{"id":135,"date":"2019-03-07T23:59:54","date_gmt":"2019-03-07T23:59:54","guid":{"rendered":"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/"},"modified":"2019-03-07T23:59:54","modified_gmt":"2019-03-07T23:59:54","slug":"2019-03-07-235954","status":"publish","type":"post","link":"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/","title":{"rendered":"\u3010JDLA\u3011G\u691c\u5b9a\u53d7\u9a13\u306b\u5411\u3051\u305f\u30e1\u30e2 ~part6~"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#G%E6%A4%9C%E5%AE%9A%E3%81%A8%E3%81%AF\" >G\u691c\u5b9a\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#tanh%EF%BC%88%E3%83%8F%E3%82%A4%E3%83%91%E3%83%9C%E3%83%AA%E3%83%83%E3%82%AF%E3%82%BF%E3%83%B3%E3%82%B8%E3%82%A7%E3%83%B3%E3%83%88%EF%BC%89%E9%96%A2%E6%95%B0\" >tanh\uff08\u30cf\u30a4\u30d1\u30dc\u30ea\u30c3\u30af\u30bf\u30f3\u30b8\u30a7\u30f3\u30c8\uff09\u95a2\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#ReLU%EF%BC%88Rectified_Linear_Unit%EF%BC%89%E9%96%A2%E6%95%B0\" >ReLU\uff08Rectified Linear Unit\uff09\u95a2\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#Leaky_ReLU%E9%96%A2%E6%95%B0\" >Leaky ReLU\u95a2\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#Parametric_ReLU\" >Parametric ReLU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#Randomized_ReLU\" >Randomized ReLU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E5%AD%A6%E7%BF%92%E7%8E%87%E3%82%92%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%99%E3%82%8B%E3%81%A8%E3%81%AF\" >\u5b66\u7fd2\u7387\u3092\u6700\u9069\u5316\u3059\u308b\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E5%8B%BE%E9%85%8D%E9%99%8D%E4%B8%8B%E6%B3%95\" >\u52fe\u914d\u964d\u4e0b\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E5%8B%BE%E9%85%8D%E9%99%8D%E4%B8%8B%E6%B3%95%E3%81%AE%E8%AA%B2%E9%A1%8C\" >\u52fe\u914d\u964d\u4e0b\u6cd5\u306e\u8ab2\u984c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E5%B1%80%E6%89%80%E6%9C%80%E9%81%A9%E8%A7%A3%E3%82%92%E9%98%B2%E3%81%90%E6%96%B9%E6%B3%95\" >\u5c40\u6240\u6700\u9069\u89e3\u3092\u9632\u3050\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E9%9E%8D%E7%82%B9%EF%BC%88%E3%81%82%E3%82%93%E3%81%A6%E3%82%93%EF%BC%89\" >\u978d\u70b9\uff08\u3042\u3093\u3066\u3093\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E3%83%A2%E3%83%BC%E3%83%A1%E3%83%B3%E3%82%BF%E3%83%A0\" >\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-235954\/#%E3%83%A2%E3%83%BC%E3%83%A1%E3%83%B3%E3%82%BF%E3%83%A0%E3%82%88%E3%82%8A%E5%8A%B9%E7%8E%87%E7%9A%84%E3%81%AA%E6%89%8B%E6%B3%95\" >\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0\u3088\u308a\u52b9\u7387\u7684\u306a\u624b\u6cd5<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"i-0\"><span class=\"ez-toc-section\" id=\"G%E6%A4%9C%E5%AE%9A%E3%81%A8%E3%81%AF\"><\/span>G\u691c\u5b9a\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%C7%A5%A3%A1%BC%A5%D7%A5%E9%A1%BC%A5%CB%A5%F3%A5%B0\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>\u5354\u4f1a\uff08JDLA\uff09\u304c\u5b9f\u65bd\u3059\u308b\u8cc7\u683c\u8a66\u9a13\u3002<\/p>\n<p>\u5c0f\u50e7\u304c\u53d7\u9a13\u3059\u308b\u306e\u306f<span style=\"color: #0000cc\"><b>G\u691c\u5b9a<\/b><\/span>\u3067\u5408\u683c\u3067\u304d\u305f\u3082\u306e\u306fJDLA\u3088\u308a\u4e0b\u8a18\u306e\u8a8d\u5b9a\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<blockquote>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%C7%A5%A3%A1%BC%A5%D7%A5%E9%A1%BC%A5%CB%A5%F3%A5%B0\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>\u306e\u57fa\u790e\u77e5\u8b58\u3092\u6709\u3057\u3001\u9069\u5207\u306a\u6d3b\u7528\u65b9\u91dd\u3092\u6c7a\u5b9a\u3057\u3066\u4e8b\u696d\u5fdc\u7528\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u4eba\u6750<\/p>\n<\/blockquote>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.jdla.org%2Fbusiness%2Fcertificate%2F\" title=\"\u4eba\u6750\u80b2\u6210 | \u4e00\u822c\u793e\u56e3\u6cd5\u4eba \u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a Japan Deep Learning Association\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\"><\/iframe><cite class=\"hatena-citation\"><a href=\"https:\/\/www.jdla.org\/business\/certificate\/\">www.jdla.org<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u3082<a href=\"https:\/\/oidema-jp.com\/media\/entry\/2019\/03\/07\/202249\">\u524d\u56de~part5~<\/a>\u306b\u5f15\u304d\u7d9a\u304dG\u691c\u5b9a\u53d7\u9a13\u306b\u3080\u3051\u305f\u5185\u5bb9\u3092\u30e1\u30e2\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"i-1\"><span class=\"ez-toc-section\" id=\"tanh%EF%BC%88%E3%83%8F%E3%82%A4%E3%83%91%E3%83%9C%E3%83%AA%E3%83%83%E3%82%AF%E3%82%BF%E3%83%B3%E3%82%B8%E3%82%A7%E3%83%B3%E3%83%88%EF%BC%89%E9%96%A2%E6%95%B0\"><\/span><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\uff08\u30cf\u30a4\u30d1\u30dc\u30ea\u30c3\u30af<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%BF%A5%F3%A5%B8%A5%A7%A5%F3%A5%C8\">\u30bf\u30f3\u30b8\u30a7\u30f3\u30c8<\/a>\uff09\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%B7%A5%B0%A5%E2%A5%A4%A5%C9%B4%D8%BF%F4\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<\/a>\u3092\u7dda\u5f62\u5909\u63db\u3057\u305f\u3082\u306e\u3067\u3001<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%B7%A5%B0%A5%E2%A5%A4%A5%C9%B4%D8%BF%F4\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<\/a>\u304c0~1\u3092\u7bc4\u56f2\u3092\u53d6\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\u95a2\u6570\u306f-1~1\u306e\u7bc4\u56f2\u3092\u3068\u308b<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"tanh\u95a2\u6570\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307213055.png\" alt=\"f:id:keisuke8925gdk:20190307213055p:plain\" title=\"f:id:keisuke8925gdk:20190307213055p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\u95a2\u6570<\/figcaption><\/figure>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%B7%A5%B0%A5%E2%A5%A4%A5%C9%B4%D8%BF%F4\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<\/a>\u306e<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u306e\u6700\u5927\u5024\u306f0.25<br \/>\n<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\u95a2\u6570\u306e<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u306e\u6700\u5927\u5024\u306f1<br \/>\n<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\u95a2\u6570\u306e<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u306e\u6700\u5927\u5024\u306f1\u3042\u308b\u305f\u3081\u52fe\u914d\u304c\u6d88\u5931\u3057\u306b\u304f\u304f\u306a\u308b<\/p>\n<h2 id=\"i-2\"><span class=\"ez-toc-section\" id=\"ReLU%EF%BC%88Rectified_Linear_Unit%EF%BC%89%E9%96%A2%E6%95%B0\"><\/span>ReLU\uff08Rectified Linear