{"id":12148,"date":"2019-07-05T20:00:38","date_gmt":"2019-07-05T11:00:38","guid":{"rendered":"https:\/\/www.fsz.co.jp\/?post_type=knowledge&#038;p=12148"},"modified":"2025-04-04T10:51:05","modified_gmt":"2025-04-04T01:51:05","slug":"12148","status":"publish","type":"news","link":"https:\/\/www.fsz.co.jp\/?news=12148","title":{"rendered":"\u4eba\u5de5\u77e5\u80fd\u3068\u306f \u246a \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0G\u691c\u5b9a\u8a66\u9a13\u5bfe\u7b56"},"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<h3 class=\"wp-block-heading\">\u4eba\u5de5\u77e5\u80fd\u3068\u306f<\/h3>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd\u3000\uff1e\u3000\u6a5f\u68b0\u5b66\u7fd2\u3000\uff1e\u3000\u6df1\u5c64\u5b66\u7fd2<\/p>\n\n\n\n<p>\u25a0<strong>AI\uff5cArtificial Intelligence\uff5c\u4eba\u5de5\u77e5\u80fd<\/strong><br>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u3088\u308b\u5b66\u7fd2\u3001\u63a8\u8ad6\u3001\u5224\u65ad\u306a\u3069\u4eba\u9593\u306e\u77e5\u80fd\u306e\u50cd\u304d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u7814\u7a76\u5206\u91ce\u3002\u4f46\u3057\u3001\u300c\u306a\u306b\u304c\u4eba\u5de5\u77e5\u80fd\u306a\u306e\u304b\u300d\u5c02\u9580\u5bb6\u306e\u306a\u304b\u3067\u3082\u610f\u898b\u304c\u5225\u308c\u3066\u304a\u308a\u3001\u660e\u78ba\u306a\u5b9a\u7fa9\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u25a0<strong>Machine Learning\uff5c\u6a5f\u68b0\u5b66\u7fd2<\/strong><br>\u4eba\u9593\u304c\u6301\u3064\u5b66\u7fd2\u3068\u3044\u3046\u4ed5\u7d44\u307f\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u5b9f\u73fe\u3059\u308b\u6280\u8853\u3002\u624b\u6cd5\u3002<br>\u660e\u793a\u7684\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3057\u306a\u304f\u3066\u3082\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u4e0e\u3048\u308b\u7814\u7a76\u5206\u91ce\u3002<\/p>\n\n\n\n<p>\u25a0<strong>Deep Learning\uff5c\u6df1\u5c64\u5b66\u7fd2<\/strong><br>Deep Neural Network\uff5c\u591a\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u30022006\u5e74\u30c8\u30ed\u30f3\u30c8\u5927\u5b66\u306e\u30d2\u30f3\u30c8\u30f3\u304c\u8003\u6848\u3057\u305fDBN\uff5cDeep Belief Network\u304b\u3089\u306f\u3058\u307e\u3063\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eba\u7269<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u30a2\u30fc\u30b5\u30fc\u30b5\u30df\u30e5\u30a8\u30eb<br><\/strong>\u6a5f\u68b0\u5b66\u7fd2\u3092\u300c\u660e\u793a\u7684\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3057\u306a\u304f\u3066\u3082\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u4e0e\u3048\u308b\u7814\u7a76\u5206\u91ce\u300d\u3068\u5b9a\u7fa9\u3057\u305f<\/li><li><strong>\u30a2\u30e9\u30f3\u30fb\u30c1\u30e5\u30fc\u30ea\u30f3\u30b0<br><\/strong>\u4eba\u5de5\u77e5\u80fd\u304b\u3069\u3046\u304b\u3092\u5224\u5b9a\u3059\u308b\u30c1\u30e5\u30fc\u30ea\u30f3\u30b0\u30c6\u30b9\u30c8\u3092\u8003\u6848\u3057\u305f\u3002<\/li><li><strong>\u30ec\u30a4\u30fb\u30ab\u30fc\u30c4\u30ef\u30a4\u30eb<br><\/strong>\u30b7\u30f3\u30ae\u30e5\u30e9\u30ea\u30c6\u30a3\u306f2045\u5e74\u306b\u5230\u6765\u3059\u308b<\/li><li><strong>\u30d2\u30e5\u30fc\u30b4\u30fb\u30c7\u30fb\u30ab\u30ea\u30b9<br><\/strong>\u30b7\u30f3\u30ae\u30e5\u30e9\u30ea\u30c6\u30a3\u306f21\u6b63\u898f\u5f8c\u534a\u306b\u3084\u3063\u3066\u304f\u308b\u4eba\u5de5\u77e5\u80fd\u306e\u77e5\u80fd\u306f\u4eba\u9593\u306e1\u5146\u306e1\u5146\u500d\u306b<\/li><li><strong>\u30a4\u30fc\u30ed\u30f3\u30fb\u30de\u30b9\u30af<br><\/strong>\u975e\u55b6\u5229\u56e3\u4f53\u306e\u7814\u7a76\u7d44\u7e54OpenAI\u3092\u5275\u8a2d<\/li><li><strong>\u30aa\u30ec\u30f3\u30fb\u30a8\u30c4\u30a3\u30aa\u30fc\u30cb<br><\/strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u4e16\u754c\u3092\u5236\u8987\u3059\u308b\u3068\u3044\u3046\u306e\u306f\u99ac\u9e7f\u3052\u3066\u3044\u308b<\/li><li><strong>\u30f4\u30a1\u30fc\u30ca\u30fc\u30fb\u30f4\u30a3\u30f3\u30b8<br><\/strong>\u6a5f\u4f1a\u304c\u4eba\u9593\u306e\u5f79\u306b\u7acb\u3064\u3075\u308a\u3092\u3057\u306a\u304f\u306a\u308b\u3053\u3068<\/li><li><strong>\u30b9\u30c6\u30a3\u30fc\u30d6\u30f3\u30fb\u30db\u30fc\u30ad\u30f3\u30b9<br><\/strong>AI\u306e\u5b8c\u6210\u306f\u4eba\u985e\u306e\u7d42\u7109\u3092\u610f\u5473\u3059\u308b\u304b\u3082\u3057\u308c\u306a\u3044<\/li><li><strong>\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30f3\u30c8\u30f3<br><\/strong>2006\u5e74\u306b\u8003\u6848\u3057\u305fDBN\uff5cDeep Belief Network\u304cDeep Learnig\uff5c\u6df1\u5c64\u5b66\u7fd2\u306e\u306f\u3058\u307e\u308a\u3067\u3059\u3002ILSVRC2012\u3067AlexNet\u3067\u512a\u52dd<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c6\u30fc\u30de<\/h3>\n\n\n\n<p>\u25a0<strong>\u30d5\u30ec\u30fc\u30e0\u554f\u984c<br><\/strong>\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5834\u5408\u306b\u3001\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3092\u8003\u616e\u3059\u3079\u304d\u3067\u3001\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u306f\u8003\u616e\u3057\u306a\u304f\u3066\u3082\u3044\u3044\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u3002<br>\u30fb\u30d5\u30ec\u30fc\u30e0\u554f\u984c\u3092\u89e3\u6c7a\u3057\u305fAI\u3000\u3000\u3000\u3000\uff1d\u3000<strong>\u5f37\u3044AI<\/strong>\u3000\uff1d\u3000\u6c4e\u7528AI<br>\u30fb\u30d5\u30ec\u30fc\u30e0\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3066\u3044\u306a\u3044AI\u3000\uff1d\u3000<strong>\u5f31\u3044AI<\/strong>\u3000\uff1d\u3000\u7279\u5316\u578bAI<br><br>\u25a0<strong>\u30b7\u30f3\u30dc\u30eb\u30b0\u30e9\u30a6\u30f3\u30c6\u30a3\u30f3\u30b0\u554f\u984c<br><\/strong>\u8a18\u53f7\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u30b7\u30f3\u30dc\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u5b9f\u4e16\u754c\u306e\u610f\u5473\u3068\u7d10\u4ed8\u3044\u3066\u3044\u308b\u304b<br><br><strong>\u25a0\u30b7\u30f3\u30ae\u30e5\u30e9\u30ea\u30c6\u30a3\uff5cTechnological Singularity\uff5c\u6280\u8853\u7684\u7279\u7570\u70b9<br><\/strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u77e5\u80fd\u304c\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u3057\u3066\u3001\u6307\u6570\u7684\u306b\u9ad8\u5ea6\u5316\u3057\u3066\u3001\u4eba\u9593\u306e\u77e5\u80fd\u3092\u8d85\u3048\u3066\u3057\u307e\u3044\u3001\u4eba\u985e\u306b\u5909\u308f\u3063\u3066\u6587\u660e\u306e\u9032\u6b69\u306b\u305f\u305a\u3055\u308f\u308b\u3068\u3044\u3046\u6982\u5ff5<br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9a\u7406<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u6b21\u5143\u306e\u546a\u3044<br><\/strong>\u6b21\u5143\u304c\u4e0a\u304c\u308b\u3068\u8a08\u7b97\u91cf\u304c\u6307\u6570\u7684\u306b\u5897\u3048\u308b<\/li><li><strong>\u30e9\u30c3\u30bb\u30eb\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9<br><\/strong>\u6570\u5b66\u3067\u6709\u540d\u306a\u30d1\u30e9\u30c9\u30c3\u30af\u30b9<\/li><li><strong>\u30d0\u30fc\u30cb\u30fc\u304a\u3058\u3055\u3093\u306e\u30eb\u30fc\u30eb<br><\/strong>\u5b66\u7fd2\u306b\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570\u306e10\u500d\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981<\/li><li><strong>\u30ce\u30fc\u30d5\u30ea\u30fc\u30e9\u30f3\u30c1\u5b9a\u7406<br><\/strong>\u4e07\u80fd\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u5b58\u5728\u3057\u306a\u3044<\/li><li><strong>\u307f\u306b\u304f\u3044\u30a2\u30d2\u30eb\u306e\u5b50\u5b9a\u7406<br><\/strong>\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9a\u6570\u5316\u3067\u306f\u533a\u5225\u304c\u3064\u304b\u306a\u3044<\/li><li><strong>\u30e2\u30e9\u30d9\u30c3\u30af\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9<br><\/strong>\u9ad8\u5ea6\u306a\u63a8\u8ad6\u3088\u308a\u3082\u30011\u6b73\u6642\u306e\u77e5\u80fd\u3001\u904