691c\u8a3c\u7d50\u679c\u306e\u6574\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a183\u56de\u306e\u691c\u8a3c\u7d50\u679c\u3092\u6574\u7406\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss.png\" alt=\"\" class=\"wp-image-5315\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u3088\u3046\u306b3\u3064\u306e\u30b1\u30fc\u30b9\u306e\u7d50\u679c\u3092\u91cd\u306d\u3066\u307f\u308b\u3068\u3001\u3084\u306f\u308a\u5b66\u7fd2\u73870.0001\u306e\u5b89\u5b9a\u611f\u304c\u5370\u8c61\u7684\u3067\u3059\u3002<br>\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5909\u5316\u304c\u5c0f\u3055\u304f\u306a\u308b\u3053\u3068\u304b\u3089\u5b66\u7fd2\u306e\u9032\u5ea6\u306f\u7de9\u3084\u304b\u3067\u3059\u304c\u3001\u5805\u5b9f\u6027\u304c\u611f\u3058\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u5b66\u7fd2\u904e\u7a0b\u306b\u304a\u3044\u3066\u306f\u3001\u6700\u65b0\u306e\u7d50\u679c\u304c\u5fc5\u305a\u3057\u3082\u30d9\u30b9\u30c8\u306e\u72b6\u614b\u3067\u306f\u306a\u3044\u3053\u3068\u306f\u4e0a\u8a18\u30b0\u30e9\u30d5\u304b\u3089\u3082\u660e\u3089\u304b\u3067\u3059\u304c\u3001TensorFlow\/Keras\u306e\u5b66\u7fd2\u30e1\u30bd\u30c3\u30c9\uff08model.fit\uff09\u3067\u306f\u3001\u7279\u5b9a\u306e\u6307\u6a19\uff08loss\u3084val_loss\uff09\u306e\u5024\u304c\u6700\u3082\u826f\u304b\u3063\u305f\u30e2\u30c7\u30eb\u3092\u6700\u7d42\u7684\u306a\u5b66\u7fd2\u7d50\u679c\u3068\u3057\u3066\u6b8b\u3059\u65b9\u6cd5\u3082\u3042\u308b\u305f\u3081\u3001\u6975\u7aef\u306b\u8a00\u3048\u3070\u3001\u6307\u6a19\u3068\u306a\u308b\u5024\u306b\u53ce\u675f\u50be\u5411\u304c\u3042\u308d\u3046\u304c\u7121\u304b\u308d\u3046\u304c\u3001\u5168epoch\u3092\u901a\u3058\u3066\u6700\u3082\u5c0f\u3055\u306a\u5024\u306b\u81f3\u3063\u305f\u5b66\u7fd2\u65b9\u6cd5\u3092\u300c\u30d9\u30bf\u30fc\u306a\u65b9\u6cd5\u300d\u3068\u8003\u3048\u308b\u306e\u3082\u3042\u308a\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff08\u7d20\u4eba\u5224\u65ad\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u5404epoch\u306e\u6bb5\u968e\u306b\u5bfe\u3057\u3066\u3001\u305d\u308c\u307e\u3067\u306eloss\u306e\u6700\u5c0f\u5024\uff08\u305d\u306eepoch\u3067\u306eloss\u3067\u306f\u306a\u3044\uff09\u3068\u306e\u95a2\u4fc2\u3092\u30b0\u30e9\u30d5\u5316\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min.png\" alt=\"\" class=\"wp-image-5316\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u534a\u306e\u65b9\u306f\u5024\u304c\u5c0f\u3055\u304f\u306a\u308a\u904e\u304e\u3066\u6bd4\u8f03\u3057\u3065\u3089\u3044\u306e\u3067\u3001500epoch\u4ee5\u964d\u3092\u5c3a\u5ea6\u3092\u5909\u3048\u3066\u30b0\u30e9\u30d5\u5316\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min_o500.png\" alt=\"\" class=\"wp-image-5317\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min_o500.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min_o500-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_min_o500-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">600epoch\u4ee5\u524d\u306e\u6bb5\u968e\u3067\u65e2\u306b\u5b66\u7fd2\u73870.0005\u306e\u30b1\u30fc\u30b9\u304c\u5b66\u7fd2\u73870.001\u306e\u30b1\u30fc\u30b9\u3088\u308a\u3082\u826f\u3044\u7d50\u679c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5b66\u7fd2\u73870.0001\u306e\u9032\u5ea6\u304c\u660e\u3089\u304b\u306b\u826f\u3044\u306e\u3067\u3001\u3044\u305a\u308c\u306f\u5b66\u7fd2\u73870.0001\u306e\u7d50\u679c\u304c\u6700\u3082\u826f\u3044\u72b6\u614b\u306b\u306a\u308a\u305d\u3046\u306a\u4e88\u611f\u304c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">val_loss<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss.png\" alt=\"\" class=\"wp-image-5318\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">val_loss\u306b\u95a2\u3057\u3066\u306f\u4e71\u9ad8\u4e0b\u304c\u9177\u904e\u304e\u3066\u30013\u3064\u306e\u7d50\u679c\u3092\u91cd\u306d\u308b\u3068\u8996\u8a8d\u3057\u3065\u3089\u3044\u3053\u3068\u3053\u306e\u4e0a\u7121\u3044\u3067\u3059\u306d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001loss\u3068\u540c\u69d8\u306b\u6700\u5c0f\u5024\u3068\u306e\u95a2\u4fc2\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min.png\" alt=\"\" class=\"wp-image-5319\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3061\u3089\u3082500epoch\u4ee5\u964d\u3092\u62e1\u5927\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min_o500.png\" alt=\"\" class=\"wp-image-5320\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min_o500.