{"id":11582,"date":"2019-06-22T13:53:25","date_gmt":"2019-06-22T04:53:25","guid":{"rendered":"https:\/\/www.fsz.co.jp\/?post_type=knowledge&#038;p=11582"},"modified":"2025-04-04T10:51:05","modified_gmt":"2025-04-04T01:51:05","slug":"11582","status":"publish","type":"news","link":"https:\/\/www.fsz.co.jp\/?news=11582","title":{"rendered":"\u4eba\u5de5\u77e5\u80fd\u3068\u306f \u2463\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u6cd51"},"content":{"rendered":"\n<div class=\"wp-block-media-text alignwide\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/pixta_49410867_M-1024x1024.jpg\" alt=\"\" class=\"wp-image-11709\" srcset=\"https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/pixta_49410867_M-1024x1024.jpg 1024w, https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/pixta_49410867_M-150x150.jpg 150w, https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/pixta_49410867_M-300x300.jpg 300w, https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/pixta_49410867_M.jpg 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>What is Artificial Intelligence?<\/p>\n<\/div><\/div>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001\u6d3b\u6027\u5316\u95a2\u6570\u3067\u3042\u308b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5fae\u5206\uff08\u306e\u6700\u5927\u5024\uff09\u304c25%\u3057\u304b\u306a\u3044\u3068\u3044\u3046\u52fe\u914d\u640d\u5931\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u96a0\u308c\u5c64\u3067\u306f\u4efb\u610f\u306e\u5b9f\u6570\u3092\uff08\u975e\u7dda\u5f62\u306b\uff09\u5909\u63db\u3067\u304d\u308b\u95a2\u6570\u3067\u3042\u308c\u3070\u3001\u3069\u3093\u306a\u95a2\u6570\u3067\u3082\u554f\u984c\u306a\u3044\u3068\u3057\u3066\u3001\u3053\u306e\u90e8\u5206\u3092\u5de5\u592b\u3059\u308b\u30a2\u30a4\u30c7\u30a2\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d6\u30fc\u30e0\u306e\u524d\u304b\u3089\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6d3b\u6027\u5316\u95a2\u6570<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">tanh\u95a2\u6570\uff5c\u30cf\u30a4\u30d1\u30dc\u30ea\u30c3\u30af\u30bf\u30f3\u30b8\u30a7\u30f3\u30c8<\/h4>\n\n\n\n<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u7dda\u5f62\u5909\u63db\u3057\u305f\u3082\u306e\u3067\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u304c0\u301c1\u306e\u5024\u3068\u53d6\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001<strong>tanh\u95a2\u6570<\/strong>\u306f-1\u301c1\u306e\u7bc4\u56f2\u3092\u3068\u308a\u307e\u3059\u3002\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5fae\u5206\u306e\u6700\u5927\u5024\u304c0.25\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001tanh\u95a2\u6570\u306e\u5fae\u5206\u306e\u6700\u5927\u5024\u306f1\u306a\u306e\u3067\u3001\u52fe\u914d\u6d88\u5931\u3092\u8d77\u3053\u3057\u306b\u304f\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6700\u5927\u5024\u304c1\u3068\u3044\u3046\u3053\u3068\u3067\u6d88\u5931\u3057\u306a\u3044\u8a33\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u968e\u5c64\u306e\u6df1\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u5b9f\u7528\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">ReLU\u95a2\u6570\uff5c\u30e9\u30f3\u30d7\u95a2\u6570\uff5cRectified Linear Unit<\/h4>\n\n\n\n<p>\u73fe\u5728\u306e\u4e3b\u6d41\u306f<strong>ReLU\u95a2\u6570<\/strong>\u3067\u3059\u3002y = max ( 0, x )\u3068\u30b7\u30f3\u30d7\u30eb\u306f\u5f0f\u3067\u3059\u3002\uff58\u304c0\u3088\u308a\u5927\u304d\u3044\u5834\u5408\u306b\u9650\u308a\u3001\u5fae\u5206\u5024\u306f\u5e38\u306b\u6700\u5927\u5024\u306e1\u3068\u306a\u308a\u3001tanh\u95a2\u6570\u306e\u30d4\u30fc\u30af\u6642\u306e\u307f1\u306b\u306a\u308b\u5834\u5408\u3068\u6bd4\u3079\u308b\u3068\u3001\u52fe\u914d\u6d88\u5931\u304c\u5c0f\u3055\u304f\u306a\u308a\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001x\u304c0\u4ee5\u4e0b\u306e\u5834\u5408\u306f\u5fae\u5206\u5024\u30820\u306b\u306a\u308a\u307e\u3059\u304b\u3089\u3001\u5b66\u7fd2\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u5834\u5408\u3082\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u25a0\u6d3e\u751f\u7cfb<br>\u30fb<strong>Leaky ReLU\u95a2\u6570<\/strong><br>x&lt;0\u306e\u72b6\u614b\u3067\u50c5\u304b\u306a\u50be\u304d\u3092\u6301\u3063\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5fae\u5206\u5024\u304c0\u306b\u306a\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u306a\u304f\u306a\u308a\u3001ReLU\u95a2\u6570\u3088\u308a\u3082\u66f4\u306b\u52fe\u914d\u6d88\u5931\u3057\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<br>\u30fb<strong>Parametric ReLU\u95a2\u6570<\/strong><br>Leaky ReLU\u95a2\u6570\u306ex&lt;0\u306e\u3068\u304d\u306e\u50be\u304d\u3092\u5b66\u7fd2\u306b\u5bc4\u3063\u3066\u6700\u9069\u5316\u3059\u308b<br>\u30fb<strong>Randomized ReLU<\/strong><br>\u8907\u6570\u306e\u50be\u304d\u3092\u8a66\u3059 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b66\u7fd2\u306e\u6700\u9069\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u52fe\u914d\u964d\u4e0b\u6cd5<\/h4>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u76ee\u7684\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u306e\u5024\u306e\u8aa4\u5dee\u3092\u306a\u304f\u3059\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u8aa4\u5dee\u95a2\u6570\u3092\u6700\u5c0f\u5316\u3059\u308b\u95a2\u6570\u306e\u6700\u5c0f\u5316\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u95a2\u6570\u306e\u6700\u5c0f\u5316\u3068\u3044\u3046\u3070\u3001\u5fae\u5206\u3067\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u5c64\u3067\u91cd\u307f\u3067\u8aa4\u5dee\u95a2\u6570\u3092\u5fae\u5206\u3057\u305f\u5024\u304c0\u306b\u306a\u308b\u3088\u3046\u306a\u91cd\u307f\u3092<strong>\u504f\u5fae\u5206<\/strong>\u306b\u3088\u3063\u3066\u6c42\u3081\u307e\u3059\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u306b\u5bfe\u3057\u3066\u52fe\u914d\u964d\u4e0b\u6cd5\u3092\u9069\u7528\u3057\u3066\u6700\u9069\u89e3\u3092\u6c42\u3081\u308b\u3002<\/p>\n\n\n\n<p>\uff4b\u3000\u3000\uff1a\u3000<strong>\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\u3002\u4f55\u56de\u7e70\u308a\u8fd4\u3057\u8a08\u7b97\u3092\u7e70\u308a\u8fd4\u3057\u305f\u304b\u3092\u793a\u3059\u3068\u3044\u3044\u307e\u3059\u3002<br>\u03b1  \u3000  \uff1a\u3000<strong>\u5b66\u7fd2\u7387<\/strong>\u3001\u52fe\u914d\u306b\u6cbf\u3063\u3066\u4e00\u5ea6\u306b\u3069\u308c\u3060\u3051\u964d\u4e0b\u3059\u308b\u304b\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf<br>\u5b66\u7fd2\u3000\uff1a\u3000\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3053\u306e\u52fe\u914d\u964d\u4e0b\u6cd5\u3092\u7528\u3044\u3066\u4f55\u56de\u3082\u8a08\u7b97\u3059\u308b\u3053\u3068<\/p>\n\n\n\n<p>\u25a0\u554f\u984c\u70b9\u2460<br>\u50be\u304d\u304c\u30bc\u30ed\u3068\u306a\u308b\u3088\u3046\u306a\u90e8\u5206\u3092\uff12\u3064\u4ee5\u4e0a\u6301\u3063\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3067\u306f\u898b\u305b\u304b\u3051\u306e<strong>\u6700\u9069\u89e3<\/strong>\uff5c<strong>\u5c40\u6240\u6700\u9069\u89e3<\/strong>\u3068\u5927\u57df\u6700\u9069\u89e3\u3092