{"id":269,"date":"2019-03-11T08:00:25","date_gmt":"2019-03-10T23:00:25","guid":{"rendered":"http:\/\/staka.jp\/wordpress\/?p=269"},"modified":"2019-03-11T08:00:25","modified_gmt":"2019-03-10T23:00:25","slug":"%e8%84%b3%e3%81%8b%e3%82%89%e3%81%ae%e7%9f%a5%e8%ad%98%e8%92%b8%e7%95%99%ef%bc%88distilling-the-knowledge-from-a-brain%ef%bc%89-%e7%b5%90%e6%9e%9c","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=269","title":{"rendered":"\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\uff08Distilling the Knowledge from a Brain\uff09 &#8211; \u7d50\u679c &#8211;"},"content":{"rendered":"<p>\u524d\u56de\u304b\u3089\u306e\u7d9a\u304d\u3002\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\u3092\u76ee\u6307\u3057\u5b9f\u9a13\u3092\u884c\u3063\u305f\u3002\u76ee\u7684\u306f\u52b9\u7387\u7684\u306a\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u3067\u3042\u308a\u3001\u4eca\u56de\u306ePoC\u3067\u306f\u751f\u4f53\u60c5\u5831\u3092Deep Learning\u306e\u84b8\u7559\u3068\u540c\u3058\u65b9\u6cd5\u3001\u30bd\u30d5\u30c8\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u8a2d\u5b9a\u3067\u6d3b\u7528\u3067\u304d\u308b\u304b\uff1f\u3092\u691c\u8a3c\u3057\u305f\u3002<\/p>\n<h2>\u89e3\u3044\u305f\u554f\u984c\u3068\u524d\u63d0<\/h2>\n<h3>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n<p>\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\u3092\u76ee\u6307\u3059\u305f\u3081\u3001\u524d\u56de\u4f5c\u6210\u3057\u305f\u30c4\u30fc\u30eb\u3092\u7528\u3044\u3066\u7d04330\u679a\u306e\u30d0\u30e9\u306e\u5199\u771f\u306b\u5bfe\u3059\u308b\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u884c\u3063\u305f\u3002\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u6642\u306b\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u306f\u6b21\u306e\u901a\u308a\u3002<\/p>\n<ul>\n<li>\u75c5\u6c17\u306e\u533a\u5206\uff08\u9ed2\u661f\u75c5\u30fb\u3046\u3069\u3093\u7c89\u75c5\u30fb\u5065\u5eb7\uff09<\/li>\n<li>\u75c5\u6c17\u306e\u9032\u884c\u5ea6\uff08\u8efd\u75c7\u30fb\u4e2d\u7a0b\u5ea6\u30fb\u91cd\u75c7\uff09<\/li>\n<li>\u8133\u6ce2\uff08\u96c6\u4e2d\u5ea6\u3092\u5229\u7528\uff09<\/li>\n<li>\u5206\u985e\u306b\u304b\u304b\u3063\u305f\u6642\u9593\uff08\u96c6\u4e2d\u5ea6\u306e\u5e73\u5747\u5316\u306e\u305f\u3081\u306b\u4f7f\u7528\uff09<\/li>\n<\/ul>\n<p>\u5143\u30c7\u30fc\u30bf\u306f\u30d0\u30e9\u306e\u75c5\u6c17\u8a3a\u65ad\u30b5\u30a4\u30c8\u7528\u306b\u53ce\u96c6\u3057\u305f\u3082\u306e\u3067\u3001\u9ed2\u661f\u75c5\u30fb\u3046\u3069\u3093\u7c89\u75c5\u30fb\u5065\u5eb7\u304c1\/3\u305a\u3064\u3068\u306a\u308b\u3088\u3046\u8abf\u6574\u3057\u3001\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u5b9f\u65bd\u3057\u305f\uff08\u5404\u30af\u30e9\u30b9\u306e\u30c7\u30fc\u30bf\u6570\u306f\u540c\u3058\uff09\u3002\u9032\u884c\u5ea6\u306f\u8efd\u75c7\u304c\u534a\u5206\u3001\u4e2d\u7a0b\u5ea6\u4ee5\u4e0a\u304c\u534a\u5206\u306a\u611f\u3058\u3060\u304c\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u9032\u884c\u5ea6\u306e\u5272\u5408\u306f\u8abf\u6574\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n<h3>\u30e2\u30c7\u30eb\u30fb\u5b66\u7