Unit\uff09\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/tanh\">tanh<\/a>\u95a2\u6570\u306b\u5909\u308f\u308a\u3001\u73fe\u5728\u6700\u3082\u3088\u304f\u5229\u7528\u3055\u308c\u308b\u6d3b\u6027\u5316\u95a2\u6570<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"ReLU\u95a2\u6570\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307213802.png\" alt=\"f:id:keisuke8925gdk:20190307213802p:plain\" title=\"f:id:keisuke8925gdk:20190307213802p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>ReLU\u95a2\u6570<\/figcaption><\/figure>\n<p>ReLU\u95a2\u6570\u306fx\u304c0\u3088\u308a\u5927\u304d\u3044\u9650\u308a<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u5024\u306f\u5e38\u306b1\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u306b\u306a\u308b\u305f\u3081<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B8%ED%BA%B9%B5%D5%C5%C1%C7%C5\">\u8aa4\u5dee\u9006\u4f1d\u64ad<\/a>\u3059\u308b\u969b\u306b\u52fe\u914d\u304c\u5c0f\u3055\u304f\u306a\u308a\u306b\u304f\u3044<\/p>\n<h2 id=\"i-3\"><span class=\"ez-toc-section\" id=\"Leaky_ReLU%E9%96%A2%E6%95%B0\"><\/span>Leaky ReLU\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>ReLU\u95a2\u6570\u3068\u306e\u9055\u3044\u306f\u3001x &lt; 0\u306b\u304a\u3044\u3066\u308f\u305a\u304b\u306a\u50be\u304d\u3092\u3082\u3063\u3066\u3044\u308b<br \/>\n\u3053\u308c\u306b\u3088\u308a<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u5024\u304c0 \u306b\u306a\u308b\u3053\u3068\u304c\u306a\u304f\u306a\u308b\u305f\u3081ReLU\u95a2\u6570\u3088\u308a\u3055\u3089\u306b\u52fe\u914d\u304c\u6d88\u5931\u3057\u306b\u304f\u3044<\/p>\n<h2 id=\"i-4\"><span class=\"ez-toc-section\" id=\"Parametric_ReLU\"><\/span>Parametric ReLU<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Leaky ReLU\u306ex &lt; 0\u306e\u90e8\u5206\u306e\u76f4\u7dda\u306e\u50be\u304d\u3092\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u6d3b\u6027\u5316\u95a2\u6570<\/p>\n<h2 id=\"i-5\"><span class=\"ez-toc-section\" id=\"Randomized_ReLU\"><\/span>Randomized ReLU<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8907\u6570\u306e\u50be\u304d\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u8a66\u3059\u6d3b\u6027\u5316\u95a2\u6570<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u6d3b\u6027\u5316\u95a2\u6570\u306e\u307e\u3068\u3081\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307214925.png\" alt=\"f:id:keisuke8925gdk:20190307214925p:plain\" title=\"f:id:keisuke8925gdk:20190307214925p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u6d3b\u6027\u5316\u95a2\u6570\u306e\u307e\u3068\u3081<\/figcaption><\/figure>\n<h2 id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E5%AD%A6%E7%BF%92%E7%8E%87%E3%82%92%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%99%E3%82%8B%E3%81%A8%E3%81%AF\"><\/span>\u5b66\u7fd2\u7387\u3092\u6700\u9069\u5316\u3059\u308b\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u306f\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u306e\u5024\u306e\u8aa4\u5dee\u3092\u306a\u304f\u3059\u305f\u3081\u306b\u5229\u7528\u3059\u308b\u3082\u306e\u3067\u3042\u308b<br \/>\n\u3053\u306e\u8aa4\u5dee\u3092\u306a\u304f\u3059\u305f\u3081\u306b\u69d8\u3005\u306a\u624b\u6cd5\u304c\u3042\u308a<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u3067\u306f\u6570\u5b66\u7684\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3059\u308b<br \/>\n\u6570\u5b66\u7684\u306b\u306f\u3053\u306e\u8aa4\u5dee\u3092<b>\u8aa4\u5dee\u95a2\u6570<\/b>\u3068\u5b9a\u7fa9\u3057\u3053\u308c\u3092\u6700\u5c0f\u5316\u3067\u304d\u308c\u3070\u8aa4\u5dee\u304c\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b<\/p>\n<h2 