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min_o500-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_min_o500-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u306b\u5b66\u7fd2\u73870.001\u306e\u7d50\u679c\u304c\u6700\u3082\u60aa\u3044\u72b6\u6cc1\u3067\u3059\u306d\u3002<br>\u52e2\u3044\u304b\u3089\u8a00\u3048\u3070\u3001\u3053\u3061\u3089\u3082\u5b66\u7fd2\u73870.0001\u306e\u7d50\u679c\u304c\u6700\u3082\u826f\u304f\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u8a00\u3046\u3053\u3068\u3067\u3001loss, val_loss\u306e\u5024\u304c\u4e71\u9ad8\u4e0b\u3057\u306a\u304c\u3089\u3082\u6700\u7d42\u7684\u306b\u306f\u512a\u308c\u305f\u7d50\u679c\u3092\u6b8b\u3059\u3068\u8a00\u3046\u3088\u3046\u306a\u5b66\u7fd2\u65b9\u6cd5\u306f\u3042\u307e\u308a\u671f\u5f85\u3067\u304d\u305a\u3001\u3042\u308b\u7a0b\u5ea6\u5b89\u5b9a\u3057\u305f\u53ce\u675f\u50be\u5411\u3092\u793a\u3059\u5805\u5b9f\u306a\u5b66\u7fd2\u65b9\u6cd5\u3067\u306a\u3044\u3068\u826f\u3044\u7d50\u679c\u306f\u6b8b\u305b\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u5b66\u7fd2\u73870.0001\u306e1000epoch\u306e\u72b6\u6cc1\u3092\u898b\u308b\u3068\u3001loss, val_loss\u3068\u3082\u306b\u767a\u5c55\u9014\u4e0a\u306e\u96f0\u56f2\u6c17\u3092\u91b8\u3057\u51fa\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u8ffd\u52a0\u3067epoch\u30922000\u307e\u3067\u5897\u3084\u3057\u3066\u5b66\u7fd2\u3092\u5b9f\u65bd\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ffd\u52a0\u691c\u8a3c\uff1aepoch=2000, \u5b66\u7fd2\u7387\uff1d0.0001<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306floss\u306e\u7d50\u679c\u304b\u3089\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_2000.png\" alt=\"\" class=\"wp-image-5322\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_2000.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_2000-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/loss_2000-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">val_loss\u306e\u7d50\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_2000.png\" alt=\"\" class=\"wp-image-5321\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_2000.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_2000-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_2000-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">1000epoch\u4ee5\u964d\u306e\u72b6\u6cc1\u3092\u3001\u30b9\u30d1\u30a4\u30af\u3092\u7121\u8996\u3059\u308b\u3088\u3046\u306b\u5c3a\u5ea6\u3092\u5909\u3048\u3066\u30b0\u30e9\u30d5\u5316\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000.png\" alt=\"\" class=\"wp-image-5323\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">loss\u306e\u65b9\u306f\u6bd4\u8f03\u7684\u5b89\u5b9a\u7684\u306b\u53ce\u675f\u50be\u5411\u3092\u7dad\u6301\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">val_loss\u306e\u65b9\u306f\u7d30\u304b\u304f\u5897\u6e1b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5168\u4f53\u7684\u306b\u306f\u53ce\u675f\u50be\u5411\u306f\u3042\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5c0f\u5024\u3092\u30b0\u30e9\u30d5\u5316\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000_min.png\" alt=\"\" class=\"wp-image-5324\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000_min.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000_min-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/o1000_min-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3084\u306f\u308a\u3001\u7de9\u3084\u304b\u306b\u6e1b\u308a\u7d9a\u3051\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<br>\u3055\u3089\u306bepoch\u3092\u5897\u3084\u305b\u3070\u3001\u3088\u308a\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u305d\u3046\u306a\u4e88\u611f\u306f\u3057\u307e\u3059\u3002<br>2000epoch\u3067\u308216\u6642\u9593\u4ee5\u4e0a\u8981\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u306a\u304b\u306a\u304b\u6c17\u8efd\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3067\u304d\u307e\u305b\u3093\u304c\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u86c7\u8db3\u306a\u304c\u3089\u3001\u5b66\u7fd2\u73870.0001\u306eval_loss\u306e\u9077\u79fb\u306b\u95a2\u3057\u3066epoch1000\u3068epoch2000\u306e\u524d\u534a\u306e\u7d50\u679c\u306e\u6bd4\u8f03\u3082\u884c\u306a\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"371\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001_comp.png\" alt=\"\" class=\"wp-image-5325\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001_comp.png 