fd2\u306e\u6982\u8981<\/h3>\n<p>\u4eca\u56de\u306f3\u30af\u30e9\u30b9\uff08\u9ed2\u661f\u75c5\u30fb\u3046\u3069\u3093\u7c89\u75c5\u30fb\u5065\u5eb7\uff09\u5206\u985e\u554f\u984c\u3092\uff08Convolution\u5c64\uff0bPooling\u5c64\uff09\u00d72\uff0b\u5206\u985e\u7528\u306e\u5c64\u00d72\u306aCNN\u3067\u89e3\u304f\u30b7\u30f3\u30d7\u30eb\u306a\u554f\u984c\u8a2d\u5b9a\u30fb\u30e2\u30c7\u30eb\u3068\u3057\u305f\u3002\u8ee2\u79fb\u5b66\u7fd2\u3084\u4e8b\u524d\u5b66\u7fd2\u306f\u884c\u3063\u3066\u3044\u306a\u3044\u3002<br \/>\n\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\u304c\u6709\u52b9\u304b\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u3001\u4e0b\u8a184\u3064\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u305f\u3002<\/p>\n<ol>\n<li>\u75c5\u6c17\u533a\u5206\u306e\u30e9\u30d9\u30eb\u306e\u307f\u3092\u7528\u3044\u305f\u5b66\u7fd2\uff08\u666e\u901a\u306e\u5b66\u7fd2\uff09<\/li>\n<li>\u75c5\u6c17\u533a\u5206\u306e\u30e9\u30d9\u30eb\u3068\u9032\u884c\u5ea6\u3092\u4f75\u7528\u3057\u305f\u5b66\u7fd2\u3002\u75c5\u6c17\u9032\u884c\u5ea6\u304c\u9ad8\u3044\u307b\u3069\u75c5\u6c17\u533a\u5206\u30e9\u30d9\u30eb\u306e\u78ba\u4fe1\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u3088\u3046\u306b\u3057\u305f\u3002<\/li>\n<li>\u75c5\u6c17\u533a\u5206\u306e\u30e9\u30d9\u30eb\u3068\u8133\u6ce2\u3092\u4f75\u7528\u3057\u305f\u5b66\u7fd2\u3002\u96c6\u4e2d\u5ea6\u304c\u4f4e\u3044\u307b\u3069\u75c5\u6c17\u533a\u5206\u30e9\u30d9\u30eb\u306e\u78ba\u4fe1\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u3088\u3046\u306b\u3057\u305f\u3002\uff08\u96e3\u3057\u304f\u8003\u3048\u306a\u304f\u3066\u3082\u5206\u985e\u3067\u304d\u305f\u3068\u8a00\u3046\u610f\u56f3[1]\uff09<\/li>\n<li>\u75c5\u6c17\u533a\u5206\u306e\u30e9\u30d9\u30eb\u3068\u9032\u884c\u5ea6\u3068\u8133\u6ce2\u3092\u4f75\u7528\u3057\u305f\u5b66\u7fd2\u30022.\u30683.\u306e\u639b\u3051\u7b97\u3002<\/li>\n<\/ol>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5b66\u7fd2\u752875%\u30fb\u8a55\u4fa1\u752825%\u306b\u5206\u5272\u3057\u30012\u30a8\u30dd\u30c3\u30af\u5f8c\u306e\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6b63\u89e3\u7387\u3092\u6bd4\u8f03\u3057\u305f\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u30fb\u8a55\u4fa1\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u5199\u771f\u306f4\u6761\u4ef6\u3059\u3079\u3066\u3067\u540c\u4e00\u3067\u3042\u308b\uff084\u6761\u4ef6\u3067\u30c7\u30fc\u30bf\u5206\u5272\u306b\u3088\u308b\u6709\u5229\u4e0d\u5229\u306f\u751f\u3058\u3066\u3044\u306a\u3044\uff09\u3002loss\u95a2\u6570\u3068\u3057\u30661.\u3067\u306fcategorical_crossentropy\u3092\u30012.-4.\u3067\u306fkullback_leibler_divergence\u3092\u7528\u3044\u305f\u3002\u3053\u308c\u306f\u30012.-4.