{"id":5431,"date":"2025-06-20T09:15:31","date_gmt":"2025-06-20T00:15:31","guid":{"rendered":"https:\/\/www.wetch.co.jp\/note\/?p=5431"},"modified":"2025-06-20T09:15:33","modified_gmt":"2025-06-20T00:15:33","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%95%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%95%ef%bc%89\/","title":{"rendered":"\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u30c8\u30ea\u30df\u30f3\u30b0\uff08\uff15\uff09"},"content":{"rendered":"\n

\u300c\u30e9\u30d9\u30eb\u753b\u50cf\u306e\u30c8\u30ea\u30df\u30f3\u30b0\uff08\uff14\uff09<\/a>\u300d\u3067\u306f\u3001\u5b66\u7fd2\u7387\u306e\u8abf\u6574\u304c\u91cd\u8981\u3067\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u4eca\u56de\u3082\u5f15\u304d\u7d9a\u304d\u5b66\u7fd2\u7387\u306b\u7740\u76ee\u3057\u3066\u691c\u8a3c\u3092\u9032\u3081\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u304a\u3001\u524d\u56de\u306e\u307e\u3068\u3081\u3067\u300c\u56fa\u5b9a\u306e\u5b66\u7fd2\u7387\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u5b66\u7fd2\u7387\u3092\u5909\u52d5\u3055\u305b\u308b\u65b9\u6cd5\u300d\u3078\u306e\u30c1\u30e3\u30ec\u30f3\u30b8\u3092\u5302\u308f\u305b\u3066\u304a\u304d\u307e\u3057\u305f\u304c\u3001\u7d50\u8ad6\u304b\u3089\u8a00\u3048\u3070\u3001\u3053\u306e\u65b9\u6cd5\u306f\u3042\u307e\u308a\u6709\u52b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u305d\u306e\u8fba\u3082\u542b\u3081\u3066\u3001\u4eca\u56de\u306e\u691c\u8a3c\u5185\u5bb9\u3092\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u65b9\u91dd<\/h2>\n\n\n\n

\u524d\u56de\u306e\u691c\u8a3c\u3067\u4e00\u70b9\u4e0d\u601d\u8b70\u306b\u601d\u3063\u3066\u3044\u305f\u306e\u306f\u3001loss\u306e\u9077\u79fb\u304c\u591a\u5c11\u306e\u30b9\u30d1\u30a4\u30af\u3092\u542b\u307f\u306a\u304c\u3089\u3082\u5168\u4f53\u7684\u306b\u306f\u9806\u8abf\u306b\u6e1b\u8870\u3057\u3066\u3044\u304f\u306e\u306b\u5bfe\u3057\u3001val_loss\u306e\u9077\u79fb\u306f100epoch\u8fba\u308a\u307e\u3067\u306f\u4e00\u65e6\u5897\u52a0\u3057\u3001\u305d\u306e\u5f8c\u6e1b\u8870\u306b\u5411\u304b\u3046\uff08\u304b\u306a\u308a\u5897\u6e1b\u304c\u6fc0\u3057\u3044\u3067\u3059\u304c\uff09\u3068\u8a00\u3046\u3053\u3068\u3067\u3059\u3002
\u3053\u308c\u306f\u5b66\u7fd2\u7387\u3092\u5909\u3048\u3066\u5b9f\u65bd\u3057\u305f3\u3064\u306e\u30d1\u30bf\u30fc\u30f3\u5168\u3066\u306b\u5171\u901a\u3057\u3066\u8a00\u3048\u308b\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n\n\n\n