600w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001_comp-300x186.png 300w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/val_loss_00001_comp-150x93.png 150w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b9\u30d1\u30a4\u30af\u306e\u767a\u751f\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u9055\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u5168\u4f53\u7684\u306b\u307f\u308b\u3068\u3001\u60f3\u50cf\u4ee5\u4e0a\u306b\u63a8\u79fb\u304c\u985e\u4f3c\u3057\u3066\u3044\u307e\u3059\u3002<br>\u5b66\u7fd2\u306b\u306f\u3042\u308b\u7a0b\u5ea6\u30e9\u30f3\u30c0\u30e0\u6027\u304c\u3042\u3063\u3066\u3001\u540c\u3058\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u540c\u3058\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3082\u7d50\u679c\u304c\u3042\u308b\u7a0b\u5ea6\u7570\u306a\u308b\u3068\u8a8d\u8b58\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u3042\u304f\u307e\u3067val_loss\u306e\u5024\u306e\u307f\u306e\u8a71\u3060\u3068\u3057\u3066\u3082\u3001\u3053\u308c\u307b\u3069\u985e\u4f3c\u3057\u305f\u50be\u5411\u306b\u306a\u3063\u305f\u306e\u306f\u610f\u5916\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5404\u30b1\u30fc\u30b9\u306e\u6700\u5c0f\u5024<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306b\u3001\u5404\u30b1\u30fc\u30b9\u306b\u304a\u3044\u3066val_loss\u304c\u6700\u5c0f\u3068\u306a\u3063\u305f\u72b6\u6cc1\u3092\u307e\u3068\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><\/td><td>0.001<\/td><td>0.0005<\/td><td>0.0001(1000)<\/td><td>0.0001(2000)<\/td><\/tr><tr><td>epoch<\/td><td>803<\/td><td>940<\/td><td>999<\/td><td>1864<\/td><\/tr><tr><td>loss<\/td><td>0.0165<\/td><td>0.0157<\/td><td>0.0174<\/td><td>0.0083<\/td><\/tr><tr><td>val_loss<\/td><td>0.0546<\/td><td>0.0338<\/td><td>0.0447<\/td><td>0.0326<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u7fd2\u73870.001\u3067\u306f803epoch\u4ee5\u964d\u306b\u6700\u5c0f\u5024\u304c\u66f4\u65b0\u3055\u308c\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u5b66\u7fd2\u304c\u884c\u304d\u8a70\u307e\u3063\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">loss, val_loss\u306e\u5024\u3068\u3057\u3066\u306f\u3001\u3044\u305a\u308c\u3082\u5b66\u7fd2\u73870.0001(2000)\u304c\u6700\u3082\u826f\u3044\u5024\u3067\u3059\u304c\u30011000epoch\u306e3\u30b1\u30fc\u30b9\u306b\u95a2\u3057\u3066\u306f\u5927\u5dee\u306a\u3044\u3067\u3059\u3057\u3001\u5c0f\u5dee\u306a\u304c\u3089\u5b66\u7fd2\u73870.0001(1000)\u3088\u308a\u3082\u5b66\u7fd2\u73870.0005\u306e\u65b9\u304c\u826f\u3044\u5024\u3067\u3059\u3002<br>\u5b66\u7fd2\u73870.0001(1000)\u306e\u65b9\u306f\u7de9\u3084\u304b\u306b\u5b66\u7fd2\u3092\u9032\u3081\u3066\u3044\u308b\u9014\u4e2d\u3068\u8a00\u3046\u3053\u3068\u306a\u306e\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u307e\u3067\u306f\u3001\u3042\u304f\u307e\u3067\u640d\u5931\u95a2\u6570\u306e\u5024\uff08\u3064\u307e\u308a\u306f\u6570\u5024\u30c7\u30fc\u30bf\uff09\u306b\u57fa\u3065\u3044\u305f\u7d50\u679c\u78ba\u8a8d\u3067\u3057\u305f\u304c\u3001\u5b9f\u969b\u306b\u751f\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u3088\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u7d50\u679c\u306b\u95a2\u3057\u3066\u3082\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br>\u306a\u304a\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u7528\u3044\u308b\u306e\u306f\u5148\u306e\u5404\u691c\u8a3c\u306b\u304a\u3044\u3066\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3059\u304c\u3001\u9014\u4e2d\u3067\u5c11\u3057\u89e6\u308c\u305f\u3088\u3046\u306b\u3001\u5b66\u7fd2\u6642\u306b\u7279\u5b9a\u306e\u6307\u6a19\u304c\u6700\u3082\u826f\u304b\u3063\u305f\u30e2\u30c7\u30eb\u3092\u6b8b\u3059\u3068\u3044\u3046\u6307\u5b9a\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u4eca\u56de\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306fval_loss\u304c\u6700\u3082\u5c0f\u3055\u304b\u3063\u305f\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u3001\u4ee3\u8868\u7684\u306a\u30b1\u30fc\u30b9\u306b\u95a2\u3057\u3066\u4e0a\u3052\u3066\u307f\u307e\u3057\u305f\u3002<br>\u306a\u304a\u3001\u5148\u306eval_loss\u306e\u9077\u79fb\u306a\u3069\u304b\u3089\u3082\u4e88\u6e2c\u3067\u304d\u305f\u3053\u3068\u3067\u3059\u304c\u30010.0001(2000)\u306e\u7d50\u679c\u304c\u7dcf\u5408\u7684\u306b\u306f\u6700\u3082\u826f\u3044\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