\u306e\u6b63\u89e3\u30c7\u30fc\u30bf\u304c\u6559\u5e2b\u306e\u51fa\u529b\uff08\u672c\u4ef6\u3067\u306f\u4eba\u9593\u306e\u78ba\u4fe1\u5ea6\u306b\u76f8\u5f53\u3059\u308b\u5206\u5e03\uff09\u3067\u3042\u308a\u30d0\u30a4\u30ca\u30ea\u5024\u3067\u306f\u306a\u3044\u70ba\u3067\u3042\u308b\u3002<\/p>\n<h2>\u7d50\u679c\u3068\u307e\u3068\u3081<\/h2>\n<p>\u7d50\u679c\u306f\u6b21\u306e\u901a\u308a\u3067\u3042\u3063\u305f\u3002\u9a5a\u304f\u3079\u304d\u3053\u3068\u306b[2]\u3001Distilling the Knowledge from a Brain\u306b\u306f\u52b9\u679c\u304c\u3042\u3063\u305f\u3002<\/p>\n<ol>\n<li>\u901a\u5e38\u306e\u5b66\u7fd2\uff1a\u6b63\u89e3\u7387 37%<\/li>\n<li>\u9032\u884c\u5ea6\u306e\u4f75\u7528\uff1a\u6b63\u89e3\u7387 37%<\/li>\n<li>\u8133\u6ce2\u306e\u4f75\u7528\uff1a\u6b63\u89e3\u7387 41%<\/li>\n<li>\u9032\u884c\u5ea6\uff0b\u8133\u6ce2\u306e\u4f75\u7528\uff1a\u6b63\u89e3\u7387 49%<\/li>\n<\/ol>\n<p>\u7d50\u679c\u306e\u89e3\u91c8\u306f\u96e3\u3057\u3044\u304c\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u4ee5\u5916\u306e\u60c5\u5831\uff08\u7279\u306b\u8133\u6ce2\uff09\u306b\u3082\u610f\u5473\u304c\u3042\u308a\u305d\u3046\u306a\u611f\u3058\u3067\u3042\u308b\u3002\u30c7\u30fc\u30bf\u6570\u304c\u5c11\u306a\u304f\u3001\u305d\u3082\u305d\u3082\u306e\u6b63\u89e3\u7387\u304c\u4f4e\u3044\u306e\u3067\u4f55\u3068\u3082\u3044\u3048\u306a\u3044\u611f\u3082\u3042\u308b\u306e\u3067\u3001\u4eca\u5f8c\u30c7\u30fc\u30bf\u6570\u3092\u5897\u3084\u3057\u3066\u518d\u5ea6\u5b9f\u9a13\u3092\u884c\u3063\u3066\u307f\u305f\u3044\u3068\u3053\u308d\u3002\u4ee5\u4e0b\u3001\u786c\u3044\u611f\u3058\u306e\u307e\u3068\u3081\u3002<br \/>\nAI\u304c\u6d41\u884c\u308b\u306b\u3064\u308c\u3066\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u91cd\u8981\u6027\u3082\u4e0a\u304c\u3063\u3066\u3044\u308b[3]\u3002\u672cPoC\u3067\u306f\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u6642\u306b\u8133\u6ce2\u3092\u6e2c\u5b9a\u3057\u3001\u305d\u308c\u3092\u30e2\u30c7\u30eb\u5b66\u7fd2\u6642\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u5b66\u7fd2\u306e\u52b9\u7387\u5316\u304c\u51fa\u6765\u308b\u4e8b\u304c\u308f\u304b\u3063\u305f\u3002\u4eca\u5f8c\u306e\u30e9\u30d9\u30ea\u30f3\u30b0\u4f5c\u696d\u3067\u306f\u8133\u6ce2\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u304c\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u306b\u306a\u308b\u3060\u308d\u3046[4]\u3002\u5206\u985e\u6642\u306e\u8133\u6ce2\u4ed8\u304d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5e83\u304f\u516c\u958b\u3055\u308c\u308b\u3053\u3068\u3092\u671f\u5f85\u3059\u308b[5]\u3002\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3082\u3068\u3001Distilling the Knowledge from a Brain\u306e\u6d3b\u7528\u3084\u8133\u6ce2\u4e88\u6e2c\u30bf\u30b9\u30af\u3092\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u306e1\u3064\u3068\u3057\u3066\u89e3\u304f\u5b66\u7fd2\u306b\u3088\u3063\u3066\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u304c\u4e0a\u304c\u3063\u3066\u3044\u304f\u3068\u63a8\u6e2c\u3055\u308c\u308b[6]\u3002<br \/>\n\uff08\u786c\u3044\u307e\u3068\u3081\u306f\u3053\u3053\u307e\u3067\u3002\u500b\u4eba\u7684\u306a\u601d\u3044\u7684\u306a\u8003\u5bdf\u306f\u305d\u306e\u4ed6\u306b\u7d9a\u304f\u3002\uff09<\/p>\n<h2>\u811a\u6ce8<\/h2>\n<p>[1] \u3053\u306e\u4eee\u5b9a\u306f\u76f8\u5f53\u602a\u3057\u3044\u3002<br \/>\n[2] \u3053\u3093\u306a\u96d1\u306a\u554f\u984c\u8a2d\u5b9a\u30fb\u89e3\u304d\u65b9\u3067\u5dee\u304c\u51fa\u308b\u3068\u306f\u601d\u308f\u306a\u304b\u3063\u305f\u304c\u3001\u8907\u6570\u56de\u5b9f\u884c\u3057\u3066\u3082\u7d50\u679c\u304c\u307b\u307c\u540c\u3058\u3067\u3042\u3063\u305f\u3002\u540c\u3058\u30e2\u30c7\u30eb\u306btrain\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u306a\u3044\u304b\u78ba\u8a8d\u3057\u305f\u308a\u30011.