\u5b66\u7fd2\u306e\u76ee\u7684\u304cval_loss\u306e\u6700\u5c0f\u5316\u3067\u3042\u308b\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u6700\u521d\u306e100epoch\u8fba\u308a\u307e\u3067\u306f\uff08\u305d\u306e\u5f8c\u306e\u6210\u679c\u306e\u305f\u3081\u306b\u306f\u5fc5\u8981\u306a\u306e\u3067\u3057\u3087\u3046\u304c\uff09\u304b\u306a\u308a\u7121\u99c4\u306a\uff08\u826f\u3044\u6210\u679c\u304c\u51fa\u306a\u3044\u3068\u5206\u304b\u3063\u3066\u3044\u308b\uff09\u671f\u9593\u3068\u8a00\u3048\u306a\u304f\u3082\u306a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\u6539\u3081\u3066\u8003\u3048\u3066\u307f\u308b\u3068\u3001\u4eca\u56de\u5b9f\u88c5\u3057\u305f\u5b66\u7fd2\u65b9\u6cd5\u3067\u306f\u65e2\u306b\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306b\u8ffd\u52a0\u5b66\u7fd2\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u6bce\u56de\u30bc\u30ed\u30b9\u30bf\u30fc\u30c8\u3067\u5b66\u7fd2\u3092\u884c\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002
\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u3059\u308c\u3070\u524d\u8ff0\u306e\u7121\u99c4\u306a\u5b66\u7fd2\u671f\u9593\u3092\u6bce\u56de\u8010\u3048\u5fcd\u3076\u5fc5\u8981\u3082\u306a\u304f\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306e\u5b66\u7fd2\u3067\u306f\u524d\u56de\u306e\u5b66\u7fd2\u7d50\u679c\u306e\u3046\u3061\u6700\u3082val_loss\u306e\u5024\u304c\u5c0f\u3055\u304b\u3063\u305f0.0001(2000)\u3067\u751f\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u5b66\u7fd2\u3092\u884c\u3046\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u4eca\u56de\u306e\u30e1\u30a4\u30f3\u30c6\u30fc\u30de\u3067\u3042\u308b\u5b66\u7fd2\u7387\u306e\u8a2d\u5b9a\u306b\u95a2\u3057\u3066\u306f\u3001\u3068\u308a\u3042\u3048\u305a\u30d9\u30fc\u30b9\u3068\u306a\u3063\u305f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u7387\u3067\u3042\u308b0.0001
\u306b\u5bfe\u3057\u3066\u3001\u3088\u308a\u5c0f\u3055\u3044\u5024\u3068\u3057\u3066\u30010.000064, 0.000032, 0.000016\u306e3\u30d1\u30bf\u30fc\u30f3\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002
\u306a\u304a\u3001\u6570\u5024\u306e\u8a18\u8f09\u306b\u304a\u3044\u30660\u306e\u6570\u304c\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u306e\u3067\u3001\u898b\u3084\u3059\u3044\u3088\u3046\u306b\u6307\u6570\u8868\u8a18\u306b\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002
\u3088\u3063\u3066\u30010.0001\u306f1.0E-04\u3068\u306e\u8868\u8a18\u306b\u306a\u308a\u307e\u3059\u3057\u3001\u540c\u69d8\u306b\u5148\u306e3\u30d1\u30bf\u30fc\u30f3\u306f6.40E-05, 3.20E-05, 1.60E-05\u3068\u8868\u8a18\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3061\u306a\u307f\u306b\u3001\u4eca\u56de\u306e\u5b66\u7fd2\u7387\u306e\u6570\u5024\u306e\u6c7a\u3081\u65b9\u306b\u95a2\u3057\u3066\u306f\u3001\u4eca\u5f8c\u3055\u3089\u306b\u7d30\u304b\u3044\u5b66\u7fd2\u7387\u3092\u8a66\u3057\u305f\u304f\u306a\u3063\u305f\u5834\u5408\u3092\u8003\u616e\u3057\u3066\u3001\u6700\u5c0f\u50241.0E-06\u306b\u5bfe\u3057\u30662\u306en\u4e57\u3068\u306a\u308b\u5024\uff08\u9006\u306b\u8a00\u3048\u3070\u3001\u5024\u3092\u534a\u5206\u306b\u3057\u7d9a\u3051\u3066\u3044\u304f\u30681.0E-06\u306b\u306a\u308b\u5024\uff09\u3068\u8a00\u3046\u3053\u3068\u3067\u9078\u5b9a\u3057\u307e\u3057\u305f\u3002
\u306a\u304a\u3001\u5b66\u7fd2\u7387\u306e\u4e0b\u9650\u3068\u3057\u3066\u60f3\u5b9a\u3057\u3066\u3044\u308b1.0E-06\u3068\u8a00\u3046\u5024\u306fGemini\u5148\u751f\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u306b\u3088\u308a\u6c7a\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4ee5\u4e0a\u306e\u60f3\u5b9a\u306b\u57fa\u3065\u3044\u3066\u54041000epoch\u306e\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u691c\u8a3c\u7d50\u679c<\/h2>\n\n\n\n

