{"id":39650,"date":"2017-12-13T04:34:50","date_gmt":"2017-12-12T19:34:50","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=39650"},"modified":"2024-10-31T15:59:13","modified_gmt":"2024-10-31T06:59:13","slug":"chainer%e3%81%a8%e3%81%af%ef%bc%9f%e6%a6%82%e8%a6%81%e3%81%8b%e3%82%89%e5%b0%8e%e5%85%a5%e6%96%b9%e6%b3%95%e3%81%be%e3%81%a7%e3%82%92%e3%82%8f%e3%81%8b%e3%82%8a%e3%82%84%e3%81%99%e3%81%8f%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/39650","title":{"rendered":"Chainer\u3068\u306f\uff1f\u6982\u8981\u304b\u3089\u5c0e\u5165\u65b9\u6cd5\u307e\u3067\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01"},"content":{"rendered":"<p>\u6df1\u5c64\u5b66\u7fd2\u306e\u7406\u89e3\u306f\u9032\u3093\u3067\u3044\u307e\u3059\u304b\uff1f<\/p>\n<p>\u3042\u306a\u305f\u306f\u4eca\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u5927\u307e\u304b\u306a\u4ed5\u7d44\u307f\u306f\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u30aa\u30b9\u30b9\u30e1\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63a2\u3057\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63a2\u3057\u3066\u3044\u308b\u65b9\u306b\u5411\u3051\u3066\u3001\u4ee5\u4e0b\u306e\u5185\u5bb9\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff0000;\"><strong>\u300cChainer\u306e\u7279\u5fb4\u3092\u77e5\u308a\u305f\u3044\u300d<br \/>\n\u300cChainer\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u77e5\u308a\u305f\u3044\u300d<br \/>\n\u300cChainer\u3092\u7fd2\u5f97\u3057\u305f\u5834\u5408\u306b\u6c42\u4eba\u306f\u3042\u308b\u306e\u304b\u77e5\u308a\u305f\u3044\u300d<\/strong><\/span><\/p>\n<p>\u305d\u308c\u3067\u306f\u9806\u756a\u306b\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>Chainer\u3068\u306f<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-39655\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-43.png\" alt=\"Untitled design (4)\" width=\"700\" height=\"400\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-43.png 700w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-43-150x86.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-43-300x171.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-43-640x366.png 640w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p>Chainer\u306f\u3001<span style=\"color: #ff0000;\"><strong>Python\u3067\u6df1\u5c64\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306b\u4f7f\u7528\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong><\/span>\u306e1\u3064\u3067\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u306e\u7814\u7a76\u304c\u9032\u307f\u3001\u3088\u308a\u8907\u96d1\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u67d4\u8edf\u306b\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306e\u5fc5\u8981\u6027\u304c\u9ad8\u307e\u308b\u4e2d\u3001Chainer\u306f\u3001\u305d\u308c\u306b\u5fdc\u3048\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>Python\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001Chainer\u3092\u4f7f\u308f\u305a\u306bTensorFlow\u3092\u4f7f\u3046\u65b9\u3082\u3044\u3089\u3063\u3057\u3083\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>Chainer\u306e\u958b\u767a\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\uff08Deep Learning\uff09\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u3092\u884c\u3046<a href=\"https:\/\/www.preferred-networks.jp\/ja\/\" target=\"_blank\" rel=\"noopener\">Preferred Networks\uff08PFN\uff09<\/a>\u304c\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u9032\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>PFN\u304c\u65e5\u672c\u56fd\u5185\u306e\u4f01\u696d\u3067\u3042\u308b\u305f\u3081\u3067\u3057\u3087\u3046\u304b\u3001<span style=\"color: #ff0000;\"><strong>\u516c\u5f0f\u306e\u65e5\u672c\u8a9e\u30e6\u30fc\u30b6\u30fc\u30b0\u30eb\u30fc\u30d7\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u308b<\/strong><\/span>\u3053\u3068\u3082\u5b89\u5fc3\u6750\u6599\u306e\u4e00\u3064\u3067\u3059\u306d\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/groups.google.com\/forum\/#!forum\/chainer-jp\" target=\"_blank\" rel=\"noopener\">https:\/\/groups.google.com\/forum\/#!forum\/chainer-jp<\/a><\/p>\n<h3>\u6df1\u5c64\u5b66\u7fd2\uff08Deep Learning\uff09\u3068\u306f<\/h3>\n<p>\u6df1\u5c64\u5b66\u7fd2\uff08Deep Learning\uff09\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u5927\u91cf\u306e\u6570\u5024\u8a08\u7b97\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u5b66\u7fd2\u3057\u305f\u304b\u306e\u3088\u3046\u306b\u632f\u308b\u821e\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u8a08\u7b97\u624b\u6cd5\u306e1\u3064\u3067\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001<span style=\"color: #ff0000;\"><strong>Chainer\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0<\/strong><\/span>\uff08Python\u3067\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u5b66\u7fd2\u3057\u305f\u304b\u306e\u3088\u3046\u306b\u632f\u308b\u821e\u3046\u30d7\u30ed\u30b0\u30e9\u30e0\uff09<span style=\"color: #ff0000;\"><strong>\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u308b<\/strong><\/span>\u306e\u3067\u3059\u3002<\/p>\n<h2>Chainer\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-39665\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-2.png\" alt=\"Untitled design (2)\" width=\"700\" height=\"400\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-2.png 700w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-2-150x86.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-2-300x171.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-2-640x366.png 640w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p><span style=\"color: #ff0000; background-color: #ffff99;\"><strong>\u6df1\u5c64\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u6210\u3092Python\u3067\u30b7\u30f3\u30d7\u30eb\u306b\u8a18\u8ff0\u3067\u304d\u308b<\/strong><\/span>\u3053\u3068\u304c\u6700\u3082\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u7c21\u5358\u306a\u3053\u3068\u3082\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u3042\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001Chainer\u306e\u7279\u5fb4\u3068\u3057\u3066Define-by-Run\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3068\u8a08\u7b97\u3092\u540c\u6642\u306b\u884c\u3046\uff09\u65b9\u5f0f\u3067\u3042\u308b\u3053\u3068\u3084\u3001\u9ad8\u901f\u6027\u3082\u30e1\u30ea\u30c3\u30c8\u3068\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u307e\u305aChainer\u3092\u4f7f\u3063\u3066\u6df1\u5c64\u5b66\u7fd2\u3092\u3084\u3063\u3066\u307f\u3088\u3046\u3068\u3044\u3046\u3068\u304d\u306b\u306f\u3001\u305d\u308c\u307b\u3069\u6df1\u304f\u8003\u3048\u308b\u5fc5\u8981\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>Chainer\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-39667\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/shutterstock_674863345.jpg\" alt=\"shutterstock_674863345\" width=\"700\" height=\"400\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/shutterstock_674863345.jpg 700w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/shutterstock_674863345-150x86.jpg 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/shutterstock_674863345-300x171.jpg 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/shutterstock_674863345-640x366.jpg 640w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p>\u3068\u3053\u308d\u3067\u3001Chainer\u3092\u4f7f\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3001<span style=\"color: #ff0000;\"><strong>\u3069\u306e\u3088\u3046\u306a\u3053\u3068\u3092\u5b66\u7fd2\u3055\u305b\u3089\u308c\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/strong><\/span><\/p>\n<p>Chainer\u306f\u3042\u304f\u307e\u3067\u6df1\u5c64\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306b\u4f7f\u7528\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u6d3b\u7528\u4e8b\u4f8b\u306f\u3001\u305d\u306e\u307e\u307eChainer\u3067\u5b9f\u88c5\u3067\u304d\u308b\u6d3b\u7528\u4e8b\u4f8b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u3053\u3053\u3067\u306f\u3001<span style=\"color: #ff0000;\"><strong>\u6df1\u5c64\u5b66\u7fd2\u306e\u6d3b\u7528\u4e8b\u4f8b<\/strong><\/span>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>Chainer\u3067\u5b9f\u88c5\u3057\u305f\u4f8b\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3053\u3067\u306f\u8aac\u660e\u3057\u307e\u305b\u3093\u306e\u3067\u3001\u5225\u9014\u63a2\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002Chainer\u306f\u6709\u540d\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u306e\u3067\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u30b3\u30fc\u30c9\u4f8b\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u753b\u50cf\u5206\u985e<\/h3>\n<p><span style=\"color: #339966;\"><strong>\u753b\u50cf\u5206\u985e<\/strong><\/span>\u306f\u3001\u753b\u50cf\u306b\u63cf\u304b\u308c\u3066\u3044\u308b\u7269\u4f53\u3092\u63a8\u5b9a\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<p>\u98db\u884c\u6a5f\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u753b\u50cf\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u51e6\u7406\u3057\u305f\u7d50\u679c\u3001\u300c\u98db\u884c\u6a5f\u300d\u3068\u51fa\u529b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u306b\u3088\u308b<span style=\"color: #ff0000;\"><strong>\u753b\u50cf\u5206\u985e\u306e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3067\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u6709\u7528\u6027\u304c\u8a9e\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f<\/strong><\/span>\u3068\u3082\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u7a81\u7136\u3067\u3059\u304c\u3001<span style=\"color: #339966;\"><strong>ImageNet<\/strong><\/span>\u3068\u3044\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3054\u5b58\u77e5\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>ImageNet\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u306f\u30011500\u4e07\u679a\u306e\u753b\u50cf\u3068\u3001\u305d\u308c\u3089\u306e\u753b\u50cf1\u679a1\u679a\u306b\u5bfe\u3057\u3066\u4f55\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u8aac\u660e\u3059\u308b\u8a9e\u53e5\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001ImageNet\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u767b\u9332\u3055\u308c\u305f\u753b\u50cf\u3068\u8a9e\u53e5\u306e\u5bfe\u5fdc\u3092\u5b66\u7fd2\u3067\u304d\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u672a\u77e5\u306e\u753b\u50cf\u306b\u4f55\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u63a8\u6e2c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>Chainer\u3092\u958b\u767a\u3057\u3066\u3044\u308bPFN\u306b\u3088\u308b\u3068\u3001\u5206\u6563\u5b66\u7fd2\u30d1\u30c3\u30b1\u30fc\u30b8<span style=\"color: #339966;\"><strong>ChainerMN<\/strong><\/span>\u3092\u4f7f\u7528\u3057\u3066\u3001ImageNet\u306e\u753b\u50cf\u3068\u8a9e\u53e5\u306e\u5bfe\u5fdc\u3092\u5b66\u7fd2\u3057\u305f\u3068\u3053\u308d\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u5b66\u7fd2\u901f\u5ea6\u306b\u304a\u3044\u3066<span style=\"color: #ff0000; background-color: #ffff99;\"><strong>\u4e16\u754c\u6700\u901f<\/strong><\/span>\u3092\u5b9f\u73fe\u3067\u304d\u305f\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>Chainer\u306e\u901f\u3055\u306b\u671f\u5f85\u304c\u9ad8\u307e\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.preferred-networks.jp\/ja\/news\/pr20171110\" target=\"_blank\" rel=\"noopener\">https:\/\/www.preferred-networks.jp\/ja\/news\/pr20171110<\/a><\/p>\n<h3>\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h3>\n<p>\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u975e\u5e38\u306b\u4f3c\u901a\u3063\u305f\u4f5c\u696d\u3067\u3059\u306e\u3067\u3001\u307e\u3068\u3081\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #339966;\"><strong>\u7269\u4f53\u691c\u51fa<\/strong><\/span>\u306f\u3001\u753b\u50cf\u306e\u3069\u3053\u306b\u4f55\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u63a8\u5b9a\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002\u30be\u30a6\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u753b\u50cf\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u51e6\u7406\u3057\u305f\u7d50\u679c\u3001\u300c\u30be\u30a6\u300d\u3068\u51fa\u529b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30be\u30a6\u306e\u8f2a\u90ed\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001<span style=\"color: #339966;\"><strong>\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong><\/span>\u306f\u753b\u50cf\u306e\u3059\u3079\u3066\u306e\u30d4\u30af\u30bb\u30eb\u304c\u4f55\u3092\u8868\u3057\u3066\u3044\u308b\u304b\u3092\u63a8\u5b9a\u3059\u308b\u4f5c\u696d\u3067\u3059\u3002\u308f\u304b\u308a\u3084\u3059\u304f\u66f8\u304f\u3068\u3001\u30be\u30a6\u306e\u8f2a\u90ed\u3060\u3051\u3067\u306a\u304f\u3001\u30be\u30a6\u3068\u4e00\u7dd2\u306b\u63cf\u304b\u308c\u3066\u3044\u308b\u5730\u9762\u3084\u7a7a\u306e\u8f2a\u90ed\u3082\u63a8\u5b9a\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u753b\u50cf\u5206\u985e\u3067\u306f\u3001\u753b\u50cf\u306b\u5bfe\u3057\u3066\u8aac\u660e\u304c\u4e00\u3064\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u5b9f\u7528\u6027\u306b\u306f\u7591\u554f\u7b26\u304c\u4ed8\u304d\u307e\u3059\u304c\u3001\u7269\u4f53\u691c\u51fa\u30fb\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u8a71\u984c\u306e\u81ea\u52d5\u904b\u8ee2\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3068\u3057\u3066\u3082\u5229\u7528\u3055\u308c\u3001<span style=\"color: #ff0000;\"><strong>\u5b9f\u7528\u6027\u304c\u9ad8\u3044<\/strong><\/span>\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.slideshare.net\/takmin\/semantic-segmentation\" target=\"_blank\" rel=\"noopener\">https:\/\/www.slideshare.net\/takmin\/semantic-segmentation<\/a><\/p>\n<h3>PaintsChainer<\/h3>\n<p><span style=\"color: #339966;\"><strong>PaintsChainer<\/strong><\/span>\u3068\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u304c\u3001\u305d\u306e\u540d\u306e\u901a\u308aChainer\u3092\u4f7f\u3063\u3066\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>PaintsChainer\u306f\u3001Chainer\u3092\u958b\u767a\u3057\u3066\u3044\u308bPFN\u304c\u958b\u767a\u30fb\u63d0\u4f9b\u3057\u3066\u3044\u308b<span style=\"color: #ff0000;\"><strong>\u7dda\u753b\u81ea\u52d5\u7740\u8272\u30b5\u30fc\u30d3\u30b9<\/strong><\/span>\u3067\u3059\u3002<\/p>\n<p>\u767d\u9ed2\u7b49\u3067\u63cf\u304b\u308c\u305f\u7dda\u753b\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001\u81ea\u52d5\u7684\u306b\u7740\u8272\u3055\u308c\u305f\u753b\u50cf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a66\u3059\u307e\u3067\u3082\u306a\u304f\u3001Chainer\u306e\u3059\u3054\u3055\u304c\u308f\u304b\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u306d\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/paintschainer.preferred.tech\/index_ja.html\" target=\"_blank\" rel=\"noopener\">https:\/\/paintschainer.preferred.tech\/index_ja.html<\/a><\/p>\n<h2>Chainer\u306e\u4ed5\u4e8b\u5185\u5bb9<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-39672\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-1.png\" alt=\"Untitled design (1)\" width=\"700\" height=\"400\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-1.png 700w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-1-150x86.