id=\"i-7\"><span class=\"ez-toc-section\" id=\"%E5%8B%BE%E9%85%8D%E9%99%8D%E4%B8%8B%E6%B3%95\"><\/span>\u52fe\u914d\u964d\u4e0b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u52fe\u914d\u3068\u306f<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u5024\u306e\u3053\u3068\u3067\u3001<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C8%F9%CA%AC\">\u5fae\u5206<\/a>\u306e\u8868\u3059\u63a5\u7dda\u306e\u50be\u304d\u3092\u5742\u9053\u306b\u898b\u7acb\u3066\u3066\u3001\u305d\u306e\u50be\u659c\u306b\u6cbf\u3063\u3066\u964d\u308a\u3066\u3044\u3051\u3070\u50be\u304d\u30bc\u30ed\u306e\u5730\u70b9\uff08\u8aa4\u5dee\uff10\uff09\u306b\u884c\u304d\u7740\u304f\u3068\u3044\u3046\u8003\u3048\u306e\u3082\u3068\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u52fe\u914d\u964d\u4e0b\u6cd5\u306e\u30a4\u30e1\u30fc\u30b8\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307232428.png\" alt=\"f:id:keisuke8925gdk:20190307232428p:plain\" title=\"f:id:keisuke8925gdk:20190307232428p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u52fe\u914d\u964d\u4e0b\u6cd5\u306e\u30a4\u30e1\u30fc\u30b8<\/figcaption><\/figure>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%CB%A5%E5%A1%BC%A5%E9%A5%EB%A5%CD%A5%C3%A5%C8%A5%EF%A1%BC%A5%AF\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u3067\u306f\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u306b\u5bfe\u3057\u3066\u52fe\u914d\u964d\u4e0b\u6cd5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u6700\u9069\u89e3\u3092\u6c42\u3081\u308b<br \/>\n<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%CB%A5%E5%A1%BC%A5%E9%A5%EB%A5%CD%A5%C3%A5%C8%A5%EF%A1%BC%A5%AF\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u3067\u306e\u300c\u5b66\u7fd2\u300d\u3068\u306f\u52fe\u914d\u964d\u4e0b\u6cd5\u3092\u7528\u3044\u3066\u7e70\u308a\u8fd4\u3057\u8a08\u7b97\u3092\u884c\u3046\u3053\u3068<\/p>\n<h2 id=\"i-8\"><span class=\"ez-toc-section\" id=\"%E5%8B%BE%E9%85%8D%E9%99%8D%E4%B8%8B%E6%B3%95%E3%81%AE%E8%AA%B2%E9%A1%8C\"><\/span>\u52fe\u914d\u964d\u4e0b\u6cd5\u306e\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u52fe\u914d\u964d\u4e0b\u6cd5\u3067\u306f\u52fe\u914d\u304c\uff10\u306b\u306a\u308b\u70b9\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u8ab2\u984c\u3067\u3042\u308b\u305f\u3081\u3001\u305d\u306e\u5730\u70b9\u304c\u6b63\u3057\u304f\u306a\u3044\u3082\u306e\u304c\u6c42\u307e\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b<\/p>\n<p>\u4e0b\u56f3\u306e<b>\u5c40\u6240\u6700\u9069\u89e3<\/b>\u3067\u306f\u52fe\u914d\u306f\uff10\u306b\u306a\u308b\u304c\u66f4\u306b\u5c0f\u3055\u3044\u5024\u304c\u5b58\u5728\u3059\u308b\u306e\u304c\u554f\u984c<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u5c40\u6240\u6700\u9069\u89e3\u3068\u5927\u57df\u6700\u9069\u89e3\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307233639.png\" alt=\"f:id:keisuke8925gdk:20190307233639p:plain\" title=\"f:id:keisuke8925gdk:20190307233639p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u5c40\u6240\u6700\u9069\u89e3\u3068\u5927\u57df\u6700\u9069\u89e3<\/figcaption><\/figure>\n<h2 id=\"i-9\"><span class=\"ez-toc-section\" id=\"%E5%B1%80%E6%89%80%E6%9C%80%E9%81%A9%E8%A7%A3%E3%82%92%E9%98%B2%E3%81%90%E6%96%B9%E6%B3%95\"><\/span>\u5c40\u6240\u6700\u9069\u89e3\u3092\u9632\u3050\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<p>\u5b66\u7fd2\u7387\u306e\u5024\u3092\u5927\u304d\u304f\u8a2d\u5b9a\u3059\u308b<br \/>\n\u2192\u5b66\u7fd2\u7387\u3068\u306f\u52fe\u914d\u306b\u6cbf\u3063\u3066\u3069\u308c\u304f\u3089\u3044\u9032\u3080\u304b\u3092\u8abf\u6574\u3059\u308b\u3082\u306e<\/p>\n<\/li>\n<li>\n<p>\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5b66\u7fd2\u7387\u306e\u5024\u3092\u5c0f\u3055\u304f\u3057\u3066\u3044\u304f\u3053\u3068<br \/>\n\u2192\u5b66\u7fd2\u7387\u304c\u5927\u304d\u3044\u307e\u307e\u3060\u3068\u3001\u6700\u9069\u89e3\u3092\u98db\u3073\u8d8a\u3048\u3066\u63a2\u7d22\u3092\u7d9a\u3051\u3066\u3057\u307e\u3046\u554f\u984c\u304c\u8d77\u3053\u308b<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"i-10\"><span class=\"ez-toc-section\" id=\"%E9%9E%8D%E7%82%B9%EF%BC%88%E3%81%82%E3%82%93%E3%81%A6%E3%82%93%EF%BC%89\"><\/span>\u978d\u70b9\uff08\u3042\u3093\u3066\u3093\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uff13\u6b21\u5143\u4ee5\u4e0a\u306e\u52fe\u914d\u964d\u4e0b\u6cd5\u3067\u306f\u978d\u70b9\u306b\u884c\u304d\u7740\u3044\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b<br \/>\n\u3042\u308b\u6b21\u5143\u304b\u3089\u898b\u308c\u3070\u6975\u5c0f\u3067\u3042\u308b\u3082\u306e\u306e\u3001\u5225\u306e\u6b21\u5143\u304b\u3089\u307f\u308b\u3068\u6975\u5927\u3068\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u3053\u3068<br \/>\n\u4e00\u5ea6\u978d\u70b9\u4ed8\u8fd1\u306b\u9665\u308b\u3068\u629c\u3051\u51fa\u3059\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308b\u3001\u307e\u305f\u3053\u3046\u3057\u305f\u505c\u7559\u72b6\u614b\u306b\u306a\u308b\u3053\u3068\u3092<b><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%D7%A5%E9%A5%C8%A1%BC\">\u30d7\u30e9\u30c8\u30fc<\/a><\/b>\u3068\u3088\u3076<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u978d\u70b9\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307235146.png\" alt=\"f:id:keisuke8925gdk:20190307235146p:plain\" title=\"f:id:keisuke8925gdk:20190307235146p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u978d\u70b9<\/figcaption><\/figure>\n<h2 id=\"i-11\"><span class=\"ez-toc-section\" id=\"%E3%83%A2%E3%83%BC%E3%83%A1%E3%83%B3%E3%82%BF%E3%83%A0\"><\/span>\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b8c\u6210\u306e\u8003\u3048\u65b9\u3092\u9069\u7528\u3057\u305f\u3082\u306e\u3067\u3001\u6700\u9069\u5316\u306e\u9032\u884c\u65b9\u5411\u306b\u5b66\u7fd2\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u306e\u505c\u6ede\u3092\u9632\u3050\u3082\u306e<\/p>\n<h2 id=\"i-12\"><span class=\"ez-toc-section\" id=\"%E3%83%A2%E3%83%BC%E3%83%A1%E3%83%B3%E3%82%BF%E3%83%A0%E3%82%88%E3%82%8A%E5%8A%B9%E7%8E%87%E7%9A%84%E3%81%AA%E6%89%8B%E6%B3%95\"><\/span>\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0\u3088\u308a\u52b9\u7387\u7684\u306a\u624b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><b>Adadelta<\/b><\/li>\n<li><b>RMSprop<\/b><\/li>\n<li><b>Adam<\/b><\/li>\n<\/ul>\n<p>\u73fe\u5728\u3067\u306fRMSprop\u3001Adam\u304c\u7528\u3044\u3089\u308c\u308b\u30b1\u30fc\u30b9\u304c\u307b\u3068\u3093\u3069<\/p>\n<\/p>\n<table border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td>\n<div style=\"border:1px solid #95a5a6;border-radius:.75rem;background-color:FFFFFF;width:504px;margin:0px;padding:5px;text-align:center;overflow:hidden;\">\n<table>\n<tr>\n<td style=\"width:240px\"><a href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\"><img