loss, val_loss\u306e\u9077\u79fb<\/h3>\n\n\n\n

\u4ee5\u4e0b\u306b\u3001\u524d\u8ff0\u306e3\u30d1\u30bf\u30fc\u30f3\u306b\u95a2\u3059\u308bloss, val_loss\u306e\u9077\u79fb\u3092\u793a\u3057\u307e\u3059\u3002
\u5de6\u304b\u30896.40E-05, 3.20E-05, 1.60E-05\u306e\u9806\u3067\u3001\u9752\u7dda\u304closs, \u8d64\u7dda\u304cval_loss\u306e\u9077\u79fb\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002
\u306a\u304a\u3001\u30b9\u30d1\u30a4\u30af\u90e8\u5206\u307e\u3067\u3092\u542b\u3081\u3066\u63cf\u753b\u3059\u308b\u3068\u5168\u4f53\u306e\u9077\u79fb\u304c\u898b\u96e3\u304f\u306a\u308b\u306e\u3067\u3001\u7e26\u8ef8\u306e\u4e0a\u9650\u5024\u306f0.1\u3068\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n\n\n\n

loss, val_loss\u306e\u3044\u305a\u308c\u306b\u95a2\u3057\u3066\u3082\u5927\u304d\u306a\u9055\u3044\u306f\u306a\u3044\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002
\u3084\u306f\u308a\u30016.40E-05\u304c\u82e5\u5e72\u9ad8\u3081\u3067\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u5168\u4f53\u7684\u306b0.025\u304b\u30890.04\u8fba\u308a\u306e\u9593\u3067\u5897\u6e1b\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u5370\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n

loss, val_loss\u306e\u305d\u308c\u305e\u308c\u306b\u95a2\u3057\u3066\u30013\u30d1\u30bf\u30fc\u30f3\u306e\u9077\u79fb\u3092\u6bd4\u8f03\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305a\u306f\u3001\u5404\u9077\u79fb\u306e\u5168\u4f53\u50cf\u304b\u3089\u3002
\u5de6\u304b\u3089loss, val_loss\u306e\u9077\u79fb\u306b\u306a\u308a\u307e\u3059\u3002
<\/p>\n\n\n\n

\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n\n\n\n

loss, val_loss\u3068\u3082\u306b\u3001\u30b9\u30d1\u30a4\u30af\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u306b\u9055\u3044\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u5168\u4f53\u306e\u9077\u79fb\u306b\u95a2\u3057\u3066\u306f\u3001\u3084\u306f\u308a\u5927\u5dee\u306f\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

\u7e2e\u5c3a\u3092\u5909\u3048\u3066\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n\n\n\n