b\u52d5\u306e\u307b\u3046\u304c\u9065\u304b\u306b\u96e3\u3057\u3044<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b74\u53f2<\/h3>\n\n\n\n<p>\u25a0<strong>\u7b2c1\u6b21AI\u30d6\u30fc\u30e0<\/strong><br>\u30fb<strong>\u63a8\u8ad6\u3068\u63a2\u7d22<\/strong><br>\u30fb\u30c8\u30a4\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u3088\u3046\u306a\u5358\u7d14\u306a\u554f\u984c\u3057\u304b\u89e3\u3051\u306a\u304b\u3063\u305f\u3002<br>\u30fbELIZA\u3001<strong>PARRY<\/strong><br>\u3000\u7b2c\uff11\u6b21AI\u30d6\u30fc\u30e0\u306eAI\u306e\u540d\u79f0\u3002<strong>ELIZA<\/strong>\u306f1966\u5e74\u306b\u958b\u767a\u3055\u308c\u305f\u3002<br>\u3000ELIZA\u306f\u30c1\u30e5\u30fc\u30ea\u30f3\u30b0\u30c6\u30b9\u30c8\u306730%\u306e\u4eba\u306e\u5224\u5b9a\u3092\u8aa4\u3089\u305b\u305f\u3002<br>\u3000\u3053\u306e2\u3064\u306e\u4f1a\u8a71\u306e\u8a18\u9332\u306f\u3001\u6700\u521d\u306eRFC439\u3001\u6700\u3082\u6709\u540d\u306aICCC1972\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>\u306e\u7814\u7a76\u304c\u7d9a\u3051\u3089\u308c\u3066\u3044\u308b\u3002<br><strong>\u30fb\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6<br><\/strong>\u3000\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u9ad8\u5ea6\u306a\u610f\u5473\u51e6\u7406\u3092\u5b9f\u73fe\u3059\u308b\u3002<br><strong>\u30fb\u610f\u5473\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br><\/strong>\u3000\u60c5\u5831\u30ea\u30bd\u30fc\u30b9\u306b\u610f\u5473\u4ed8\u4e0e\u3057\u3066\u3001\u5358\u8a9e\u540c\u58eb\u306e\u610f\u5473f\u4ed8\u306b\u95a2\u9023\u3092\u3082\u305f\u305b\u308b\u3002<br><strong>\u30fb\u7d71\u8a08\u7684\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<br><\/strong>\u3000\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u81a8\u5927\u306a\u5185\u5bb9\u3092\u5206\u6790\u5bfe\u8c61\u3068\u3057\u3066\u5b66\u7fd2\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u25a0<strong>\u7b2c2\u6b21AI\u30d6\u30fc\u30e0<\/strong><br><strong>\u30fb\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u3001\u77e5\u8b58\u30d9\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0<br><\/strong>\u3000\u2460\u30ca\u30ec\u30c3\u30b8\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5c02\u9580\u5bb6\u306e\u77e5\u6075\u3092DB\u5316<br>\u3000\u2461\u305d\u308c\u3092\u5229\u7528\u3057\u3066\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3067\u7b54\u3048\u3092\u5c0e\u304d\u51fa\u3059<br><strong>\u30fb\u610f\u5473\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br><\/strong>\u3000is-a\u3000\uff5c\u3000\u8eca\u306f\u4e57\u308a\u7269\u306e\u3002\u3002\u3002\u3002\u3000\u3000\u3000\u3000\u3000<br>\u3000part-of\u3000\uff5c\u3000\u30bf\u30a4\u30e4\u306f\u8eca\u306e\u3002\u3002\u3002\u3002<br>\u3000instance-of\u3000\uff5c\u3000BMW\u306f\u8eca\u306e\u3002\u3002\u3002\u3002<br>\u3000function\u3000\uff5c\u3000\u8d70\u884c\u306f\u8eca\u306e\u3002\u3002\u3002\u3002<br><strong>\u30fbCyc\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<br><\/strong>\u3000\u4e00\u822c\u5e38\u8b58\u3092\u77e5\u8b58\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5316\u3059\u308b\u3068\u3044\u3046\u8a66\u307f\u3001\u73fe\u5728\u3082\u7d9a\u3051\u3089\u308c\u3066\u3044\u308b\u3002<br>\u3000<strong>OpenCyc<\/strong>\u3068\u3057\u3066\u4e00\u822c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u25a0<strong>\u7b2c3\u6b21AI\u30d6\u30fc\u30e0<\/strong><br><strong>\u6a5f\u68b0\u5b66\u7fd2\u3068\u6df1\u5c64\u5b66\u7fd2<br><\/strong>ILSVRC2012\u306eImageNet\u3092\u5229\u7528\u3057\u305f\u4e00\u822c\u7269\u4f53\u8a8d\u8b58\u30b3\u30f3\u30c6\u30b9\u30c8\u3067\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30f3\u30c8\u30f3\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u5229\u7528\u3057\u305fAlexNet\u3067\u512a\u52dd\u3057\u305f\u308a\u3001IBM\u306eWatson\u306b\u3088\u308b\u30af\u30a4\u30ba\u756a\u7d44\u306e\u30af\u30a4\u30ba\u738b\u3092\u7834\u3063\u305f\u308a\u3001Google\u304cYouTube\u52d5\u753b\u306e\u4e2d\u306e\u732b\u3092\u5224\u5225\u3057\u305f\u308a\u3001\u3053\u306e\u3088\u3046\u306a\u4e8b\u8c61\u304b\u3089\u30d6\u30fc\u30e0\u304c\u5dfb\u304d\u8d77\u3053\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u30fbDeepMind\u793e\u306e\u56f2\u7881AI\u3000AlphaGO<br>\u30fb\u5c06\u68cbAI\u3000Ponanza<br>\u30fbIBM\u793e\u306e\u30c1\u30a7\u30b9AI\u3000\u30c7\u30a3\u30fc\u30d7\u30d6\u30eb\u30fc<br>\u3000\u529b\u4efb\u305b\u306e\u63a2\u7d22\u3067\u3042\u3063\u305f\u304c\u3001\u4e16\u754c\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u306b\u52dd\u5229\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cb\u30e5\u30fc\u30ed\u30f3\u3001\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3<\/h3>\n\n\n\n<p><strong>\u25a0\u30cb\u30e5\u30fc\u30ed\u30f3\uff5cnruron<br><\/strong>\u795e\u7d4c\u7d30\u80de<\/p>\n\n\n\n<p><strong>\u25a0\u4eba\u5de5\u30cb\u30e5\u30fc\u30ed\u30f3<br><\/strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u6210\u3059\u308b\u57fa\u672c\u5358\u4f4d<\/p>\n\n\n\n<p><strong>\u25a0\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3<br><\/strong>\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u5229\u7528\u3057\u305f\u4e00\u3064\u306e\u8003\u3048\u65b9\u3067\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u5c64\u3092\u4f5c\u308b\u65b9\u5f0f\u3002<br>S\u5c64\uff5c\u611f\u899a\u5c64\u3001\u5165\u529b\u5c64<br>A\u5c64\uff5c\u9023\u5408\u5c64\u3001\u4e2d\u9593\u5c64<br>R\u5c64\uff5c\u53cd\u5fdc\u69fd\u3001\u51fa\u529b\u5c64<\/p>\n\n\n\n<div class=\"wp-block-media-text alignwide\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"502\" src=\"https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/ai0030-1024x502.png\" alt=\"\" class=\"wp-image-11580\" srcset=\"https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/ai0030-1024x502.png 1024w, https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/ai0030-300x147.png 300w, https:\/\/www.fsz.co.jp\/wp-content\/uploads\/2019\/06\/ai0030.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p><strong>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3<\/strong>\u306e\u5f0f<\/p>\n\n\n\n<p>x1\u3000\u5165\u529b<br>w1\u3000\u91cd\u307f<br>b\u3000\u30d0\u30a4\u30a2\u30b9<br>f\u3000\u6d3b\u6027\u5316\u95a2\u6570<br>y\u3000\u51fa\u529b<\/p>\n<\/div><\/div>\n\n\n\n<p><strong>x1\u3000\u5165\u529b<\/strong><\/p>\n\n\n\n<p><strong>w1\u3000\u91cd\u307f<\/strong><br>\u3000\u30fb<strong>\u30a8\u30dd\u30c3\u30af<\/strong><br>\u3000\u3000\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u4f55\u5ea6\u5b66\u7fd2\u306b\u5229\u7528\u3057\u305f\u304b<br>\u3000\u30fb<strong>\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong><br>\u3000\u3000\u91cd\u307f\u3092\u4f55\u5ea6\u66f4\u65b0\u3057\u305f\u304b<\/p>\n\n\n\n<p><strong>\u91cd\u307f\u306e\u66f4\u65b0\u30bf\u30a4\u30df\u30f3\u30b0<\/strong><br><strong>\u3000\u30fb\u9010\u6b21\u5b66\u7fd2<br><\/strong>\u3000\u3000\u8a13\u7df4\u30c7\u30fc\u30bf1\u3064\u306b\u5bfe\u3057\u3066\u3001\u91cd\u307f\u30921\u56de\u66f4\u65b0<br>\u3000<strong>\u30fb\u30df\u30cb\u30d0\u30c3\u30c1\u5b66\u7fd2<br><\/strong>\u3000\u3000\u30e9\u30f3\u30c0\u30e0\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u305f\u30c7\u30fc\u30bf\u306e\u8aa4\u5dee\u306e\u7dcf\u548c\u306e\u5e73\u5747\u30671\u56de\u3060\u3051\u91cd\u307f\u3092\u66f4\u65b0<br>\u3000<strong>\u30fb\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u6cd5<br><\/strong>\u3000\u3000\u30e9\u30f3\u30c0\u30e0\uff1d\u78ba\u7387\u7684\u306a\u30c7\u30fc\u30bf\u3067\u66f4\u65b0\u3092\u3059\u308b\u52fe\u914d\u964d\u4e0b\u6cd5<br>\u3000<strong>\u30fb\u30d0\u30c3\u30c1\u5b66\u7fd2<br><\/strong>\u3000\u3000\u8a13\u7df4\u30c7\u30fc\u30bf\u3059\u3079\u3066\u306e\u8aa4\u5dee\u30671\u56de\u66f4\