u30b3\u30e1\u30f3\u30c8\u306f\u3001\u7279\u306b\u89e6\u308c\u306a\u3044\u9650\u308a\u306f0.0001(2000)\u306e\u7d50\u679c\u306b\u5bfe\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u3001\u7406\u60f3\u306b\u8fd1\u3044\u30b1\u30fc\u30b9\u304b\u3089\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5143\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30de\u30b9\u30af\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.001<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0005<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0001(1000)<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0001(2000)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">1<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5326\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5327\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5328\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5329\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5330\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5331\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1910_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">2<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5332\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5333\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5334\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5335\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5336\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5337\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2058_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">3<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5338\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5339\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5340\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5341\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5342\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5343\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2070_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">1\u306e\u30b1\u30fc\u30b9\u306f\u3001\u307b\u307c\u7406\u60f3\u901a\u308a\u306e\u5185\u5bb9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2\u306e\u30b1\u30fc\u30b9\u3082\u3001\u82e5\u5e72\u306e\u6c5a\u308c\u304c\u6b8b\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u304b\u306a\u308a\u7406\u60f3\u306b\u8fd1\u3044\u7d50\u679c\u3067\u3059\u3002<br>\u52a0\u3048\u3066\u3001\u5b66\u7fd2\u73870.001\u306e\u72b6\u614b\u304b\u3089\u5f90\u3005\u306b\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u3044\u304f\u904e\u7a0b\u304c\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3\u306e\u30b1\u30fc\u30b9\u306f\u5c11\u3005\u7279\u6b8a\u3067\u3001\u672c\u6765\u306e\u30e9\u30d9\u30eb\u306e\u5411\u304b\u3063\u3066\u5de6\u4e0a\u306b\u5225\u306e\u30b7\u30fc\u30eb\u304c\u8cbc\u3089\u308c\u3066\u3044\u3066\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3067\u306f\u305d\u306e\u30b7\u30fc\u30eb\u90e8\u5206\u306f\u542b\u307e\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306f\u3001\u3044\u305a\u308c\u3082\u30b7\u30fc\u30eb\u90e8\u5206\u3092\u542b\u3080\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u671f\u5f85\u901a\u308a\u3067\u306f\u7121\u3044\u306e\u3067\u3059\u304c\u3001\u300c\u30e9\u30d9\u30eb\u3068\u601d\u308f\u308c\u308b\u90e8\u5206\u3092\u72ec\u81ea\u306b\u5224\u65ad\u3057\u3001\u62bd\u51fa\u3059\u308b\u300d\u3068\u3044\u3046\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u672c\u5206\u304b\u3089\u8003\u3048\u308b\u3068\u3001\u5999\u306b\u7d0d\u5f97\u3059\u308b\u7d50\u679c\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e9\u30d9\u30eb\u306e\u4e2d\u306b\u306f\u304b\u306a\u308a\u7279\u6b8a\u306a\u5f62\u72b6\u306e\u3082\u306e\u3082\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3089\u306e\u7d50\u679c\u306b\u95a2\u3057\u3066\u3082\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5143\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30de\u30b9\u30af\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.001<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0005<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0001(1000)<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0001(2000)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">1<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5344\