loss\u306b\u95a2\u3057\u3066\u306f\u7de9\u3084\u304b\u306b\u6e1b\u8870\u3092\u7d9a\u3051\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001val_loss\u306b\u95a2\u3057\u3066\u306f\u5f8c\u534a\u306f0.025\u301c0.04\u304f\u3089\u3044\u306e\u9593\u3067\u6fc0\u3057\u304f\u5897\u6e1b\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u6e1b\u8870\u50be\u5411\u304c\u3042\u308b\u304b\u306b\u95a2\u3057\u3066\u306f\u3001\u304b\u306a\u308a\u602a\u3057\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\u524d\u56de\u3068\u540c\u69d8\u306b\u5404\u30b1\u30fc\u30b9\u306b\u304a\u3044\u3066val_loss\u304c\u6700\u5c0f\u3068\u306a\u3063\u305f\u72b6\u6cc1\u3092\u307e\u3068\u3081\u3066\u307f\u307e\u3059\u3002
\u6bd4\u8f03\u5bfe\u8c61\u3068\u3057\u3066\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\uff081.0E-04\uff09\u306e\u5b66\u7fd2\u7d50\u679c\u3082\u4f75\u8a18\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

<\/td>1.0E-04<\/td>6.40E-05<\/td>3.20E-05<\/td>1.60E-05<\/td><\/tr>
epoch<\/td>1864<\/td>157<\/td>575<\/td>518<\/td><\/tr>
loss<\/td>0.0083<\/td>0.0083<\/td>0.0054<\/td>0.0067<\/td><\/tr>
val_loss<\/td>0.0326<\/td>0.0264<\/td>0.0263<\/td>0.0249<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

val_loss\u306f1.0E-04\u3068\u6bd4\u8f03\u3057\u3066\u3044\u305a\u308c\u3082\u826f\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u30013\u30d1\u30bf\u30fc\u30f3\u3067\u5927\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3002
\u307e\u305f\u3001\u6700\u5c0f\u5024\u304c\u8a18\u9332\u3055\u308c\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u3044\u305a\u308c\u3082\u5b66\u7fd2\u306e\u6700\u7d42\u6bb5\u968e\u3068\u306f\u8a00\u3044\u96e3\u304f\u3001\u7279\u306b6.40E-05\u306a\u3069\u306f\u304b\u306a\u308a\u65e9\u3044\u6bb5\u968e\u3067\u8a18\u9332\u3055\u308c\u305f\u5f8c\u306b\u66f4\u65b0\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n

\u3053\u306e\u72b6\u6cc1\u3092\u898b\u308b\u3068\u3001\u73fe\u5728\u306e\u5b66\u7fd2\u65b9\u6cd5\uff08\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3084\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a\uff09\u3067\u306fval_loss\u306e\u4e0b\u9650\u306f0.025\u8fba\u308a\u3067\u3001\u5b66\u7fd2\u7387\u306e\u64cd\u4f5c\u3067\u306f\u3053\u308c\u4ee5\u4e0a\u306e\u6539\u5584\u306f\u898b\u8fbc\u3081\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u306e\u5370\u8c61\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c<\/h3>\n\n\n\n

\u4e0a\u8a183\u30d1\u30bf\u30fc\u30f3\u3067\u751f\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306b\u95a2\u3057\u3066\u3082\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