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-1-300x171.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-1-640x366.png 640w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p>Chainer\u306b\u9650\u3089\u305a\u3001<span style=\"color: #ff0000;\"><strong>\u6df1\u5c64\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u4ed5\u4e8b\u306f\u3059\u3067\u306b\u5b58\u5728\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3084\u3001\u7528\u610f\u3055\u308c\u305f\u4f5c\u696d\uff08\u30bf\u30b9\u30af\uff09\u3068\u4eba\u304c\u6301\u3064\u30b9\u30ad\u30eb\u3092\u30de\u30c3\u30c1\u30f3\u30b0\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306a\u3069\u3001\u6df1\u5c64\u5b66\u7fd2\u3092\u6d3b\u7528\u3059\u308c\u3070\u89e3\u6c7a\u3067\u304d\u305d\u3046\u3068\u601d\u308f\u308c\u308b\u3088\u3046\u306a\u4ed5\u4e8b\u5185\u5bb9\u306f\u3082\u3061\u308d\u3093\u3067\u3059\u3002<\/p>\n<p>\u4e00\u898b\u3001\u6df1\u5c64\u5b66\u7fd2\u3068\u306f\u7e01\u304c\u306a\u3044\u3088\u3046\u306b\u601d\u3048\u308b\u3001\u6cd5\u5f8b\u696d\u52d9\u3092\u5909\u9769\u3059\u308b\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3068\u3044\u3063\u305f\u4ed5\u4e8b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u3001Chainer\u306b\u95a2\u3059\u308b\u6c42\u4eba\u6570\u3084\u6848\u4ef6\u6570\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>Chainer\u306e\u6c42\u4eba\u6570<\/h3>\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306b\u69d8\u3005\u306a\u30d3\u30b8\u30cd\u30b9\u3067\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u6d3b\u7528\u304c\u59cb\u307e\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001<span style=\"color: #ff0000;\"><strong>\u6c42\u4eba\u6570\u3082\u5897\u3048\u3066\u3044\u304f\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u308b<\/strong><\/span>\u306e\u306f\u5f53\u7136\u306e\u6210\u308a\u884c\u304d\u3067\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u73fe\u6642\u70b9\u3067Chainer\u3092\u5fc5\u8981\u3068\u3059\u308b\u6c42\u4eba\u6570\u306f\u3069\u306e\u304f\u3089\u3044\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u8a66\u3057\u306b<a href=\"https:\/\/www.wantedly.com\/\" target=\"_blank\" rel=\"noopener\">Wantedly<\/a>\u3067\u300cChainer\u300d\u306b\u95a2\u9023\u3059\u308b\u6c42\u4eba\u3092\u691c\u7d22\u3057\u3066\u307f\u308b\u3068\u3001\u7d0470\u4ef6\u306e\u6c42\u4eba\u304c\u898b\u3064\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3044\u304f\u3064\u304b\u898b\u3066\u307f\u308b\u3068\u3001\u5fc5\u9808\u30b9\u30ad\u30eb\u306e1\u3064\u3084\u6b53\u8fce\u30b9\u30ad\u30eb\u306e1\u3064\u3068\u3057\u3066\u3001Chainer\u304c\u3042\u3052\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u306e\u6d3b\u7528\u304c\u9032\u3080\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a<span style=\"color: #0000ff;\"><strong>\u6c42\u4eba\u304c\u5897\u3048\u3066\u3044\u304f\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/www.wantedly.com\/search?q=Chainer\" target=\"_blank\" rel=\"noopener\">https:\/\/www.wantedly.com\/search?q=Chainer<\/a><\/p>\n<h3>Chainer\u306e\u6848\u4ef6\u4f8b<\/h3>\n<p>\u5c31\u8077\u3067\u306f\u306a\u304f\u3001\u4f5c\u696d\u6848\u4ef6\u3068\u3057\u3066\u3001Chainer\u3092\u6d3b\u7528\u3059\u308b\u6848\u4ef6\u6570\u3082\u6c17\u306b\u306a\u308a\u307e\u3059\u306d\u3002<\/p>\n<p><a href=\"https:\/\/agency-star.com\/\" target=\"_blank\" rel=\"noopener\">\u304a\u4ed5\u4e8b\u30de\u30c3\u30c1\u30f3\u30b0\u30b5\u30a4\u30c8A-STAR<\/a>\u3067\u300cChainer\u300d\u306e\u6848\u4ef6\u30fb\u6c42\u4eba\u3092\u691c\u7d22\u3057\u3066\u307f\u308b\u3068\u3001\u3053\u3061\u3089\u306f6\u4ef6\u3067\u3057\u305f\u3002<\/p>\n<p>\u6848\u4ef6\u5358\u4f4d\u3067\u306e\u52df\u96c6\u306b\u3064\u3044\u3066\u306f\u3001\u307e\u3060\u307e\u3060\u591a\u3044\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u304c\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u52b9\u679c\u304c\u5b9f\u8a3c\u3055\u308c\u308b\u306b\u3064\u308c\u3066\u3001<span