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5345\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5346\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5347\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5348\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5349\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1916_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">2<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5350\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5351\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5352\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5353\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5354\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5355\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1933_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">3<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5356\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5357\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5358\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5359\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5360\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5361\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1939_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">4<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5362\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5363\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5364\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5365\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5366\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5367\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1941_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">5<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5368\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5369\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5370\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5371\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5372\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5373\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1974_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">6<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5374\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5375\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5376\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5377\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5378\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5379\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2013_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">7<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5380\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5381\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5382\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5383\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5384\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5385\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2025_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">4,5\u8fba\u308a\u306f\u82e5\u5e72\u82e6\u6226\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u304c\u3001\u5f62\u72b6\u306e\u7279\u6b8a\u6027\u3092\u8003\u3048\u308b\u3068\u3001\u5168\u822c\u7684\u306b\u304b\u306a\u308a\u9811\u5f35\u3063\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001\u307e\u3060\u307e\u3060\u8ab2\u984c\u3042\u308a\u306e\u72b6\u6cc1\u3082\u898b\u53d7\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5143\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30de\u30b9\u30af\u753b\u50cf<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.001<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0005<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0005(1000)<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.0001(2000)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">1<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5386\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5387\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5388\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5389\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5390\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5391\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1918_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">2<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5392\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5393\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5394\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5395\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5396\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5397\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1968_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">3<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5398\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5399\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5400\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5401\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5402\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5403\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/1987_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">4<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5404\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5405\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5406\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5407\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5408\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5409\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2006_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">5<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5410\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5411\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5412\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5413\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5414\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5415\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2002_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">6<\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5416\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_00.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_00.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_00-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5417\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_01.jpg\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_01.jpg 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_01-150x150.jpg 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5418\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_11.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_11.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_11-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5419\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_12.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_12.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_12-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5420\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_13.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_13.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_13-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><td class=\"has-text-align-center\" data-align=\"center\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" class=\"wp-image-5421\" style=\"width: 150px;\" src=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_14.png\" alt=\"\" srcset=\"https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_14.png 256w, https:\/\/www.wetch.co.jp\/note\/wp-content\/uploads\/2025\/06\/2017_14-150x150.png 150w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">1,2\u306f\u5358\u7d14\u306b\u7cbe\u5ea6\u304c\u4eca\u3072\u3068\u3064\u3067\u3059\u306d\u3002<br>\u5143\u753b\u50cf\u3092\u898b\u308b\u9650\u308a\u3001\u4ed6\u306e\u30e9\u30d9\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u7279\u306b\u96e3\u6613\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u3088\u3046\u306a\u8981\u7d20\u306f\u898b\u53d7\u3051\u3089\u308c\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u8fba\u304cAI\u306e\u5965\u6df1\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">3,4\u306b\u95a2\u3057\u3066\u306f\u30010.0001(1000)\u306e\u7d50\u679c\u306e\u307f\u3001\u5411\u304b\u3063\u3066\u53f3\u4e0a\u306b\u683c\u5b50\u6a21\u69d8\u306e\u3088\u3046\u306a\u30ce\u30a4\u30ba\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3002<br>0.0001(2000)\u3067\u306f\u6539