u65b0\u3002\uff08\u30a8\u30dd\u30c3\u30af\u56de\u6570\uff1d\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u56de\u6570\uff09<\/p>\n\n\n\n<p><strong>b\u3000\u30d0\u30a4\u30a2\u30b9<\/strong><\/p>\n\n\n\n<p><strong>u\u3000\u4e2d\u9593\u8a08\u7b97\u5024<\/strong><\/p>\n\n\n\n<p><strong>f\u3000\u6d3b\u6027\u5316\u95a2\u6570<\/strong><br><strong>\u3000\u30fb\u30b9\u30c6\u30c3\u30d7\u95a2\u6570<br><\/strong>\u3000\u3000\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u540c\u3058\u3002<br>\u3000\u3000u=0\u306e\u6642\u3001\u5fae\u5206\u3067\u304d\u306a\u3044\uff08\u5b66\u7fd2\u3067\u304d\u306a\u3044\uff09\u306e\u3067\u5b9f\u969b\u306b\u306f\u5229\u7528\u3055\u308c\u306a\u3044<br>\u3000<strong>\u30fb\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<br><\/strong>\u3000\u3000\u5165\u529b\u30920\u301c1\u306b\u6b63\u898f\u5316\u3059\u308b\u3002<br>\u3000\u3000\u52fe\u914d\u6d88\u5931\u306a\u3069\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u306e\u3067\u3001\u73fe\u5728\u306f\u5229\u7528\u3055\u308c\u306a\u3044<br>\u3000<strong>\u30fbReLU<br><\/strong>\u3000\u3000\u5229\u7528\u304c\u7c21\u5358\u306a\u306e\u3067\u73fe\u5728\u306e\u4e3b\u6d41\u3002\u52fe\u914d\u6d88\u5931\u3082\u8d77\u3053\u308a\u306b\u304f\u3044<br>\u3000<strong>\u30fb\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570<br><\/strong>\u3000\u3000\u51fa\u529b\u5c64\u4ed8\u8fd1\u3067\u5229\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044<\/p>\n\n\n\n<p><strong>y\u3000\u51fa\u529b<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/h3>\n\n\n\n<p><strong>\u25a0\u5c64<br><\/strong>\u30fb\u5165\u529b\u5c64<br>\u30fb\u96a0\u308c\u5c64\u3001\u4e2d\u9593\u5c64<br>\u30fb\u51fa\u529b\u5c64<\/p>\n\n\n\n<p><strong>\u25a0\u4f1d\u64ad<br><\/strong>\u30fb\u9806\u4f1d\u64ad<br>\u30fb\u9006\u4f1d\u64ad<br>\u30fb\u8aa4\u5dee\u9006\u4f1d\u64ad\u6cd5<\/p>\n\n\n\n<p><strong>\u25a0\u52fe\u914d\u964d\u4e0b\u6cd5<\/strong><br>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8aa4\u5dee\u3092\u5c0f\u3055\u304f\u3059\u308b\u624b\u6cd5<br><strong>\u30fb\u5c40\u6240\u6700\u9069\u89e3<br><\/strong>\u3000\u3042\u308b\u4e00\u90e8\u5206\u3060\u3051\u898b\u308b\u3068\u6700\u5c0f\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u90e8\u5206<br><strong>\u30fb\u5927\u57df\u7684\u6700\u9069\u89e3<br><\/strong>\u3000\u5168\u4f53\u306e\u6700\u5c0f\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u90e8\u5206<br><strong>\u30fb\u505c\u7559\u70b9<br><\/strong>\u3000\u5c40\u6240\u3067\u3082\u3001\u5927\u7c8b\u7684\u3067\u3082\u306a\u3044\u304c\u3001\u52fe\u914d\u304c0\u306b\u306a\u3063\u3066\u3044\u308b\u90e8\u5206<br><strong>\u30fb\u978d\u70b9<br><\/strong>\u30003\u6b21\u5143\u306b\u304a\u3044\u3066\u3001\u3042\u308b\u89b3\u70b9\u3067\u306f\u5927\u57df\u7684\u6700\u9069\u89e3\u3060\u304c\u3001\u3042\u308b\u89b3\u70b9\u3067\u306f\u5927\u57df\u7684\u6700\u9069\u89e3\u3067\u3042\u308b\u3053\u3068<\/p>\n\n\n\n<p>\u30fbSGD<br>\u3000\u640d\u5931\u95a2\u6570\u306e\u5024\u3092\u3067\u304d\u308b\u3060\u3051\u5c0f\u3055\u304f\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u898b\u3064\u3051\u308b\u65b9\u6cd5\u3002<br>\u3000\u5bfe\u8c61\u306e\u95a2\u6570\u306e\u5f62\u304c\u3042\u308b\u5206\u5e03\u3084\u65b9\u5411\u306b\u4f9d\u5b58\u3059\u308b\u3068\u975e\u52b9\u7387\u306a\u7d4c\u8def\u3067<br>\u3000\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u63a2\u7d22\u3057\u3066\u3057\u307e\u3044\u3001\u5b66\u7fd2\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3068\u3044\u3046\u6b20\u70b9\u304c\u3042\u308b\u3002<br>\u30fbAdam<br>\u3000\u52fe\u914d\u964d\u4e0b\u6cd5\u306e\u66f4\u65b0\u91cf\u3092\u6c7a\u3081\u308b\u5b66\u7fd2\u7387\u306e\u8abf\u6574\u65b9\u6cd5\u3001SGD\u306e\u6b20\u70b9\u3092\u30ab\u30d0\u30fc\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<br>\u30fb\u30e2\u30e1\u30f3\u30bf\u30e0<br>\u3000\u4ee5\u524d\u9069\u7528\u3057\u305f\u52fe\u914d\u306e\u65b9\u5411\u3092\u73fe\u5728\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\u306b\u3082\u5f71\u97ff\u3055\u305b\u308b\u624b\u6cd5<br>\u30fbAdaGrad<br>\u3000\u5b66\u7fd2\u7387\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306b\u9069\u7528\u3055\u305b\u308b\u3053\u3068\u3067\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u7387\u3092\u8abf\u6574\u3059\u308b\u624b\u6cd5\u3002\u52fe\u914d\u3092\uff12\u4e57\u3057\u305f\u5024\u3092\u84c4\u7a4d\u3057\u3066\u3001\u3059\u3067\u306b\u5927\u304d\u304f\u66f4\u65b0\u3055\u308c\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u307b\u3069\u66f4\u65b0\u6599\uff08\u5b66\u7fd2\u7387\uff09\u3092\u5c0f\u3055\u304f\u3059\u308b<br>\u30fbRMSprop<br>\u3000AdaGrad\u306b\u304a\u3051\u308b\u4e00\u5ea6\u66f4\u65b0\u3057\u305f\u91cf\u304c\u98fd\u548c\u3057\u305f\u91cd\u307f\u306f\u3082\u3046\u66f4\u65b0\u3055\u308c\u306a\u3044\u3068\u3044\u3046\u6b20\u70b9\u3092\u6307\u6570\u79fb\u52d5\u5e73\u5747\u3092\u84c4\u7a4d\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3057\u305f\u30e2\u30c7\u30eb<br>\u30fb\u30d0\u30c3\u30c1\u52fe\u914d\u964d\u4e0b\u6cd5<br>\u30fb\u30df\u30cb\u30d0\u30c3\u30c1\u52fe\u914d\u964d\u4e0b\u6cd5<br>\u30fb\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u6cd5<br>\u3000\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6700\u9069\u5316\u624b\u6bb5<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u25a0<strong>NN\uff5cNeural Network\uff5c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3000VGG16<\/li><li>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3000\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc<\/li><li>\u5f37\u5316\u5b66\u7fd2\u3000\u3000\u3000DQN<br><strong>LeNet<\/strong><br>\u30e4\u30f3\u30eb\u30ab\u30f3\u304c\u63d0\u5531\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u540d\u79f0<\/li><\/ul>\n\n\n\n<p>\u25a0<strong>CNN\uff5cConvolution Neural Network\uff5c\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u753b\u50cf\u51e6\u7406\u306b\u5fdc\u7528\u3055\u308c\u308b\u3002\u9806\u4f1d\u64ad<br>\u7573\u307f\u8fbc\u307f\u5c64\u2192\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u3092\u8907\u6570\u56de\u91cd\u306d\u3001\u6700\u5f8c\u306b\u5168\u7d50\u5408\u5c64\u3067\u51fa\u529b\u3059\u308b\u3082\u306e<br>1972\u5e74\u3001\u798f\u5cf6\u90a6\u5f66\u304c\u767a\u8868\u3057\u305f<strong>\u30cd\u30aa\u30b3\u30b0\u30cb\u30c8\u30ed\u30f3<\/strong>\u304b\u3089\u767a\u5c55\u3057\u305f<\/li><li><strong>\u7573\u307f\u8fbc\u307f\u5c64<br><\/strong>\u7573\u307f\u8fbc\u307f\u6f14\u7b97\uff08\u753b\u50cf\u3092\u7279\u5fb4\u91cf\u30de\u30c3\u30d7\u306b\u5909\u63db\uff09\uff0b\u6d3b\u6027\u5316\u95a2\u6570<br>\u30d5\u30a3\u30eb\u30bf\u3068\u7a4d\u548c\u6f14\u7b97<br>\u30fb\u30d1\u30c7\u30a3\u30f3\u30b0<br>\u3000\u753b\u50cf\u306e\u5468\u56f2\u306b\u6570\u30d4\u30af\u30bb\u30eb\u4ed8\u3051\u8db3\u3057\u3066\u753b\u50cf\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068<br>\u30fb\u30bc\u30ed\u30d1\u30c7\u30a3\u30f3\u30b0<br>\u3000\u30d1\u30c7\u30a3\u30f3\u30b0\u306e\u4ed8\u3051\u8db3\u3057\u90e8\u5206\u306b0\u3092\u7f6e\u304f\u3053\u3068<br>\u30fb\u91cd\u307f\u5171\u6709<br>\u3000\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6e1b\u3089\u3057\u3001\u8a08\u7b97\u91cf\u3092\u5c11\u306a\u304f\u3059\u308b\u305f\u3081\u306e\u65b9\u6cd5<\/li><li><strong>\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<br><\/strong>\u5e73\u5747\u30d7\u30fc\u30ea\u30f3\u30b0\u3000\u5e73\u5747\u5024\u3092\u7528\u3044\u3066\u30b5\u30d6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046<br>\u6700\u5927\u30d7\u30fc\u30ea\u30f3\u30b0\u3000\u6700\u5927\u5024\u3092\u7528\u3044\u3066\u30b5\u30d6\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046<\/li><li><strong>\u5168\u7d50\u5408\u5c64<br><\/strong>\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u306e\uff12\u6b21\u5143\u30c7\u30fc\u30bf\u3059\u3079\u3066\u3092\uff11\u6b21\u5143\u306b\u7d50\u5408\u3059\u308b<\/li><li><strong>AlexNet<br><\/strong>\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30f3\u30c8\u30f3\u304cILSVRC2012\u3067\u512a\u52dd\u3057\u305f\u30e2\u30c7\u30eb\u30018\u5c64<br>\u30d1\u30e9\u30e1\u30fc\u30bf\u6570 