-4.\u306e\u5b66\u7fd2\u9806\u756a\u3092\u5909\u3048\u3066\u307f\u305f\u308a\u3082\u3057\u305f\u304c\u540c\u3058\u7d50\u679c\u3060\u3063\u305f\u3002\u3073\u3063\u304f\u308a\u3002\u89b3\u6e2c\u8005\u52b9\u679c\u7684\u306a\u3082\u306e\u3067\u8133\u6ce2\u304c\u5909\u308f\u3063\u305f\u306e\u3060\u308d\u3046\u304b\uff1f\u305d\u308c\u306f\u305d\u308c\u3067\u3073\u3063\u304f\u308a\u3060\u304c\u3002<br \/>\n[3] \u3053\u308c\u306f\u305f\u3076\u3093\u672c\u5f53\u3002\u5b9f\u52d9\u3067\u306f\u5927\u304d\u306a\u8ab2\u984c\u3002<br \/>\n[4] \u8133\u6ce2\u8a08\u6e2c\u304c\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u306b\u306f\u306a\u3089\u306a\u3044\u3060\u308d\u3046\u304c\u3001\u53d6\u308a\u3084\u3059\u3044\u751f\u4f53\u30c7\u30fc\u30bf\u304c\u4f75\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u306f\u611f\u3058\u305f\u3002\u7279\u306b\u5fc3\u62cd\u3068\u304b\u8996\u7dda\u3068\u304b\u3002<br \/>\n[5] \u6b32\u3057\u3044\u4eba\u304c\u3044\u308c\u3070\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3057\u3066\u3082\u3088\u3044\u304b\u306a\u30fc\u3068\u601d\u3044\u3064\u3064\u3001\u96d1\u306b\u3084\u3063\u305f\u3068\u3053\u308d\u3092\u7dba\u9e97\u306b\u3059\u308b\u306e\u304c\u9762\u5012\u306a\u306e\u3067\u3001\u304a\u8535\u5165\u308a\u306b\u306a\u308a\u305d\u3046\u306a\u4e88\u611f\u304c\u3057\u3066\u3044\u308b\u3002<br \/>\n[6] \u500b\u4eba\u7684\u306b\u30de\u30eb\u30c1\u30bf\u30b9\u30af\u3078\u306e\u9069\u7528\u306b\u53ef\u80fd\u6027\u3092\u611f\u3058\u3066\u3044\u308b\uff08<a href=\"https:\/\/arxiv.org\/abs\/1706.05137\">\u53c2\u8003\u8ad6\u6587\u300cOne Model To Learn Them All\u300d<\/a>\uff09\u304c\u3001\u826f\u3044\u611f\u3058\u306e\u30c7\u30fc\u30bf\u304c\u7121\u3044\u306e\u3067\u8a66\u305b\u3066\u3044\u306a\u3044\u3002\u6687\u304c\u3042\u3063\u305f\u3089\u3084\u308b\u304b\u3082\u3002<br \/>\n<!--more--><\/p>\n<h2>\u305d\u306e\u4ed6<\/h2>\n<p>\u77e5\u8b58\u84b8\u7559\u3068\u3044\u3046\u8a00\u8449\u306b\u3072\u304b\u308c\u3066\u3001\u8a87\u5927\u5e83\u544a\u6c17\u5473\u306aPoC\u3092\u3057\u3066\u307f\u305f\u3089\u610f\u5916\u306b\u53ef\u80fd\u6027\u306e\u3042\u308a\u305d\u3046\u306a\u7d50\u679c\u304c\u51fa\u3066\u9a5a\u3044\u305f\u3002\u3061\u306a\u307f\u306b\u3001\u3055\u3089\u3063\u3068\u6d41\u3057\u3066\u3044\u308b\u304c\u3001\u75c5\u6c17\u306e\u9032\u884c\u5ea6\u3084\u8133\u6ce2\u304b\u3089\u826f\u3044\u611f\u3058\u306b\u30bd\u30d5\u30c8\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u5206\u5e03\u3092\u4f5c\u308b\u65b9\u6cd5\u306f\u304b\u306a\u308a\u306e\u96e3\u554f\u3067\u3042\u308b\u3002\u672c\u4ef6\u306f\u9069\u5f53\u306b\u5206\u5e03\u7cfb\u3092\u6c7a\u3081\u6253\u3061\u3057\u3066\u5b9f\u6e2c\u5024\u3067\u8abf\u6574\u3057\u305f\u304c\u3001\u30ab\u30c6\u30b4\u30ea\u304c\u591a\u3044\u3068\u304b\u306a\u308a\u306e\u5de5\u592b\u304c\u5fc5\u8981\u306a\u306f\u305a\u3002\u6642\u9593\u304c\u3042\u3063\u305f\u3089\u8003\u5bdf\u3059\u308b\u304b\u3082\u3002<br 