{"id":81,"date":"2018-01-08T20:00:16","date_gmt":"2018-01-08T11:00:16","guid":{"rendered":"http:\/\/staka.jp\/wordpress\/?p=81"},"modified":"2018-01-08T20:00:16","modified_gmt":"2018-01-08T11:00:16","slug":"%e6%a4%8d%e7%89%a9%e3%81%ae%e7%97%85%e6%b0%97%e3%82%92deep-learning%e3%81%a7%e5%88%a4%e5%88%a5-%e3%80%80%e6%a6%82%e8%a6%81%ef%bc%8b%e6%ba%96%e5%82%99%e7%b7%a8%ef%bc%881-3%ef%bc%89","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=81","title":{"rendered":"\u690d\u7269\u306e\u75c5\u6c17\u3092Deep Learning\u3067\u5224\u5225 \u3000\u6982\u8981\uff0b\u6e96\u5099\u7de8\uff081\/3\uff09"},"content":{"rendered":"<p><a href=\"http:\/\/www.plant-check.jp\/\">\u690d\u7269\u306e\u5199\u771f\u304b\u3089\u75c5\u6c17\u3092\u5224\u5225\u3059\u308b\u30b5\u30a4\u30c8(http:\/\/www.plant-check.jp\/)\u3092\u4f5c\u3063\u3066\u307f\u305f\u3002<\/a><br \/>\n\u30b5\u30a4\u30c8\u306f2017\u5e748\u6708\u304f\u3089\u3044\u306b\u4f5c\u3063\u305f\u306e\u3060\u304c\u3001\u305d\u306e\u30e1\u30e2\u304c\u3066\u3089\u3001\u3084\u3063\u305f\u3053\u3068\u3092\u307e\u3068\u3081\u3066\u307f\u308b\u3002<br \/>\n\u4f7f\u7528\u3057\u305f\u6280\u8853\u306f\u6700\u8fd1\u306e\u6d41\u884c\u3092\u3075\u307e\u3048\u3001\u308f\u308a\u3068\u672c\u683c\u7684\u3002\u30d0\u30ea\u30d0\u30ea\u306eDeep Learning\u306a\u306e\u3067\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3092\u5229\u7528\u3057\u3001\u690d\u7269\u306e\u75c5\u6c17\u5224\u5b9a\u3092\u884c\u3063\u305f\uff01\u3068\u8a00\u3063\u3066\u3044\u3044\u306f\u305a\u3002<\/p>\n<ul>\n<li>\u75c5\u6c17\u5224\u5b9a\u306b\u4f7f\u7528\u3057\u3066\u305f\u306e\u306f(1)\u690d\u7269\u306e\u8449\u304b\u305d\u308c\u4ee5\u5916\u304b\u3092\u5224\u5225\u3059\u308b2\u5024\u5206\u985e\u30e2\u30c7\u30eb\uff0b(2)\u690d\u7269\u306e\u8449\u304c\u75c5\u6c17\u304b\u5426\u304b\u3092\u5224\u5225\u3059\u308b\u591a\u5024\u5206\u985e\u30e2\u30c7\u30eb\u3002<\/li>\n<li>2\u3064\u306e\u30e2\u30c7\u30eb\u3068\u3082\u306bDeep Learning\u3092\u6d3b\u7528\u3002\u5177\u4f53\u7684\u306b\u306fInception V3\uff08ImageNet\uff09\u3092\u8ee2\u79fb\u5b66\u7fd2\u3055\u305b\u308b\u5f62\u3067\u4f5c\u6210\u3002<\/li>\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306fPython\u3067\u4f5c\u6210\u3002Deep Learning\u90e8\u5206\u306fkeras + tensorflow\u3001WEB\u90e8\u5206\u306fnginx + uwsgi + bottle\u3067\u69cb\u6210\u3002<\/li>\n<li>\u30a4\u30f3\u30d5\u30e9\u90e8\u5206\u306bnvidia-docker\uff08keras + tensorflow\u3067\u306e\u5b66\u7fd2\u90e8\u5206\uff09\u3068docker\uff08WEB\u90e8\u5206\u3068\u5224\u5225\u30e2\u30c7\u30eb\u5229\u7528\uff09\u3092\u4f7f\u7528\u3002\u30b5\u30fc\u30d0\u306fsakura\u306eVPS\uff08ubuntu 16.04 LTS\uff09\u3002<\/li>\n<li>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306fa) \u81ea\u5206\u3067\u96c6\u3081\u305f\u30d0\u30e9\u306e\u8449\u3063\u3071\u753b\u50cf\uff08\u5065\u5eb7\u306a\u8449\u3068\u75c5\u6c17\u306e\u8449\u3092\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\uff09\u3068b)<a