6,000\u4e07\u500b\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf 6\u5104\u500b<\/li><li><strong>GoogLeNet<br><\/strong>ILSVRC2014\u3067\u512a\u52dd\u300122\u5c64<\/li><li><strong>ResNet<br><\/strong>ILSVRC2015\u3067\u512a\u52dd\u3001152\u5c64<\/li><li>\u6b8b\u5dee<br>RestNet\u3067\u306b\u304a\u3051\u308b\u6c42\u3081\u305f\u3044\u95a2\u6570\u3068\u5165\u529b\u5dee<\/li><\/ul>\n\n\n\n<p>\u25a0<strong>RNN\uff5cRecurrent Neural Network\uff5c\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6642\u7cfb\u5217\u60c5\u5831\u306e\u53d6\u6271\u306b\u5411\u3044\u3066\u3044\u308b\u3002<br>\u904e\u53bb\u306e\u60c5\u5831\u3092\u4fdd\u6301\u3067\u304d\u308b\u3002<br>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3078\u306e\u5fdc\u7528\u304c\u76db\u3093\u3067\u3001\u6a5f\u68b0\u7ffb\u8a33\u306a\u3069\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/li><li><strong>\u9589\u8def\uff08\u518d\u5e30\u69cb\u9020\uff09<\/strong>\u90e8\u5206\u3092\u6301\u3064\u3002\u904e\u53bb\u306e\u60c5\u5831\u3092\u4fdd\u6301\u3067\u304d\u308b\u3002<\/li><li><strong>LSTM\uff5cLong Short-Term Memory<br><\/strong>RNN\u306e\u6539\u826f\u7248<br>\u9060\u3044\u904e\u53bb\u306e\u60c5\u5831\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306e\u89e3\u6c7a\u65b9\u6cd5<\/li><\/ul>\n\n\n\n<p><strong>\u25a0Auto Encorder\uff5c\u81ea\u5df1\u7b26\u53f7\u5316\u5668<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5165\u529b\u5074\u534a\u5206\uff5c\u5165\u529b\u5c64\u2192\u96a0\u308c\u5c64\u304c\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3001\u51fa\u529b\u5074\u534a\u5206\uff5c\u96a0\u308c\u5c64\u2192\u51fa\u529b\u5c64\u304c\u30c7\u30b3\u30fc\u30c0\u30fc\u3067\u5165\u529b\u30fb\u51fa\u529b\u306e\u30ce\u30fc\u30c9\u6570\u304c\u540c\u3058\u3001\u4e2d\u9593\u5c64\u306e\u30ce\u30fc\u30c9\u6570\u304c\u5165\u51fa\u529b\u5c64\u3088\u308a\u3082\u5c11\u306a\u3044\u3002<\/li><li>\u4e2d\u9593\u5c64\u3067\u6b21\u5143\u524a\u6e1b\u3092\u884c\u3044\u306a\u304c\u3089\u3001<strong>\u6b63\u89e3\u30e9\u30d9\u30eb\u3068\u3057\u3066\u5165\u529b\u81ea\u8eab\u3092\u7528\u3044\u308b<\/strong><br>\u4e3b\u6210\u5206\u6790\u3088\u308a\u3082\u975e\u7dda\u5f62\u306e\u6b21\u5143\u524a\u6e1b\u304c\u53ef\u80fd<\/li><li>\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u4ee3\u8868\u7684\u306a\u5fdc\u7528\u4f8b\uff1a\u4eee\u60f3\u8a08\u6e2c<\/li><li><strong>VAE<br><\/strong>\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u6f5c\u5728\u5909\u6570\u306b\u78ba\u7acb\u5206\u5e03\u3092\u5c0e\u5165\u3057\u305f\u751f\u6210\u30e2\u30c7\u30eb<\/li><\/ul>\n\n\n\n<p><strong>\u25a0GAN\uff5cGenerative Adversarial Network\uff5c\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5f37\u5316\u5b66\u7fd2\u306b\u5229\u7528\u3055\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3001\u753b\u50cf\u751f\u6210\u306b\u5229\u7528\u3055\u308c\u308b\u3002<\/li><li>\u30a4\u30a2\u30f3\u30b0\u30c3\u30c8\u30d5\u30a7\u30ed\u30fc\u304c\u8003\u6848\u3002\u4e0b\u8a18\u306e\u51e6\u7406\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u304a\u4e92\u3044\u304c\u5b66\u7fd2\u3057\u3066\u3044\u304f\u3002<\/li><li>\u30e4\u30f3\u30fb\u30eb\u30ab\u30f3\u304c\u300c\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u3053\u306e10\u5e74\u9593\u3067\u6700\u3082\u304a\u3082\u3057\u308d\u3044\u30a2\u30a4\u30c7\u30a2\u300d<\/li><li><strong>\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br><\/strong>\u8b58\u5225\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u9a19\u3059\u3088\u3046\u306b\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u540c\u3058\u3088\u3046\u306a\u3082\u306e\u3092\u751f\u6210\u3002<\/li><li><strong>\u8b58\u5225\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br><\/strong>\u8a13\u7df4\u30c7\u30fc\u30bf\u304b\u751f\u6210\u30c7\u30fc\u30bf\u304b\u3092\u5224\u5225\u3059\u308b\u3002<\/li><li><strong>pix2pix<\/strong><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/h3>\n\n\n\n<p>\u25a0\u51e6\u7406\u30d5\u30ed\u30fc\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<br>\u3000\u2460\u5f62\u614b\u7d20\u5206\u6790<br>\u3000\u2461\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<br>\u3000\u2462BoW\uff5cBag-of-Words\u3067\u30d9\u30af\u30c8\u30eb\u5909\u63db<br>\u3000\u2463TF-IDF\u3067\u91cd\u8981\u5ea6\u8a55\u4fa1<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u5f62\u614b\u7d20\u89e3\u6790<br><\/strong>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u6587\u6cd5\u3001\u5358\u8a9e\u306b\u57fa\u3065\u304d\u3001\u8a00\u8a9e\u306e\u610f\u5473\u3092\u6301\u3064\u6700\u5c0f\u306e\u5358\u4f4d\uff5c\u5f62\u614b\u7d20\u306b\u5206\u89e3<br>\u305d\u306e\u5f62\u614b\u7d20\u306e\u54c1\u8a5e\u3092\u5224\u5225\u3059\u308b\u6280\u8853<\/li><li><strong>TF-IDF<br><\/strong>\u81ea\u7136\u8a00\u8a9e\u5206\u91ce\u3067\u6587\u7ae0\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u5358\u8a9e\u306e\u91cd\u8981\u5ea6\u3092\u7279\u5fb4\u91cf\u3068\u3059\u308b<\/li><li><strong>BoW\uff5cbag-of-words<br><\/strong>\u81ea\u7136\u8a00\u8a9e\u5206\u91ce\u3067\u6587\u66f8\u306b\u5358\u8a9e\u304c\u542b\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u9069\u3059\u3064\u30c7\u30fc\u30bf\u5316\u3059\u308b<\/li><li><strong>\u69cb\u6587\u89e3\u6790<br><\/strong>\u5f62\u614b\u7d20\u9593\u306e\u69cb\u6587\u95a2\u4fc2\u3092\u89e3\u6790<\/li><li><strong>\u542b\u610f\u95a2\u4fc2\u89e3\u6790<br><\/strong>2\u3064\u306e\u6587\u66f8\u9593\u306e\u542b\u610f\u95a2\u4fc2\u3092\u89e3\u6790<\/li><li><strong>\u610f\u5473\u89e3\u6790<br><\/strong>\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u3092\u89e3\u6790<\/li><li><strong>\u6587\u8108\u89e3\u6790<br><\/strong>\u6587\u5358\u4f4d\u3067\u69cb\u9020\u3084\u610f\u5473\u3092\u89e3\u6790<\/li><li><strong>\u7167\u5fdc\u89e3\u6790<br><\/strong>\u7167\u5fdc\u8a5e\u306e\u6307\u793a\u5bfe\u8c61\u3084\u7701\u7565\u3092\u88dc\u5b8c<\/li><li><strong>\u8ac7\u8a71\u89e3\u6790<br><\/strong>\u6587\u66f8\u306e\u6587\u3068\u6587\u306e\u95a2\u4fc2\u3001\u8a71\u306e\u63a8\u79fb\u3092\u89e3\u6790<\/li><li><strong>LSI<br><\/strong>\u8907\u6570\u306e\u6587\u66f8\u304b\u3089\u5171\u901a\u5358\u8a9e\u3092\u89e3\u6790\u3057\u3066\u3001\u6f5c\u5728\u610f\u5473\u7a7a\u9593\u69cb\u6210\u3068\u7279\u7570\u5024\u5206\u89e3<\/li><li><strong>\u7279\u7570\u5024\u5206\u89e3<br><\/strong>\u884c\u5217\u5206\u89e3\u306e1\u624b\u6cd5\u3002\u6b21\u5143\u524a\u6e1b\u306a\u3069\u306b\u5229\u7528\u3055\u308c\u308b\u3002\u3000<\/li><\/ul>\n\n\n\n<p><strong>\u25a0Word2vec<\/strong><br>\u3000\u5358\u8a9e\u3092\u30d9\u30af\u30c8\u30eb\u5909\u63db\u3057\u3066\u610f\u5473\u306e\u8fd1\u3055\u3084\u89e3\u6790\u306b\u5229\u7528\u3059\u308b\u6280\u8853\u30022013\u5e74\u306bGoogle\u304c\u767a\u8868\u3002<br>\u3000\u738b\u69d8\u3000\u30fc\u3000\u7537\u6027\u3000\uff0b\u3000\u5973\u6027\u3000\uff1d\u3000\u5973\u738b<br><strong>\u3000\u30fbSkip-Gram Model<br><\/strong>\u3000\u3000\u5358\u8a9e\u306e\u5468\u8fba\u306e\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u97f3\u58f0\u8a8d\u8b58\u3000\u97f3\u58f0\u5408\u6210<\/h3>\n\n\n\n<p><strong>\u96a0\u308c\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb\uff5cHMM\uff5cHidden Markov Model<br><\/strong>\u672a\u6765\u306e\u72b6\u614b\u304c\u73fe\u72b6\u614b\u306b\u306e\u307f\u4f9d\u5b58\u3059\u308b\u3000<\/p>\n\n\n\n<p><strong>\u25a0WaveNet<br><\/strong>\u3000Google