\u306a\u304a\u3001\u524d\u56de\u306f\u5b66\u7fd2\u7528\u3084\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3057\u305f\u3002
\u3057\u304b\u3057\u3001\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u306b\u95a2\u3057\u3066\u306f\u3001\u305d\u308c\u304c\u9069\u5207\u306b\u51e6\u7406\u3055\u308c\u308b\u3088\u3046\u306b\u5b66\u7fd2\u3092\u884c\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u826f\u3044\u7d50\u679c\u304c\u51fa\u308b\u306e\u306f\u5f53\u7136\u3067\u3059\u3002
\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306b\u95a2\u3057\u3066\u3082\u3001val_loss\uff08\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3068\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306e\u5dee\uff09\u304c\u6700\u5c0f\u3060\u3063\u305f\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u3084\u306f\u308a\u826f\u3044\u7d50\u679c\u304c\u51fa\u308b\u3088\u3046\u306b\u64cd\u4f5c\u3057\u3066\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002
\u3064\u307e\u308a\u3001val_loss\u304c\u6700\u5c0f\u3060\u3063\u305f\u30e2\u30c7\u30eb\u306f\u3001\u5b66\u7fd2\u7528\u30fb\u8a55\u4fa1\u7528\u4e21\u65b9\u306e\u30c7\u30fc\u30bf\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u3066\u3001\u305d\u308c\u3089\u30c7\u30fc\u30bf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u898b\u3066\u3082\u30e2\u30c7\u30eb\u306e\u6c4e\u7528\u6027\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u304b\u3089\u5b66\u7fd2\u7528\u30fb\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u78ba\u8a8d\u5c02\u7528\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002
\u52a0\u3048\u3066\u3001\u5b66\u7fd2\u7528\u30fb\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306f\u6bd4\u8f03\u7684\u304a\u884c\u5100\u304c\u826f\u3044\uff08\u914d\u7f6e\u3084\u80cc\u666f\u304c\u4e00\u5b9a\u3057\u3066\u3044\u308b\uff09\u753b\u50cf\u3067\u3042\u308b\u305f\u3081\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7528\u30c7\u30fc\u30bf\u306b\u95a2\u3057\u3066\u306f\u5c11\u3005\u637b\u3063\u305f\u3082\u306e\u3092\u7528\u610f\u3057\u3066\u307f\u307e\u3057\u305f\u3002
\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e5\u7a2e\u985e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  • \u5de6\u5bc4\u308a\u306b\u5199\u3063\u3066\u3044\u308b<\/li>\n\n\n\n
  • \u53f3\u5bc4\u308a\u306b\u5199\u3063\u3066\u3044\u308b<\/li>\n\n\n\n
  • \u5c0f\u3055\u304f\u5199\u3063\u3066\u3044\u308b<\/li>\n\n\n\n
  • \u5927\u304d\u304f\u5199\u3063\u3066\u3044\u308b<\/li>\n\n\n\n
  • \u80cc\u666f\u306b\u4f59\u8a08\u306a\u7269\u304c\u5199\u308a\u8fbc\u3093\u3067\u3044\u308b<\/li>\n<\/ul>\n\n\n\n

    \u4e0a\u8a18\u7279\u5fb4\u3092\u6301\u3064\u753b\u50cf\u30924\u30bb\u30c3\u30c8\u3001\u8a0820\u70b9\u3092\u7528\u610f\u3057\u307e\u3057\u305f\uff08\u4f8b\u306b\u3088\u3063\u3066I\u541b\u4f5c\uff09\u3002
    \u7279\u306b\u80cc\u666f\u306b\u95a2\u3057\u3066\u306f\u3001\u500b\u4eba\u7684\u306b\u306f\u4e88\u60f3\u3082\u3057\u306a\u304b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u304c\u63a1\u7528\u3055\u308c\u3001\u305d\u308c\u304c\u601d\u308f\u306c\u7d50\u679c\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u3067\u306f\u3001\u5b9f\u969b\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002
    \u3053\u3061\u3089\u3082\u3001\u6bd4\u8f03\u7528\u306b\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\uff081.0E-04\uff09\u306e\u7d50\u679c\u3092\u8f09\u305b\u3066\u304a\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

    <\/td>\u5143\u753b\u50cf<\/td>1.0E-04<\/td>6.40E-05<\/td>3.20E-05<\/td>1.60E-05<\/td><\/tr>
    1-1<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    1-2<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    1-3<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    1-4<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    1-5<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    2-1<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    2-2<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    2-3<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    2-4<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    2-5<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    3-1<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    3-2<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    3-3<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    3-4<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    3-5<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    4-1<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    4-2<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    4-3<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    4-4<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr>
    4-5<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td>\"\"<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