href=\"http:\/\/groups.csail.mit.edu\/vision\/SUN\/\">SUN Database\uff08http:\/\/groups.csail.mit.edu\/vision\/SUN\/\uff09<\/a>\u3092\u4f7f\u7528\u3002\n<ul>\n<li>(1)\u690d\u7269\u306e\u8449\u304b\u305d\u308c\u4ee5\u5916\u304b\u3092\u5224\u5225\u3059\u308b\u30e2\u30c7\u30eb\u306b\u306fa) + b)\u3092\u5229\u7528<\/li>\n<li>(2)\u690d\u7269\u306e\u8449\u304c\u75c5\u6c17\u304b\u5426\u304b\u3092\u5224\u5225\u3059\u308b\u30e2\u30c7\u30eb\u306b\u306fa)\u306e\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u7d50\u679c\u3092\u5229\u7528<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\u958b\u767a\u74b0\u5883\u306e\u6e96\u5099<\/h2>\n<p>\u958b\u767a\u74b0\u5883\u3068\u3057\u3066Docker\u3092\u5229\u7528\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u30922\u3064\uff0b\u30ea\u30ea\u30fc\u30b9\u7528\u306e\u30b3\u30f3\u30c6\u30ca\u30921\u3064\u4f5c\u6210\u3057\u305f\u3002<\/p>\n<ol>\n<li>GPU\u3092\u7528\u3044\u305f\u5b66\u7fd2\u7528\u3068\u3057\u3066tensorflow + keras\u304c\u52d5\u4f5c\u3059\u308b\u30b3\u30f3\u30c6\u30ca\n<ul>\n<li>\u30db\u30b9\u30c8\u3068\u306a\u308bUbuntu 16.04\u306bnVidia\u516c\u5f0f\u30c9\u30e9\u30a4\u30d0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\u3001nvidia-docker\u3092\u5c0e\u5165\u3057\u3066\u69cb\u7bc9\u3002<\/li>\n<li>\u5b89\u5b9a\u7248\u306egcr.io\/tensorflow\/tensorflow:latest-gpu\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066keras\u3092\u8ffd\u52a0\u3067\u5165\u308c\u305f\u3002<\/li>\n<li>\uff08\u56f0\u3063\u305f\u3068\u304d\u306f\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b\u306e\u304c\u4e00\u756a\u3060\u3063\u305f\u3002\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305fWEB\u30a2\u30d7\u30ea\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30ca\n<ul>\n<li>\u30db\u30b9\u30c8\u306f1.\u3068\u540c\u3058\u3002pip\u304b\u3089keras, tensorflow, bottle, uwsgi\u3092\u5165\u308c\u305f\u3002<\/li>\n<li>\u958b\u767a\u7528\u306a\u306e\u3067jupyter\u3082\u5c0e\u5165\u3002<\/li>\n<\/ul>\n<\/li>\n<li>WEB\u30a2\u30d7\u30ea\u3092\u30ea\u30ea\u30fc\u30b9\u3059\u308b\u74b0\u5883\u306e\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30ca\n<ul>\n<li>2.\u3068\u306e\u9055\u3044\u306fjupyter\u306a\u3069\u4f59\u8a08\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u7701\u3044\u3066\u3044\u308b\u70b9\u3060\u3051\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h2>\n<p>\u672c\u4ef6\u3067\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u306e\u6982\u8981\u3068\u30e2\u30c7\u30eb\u69cb\u7bc9\u306b\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306f\u6b21\u306e\u3068\u304a\u308a\u3002<\/p>\n<ol>\n<li>\u690d\u7269\u306e\u8449\u304b\u305d\u308c\u4ee5\u5916\u304b\u3092\u5224\u5225\u3059\u308b2\u5024\u5206\u985e\u30e2\u30c7\u30eb\n<ul>\n<li>\u30d0\u30e9\u306e\u8449\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6b63\u4f8b\u3001<a