DeepMind\u793e\u304c2016\u5e74\u306b\u958b\u767a\u3002<br>\u3000\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u7cfb\u5217\u70b9\u3068\u3057\u3066\u306e\u97f3\u58f0\u3092\u305d\u306e\u307e\u307eDNN\u3092\u7528\u3044\u3066\u51e6\u7406\u3059\u308b\u3002<br>\u3000\u81ea\u7136\u306a\u767a\u97f3\u3001\u8fd1\u4f3c\u3084\u8abf\u6574\u304c\u306a\u304f\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2<\/h3>\n\n\n\n<p><strong>\u7dda\u5f62\u30e2\u30c7\u30eb<br><\/strong>\u8aac\u660e\u95a2\u6570\u3092\u542b\u3093\u3060\u7dda\u5f62\u7d50\u5408<br>\u30fb\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<br>\u30fb\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<br>\u30fb\u5f37\u5316\u5b66\u7fd2<\/p>\n\n\n\n<p><strong>\u25a0\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<br><\/strong>\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u5b66\u7fd2\u3059\u308b<br>\u30fb\u56de\u5e30<br>\u30fb\u5206\u985e<\/p>\n\n\n\n<p><strong>\u56de\u5e30<\/strong><br>\u30fb<strong>\u7dda\u5f62\u56de\u5e30<\/strong><br>\u3000\u8aac\u660e\u95a2\u6570\u306e\u4e00\u6b21\u95a2\u6570\u3067\u3001\u76ee\u7684\u95a2\u6570\u3092\u4e88\u6e2c\u3059\u308b\u3002<br>\u3000\u30fb<strong>\u5358\u56de\u5e30\u5206\u6790<\/strong>\u3000\uff11\u3064\u306e\u8aac\u660e\u5909\u6570<br>\u3000\u30fb<strong>\u91cd\u56de\u5e30\u5206\u6790<\/strong>\u3000\u8907\u6570\u306e\u8aac\u660e\u5909\u6570<br>\u3000\u3000<strong>\u8aac\u660e\u5909\u6570<\/strong>\u3000\u624b\u304c\u304b\u308a\u3068\u306a\u308b\u5024\uff5c\u4f8b\u3000\u6c17\u6e29<br>\u3000\u3000<strong>\u76ee\u7684\u5909\u6570<\/strong>\u3000\u4e88\u6e2c\u3057\u305f\u3044\u5024\u3000\u3000\uff5c\u4f8b\u3000\u58f2\u4e0a\u3001\u307e\u305f\u306f\u88ab\u8aac\u660e\u5909\u6570<br>\u3000\u3000\u30fb<strong>\u591a\u91cd\u5171\u7dda\u6027<\/strong>\uff5c\u30de\u30c1\u30b3\u30de<br>\u3000\u3000\u3000\u591a\u91cd\u56de\u5e30\u306e\u5834\u5408\u3001\u7dcf\u95a2\u4fc2\u6570\u304c\u9ad8\u3044\uff081\u3001-1\u306b\u8fd1\u3044\uff09\u5834\u5408\u3001\u4e88\u6e2c\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u3044<\/p>\n\n\n\n<p><strong>\u5206\u985e\uff08\u30af\u30e9\u30b9\u5206\u985e\uff09<\/strong><br>\u3042\u3089\u304b\u3058\u3081\u632f\u308a\u5206\u3051\u308b\u5206\u985e\u3092\u6c7a\u3081\u3066\u304a\u3044\u3066\u3001\u305d\u306e\u5206\u985e\u306b\u632f\u308a\u5206\u3051\u308b\u306e\u304c\u7279\u5fb4\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0<br><\/strong>\u3000\u30e6\u30fc\u30b6\u30fc\u8cfc\u8cb7\u5c65\u6b74\u304b\u3089\u5546\u54c1\u3092\u304a\u3059\u3059\u3081\u3059\u308b\u3002<br><strong>\u30fb\u5185\u5bb9\u30d9\u30fc\u30b9\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<br><\/strong>\u3000\u30a2\u30a4\u30c6\u30e0\u306e\u7279\u5fb4\u304b\u3089\u63a8\u85a6\u3092\u884c\u3046\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff5cSVM<br><\/strong>\u30002\u30af\u30e9\u30b9\u5206\u985e\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u591a\u30af\u30e9\u30b9\u5206\u985e\u3084\u56de\u5e30\u554f\u984c<br>\u3000\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u56de\u5e30\u306b\u3082\u5fdc\u7528<br>\u3000\u7279\u5fb4\u306f<strong>\u30de\u30fc\u30b8\u30f3\u306e\u6700\u5927\u5316<\/strong>\u3092\u3081\u3056\u3059\u3002<br><strong>\u3000\u30fb\u30b9\u30e9\u30c3\u30af\u5909\u6570<br><\/strong>\u3000\u3000\u8aa4\u5206\u985e\u3092\u8a31\u5bb9\u3059\u308b\u4ed5\u7d44\u307f<br>\u3000\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u4eba\u9593\u304c\u8abf\u6574<br><strong>\u3000\u30fb\u30ab\u30fc\u30cd\u30eb\u6cd5<br><\/strong>\u3000\u3000\u30ab\u30fc\u30cd\u30eb\u95a2\u6570\u3067\u9ad8\u6b21\u5143\u5316\u3067\u7dda\u5f62\u5206\u96e2\u3001\u305d\u3057\u3066\u4f4e\u6b21\u5143\u306b\u5fa9\u5143\u3002<br><strong>\u3000\u30fb\u30ab\u30fc\u30cd\u30eb\u30c8\u30ea\u30c3\u30af<br><\/strong>\u3000\u3000\u8a08\u7b97\u91cf\u3092\u524a\u6e1b<\/p>\n\n\n\n<p><strong>\u30fb\u6c7a\u5b9a\u6728<\/strong><br>\u3000\u6761\u4ef6\u5206\u5c90\u3092\u7e70\u308a\u8fd4\u3057\u3066\u30af\u30e9\u30b9\u5206\u985e\u3084\u56de\u5e30\u3092\u884c\u3046\u3002<strong><br><\/strong>\u3000<strong>\u60c5\u5831\u5229\u5f97\u306e\u6700\u5927\u5316<\/strong>\uff1d\u4e0d\u7d14\u5ea6\u3092\u6700\u3082\u6e1b\u5c11\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<br><strong>\u3000\u30fb\u30b8\u30cb\u4fc2\u6570\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc<br><\/strong>\u3000\u3000\u4e0d\u7d14\u5ea6\u306e\u6307\u6a19<br>\u3000\u30fb\u5229\u70b9<br>\u3000\u3000\u30c7\u30fc\u30bf\u30b9\u30b1\u30fc\u30eb\u3092\u4e8b\u524d\u306b\u63c3\u3048\u3066\u304a\u304f\u5fc5\u8981\u304c\u306a\u3044\u3002<br>\u3000\u3000\u5206\u6790\u7d50\u679c\u306e\u8aac\u660e\u304c\u5bb9\u6613<\/p>\n\n\n\n<p><strong>\u30fb\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<br><\/strong>\u3000\u6c7a\u5b9a\u6728\u306b\u30d0\u30f3\u30ad\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u624b\u6cd5<br>\u3000\u6c7a\u5b9a\u6728\u306e\u904e\u5b66\u7fd2\u3092\u6291\u5236\u3059\u308b\u3002<br><strong>\u3000\u30fb\u30d0\u30f3\u30ad\u30f3\u30b0<br><\/strong>\u3000\u3000\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306e\uff11\u7a2e\u3000\u8907\u6570\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3066\u3001\u305d\u306e\u5e73\u5747\u306e\u591a\u6570\u6c7a\u3092\u53d6\u3063\u305f\u3082\u306e<br>\u3000\u3000\u5229\u70b9\uff1a\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304c\u5c11\u306a\u3044\u3001\u5b89\u5b9a\u3057\u305f\u7cbe\u5ea6<br>\u3000\u3000\u968e\u5c64\u306a\u3069\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u4eba\u9593\u304c\u8abf\u6574<\/p>\n\n\n\n<p><strong>\u30fb\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<br><\/strong>\u3000\u7dda\u5f62\u56de\u5e30\u3092\u5206\u985e\u306b\u5fdc\u7528\u3057\u305f\u3082\u306e\u3001\u76ee\u7684\u95a2\u6570\u306b\u5c24\u5ea6\u95a2\u6570\u3092\u5229\u7528\u3059\u308b\u3002<br>\u3000\u2460\u91cd\u56de\u5e30\u5206\u6790\u3067\u5bfe\u6570\u30aa\u30c3\u30ba\u3092\u7b97\u51fa<br>\u3000\u2461<strong>\u5bfe\u6570\u30aa\u30c3\u30ba<\/strong>\u3092\u30ed\u30b8\u30c3\u30c8\u5909\u63db<br>\u3000\u2462\u6700\u5927\u78ba\u7387\u306e\u30af\u30e9\u30b9<br><strong>\u3000\u30fb\u5c24\u5ea6\u95a2\u6570<br><\/strong>\u3000\u3000\u7d50\u679c\u304b\u3089\u307f\u3066\u3001\u3053\u3046\u3044\u3046\u524d\u63d0\u6761\u4ef6\u304c\uff0a\uff0a\u3067\u3042\u3063\u305f\u3068\u3044\u3046\u3082\u3063\u3068\u3082\u3089\u3057\u3055\uff1d\u5c24\u5ea6\u3092\u8868\u3059\u6570\u5024<\/p>\n\n\n\n<p><strong>\u30fbkNN\u6cd5<br><\/strong>\u3000\u30c7\u30fc\u30bf\u304b\u3089\u8fd1\u3044\u9806\u306bk\u3053\u306e\u30c7\u30fc\u30bf\u3092\u898b\u3066\u3001\u591a\u6570\u6c7a\u306b\u3088\u3063\u3066\u6240\u5c5e\u3092\u6c7a\u5b9a<br>\u3000\u6b20\u70b9\uff1a\u30c7\u30fc\u30bf\u306b\u504f\u308a\u304c\u306a\u3044\u5834\u5408\u306e\u307f\u5229\u7528\u53ef\u80fd<\/p>\n\n\n\n<p><strong>\u25a0\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<br><\/strong>\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u69cb\u9020\u3092\u63a2\u7d22\u3059\u308b<br>\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<br>\u30fb\u6b21\u5143\u524a\u6e1b<\/p>\n\n\n\n<p><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong><br>\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u305d\u306e\u5206\u985e\u3092\u660e\u3089\u304b\u306b\u3057\u3066\u3001\u305d\u306e\u5206\u985e\u306b\u632f\u308a\u5206\u3051\u308b\u3002<br>\u3042\u3089\u304b\u3058\u3081\u632f\u308a\u5206\u3051\u308b\u5206\u985e\u3092\u6c7a\u3081\u3066\u304a\u304b\u306a\u3044\u306e\u304c\u7279\u5fb4\u3002<\/p>\n\n\n\n<p><strong>\u30fbk-mean\u6cd5<\/strong><br>\u3000\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u3092\u30c7\u30fc\u30bf