\u5584\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u826f\u3044\u3067\u3059\u304c\u3001\u5143\u753b\u50cf\u306e\u53f3\u4e0a\u306b\u7279\u6b8a\u6027\u306f\u306a\u3044\uff08\u767d\u3044\u58c1\u306b\u8584\u304f\u5f71\u304c\u5199\u3063\u3066\u3044\u308b\u3060\u3051\uff09\u306e\u3067\u3001\u3053\u306e\u90e8\u5206\u306e\u4f55\u304c\u53cd\u6620\u3055\u308c\u305f\u306e\u304b\u304c\u8b0e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5,6\u306b\u95a2\u3057\u3066\u306f\u30010.0001(1000)\u306b\u5bfe\u3057\u30660.0001(2000)\u306e\u7d50\u679c\u304c\u52a3\u5316\u3057\u3066\u3044\u307e\u3059\u3002<br>\u4ed6\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u5168\u822c\u3092\u898b\u6bd4\u3079\u3066\u30010.0001(1000)\u30680.0001(2000)\u306e\u5185\u5bb9\u306f\u6982\u306d\u540c\u7b49\u306e\u6c34\u6e96\u3067\u3001\u5f53\u7136\u306a\u304c\u30890.0001(2000)\u306e\u65b9\u306e\u51fa\u6765\u304c\u826f\u3044\u30b1\u30fc\u30b9\u3082\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u4e00\u65b9\u3067\u672c\u30b1\u30fc\u30b9\u306e\u3088\u3046\u306b0.0001(2000)\u3067\u30c0\u30e1\u306b\u306a\u3063\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3082\u70b9\u3005\u3068\u898b\u53d7\u3051\u3089\u308c\u3001\u69d8\u3005\u306a\u30e9\u30d9\u30eb\u306b\u5bfe\u3057\u3066\u7b49\u3057\u304f\u826f\u3044\u7cbe\u5ea6\u3067\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3048\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306e\u96e3\u3057\u3055\u3092\u611f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001\u4e0a\u8a18\u3067\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u65bd\u3057\u305f\u5404\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u3001\u5b66\u7fd2\u6642\u306eloss, val_loss\u306e\u5024\u306b\u3064\u3044\u3066\u306f\u5148\u306b\u300c\u5404\u30b1\u30fc\u30b9\u306e\u6700\u5c0f\u5024\u300d\u3068\u3057\u3066\u307e\u3068\u3081\u3066\u304a\u304d\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u3089\u306e\u5024\u3068\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001\u304b\u306a\u308a\u306e\u9055\u548c\u611f\u304c\u3042\u308a\u307e\u3059\u3002<br>0.0005\u30680.0001(1000)\u3067\u306floss, val_loss\u3068\u3082\u306b00005\u306e\u65b9\u304c\u826f\u304b\u3063\u305f\u3067\u3059\u3057\u3001val_loss\u306e\u5024\u306b\u95a2\u3057\u3066\u306f0.0005\u30680.0001(2000)\u306e\u5dee\u3082\u307b\u3068\u3093\u3069\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br>\u3057\u304b\u3057\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u898b\u308b\u3068\u30010.0005\u306e\u7d50\u679c\u306f0.0001(1000)\u30840.0001(2000)\u306e\u7d50\u679c\u3068\u6bd4\u8f03\u3057\u3066\u3001\u660e\u3089\u304b\u306b\u898b\u52a3\u308a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u30010.001\u306e\u7d50\u679c\u306floss, val_loss\u306e\u5024\u3092\u7591\u3044\u305f\u304f\u306a\u308b\u30ec\u30d9\u30eb\u3067\u51fa\u6765\u304c\u60aa\u3044\u3067\u3059\u3002<br>\u30e9\u30d9\u30eb\u4ee5\u5916\u306e\u90e8\u5206\u306e\u5224\u65ad\u3068\u3057\u3066\u306f\u554f\u984c\u306a\u3044\u3067\u3059\u304c\u3001\u30e9\u30d9\u30eb\u90e8\u5206\u306e\u5224\u65ad\u304c\u304b\u306a\u308a\u602a\u3057\u304f\u3001\u5168\u822c\u7684\u306b\u9ed2\u3063\u307d\u3044\u753b\u50cf\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u307e\u3067\u306f\u3001val_loss\u306e\u5024\u304c0.1\u3092\u4e0b\u56de\u308c\u3070\u5341\u5206\u512a\u79c0\u306a\u7d50\u679c\u3060\u3068\u8003\u3048\u3001\u305d\u306e\u8fba\u308a\u3092\u76ee\u6a19\u306e\u4e00\u3064\u306b\u8003\u3048\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u3069\u3046\u3082\u305d\u306e\u3088\u3046\u306a\u5224\u65ad\u57fa\u6e96\u306b\u306f\u306a\u308a\u5f97\u306a\u3044\u3088\u3046\u3067\u3059\u3002<br>\u305d\u3082\u305d\u3082val_loss\u306e\u5024\u306f\u672c\u5f53\u306b\u9069\u5207\u306b\u8a08\u7b97\u3055\u308c\u305f\u7d50\u679c\u306a\u306e\u304b\u3092\u7591\u3044\u305f\u304f\u306a\u308b\u72b6\u6cc1\u3067\u3059\u304c\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u30a2\u30c3\u30d7\u81ea\u4f53\u306f\u826f\u3044\u65b9\u5411\u306b\u9032\u3093\u3067\u3044\u308b\u306e\u3067\u3001\u3053\u306e\u70b9\u306b\u95a2\u3057\u3066\u306f\u4e00\u65e6\u4fdd\u7559\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u51e6\u7406\u6539\u4fee\u5185\u5bb9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9014\u4e2d\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306e\u691c\u8a3c\u306b\u969b\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\uff12\u70b9\u306e\u5909\u66f4\u3092\u52a0\u3048\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u306e\u5b66\u7fd2\u7387\u306e\u64cd\u4f5c<\/li>\n\n\n\n<li>val_loss\u306e\u5024\u304c\u6700\u5c0f\u3068\u306a\u3063\u305f\u5b66\u7fd2\u7d50\u679c\u3092\u6700\u7d42\u7684\u306a\u5b66\u7fd2\u7d50\u679c\u3068\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u3092\u53cd\u6620\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5185\u5bb9\u3092\u793a\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tensorflow