href=\"http:\/\/groups.csail.mit.edu\/vision\/SUN\/\">SUN Database\uff08http:\/\/groups.csail.mit.edu\/vision\/SUN\/\uff09<\/a>\u306e\u690d\u7269\u4ee5\u5916\u306e\u30ab\u30c6\u30b4\u30ea\u3092\u8ca0\u4f8b\u3068\u3059\u308b2\u5024\u5206\u985e\u30e2\u30c7\u30eb\u3002<\/li>\n<li>Imagenet\u3067\u5b66\u7fd2\u3057\u305fInception V3\uff08keras\u4ed8\u5c5e\uff09\u3092\u5229\u7528\u3002<\/li>\n<li>\u524d\u534a250\u5c64\u3092\u56fa\u5b9a\u3002Inception V3\u306e\u5f8c\u306b\u5224\u5225\u5c64\u3092\u8ffd\u52a0\u3059\u308b\u5f62\u3067\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u6210\uff08\u8a73\u7d30\u306f\u6b21\u56de\u8a18\u8f09\uff09\u3001\u5b66\u7fd2\u3055\u305b\u305f\u3002<\/li>\n<li>\u3044\u308f\u3086\u308b\u8ee2\u79fb\u5b66\u7fd2\u3068\u304bfine tuning\u3068\u304b\u547c\u3070\u308c\u308b\u624b\u6cd5\u3002<\/li>\n<li>\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306f\u7d0416000\u679a\u3002\uff08data augmentation\u524d\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u690d\u7269\u306e\u8449\u304c\u75c5\u6c17\u304b\u5426\u304b\u3092\u5224\u5225\u3059\u308b\u591a\u5024\u5206\u985e\u30e2\u30c7\u30eb\n<ul>\n<li>\u30d0\u30e9\u306e\u8449\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u300c\u5065\u5eb7\u300d\u300c\u9ed2\u661f\u75c5\u300d\u300c\u3046\u3069\u3093\u7c89\u75c5\u300d\u300c\u305d\u306e\u4ed6\u30ab\u30d3\u7cfb\u306e\u75c5\u6c17\u300d\u306e4\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3059\u308b\u591a\u5024\u5206\u985e\u30e2\u30c7\u30eb\u3002\u30ab\u30c6\u30b4\u30ea\u5206\u3051\u306f\u81ea\u5206\u3067\u3068\u3063\u305f\u30d0\u30e9\u306e\u5199\u771f\u30fb\u52d5\u753b\uff08\u753b\u50cf\u306b\u4e00\u5b9a\u30d5\u30ec\u30fc\u30e0\u3054\u3068\u306b\u753b\u50cf\u3068\u3057\u3066\u5207\u308a\u51fa\u3057\uff09\u3092\u30cf\u30f3\u30c9\u30e9\u30d9\u30ea\u30f3\u30b0\u3057\u305f\u3002<\/li>\n<li>\u5229\u7528\u3057\u305f\u5b66\u7fd2\u624b\u6cd5\u306f1.\u3068\u540c\u69d8\u3002<\/li>\n<li>\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306f\u7d041800\u679a\u3002\uff08data augmentation\u524d\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u30d0\u30e9\u306e\u8449\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u306f\u590f\u4f11\u307f\u306b\u90fd\u5185\u306e\u516c\u5712\u3092\u3081\u3050\u3063\u3066\u81ea\u5206\u3067\u64ae\u5f71\u3057\u305f\u3002\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3057\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\uff08\u30d0\u30e9\u4ee5\u5916\u3001\u5bfe\u8c61\u75c5\u6c17\u4ee5\u5916\uff09\u3082\u542b\u3081\u30663000\u679a\u4ee5\u4e0a\u64ae\u5f71\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b3\u30fc\u30c9\u66f8\u304f\u3088\u308a\u5927\u5909\u3060\u3063\u305f\uff08\u304c\u826f\u3044\u7d4c\u9a13\u306b\u306a\u3063\u305f\uff08\u8a73\u3057\u304f\u306f\u6b21\u56de\uff09\uff09<br \/>\n<!