\u306e\u91cd\u5fc3\u306b\u305a\u3089\u3057\u3066\u3044\u304f<\/p>\n\n\n\n<p><strong>\u6b21\u5143\u524a\u6e1b<\/strong><br><strong>\u30fb\u4e3b\u6210\u5206\u5206\u6790<\/strong><br>\u3000\u7dda\u5f62\u306a\u6b21\u5143\u524a\u6e1b\u65b9\u6cd5<br>\u3000<strong>\u5bc4\u4e0e\u7387<\/strong>\u3000\u4e3b\u6210\u5206\u306e\u91cd\u8981\u5ea6\u5224\u5b9a<br>\u3000<strong>\u4e3b\u6210\u5206<\/strong>\u3000\u5404\u6210\u5206\u306e\u610f\u5473\u3092\u63a8\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b<br>\u3000\u30fbLDA<br>\u3000\u3000\u6587\u4e2d\u306e\u5358\u8a9e\u304b\u3089\u30c8\u30d4\u30c3\u30af\u3092\u89e3\u6790\u3059\u308b\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u6cd5<br>\u3000\u30fb\u30c7\u30a3\u30ea\u30c3\u30af\u30ec\u5206\u5e03<br>\u3000\u3000\u78ba\u7387\u5206\u5e03\u3002<\/p>\n\n\n\n<p><strong>\u25a0\u5f37\u5316\u5b66\u7fd2<br><\/strong>\u53ce\u76ca\u304c\u6700\u5927\u306b\u306a\u308b\u65b9\u7b56\u3092\u7372\u5f97\u3059\u308b\u3002<br>\u81ea\u8eab\u304c\u5f97\u308b\u300c<strong>\u53ce\u76ca<\/strong>\u300d\u3092\u6700\u5927\u306b\u3059\u308b\u305f\u3081\u300c<strong>\u884c\u52d5<\/strong>\u300d\u3092\u9078\u629e\u3057\u3001\u300c<strong>\u74b0\u5883<\/strong>\u300d\u3092\u5909\u5316\u3055\u305b\u308b\u3088\u3046\u306a\u300c<strong>\u65b9\u7b56<\/strong>\u300d\u3092\u7372\u5f97\u3059\u308b\u3053\u3068\u3002<br><strong>\u30fb\u884c\u52d5\u4fa1\u5024\u89b3\u6570<br><\/strong>\u3000\u3042\u308b\u72b6\u614b\u3067\u884c\u52d5\u3092\u53d6\u308b\u4fa1\u5024\u3092\u8868\u3059\u3002\u81a8\u5927\u306a\u8a08\u7b97\u91cf\u304c\u5fc5\u8981\u3002<\/p>\n\n\n\n<p><strong>\u30fb\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2<br><\/strong>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u8fd1\u4f3c\u5024\u8a08\u7b97\u3059\u308b\u30a2\u30a4\u30c7\u30a2<\/p>\n\n\n\n<p><strong>\u25a0DQN\uff5cDeep Q-Network\uff5c<\/strong><br>\u3000CNN\uff5c\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e1\u7a2e\u3002DeepMind\u304c\u958b\u767a<br>\u3000\u884c\u52d5\u4fa1\u5024\u3092\u6700\u5927\u306b\u3059\u308b\u65b9\u7b56\u3092\u52b9\u7387\u7684\u306b\u8a08\u7b97\u3059\u308b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3002<br>\u3000\u521d\u671f\u72b6\u614b\u3067\u3042\u308b\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u4f55\u3082\u77e5\u8b58\u304c\u306a\u3044\u72b6\u614b\u3060\u3068\u5b66\u7fd2\u904e\u7a0b\u306e\u4e0d\u5b89\u5b9a\u3055\u304c<br>\u3000\u307f\u3089\u308c\u308b\u306e\u3067\u3001\u3053\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u9006\u5f37\u5316\u5b66\u7fd2\u3084<br>\u3000\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u5fdc\u7528\u3059\u308b\u65b9\u6cd5<br>\u3000\u30fbAlhaGo\uff5c\u30a2\u30eb\u30d5\u30a1\u7881\u306fDQN\u3092\u5229\u7528\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p><strong>\u25a0\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2<br><\/strong>\u3000\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u3057\u3001\u591a\u6570\u6c7a\u3084\u5e73\u5747\u3067\u7d50\u679c\u3092\u5c0e\u304d\u51fa\u3059\u3002<br>\u3000\u5b89\u5b9a\u3057\u305f\u5236\u5ea6\u306e\u78ba\u4fdd\u3084\u904e\u5b66\u7fd2\u306e\u6291\u5236\u306b\u5f79\u7acb\u3064\u3002<br>\u3000\u4e00\u822c\u7684\u306b\u3001\u5206\u985e\u3067\u306f\u591a\u6570\u6c7a\u3001\u56de\u5e30\u3067\u306f\u5e73\u5747\u3092\u5229\u7528\u3057\u307e\u3059\u3002<br>\u3000\u30fb\u4ee3\u8868\u4f8b<br><strong>\u3000\u3000\u30fb\u30d0\u30f3\u30ad\u30f3\u30b0<br><\/strong>\u3000\u3000\u3000\u5404\u30e2\u30c7\u30eb\u3092\u4e26\u5217\u306b\u5b66\u7fd2\u3055\u305b\u308b\u3002<br><strong>\u3000\u3000\u30fb\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0<br><\/strong>\u3000\u3000\u3000\u5404\u30e2\u30c7\u30eb\u3092\u4e26\u5217\u306b\u5b66\u9010\u6b21\u3055\u305b\u308b\u3002<br><\/p>\n\n\n\n<p><strong>\u25a0\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e8b\u524d\u51e6\u7406<\/strong><\/p>\n\n\n\n<p><strong>\u30fb\u57fa\u790e\u96c6\u8a08<\/strong><br>\u30fb\u4ee3\u8868\u5024\u8a08\u7b97<br>\u30fb\u50be\u5411\u5206\u6790\u3000\u6563\u5e03\u56f3\u3001\u76f8\u95a2\u884c\u5217<\/p>\n\n\n\n<p><strong>\u30fb\u524d\u51e6\u7406<br><\/strong>\u30fb\u6b20\u640d\u5024\u306e\u51e6\u7406\u3001\u88dc\u5b8c<br><strong>\u30fb\u6b63\u898f\u5316\u3000\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<br>\u30fb\u6a19\u6e96\u5316\u3000\u5e73\u5747\u30920\u3001\u5206\u6563\u30921\u306b\u5909\u63db\u3059\u308b<br><\/strong>\u30fb\u7c92\u5ea6\u8abf\u6574<br>\u30fb\u30b5\u30a4\u30ba\u3001\u30af\u30ec\u30a4\u30b9\u30b1\u30fc\u30eb<\/p>\n\n\n\n<p><strong>\u30fb\u7279\u5fb4\u91cf\u8a2d\u8a08<br>\u30fb\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<br><\/strong>\u3000\u7279\u5fb4\u91cf\u306e\u9078\u5b9a\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u5909\u6570\u306b\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001<strong>one-hot-encording<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u790e\u6570\u5b66<\/h3>\n\n\n\n<p><strong>\u25a0\u5fae\u5206<br><\/strong>\u3000y = f ( x )<br>\u3000\u30fb\u5fae\u5206\u4fc2\u6570\u3000\u50be\u304d<br>\u3000\u30fb\u5c0e\u95a2\u6570<br>\u3000\u30fb\u30e9\u30a4\u30d7\u30cb\u30c3\u30c4\u306e\u8a18\u6cd5\u3000dy\/dx\u3000y\u3092x\u3067\u5fae\u5206\u3059\u308b<br>\u3000\u30fb\u504f\u5fae\u5206<br>\u3000\u30fb\u504f\u5c0e\u95a2\u6570<\/p>\n\n\n\n<p><strong>\u25a0\u7dda\u5f62\u4ee3\u6570<br><\/strong>\u3000\u30fb\u30d9\u30af\u30c8\u30eb<br>\u3000\u30fb\u884c\u5217<br>\u3000\u3000\u548c\u3068\u7a4d<\/p>\n\n\n\n<p><strong>\u25a0\u30d7\u30ed\u30b0\u30e9\u30e0\u30e9\u30a4\u30d6\u30e9\u30ea<br><\/strong>\u3000\u30fbNumpry\u3000\u3000 \u7dda\u5f62\u4ee3\u6570<br>\u3000\u30fbscikit-iearn\u3000\u6a5f\u68b0\u8a08\u7b97\u5168\u822c<br>\u3000\u30fbSciPy\u3000\u3000\u3000  \u7d71\u8a08\u78ba\u7387<br>\u3000\u30fbseaborm\u3000\u3000\u30b0\u30e9\u30d5\u51e6\u7406<\/p>\n\n\n\n<p><strong>\u25a0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<br><\/strong>\u3000\u30fb<strong>TensorFlow<\/strong><br>\u3000\u3000Google\u304c\u63d0\u4f9b\u3059\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<br>\u3000\u30fb<strong>Keras<\/strong><br>\u3000\u3000TensorFlow\u306e\u30e9\u30c3\u30d1\u30fc\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b<br>\u3000\u30fb<strong>Chainer<\/strong><br>\u3000\u3000\u65e5\u672c\u306ePreferredNetworkds\u3067\u958b\u767a\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<br><strong>\u3000\u30fbCaffee\u3001CNTK<br><\/strong>\u3000\u3000\u30c6\u30ad\u30b9\u30c8\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u3067\u30bb\u30c3\u30c6\u30a3\u30f3\u30b0\u3067\u304d\u308b\u30c7\u30a3\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/p>\n\n\n\n<p><strong>\u25a0AI\u6280\u8853\u30d7\u30e9\u30c3\u30c8\u30db\u30fc\u30e0<br>\u3000\u30fbKaggle\uff5c\u30ab\u30b0\u30eb<br><\/strong>\u3000\u3000\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3088\u308b\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30db\u30fc\u30e0<br><strong>\u3000\u30fbGoogle Scholar<br><\/strong>\u3000\u3000\u5b66\u8853\u8ad6\u6587\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3<br><strong>\u3000\u30fbCoursela\uff5c\u30b3\u30fc\u30bb\u30e9<br><\/strong>\u3000\u3000\u5927\u5b66\u306e\u8b1b\u7fa9\u304c\u53d7\u8b1b\u3067\u304d\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u8b1b\u5ea7<br><strong>\u3000\u30fbarXiv\uff5c\u30a2\u30fc\u30ab\u30a4\u30d6<br><\/strong>\u3000\u3000\u7814\u7a76\u8ad6\u6587\u306e\u516c\u958b\u30fb\u95b2\u89a7\u304c\u3067\u304d\u308b\u30b5\u30a4\u30c8<br><strong>\u3000\u30fbOpenAI