as tf\nfrom tensorflow.keras import backend as K\nfrom tensorflow.keras.callbacks import ModelCheckpoint\n\ndef dice_coef(y_true, y_pred, smooth=1):\n    intersection = K.sum(y_true * y_pred, axis=&#91;1, 2, 3])\n    union = K.sum(y_true, axis=&#91;1, 2, 3]) + K.sum(y_pred, axis=&#91;1, 2, 3])\n    dice = K.mean((2. * intersection + smooth) \/ (union + smooth), axis=0)\n    return dice\n\ndef dice_loss(y_true, y_pred):\n    return 1 - dice_coef(y_true, y_pred)\n\ndef train_model(model, dataset, epochs, batch_size,\n                validation_data=None,\n                model_path_to_save=\"best_model.keras\",\n                learning_rate=0.001):\n    optimizer = tf.keras.optimizers.Adam(learning_rate=learning_rate)\n\n    model.compile(optimizer=optimizer, loss=dice_loss, metrics=&#91;dice_coef])\n    print(\"model.compile complete.\")\n\n    if validation_data is not None:\n        callbacks = &#91;\n            ModelCheckpoint(filepath=model_path_to_save,\n                            monitor='val_loss',\n                            save_best_only=True,\n                            verbose=1)\n        ]\n        model.fit(dataset,\n                  epochs=epochs,\n                  batch_size=batch_size,\n                  validation_data=validation_data,\n                  callbacks=callbacks)\n    else:\n        callbacks_no_val = &#91;\n            ModelCheckpoint(filepath=model_path_to_save,\n                            monitor='loss',\n                            save_best_only=True,\n                            verbose=1)\n        ]\n        model.fit(dataset,\n                  epochs=epochs,\n                  batch_size=batch_size,\n                  callbacks=callbacks_no_val)\n    print(\"model.fit complete.\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\uff08Adam\uff09\u306b\u95a2\u3057\u3066\u306f\u3001\u5f93\u6765\u306fmodel.compile\u306e\u5f15\u6570\u3068\u3057\u3066\u3001\u305d\u306e\u540d\u79f0\u306e\u307f\u3092\u6e21\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306e\u6539\u4fee\u3067\u306f\u3001\u5b66\u7fd2\u7387\u3092\u6307\u5b9a\u3057\u3064\u3064\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3092model.compile\u306e\u5f15\u6570\u3068\u3057\u3066\u6e21\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001model.fit\u306e\u5f15\u6570\u3068\u3057\u3066\u65b0\u305f\u306bcallbacks\u3092\u6e21\u3059\u3088\u3046\u306b\u3057\u3066\u304a\u308a\u3001\u305d\u3053\u3067ModelCheckpoint\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br>ModelCheckpoint\u306e\u5f15\u6570\u3067\u306f\u3001monitor\u306bval_loss\uff08\u8a55\u4fa1\u30c7\u30fc\u30bf\u304c\u306a\u3044\u5834\u5408\u306floss\uff09\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u30c1\u30a7\u30c3\u30af\u5bfe\u8c61\u3068\u306a\u308b\u6307\u6a19\u3092\u793a\u3057\u3001save_best_only\u3092True\u3068\u3059\u308b\u3053\u3068\u3067\u5f53\u8a72\u6307\u6a19\u304c\u30d9\u30b9\u30c8\u3067\u3042\u3063\u305f\u5834\u5408\u306e\u307f\u5b66\u7fd2\u7d50\u679c\u3092\u4fdd\u6301\u3057\u3066\u304a\u304f\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u5b66\u7fd2\u5b8c\u4e86\u6642\u306b\u306f\u6307\u5b9a\u3057\u305f\u6307\u6a19\u304c\u6700\u3082\u826f\u304b\u3063\u305f\u5b66\u7fd2\u7d50\u679c\u304c\u63a1\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u306a\u304a\u3001ModelCheckpoint\u306e\u5f15\u6570\u306bverbose=1\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u904e\u7a0b\u3067\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u308b\u5185\u5bb9\u306b\u4e0a\u8a18\u6307\u6a19\u306e\u30d9\u30b9\u30c8\u66f4\u65b0\u60c5\u5831\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Epoch 1864: val_loss improved from 0.03314 to 0.03262, saving model to best_model.keras<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p 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