    \u307e\u305a\u3001\u5168\u822c\u7684\u306b\u4e88\u6e2c\u3057\u3066\u3044\u305f\u3088\u308a\u306f\u826f\u3044\u611f\u3058\u3067\u30e9\u30d9\u30eb\u90e8\u5206\u3092\u62bd\u51fa\u3067\u304d\u3066\u3044\u308b\u3068\u306e\u5370\u8c61\u3092\u6301\u3061\u307e\u3059\u3002
    \u5148\u306b\u66f8\u3044\u305f\u3088\u3046\u306b\u3001\u4eca\u307e\u3067\u306e\u78ba\u8a8d\u3067\u306f\u6700\u9069\u5316\u3055\u308c\u305f\u7bc4\u56f2\u306e\u30c7\u30fc\u30bf\u3067\u306e\u78ba\u8a8d\u3092\u884c\u306a\u3063\u3066\u3044\u305f\u3060\u3051\u3068\u306e\u61f8\u5ff5\u304c\u3042\u308a\u307e\u3057\u305f\u306e\u3067\u3001\u3082\u3063\u3068\u60aa\u3044\u7d50\u679c\u3092\u60f3\u5b9a\u3057\u3066\u3044\u305f\u5206\u3001\u5b9f\u969b\u306e\u7d50\u679c\u306b\u95a2\u3057\u3066\u306f\u3042\u308b\u7a0b\u5ea6\u6e80\u8db3\u3057\u3066\u3044\u307e\u3059\u3002
    val_loss\u306e\u5024\u304c\u793a\u3059\u3088\u3046\u306b\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u4eca\u56de\u751f\u6210\u3057\u305f3\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u306f\u3044\u305a\u308c\u3082\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u304a\u308a\u3001\u304b\u30643\u30e2\u30c7\u30eb\u9593\u306e\u5dee\u306f\u3042\u307e\u308a\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

    \u305f\u3060\u3057\u3001\u7cbe\u5ea6\u7684\u8ab2\u984c\u306f\u307e\u3060\u307e\u3060\u3042\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

    \u307e\u305a\u76ee\u3092\u5f15\u304f\u306e\u304c\u3001\u80cc\u666f\u306b\u30c0\u30f3\u30dc\u30fc\u30eb\u304c\u7f6e\u304b\u308c\u305f\u753b\u50cf\u306b\u304a\u3044\u3066\u3001\u30c0\u30f3\u30dc\u30fc\u30eb\u306b\u8cbc\u3089\u308c\u305f\u5b9b\u5148\u3084\u30d0\u30fc\u30b3\u30fc\u30c9\u306a\u3069\u306e\u30b7\u30fc\u30eb\u3092\u30e9\u30d9\u30eb\u3068\u3057\u3066\u8a8d\u8b58\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u70b9\u3067\u3059\u3002
    \u524d\u56de\u306e\u6295\u7a3f\u3067\u3082\u3001\u30ef\u30a4\u30f3\u30dc\u30c8\u30eb\u306b\u8cbc\u3089\u308c\u305f\u30b7\u30fc\u30eb\u3092\u30e9\u30d9\u30eb\u306e\u4e00\u90e8\u3068\u3057\u3066\u8a8d\u8b58\u3057\u3066\u3044\u308b\u4f8b\u3092\u6319\u3052\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u306f\u30dc\u30c8\u30eb\u4ee5\u5916\u306e\u90e8\u5206\u3067\u3082\u305d\u308c\u3063\u307d\u304f\u898b\u3048\u308b\u90e8\u5206\u306f\u30e9\u30d9\u30eb\u3068\u898b\u505a\u3055\u308c\u3066\u3057\u307e\u3046\u3068\u8a00\u3046\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\uff08\u3068\u8a00\u3046\u304b\u3001\u30ef\u30a4\u30f3\u30dc\u30c8\u30eb\u3068\u8a00\u3046\u5bfe\u8c61\u7269\u3092\u8a8d\u8b58\u3067\u304d\u3066\u3044\u308b\u8a33\u3067\u306f\u306a\u3044\u3088\u3046\u3067\u3059\uff09\u3002
    \u3053\u308c\u306f\u3001I\u541b\u306e\u601d\u60d1\u901a\u308a\u306a\u306e\u304b\u2026\uff1f<\/p>\n\n\n\n