Gym<br><\/strong>\u3000\u3000\u81ea\u5206\u3067\u4f5c\u6210\u3057\u305f\u5f37\u5316\u5b66\u7fd2\u7528\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a66\u9a13\u304c\u3067\u304d\u308bAI\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30db\u30fc\u30e0<\/p>\n\n\n\n<p><strong>\u25a0\u7d71\u8a08\u5b66<br>\u3000\u30fb\u8a18\u8ff0\u7d71\u8a08<br><\/strong>\u3000\u3000\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u6bcd\u96c6\u56e3\u3068\u3057\u3066\u5206\u6790\u3059\u308b<br><strong>\u3000\u30fb\u63a8\u8a08\u7d71\u8a08<br><\/strong>\u3000\u3000\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u6a19\u672c\u3068\u3057\u3066\u3001\u6bcd\u96c6\u56e3\u3092\u63a8\u8a08\u5206\u6790\u3059\u308b<\/p>\n\n\n\n<p><strong>\u25a0\u76f8\u95a2<br><\/strong>\u3000\u6b63\u306e\u76f8\u95a2\u3001\u8ca0\u306e\u76f8\u95a2<br>\u3000\u76f8\u95a2\u4fc2\u6570<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6027\u80fd<\/h3>\n\n\n\n<p><strong>\u25a0\u52fe\u914d\u6d88\u5931\u554f\u984c<\/strong><\/p>\n\n\n\n<p><strong>\u25a0\u904e\u5b66\u7fd2<\/strong><br>\u8a13\u7df4\u8aa4\u5dee\u306f\u53ce\u675f\u3059\u308b\u306e\u306b\u3001\u6c4e\u5316\u8aa4\u5dee\u304c\u53ce\u675f\u3057\u306a\u3044\u3053\u3068\u3002<\/p>\n\n\n\n<p><strong>\u3000\u30fb\u8a13\u7df4\u8aa4\u5dee<br><\/strong>\u3000\u3000\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u8aa4\u5dee<br><strong>\u3000\u30fb\u6c4e\u5316\u8aa4\u5dee<br><\/strong>\u3000\u3000\u9053\u306e\u6bcd\u96c6\u56e3\u306b\u5bfe\u3059\u308b\u8aa4\u5dee\u306e\u671f\u5f85\u5024<br>\u3000\u30fb\u904e\u5b66\u7fd2\u6291\u5236\u624b\u6cd5<br><strong>\u3000\u3000\u30fb\u6b63\u5247\u5316<br><\/strong>\u3000\u3000\u3000\u8aa4\u5dee\u95a2\u6570\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30ce\u30eb\u30e0\u306b\u3088\u308b\u6b63\u5247\u5316\u3068\u4ed8\u3051\u52a0\u3048\u308b<br><strong>\u3000\u3000\u3000\u30fbLASSO<br><\/strong>\u3000\u3000\u3000\u3000\u4e0d\u8981\u3068\u3055\u308c\u305f\u7279\u5fb4\u91cf\u3092\u6d88\u53bb\u3059\u308b\u3002\u3044\u304f\u3064\u304b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u30b9\u30d1\u30fc\u30b9\u3059\u308b<br><strong>\u3000\u3000\u3000\u30fbLasso\u56de\u5e30<br><\/strong>\u3000\u3000\u3000\u3000L1\u6b63\u898f\u5316\u3092\u56de\u5e30\u306b\u5229\u7528\u3057\u305f\u3082\u306e<br><strong>\u3000\u3000\u3000\u30fbRidge\u6b63\u5247\u5316<br><\/strong>\u3000\u3000\u3000\u3000\u30d1\u30e9\u30e1\u30fc\u30bf\u6226\u968ag\u3042\u5927\u304d\u304f\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u6291\u5236\u3092\u884c\u3046<br><strong>\u3000\u3000\u30fb\u5185\u90e8\u5171\u5909\u91cf\u30b7\u30d5\u30c8<br><\/strong>\u3000\u3000\u3000\u5165\u529b\u306e\u5206\u5e03\u304c\u5b66\u7fd2\u9014\u4e2d\u3067\u5927\u304d\u304f\u5909\u308f\u3063\u3066\u304f\u308b\u554f\u984c<br><strong>\u3000\u3000\u30fb\u30d0\u30c3\u30c1\u6b63\u898f\u5316<br><\/strong>\u3000\u3000\u30002015\u5e74\u306b\u767a\u8868\u3002\u5185\u90e8\u5171\u5909\u91cf\u30b7\u30d5\u30c8\u3092\u9632\u3050\u305f\u3081\u306b\u51fa\u529b\u5024\u306e\u5206\u5e03\u306e\u9694\u305f\u308a\u3092\u6291\u5236\u3059\u308b\u3000<br><strong>\u3000\u3000\u30fb\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<br><\/strong>\u3000\u3000\u3000\u91cd\u307f\u66f4\u65b0\u6642\u306b\u30e9\u30f3\u30c0\u30e0\u306b\u4e00\u5b9a\u306e\u5272\u5408\u3067\u66f4\u65b0\u3092\u3057\u306a\u3044\u624b\u6cd5<br><strong>\u3000\u3000\u30fb\u30c7\u30fc\u30bf\u62e1\u5f35<br><\/strong>\u3000\u3000\u3000\u30c7\u30fc\u30bf\u306e\u6c34\u5897\u3057\u3092\u3057\u3066\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u3092\u88dc\u3046<br><strong>\u3000\u3000\u30fbL2\u6b63\u898f\u5316<br><\/strong>\u3000\u3000\u3000\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30ce\u30eb\u30e0\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u8ab2\u3059<\/p>\n\n\n\n<p><strong>\u25a0\u6027\u80fd\u8a55\u4fa1<br>\u3000\u30fb\u30db\u30fc\u30eb\u30c9\u30fb\u30a2\u30a6\u30c8<br><\/strong>\u3000\u3000\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5206\u5272\u3057\u3066\u5229\u7528\u3059\u308b\u3002<br>\u3000\u3000\u904e\u5b66\u7fd2\u304c\u8d77\u3053\u3063\u3066\u3044\u306a\u3044\u304b\u306e\u30c1\u30a7\u30c3\u30af\u306b\u5229\u7528\u3059\u308b\u3002<br><strong>\u3000\u30fb\u4ea4\u5dee\u691c\u8a3c<br><\/strong>\u3000\u3000\u30c7\u30fc\u30bf\u3092\u30d6\u30ed\u30c3\u30af\u306b\u5206\u3051\u3001\u305d\u306e\u30d6\u30ed\u30c3\u30af\u3092\u9806\u756a\u306b\u79fb\u52d5\u3057\u306a\u304c\u3089\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u3059\u308b\u3002<br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ed\u30dc\u30b9\u30c6\u30a3\u30c3\u30af<\/h3>\n\n\n\n<p>\u30ed\u30dc\u30c3\u30c8\u306b\u95a2\u3059\u308b\u4e00\u9023\u306e\u7814\u7a76\u5206\u91ce<br>\u30ed\u30dc\u30c3\u30c8\u306e\u81ea\u7acb\u904b\u8ee2\u306a\u3069\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u304c\u4f5c\u6210\u3067\u304d\u306a\u3044\u306e\u3067\u5f37\u5316\u5b66\u7fd2\u304c\u5229\u7528\u3055\u308c\u308b\u3002<br><strong>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3001Q\u5b66\u7fd2\uff08\u5f37\u5316\u5b66\u7fd2\u306e\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff09<br>\u30fb\u8868\u73fe\u5b66\u7fd2<br><\/strong>\u3000\u30c7\u30fc\u30bf\u304b\u3089\u4f4e\u6b21\u5143\u306e\u7279\u5fb4\u3092\u7372\u5f97\u3059\u308b\u5b66\u7fd2<br><strong>\u30fb\u4e00\u6c17\u901a\u8cab\u5b66\u7fd2<br><\/strong>\u3000\u30ed\u30dc\u30c3\u30c8\u306e\u4e00\u9023\u306e\u52d5\u4f5c\u3092\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u5b9f\u73fe\u3057\u3088\u3046\u3068\u3059\u308b\u8a66\u307f<br><strong>\u30fb\u30de\u30eb\u30c1\u30dc\u30fc\u30c0\u30eb\u5b66\u7fd2<br><\/strong>\u3000\u4e94\u611f\u3084\u5e73\u8861\u611f\u899a\u3001\u7a7a\u9593\u611f\u899a\u306a\u3069\u306e\u4f53\u6027\u611f\u899a\u306a\u3069\u306e\u8907\u6570\u306e\u611f\u899a\u3092<br>\u3000\u7d71\u5408\u7684\u306b\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u5b66\u7fd2\u3001\u51e6\u7406\u3059\u308b\u624b\u6cd5<br>\u3000\u8996\u899a\uff5c\u30ab\u30e1\u30e9\u3001\u8074\u899a\uff5c\u30de\u30a4\u30af\u3001\u89e6\u899a\uff5c\u5727\u529b\u30bb\u30f3\u30b5\u3001\u55c5\u899a\uff5c\u5302\u3044\u30bb\u30f3\u30b5\u30fc\u306a\u3069<br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u52d5\u904b\u8ee2<\/h3>\n\n\n\n<p><strong>\u25a0SEA J3016<br><\/strong>\u3000Society of Automobile Engineering\u306e\u81ea\u52d5\u904b\u8ee2\u30ec\u30d9\u30eb\u306e\u5b9a\u7fa9<\/p>\n\n\n\n<table class=\"wp-block-table is-style-regular\"><tbody><tr><td>\u30ec\u30d9\u30eb<\/td><td>\u5185\u5bb9<\/td><\/tr><tr><td>0<\/td><td>\u4eba\u9593\u304c\u904b\u8ee2\u3059\u308b<\/td><\/tr><tr><td>1<\/td><td>\u4eba\u9593\u3092\u6642\u3005\u30b5\u30dd\u30fc\u30c8\u3059\u308b<\/td><\/tr><tr><td>2<\/td><td>\u3044\u304f\u3064\u304b\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u8cea\u7684\u306b\u5b9f\u65bd\u3059\u308b\u3002\u4eba\u9593\u306f\u904b\u8ee2\u74b0\u5883\u3092\u76e3\u8996\u3059\u308b\u3002<\/td><\/tr><tr><td>3<\/td><td>\u3044\u304f\u3064\u304b\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u8cea\u7684\u306b\u5b9f\u65bd\u3001\u76e3\u8996\u3059\u308b\u3002\u4eba\u9593\u306f\u3044\u3064\u3067\u3082\u5236\u5fa1\u3092\u53d6\u308a\u623b\u305b\u308b\u6e96\u5099\u3092\u3059\u308b\u3002<\/td><\/tr><tr><td>4<\/td><td>\u3044\u304f\u3064\u304b\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u8cea\u7684\u306b\u5b9f\u65bd\u3001\u76e3\u8996\u3059\u308b\u4eba\u9593\u306f\u3042\u308b\u74b0\u5883\u3001\u72b6\u6cc1\u3067\u5236\u5fa1\u3059\u308b\u3002<\/td><\/tr><tr><td>5<\/td><td>\u3059\u3079\u3066\u306e\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u8cea\u7684\u306b\u5b9f\u65bd\u3001\u76e3\u8996\u3059\u308b<\/td><\/tr><\/tbody><\/table>\n\n\n\n<p>\u3000<br><strong>\u30fb\u72b6\u6cc1<br><\/strong>\u30ec\u30d9\u30eb\uff13\u306e\u8eca\u304c\u8ca9\u58f2\u3055\u308c\u3066\u3044\u308