style=\"color: #0000ff;\"><strong>\u6848\u4ef6\u6570\u3082\u5897\u3048\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059<\/strong><\/span>\u306d\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/agency-star.com\/projects\/?freeword=Chainer\" target=\"_blank\" rel=\"noopener\">https:\/\/agency-star.com\/projects\/?freeword=Chainer<\/a><\/p>\n<h2>Chainer\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-39675\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-51.png\" alt=\"Untitled design (5)\" width=\"700\" height=\"400\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-51.png 700w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-51-150x86.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-51-300x171.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/Untitled-design-51-640x366.png 640w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/p>\n<p><span style=\"color: #0000ff;\"><strong>Chainer\u3092\u8a66\u3059\u3060\u3051\u3067\u3057\u305f\u3089\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u7c21\u5358\u3067\u3059\u3002<\/strong><\/span><\/p>\n<p>\u307e\u305a\u524d\u63d0\u6761\u4ef6\u3068\u3057\u3066\u3001Python 2.7.6\u4ee5\u964d\u30013.4.3\u4ee5\u964d\u30013.5.1\u4ee5\u964d\u30013.6.0\u4ee5\u964d\u306e\u3044\u305a\u308c\u304b\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001Windows\u306e\u5834\u5408\u306f\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8d77\u52d5\u3057\u3066\u304b\u3089\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"decode:true \">pip install chainer<\/pre>\n<p>\u6700\u4f4e\u9650\u306eChainer\u3060\u3051\u3067\u306a\u304f\u3001GPU\u3092\u5229\u7528\u3057\u3066\u8a08\u7b97\u3092\u901f\u304f\u3057\u305f\u3044\u3068\u304b\u3001Caffe\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u306b\u5bfe\u5fdc\u3055\u305b\u305f\u3044\u3068\u3044\u3063\u305f\u5e0c\u671b\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u5225\u9014\u3044\u304f\u3064\u304b\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.chainer.org\/en\/stable\/install.html\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.chainer.org\/en\/stable\/install.html<\/a><\/p>\n<p>\u307e\u305f\u3001<span style=\"color: #ff0000;\"><strong>Chainer\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/strong><\/span><\/p>\n<p>\u82f1\u8a9e\u306e\u6587\u7ae0\u3067\u3059\u304c\u3001Chainer\u3092\u4f7f\u3046\u305f\u3081\u306b\u306f\u5fc5\u8aad\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>\u65e5\u672c\u8a9e\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u5b58\u5728\u3059\u308b\u3068\u306f\u3044\u3048\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u3088\u3046\u306b\u6700\u5148\u7aef\u306e\u6280\u8853\u3092\u53d6\u308a\u6271\u3046\u5834\u5408\u3001\u82f1\u8a9e\u3092\u907f\u3051\u3066\u901a\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u304c\u3093\u3070\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u53c2\u8003\uff1a<a href=\"https:\/\/docs.chainer.org\/en\/stable\/tutorial\/basic.html\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.chainer.org\/en\/stable\/tutorial\/basic.html<\/a><\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u3001\u5b9f\u969b\u306bChainer\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u6311\u6226\u3057\u3066\u3044\u305f\u3060\u3051\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><span style=\"color: #ff0000;\"><strong>Chainer\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u3044\u3088\u3044\u3088\u624b\u5143\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u6bb5\u968e\u3067\u3059\u3002<br \/>\n<\/strong><\/span><br 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