    \u307e\u305f\u3001\u30e9\u30d9\u30eb\u306e\u7d75\u67c4\u306b\u95a2\u3059\u308b\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u3082\u3042\u308b\u3088\u3046\u3067\u30012\u30bb\u30c3\u30c8\u76ee\u306e\u30e9\u30d9\u30eb\u306f\u53f3\u4e0a\u306e\u90e8\u5206\u304c\u9664\u5916\u3055\u308c\u304c\u3061\u3067\u3059\u3057\u30013\u30bb\u30c3\u30c8\u76ee\u306e\u30e9\u30d9\u30eb\u3082\u3001\u5358\u7d14\u306a\u767d\u80cc\u666f\u306e\u4e00\u90e8\u304c\u9664\u5916\u3055\u308c\u3066\u304a\u308a\u3001\u7279\u306b\u5927\u5199\u3057\u306b\u3057\u305f\u30b1\u30fc\u30b9\u3067\u305d\u306e\u50be\u5411\u304c\u9855\u8457\u3067\u3042\u308b\u70b9\u306f\u4e0d\u601d\u8b70\u3067\u3059\u3002
    \u3044\u305a\u308c\u3082\u3001\u305d\u308c\u307b\u3069\u7279\u6b8a\u306a\u30c7\u30b6\u30a4\u30f3\u3067\u306f\u306a\u3044\u306e\u3067\u3059\u304c\u3002<\/p>\n\n\n\n

    \u305d\u306e\u4ed6\u3001\u30ef\u30a4\u30f3\u30dc\u30c8\u30eb\u306e\u53e3\u306e\u90e8\u5206\u306b\u4ed8\u3044\u3066\u3044\u308b\u8584\u3044\u91d1\u5c5e\u88fd\u306e\u30ab\u30d0\u30fc\uff08\u300c\u30ad\u30e3\u30c3\u30d7\u30b7\u30fc\u30eb\u300d\u3068\u304b\u8a00\u3046\u3089\u3057\u3044\u3067\u3059\u304c\uff09\u3082\u30e9\u30d9\u30eb\u3068\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3057\u3001\u80cc\u666f\u3068\u306a\u3063\u3066\u3044\u308b\u58c1\u306e\u5de6\u4e0a\u306b\u63cf\u304b\u308c\u3066\u3044\u308b\u4f55\u3089\u304b\u306e\u56f3\u5f62\u306b\u5bfe\u3057\u3066\u3082\u53cd\u5fdc\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u307e\u3068\u3081<\/h2>\n\n\n\n

    \u9014\u4e2d\u3067\u3082\u89e6\u308c\u307e\u3057\u305f\u304c\u3001\u73fe\u5728\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u304a\u3088\u3073\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u5b66\u7fd2\u7387\u306e\u307f\u3092\u64cd\u4f5c\u3057\u3066\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u306e\u306f\u3001val_loss=0.025\u8fba\u308a\u304c\u9650\u754c\u306e\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002
    \u5b9f\u306fval_loss\u306e\u66f4\u65b0\u72b6\u6cc1\u3092\u898b\u306a\u304c\u3089\u5b66\u7fd2\u7387\u3092\u5909\u66f4\u3059\u308b\uff08\u5c0f\u3055\u304f\u3057\u3066\u3044\u304f\uff09\u65b9\u5f0f\u3082\u8a66\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u3084\u306f\u308aval_loss=0.025\u8fba\u308a\u304b\u3089\u4e0b\u304c\u3089\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

    \u3068\u8a00\u3046\u3053\u3068\u3067\u3001\u5b66\u7fd2\u7387\u64cd\u4f5c\u306b\u3088\u308b\u7cbe\u5ea6\u5411\u4e0a\u306f\u4eca\u56de\u307e\u3067\u3068\u3057\u3001\u6b21\u56de\u306f\u5225\u306e\u8996\u70b9\u3067\u7cbe\u5ea6\u5411\u4e0a\u3092\u76ee\u6307\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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