b\u3001\u6d77\u5916\u306b\u304a\u3044\u3066\u306f\uff11\u90e8\u8d70\u884c\u3082\u53ef\u80fd\u3002<br>2016\u5e74\u306b\u767a\u8868\u3055\u308c\u305f\u5185\u95a3\u5b98\u623fIT\u7dcf\u5408\u6226\u7565\u5ba4\u300c\u81ea\u52d5\u904b\u8ee2\u30ec\u30d9\u30eb\u306e\u5b9a\u7fa9\u3092\u3081\u3050\u308b\u52d5\u304d\u3068\u4eca\u5f8c\u306e\u5bfe\u5fdc\u300d\u3067\u306f2025\u5e74\u3054\u308d\u306b\u30ec\u30d9\u30eb4,5\u3092\u5b9f\u7528\u5316\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6cd5\u4ee4<\/h3>\n\n\n\n<p><strong>\u25a0\u8457\u4f5c\u6a29<br><\/strong>\u3000\u30fbAI\u304c\u4f5c\u6210\u3057\u305f\u3082\u306e<br>\u3000\u3000AI\u304c\u4e3b\u4f53\u3068\u306a\u3063\u3066\u4f5c\u3063\u305f\u5275\u4f5c\u7269\u306f\u8ab0\u306e\u8457\u4f5c\u7269\u3068\u306a\u308b\u306e\u304b\uff1f<br>\u3000\u3000\u6b21\u4e16\u4ee3\u77e5\u8ca1\u30b7\u30b9\u30c6\u30e0\u691c\u8a0e\u59d4\u54e1\u4f1a\u5831\u544a\u66f8<br>\u3000\u30fbAI\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u81ea\u4f53<br>\u3000\u3000\u6280\u8853\u3067\u30b3\u30d4\u30fc\u3092\u9632\u3050\u3001\u5951\u7d04\u3067\u5229\u7528\u6761\u4ef6\u3092\u5b9a\u3081\u308b\u3001\u77e5\u8ca1\u8ca1\u7523\u306e\u6cd5\u5f8b\u3092\u9069\u7528\u3059\u308b<\/p>\n\n\n\n<p><strong>\u25a0LAWS\uff5c\u81ea\u7acb\u578b\u81f4\u6b7b\u6027\u5175\u5668<br><\/strong>\u3000\u81ea\u5f8b\u7684\u306b\u52d5\u4f5c\u3057\u3001\u81ea\u3089\u6a19\u7684\u3092\u5224\u65ad\u3057\u3066\u6bba\u50b7\u3059\u308b\u5175\u5668<br><strong>\u3000\u30fb\u30a2\u30b7\u30ed\u30deAI\u539f\u5247<br><\/strong>\u3000\u3000FLI\uff5cFuture of life Institute\u304c\u767a\u8868\u3001LAWS\u306e\u8ecd\u62e1\u306b\u53cd\u5bfe\u3057\u3066\u3044\u308b\u3002<br>\u3000\u3000\u3053\u306e\u56e3\u4f53\u306b\u30b9\u30c6\u30a3\u30fc\u30d6\u30f3\u30fb\u30db\u30fc\u30ad\u30f3\u30b9\u3001\u30a4\u30fc\u30ed\u30f3\u30fb\u30de\u30b9\u30af\u306a\u3069\u3082\u8cdb\u540c\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u305d\u306e\u4ed6 \u7528\u8a9e\u96c6<\/h3>\n\n\n\n<p>\u30fbDistBeluef<br>2012\u5e74\u306b\u767a\u8868\u3002\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u5b66\u7fd2\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u591a\u304f\u306a\u308a\u3001\u51e6\u7406\u306e\u9ad8\u901f\u5316\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u305d\u306e\u89e3\u6c7a\u7b56\u306e\u305f\u3081\u306b\u63d0\u6848\u3055\u308c\u305f\u5206\u6563\u6280\u8853<\/p>\n\n\n\n<p>\u30fb\u5c64\u6bce\u306e\u8ca7\u6b32\u6cd5<br>2006\u5e74\u3054\u308d\u306b\u30d2\u30f3\u30c8\u30f3\u304c\u767a\u8868\u3002\u5358\u5c64\u306e\u81ea\u5df1\u7b26\u53f7\u5668\u306b\u5206\u5272\u3057\u3001\u5165\u529b\u5c64\u304b\u3089\u7e70\u308a\u8fd4\u3057\u5b66\u7fd2\u3055\u305b\u3066\u3001\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u6c4e\u7528\u7684\u306a\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u5229\u7528\u3092\u53ef\u80fd\u3068\u3057\u305f<\/p>\n\n\n\n<p>\u30fb\u901a\u6642\u7684\u8aa4\u5dee\u9006\u4f1d\u64ad\u6cd5\uff5cblock-propagation through time<\/p>\n\n\n\n<p>\u30fb\u5c40\u6240\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u6b63\u898f\u5316<br>\u753b\u50cf\u51e6\u7406\u306e\u5206\u91ce\u3067\u7570\u306a\u308b\u30b9\u30b1\u30fc\u30eb\u306e\u7279\u5fb4\u91cf\u3092\u540c\u6642\u306b\u6271\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3001\u6e1b\u7b97\u6b63\u898f\u5316\u3068\u9664\u7b97\u6b63\u898f\u5316\u3092\u884c\u3046<\/p>\n\n\n\n<p>adversarial example<br>\u6df1\u5c64\u5b66\u7fd2\u306e\u8ab2\u984c\u306e\u4e00\u3064\u3002\u5b66\u7fd2\u6e08\u306e\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u3092\u6b3a\u304f\u3088\u3046\u306b\u4eba\u5de5\u7684\u306b\u4f5c\u3089\u308c\u305f\u30b5\u30f3\u30d7\u30eb<\/p>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u306e\u5909\u9077<br>\u30d1\u30bf\u30fc\u30f3\u51e6\u7406\u3000\u2192\u3000\u8a18\u53f7\u51e6\u7406\u3000\u2192\u3000\u77e5\u8b58\u306e\u84c4\u7a4d<\/p>\n\n\n\n<p>\u504f\u56de\u5e30\u4fc2\u6570<br>\u91cd\u56de\u5e30\u4fc2\u6570\u5404\u9805\u306e\u4fc2\u6570\u30d1\u30e9\u30e1\u30fc\u30bf<\/p>\n\n\n\n<p>\u6700\u5c0f\u4e8c\u4e57\u6cd5<br>\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u5024\u3068\u5b9f\u30c7\u30fc\u30bf\u306e\u5dee\u304c\u6700\u5c0f\u306b\u306a\u308b\u3088\u3046\u306a\u4fc2\u6570\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6c42\u3081\u308b\u65b9\u6cd5<\/p>\n\n\n\n<p>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5fdc\u7528<br>\u5f37\u5316\u5b66\u7fd2\u306e\u8ab2\u984c<\/p>\n\n\n\n<p>\u8ee2\u79fb\u5b66\u7fd2<br>\u9ad8\u5ea6\u306aAI\u3092\u4f5c\u6210\u3057\u3066\u884c\u304f\u305f\u3081\u306b\u3001\u5171\u6709\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u7528\u3057\u3066\u5b66\u7fd2\u3057\u3066\u3044\u304f\u624b\u6cd5<\/p>\n\n\n\n<p>\u30ea\u30b9\u30c8\u30ef\u30a4\u30ba\u6cd5<br>\u6b20\u640d\u5024\u304c\u5b8c\u5168\u306b\u751f\u3058\u3066\u3044\u308b\u5834\u5408\u306b\u6b20\u640d\u304c\u3042\u308b\u30b5\u30f3\u30d7\u30eb\u306f\u305d\u306e\u307e\u307e\u524a\u9664\u3059\u308b\u65b9\u6cd5<\/p>\n\n\n\n<p>\u56de\u5e30\u88dc\u5b8c<br>\u6b20\u640d\u3057\u3066\u3044\u308b\u3042\u308b\u7279\u5fb4\u91cf\u3068\u76f8\u95a2\u304c\u5f37\u3044\u30bf\u306e\u7279\u5fb4\u91cf\u304c\u5b58\u5728\u3057\u3066\u3044\u308b\u5834\u5408\u306e\u65b9\u6cd5<\/p>\n\n\n\n<p>\u30de\u30c3\u30d4\u30f3\u30b0<br>\u9806\u5e8f\u3092\u6301\u3064\u6587\u5b57\u5217\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u305d\u308c\u305e\u308c\u306e\u5024\u306b\u5bfe\u5fdc\u3059\u308b\u6570\u5024\u3092\u8f9e\u66f8\u578b\u578b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3066\u3053\u308c\u3092\u6570\u5024\u306b\u5909\u5316\u3055\u305b\u308b\u65b9\u6cd5<\/p>\n\n\n\n<p>\u6052\u7b49\u95a2\u6570<br>\u56de\u5e30\u306e\u51fa\u529b\u5c64\u306e\u6d3b\u6027\u5316\u95a2\u6570<\/p>\n\n\n\n<p>\u53cc\u66f2\u7dda\u4f59\u5f26\u95a2\u6570<br>\u4e2d\u9593\u5c64\u306e\u6d3b\u6027\u5316\u95a2\u6570<\/p>\n\n\n\n<p>Maxout<br>\u8907\u6570\u306e\u7dda\u5f62\u95a2\u6570\u306e\u4e2d\u3067\u6700\u5927\u5024\u3092\u5229\u7528\u3059\u95a2\u6570<\/p>\n\n\n\n<p>\u30b9\u30d1\u30fc\u30b9\u6b63\u898f\u5316<br>L1\u6b63\u898f\u5316\u306a\u3069\u3092\u542b\u3080\u6b63\u898f\u5316\u65b9\u6cd5<\/p>\n\n\n\n<p>\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<br>\u753b\u50cf\u751f\u6210\u306b\u5229\u7528\u3059\u308b\u9006\u6298\u308a\u7573\u307f\u5c64\u3084\u30a2\u30f3\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u3092\u5229\u7528\u3057\u3066\u3001\u753b\u50cf\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u3053\u3068<\/p>\n\n\n\n<p>\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u8aa4\u5dee\u95a2\u6570<br>\u5206\u985e\u554f\u984c\u306b\u3088\u304f\u5229\u7528\u3055\u308c\u308b\u640d\u5931\u95a2\u6570<\/p>\n\n\n\n<p>KL\u30c0\u30a4\u30d0\u30fc\u30b8\u30a7\u30f3\u30b9<br>\u5206\u5e03\u3092\u76f4\u63a5\u5b66\u7fd2\u3059\u308b\u640d\u5931\u95a2\u6570<\/p>\n","protected":false},"featured_media":11709,"template":"","news_category":[70],"class_list":["post-12148","news","type-news","status-publish","has-post-thumbnail","hentry","news_category-fszblog-aideeplearning"],"_links":{"self":[{"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=\/wp\/v2\/news\/12148","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=\/wp\/v2\/news"}],"about":[{"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=\/wp\/v2\/types\/news"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=\/wp\/v2\/media\/11709"}],"wp:attachment":[{"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12148"}],"wp:term":[{"taxonomy":"news_category","embeddable":true,"href":"https:\/\/www.fsz.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fnews_category&post=12148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}