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\/>\n\u904e\u53bb\u306e\u8a18\u4e8b\u3067\u4f55\u56de\u304b\u3068\u308a\u3042\u3052\u305f\u516c\u5e73\u6027\u306e\u8a71\u3084\u8aac\u660e\u8cac\u4efb\u306e\u6587\u8108\u3067\u3082\uff08\u3068\u3044\u3046\u304b\u305d\u306e\u6587\u8108\u3067\u3053\u305d\uff09\u4eba\u9593\u304c\u4eca\u307e\u3067\u884c\u3063\u3066\u304d\u305f\u30d0\u30a4\u30a2\u30b9\u304c\u898b\u3064\u304b\u308a\u3001\u3069\u3046\u3084\u3063\u3066\u5bfe\u5fdc\u3059\u3079\u304d\u304b\u304c\u554f\u984c\u306b\u306a\u308b\u3002\u6628\u5e74\u672b\u304f\u3089\u3044\u306b\u300c<a 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\/>\n\u8272\u3005\u306a\u4e8b\u4f8b\u3092\u898b\u805e\u304d\u3059\u308b\u306b\u3001\u91cd\u5927\u4e8b\u9805\u306e\u5224\u65ad\u306bAI\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u4f55\u3089\u304b\u306e\u5f62\u3067\u5916\u304b\u3089\u691c\u8a3c\u53ef\u80fd\u3068\u3059\u308b\u304b\u3001\u5c02\u9580\u6a5f\u95a2\u306b\u3088\u308b\u76e3\u67fb\u304c\u3042\u308b\u3079\u304d\u306a\u3093\u3060\u308d\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u3002\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u304c\u7121\u3044\u3068\u96e3\u3057\u3044\u4e16\u754c\u3060\u304c\u3001\u4fdd\u967a\u3068\u304b\u7d61\u3081\u3066\u4f55\u304b\u4ed5\u7d44\u307f\u304c\u4f5c\u308c\u306a\u3044\u304b\u306a\u30fc\u3068\u601d\u3046\u4eca\u65e5\u3053\u306e\u9803\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u56de\u304b\u3089\u306e\u7d9a\u304d\u3002\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\u3092\u76ee\u6307\u3057\u5b9f\u9a13\u3092\u884c\u3063\u305f\u3002\u76ee\u7684\u306f\u52b9\u7387\u7684\u306a\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u3067\u3042\u308a\u3001\u4eca\u56de\u306ePoC\u3067\u306f\u751f\u4f53\u60c5\u5831\u3092Deep Learning\u306e\u84b8\u7559\u3068\u540c\u3058\u65b9\u6cd5\u3001\u30bd\u30d5\u30c8\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u8a2d\u5b9a\u3067\u6d3b\u7528\u3067\u304d\u308b\u304b\uff1f\u3092\u691c\u8a3c\u3057\u305f\u3002 \u89e3\u3044\u305f &hellip; <a href=\"https:\/\/staka.jp\/wordpress\/?p=269\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u8133\u304b\u3089\u306e\u77e5\u8b58\u84b8\u7559\uff08Distilling the Knowledge from a Brain\uff09 &#8211; \u7d50\u679c &#8211;&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[27,28,29,84,85],"class_list":["post-269","post","type-post","status-publish","format-standard","hentry","category-11","tag-deeplearning","tag-distillation","tag-distilling-knowledge","tag-84","tag-85"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/269","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=269"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/269\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=269"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=269"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=269"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}