--more--><\/p>\n<h2>\u305d\u306e\u4ed6<\/h2>\n<p>2\u5e74\u306b1\u56de\u304f\u3089\u3044\u306e\u5272\u5408\u3067\u4f55\u304b\u4f5c\u308a\u305f\u3044\u885d\u52d5\u306b\u99c6\u3089\u308c\u308b\u3002\u305d\u3057\u3066\u3001\u3068\u308a\u3042\u3048\u305a\u4f5c\u3063\u3066\u6e80\u8db3\u3057\u305f\u306e\u3067\u3001\u307e\u3068\u3081\u306e\u4f5c\u6210\u3082\u51ac\u4f11\u307f\u307e\u3067\u653e\u7f6e\u3057\u3066\u3057\u307e\u3063\u305f\u30fb\u30fb\u30fb\u3002\u624b\u5143\u306e\u5199\u771f\u306f\u30d0\u30e9\u4ee5\u5916\u3082\u96c6\u307e\u3063\u3066\u3044\u305f\u308a\u3001\u30d0\u30e9\u306e\u75c5\u6c17\u4ee5\u5916\u306e\u4e8b\u4f8b\u3082\u3042\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3001\u3082\u3046\u5c11\u3057\u62e1\u5f35\u3057\u3088\u3046\u304b\u306a\u30fc\u3068\u601d\u308f\u306a\u304f\u3082\u306a\u3044\u3002<br \/>\n\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3046\u3061\u3001SUN database\u306f<q>The images provided here are for research purposes only.<\/q>\uff08http:\/\/groups.csail.mit.edu\/vision\/SUN\/\uff09\u306a\u306e\u3067\u3001\u5e83\u544a\u306f\u8cbc\u3063\u3066\u306f\u3044\u306a\u3044\u3002\uff08\u65e5\u672c\u306e\u8457\u4f5c\u6a29\u6cd5\u306e\u5834\u5408\u3001\u5546\u7528\u5229\u7528\u3082\u53ef\u80fd\u3068\u3044\u3046\u8a71\u3082\u3042\u308b\u3051\u3069\u30fb\u30fb\u30fb\u3002\uff09<br \/>\n\u5e83\u544a\u3092\u8cbc\u308a\u305f\u304f\u306a\u3063\u305f\u3089\u3001(1)\u306e\u30e2\u30c7\u30eb\u3082\u81ea\u5206\u304c\u3068\u3063\u305f\u5199\u771f\u30d9\u30fc\u30b9\u3067\u66f4\u65b0\u3059\u308b\u304b\u3082\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u690d\u7269\u306e\u5199\u771f\u304b\u3089\u75c5\u6c17\u3092\u5224\u5225\u3059\u308b\u30b5\u30a4\u30c8(http:\/\/www.plant-check.jp\/)\u3092\u4f5c\u3063\u3066\u307f\u305f\u3002 \u30b5\u30a4\u30c8\u306f2017\u5e748\u6708\u304f\u3089\u3044\u306b\u4f5c\u3063\u305f\u306e\u3060\u304c\u3001\u305d\u306e\u30e1\u30e2\u304c\u3066\u3089\u3001\u3084\u3063\u305f\u3053\u3068\u3092\u307e\u3068\u3081\u3066\u307f\u308b\u3002 \u4f7f\u7528\u3057\u305f\u6280\u8853\u306f\u6700\u8fd1\u306e\u6d41\u884c\u3092 &hellip; <a href=\"https:\/\/staka.jp\/wordpress\/?p=81\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u690d\u7269\u306e\u75c5\u6c17\u3092Deep Learning\u3067\u5224\u5225 \u3000\u6982\u8981\uff0b\u6e96\u5099\u7de8\uff081\/3\uff09&#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":[2,8],"tags":[17,27,79,80,81],"class_list":["post-81","post","type-post","status-publish","format-standard","hentry","category-ai","category-python","tag-ai","tag-deeplearning","tag-79","tag-80","tag-81"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/81","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=81"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/81\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=81"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=81"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=81"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}