\u5224\u5225\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044<br>\u25a0\u89e3\u6c7a\u7b56<br>\u30fb\u5b66\u7fd2\u7387\u3092\u5927\u304d\u304f\u8a2d\u7f6e\u3059\u308b<br>\u30fb\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5b66\u7fd2\u7387\u306e\u5024\u3092\u5c0f\u3055\u304f\u3057\u3066\u3044\u304f<\/p>\n\n\n\n<p>\u25a0\u554f\u984c\u70b9\u2461<br>\uff13\u6b21\u5143\u3067\u3042\u308b\u5834\u5408\u3001\u3042\u308b\u6b21\u5143\u3067\u306f\u6700\u9069\u89e3\u3067\u3042\u308b\u304c\u3001\u4ed6\u306e\u6b21\u5143\u3067\u306f\u6975\u5927\u306b\u306a\u308b<strong>\u978d\u70b9<\/strong>\u3068\u3044\u3046\u5834\u5408\u304c\u3042\u308b\u3002\u307e\u305f\u3001\u3053\u306e\u978d\u70b9\u4ed8\u8fd1\u306f\u52fe\u914d\u304c\u5c0f\u3055\u3044\u3053\u3068\u304c\u591a\u304f\u3001\u629c\u3051\u51fa\u3059\u3053\u3068\u304c\u96e3\u3057\u3044\u3002\u3053\u308c\u3092<strong>\u30d7\u30e9\u30c8\u30fc<\/strong>\u3068\u3044\u3046\u3002<br>\u25a0\u89e3\u6c7a\u7b56<br>\u30fb\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0\u3000\uff1a\u3000\u6700\u9069\u5316\u306e\u9032\u884c\u65b9\u5411\u306b\u5b66\u7fd2\u3092\u52a0\u901f\u3055\u305b\u308b\u30021990\u5e74\u4ee3\u306b\u63d0\u5531\u3055\u308c\u305f\u3002<br>\u30fbAdagrad\u3000\u3000\u3000\uff1a<br>\u30fbAdadelta\u3000\u3000\u3000\uff1a<br>\u30fbRMSprop\u3000\u3000\u3000\uff1a\u73fe\u5728\u306e\u4e3b\u6d41<br>\u30fbAdam\u3000\u3000\u3000\u3000\uff1a\u73fe\u5728\u306e\u4e3b\u6d41<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u30c6\u30af\u30cb\u30c3\u30af<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<\/h4>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u8907\u96d1\u306a\u95a2\u6570\u304c\u8868\u73fe\u3067\u304d\u308b\u306e\u3067\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u904e\u654f\u306a\u53cd\u5fdc\u3092\u3057\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30cb\u30f3\u30b0\u306e\u6700\u5927\u306e\u8ab2\u984c\u306e\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u3001\u5b66\u7fd2\u306e\u7e70\u308a\u8fd4\u3057\u6bce\uff5c<strong>\u30a8\u30dd\u30c3\u30af<\/strong>\u6bce\u3001\u9664\u5916\u3059\u308b<strong>\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<\/strong>\u3068\u3044\u3046\u30c6\u30af\u30cb\u30c3\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8\u306f<strong>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2<\/strong>\u3092\u884c\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u306a\u308b\u3002<br><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">early stopping<\/h4>\n\n\n\n<p>\u5b66\u7fd2\u3092\u9032\u3081\u3066\u3044\u304f\u306a\u304b\u3067\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u8aa4\u5dee\u95a2\u6570\u304c\u53f3\u4e0a\u304c\u308a\u306b\u306a\u308a\u59cb\u3081\u305f\u6642\u70b9\u3067\u5b66\u7fd2\u3092\u6b62\u3081\u308b\u3053\u3068\u3002\u3053\u306e\u30c6\u30af\u30cb\u30c3\u30af\u306f\u3001\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30eb\u30c8\u30f3\u306f\u3053\u306e\u30c6\u30af\u30cb\u30c3\u30af\u306e\u3053\u3068\u3092<strong>\u30ce\u30fc\u30d5\u30ea\u30fc\u30e9\u30f3\u30c1\u5b9a\u7406<\/strong>\uff5c<strong>\u3042\u3089\u3086\u308b\u554f\u984c\u3067\u6027\u80fd\u306e\u826f\u3044\u6c4e\u7528\u5316\u6700\u9069\u5316\u6226\u7565\u306f\u7406\u8ad6\u4e0a\u4e0d\u53ef\u80fd<\/strong>\u3092\u610f\u8b58\u3057\u3066\u3001Beautoful FREE LUNCH\u3068\u3044\u3063\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u521d\u671f\u5024\u306e\u8abf\u6574<\/h4>\n\n\n\n<ol 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