decoding=\"async\" src=\"https:\/\/hbb.afl.rakuten.co.jp\/hgb\/1804a342.334a3c66.1804a343.381802a7\/?me_id=1213310&amp;item_id=19303728&amp;m=https%3A%2F%2Fthumbnail.image.rakuten.co.jp%2F%400_mall%2Fbook%2Fcabinet%2F7559%2F9784798157559.jpg%3F_ex%3D80x80&amp;pc=https%3A%2F%2Fthumbnail.image.rakuten.co.jp%2F%400_mall%2Fbook%2Fcabinet%2F7559%2F9784798157559.jpg%3F_ex%3D240x240&amp;s=240x240&amp;t=picttext\" border=\"0\" style=\"margin:2px\" alt=\"[\u5546\u54c1\u4fa1\u683c\u306b\u95a2\u3057\u307e\u3057\u3066\u306f\u3001\u30ea\u30f3\u30af\u304c\u4f5c\u6210\u3055\u308c\u305f\u6642\u70b9\u3068\u73fe\u6642\u70b9\u3067\u60c5\u5831\u304c\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3054\u3056\u3044\u307e\u3059\u3002]\" title=\"[\u5546\u54c1\u4fa1\u683c\u306b\u95a2\u3057\u307e\u3057\u3066\u306f\u3001\u30ea\u30f3\u30af\u304c\u4f5c\u6210\u3055\u308c\u305f\u6642\u70b9\u3068\u73fe\u6642\u70b9\u3067\u60c5\u5831\u304c\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3054\u3056\u3044\u307e\u3059\u3002]\"><\/a><\/td>\n<td style=\"vertical-align:top;width:248px;\">\n<p style=\"font-size:12px;line-height:1.4em;text-align:left;margin:0px;padding:2px 6px;word-wrap:break-word\"><a href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\">\u6df1\u5c64\u5b66\u7fd2\u6559\u79d1\u66f8 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 G\u691c\u5b9a\uff08\u30b8\u30a7\u30cd\u30e9\u30ea\u30b9\u30c8\uff09 \u516c\u5f0f\u30c6\u30ad\u30b9\u30c8 \uff08EXAMPRESS\uff09 [ \u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a ]<\/a><br \/><span>\u4fa1\u683c\uff1a3024\u5186\uff08\u7a0e\u8fbc\u3001\u9001\u6599\u7121\u6599)<\/span> <span style=\"color:#BBB\">(2019\/3\/6\u6642\u70b9)<\/span><\/p>\n<div style=\"margin:10px;\"><a href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\"><img decoding=\"async\" src=\"https:\/\/static.affiliate.rakuten.co.jp\/makelink\/rl.svg\" style=\"float:left;max-height:27px;width:auto;margin-top:0\"><\/a><a 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style=\"color:#000000;font-size:12px;line-height:1.4em;margin:5px;word-wrap:break-word\">\n<\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>G\u691c\u5b9a\u3068\u306f \u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a\uff08JDLA\uff09\u304c\u5b9f\u65bd\u3059\u308b\u8cc7\u683c\u8a66\u9a13\u3002 \u5c0f\u50e7\u304c\u53d7\u9a13\u3059\u308b\u306e\u306fG\u691c\u5b9a\u3067\u5408\u683c\u3067\u304d\u305f\u3082\u306e\u306fJDLA\u3088\u308a\u4e0b\u8a18\u306e\u8a8d\u5b9a\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u77e5\u8b58\u3092\u6709\u3057\u3001\u9069\u5207\u306a\u6d3b\u7528 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"footnotes":""},"categories":[13],"tags":[],"class_list":{"0":"post-135","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-jdla","7":"entry","8":"nothumb"},"acf":[],"aioseo_notices":[],"mb":[],"mfb_rest_fields":["title","aioseo_notices"],"_links":{"self":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts\/135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/comments?post=135"}],"version-history":[{"count":0,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts\/135\/revisions"}],"wp:attachment":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/media?parent=135"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/categories?post=135"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/tags?post=135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}