{"id":2424,"date":"2018-03-28T17:59:38","date_gmt":"2018-03-28T08:59:38","guid":{"rendered":"https:\/\/www.ecomott.co.jp\/tech_blog\/?p=2424"},"modified":"2018-09-13T09:36:08","modified_gmt":"2018-09-13T00:36:08","slug":"%e3%82%bd%e3%83%8b%e3%83%bc-neural-network-console-%e3%81%a8-%e3%82%a8%e3%82%af%e3%82%bb%e3%83%ab%e3%81%a7%e5%a7%8b%e3%82%81%e3%82%8b-%e3%83%8b%e3%83%a5%e3%83%bc%e3%83%a9%e3%83%ab%e3%83%8d%e3%83%83","status":"publish","type":"post","link":"https:\/\/www.ecomottblog.com\/?p=2424","title":{"rendered":"\u30bd\u30cb\u30fc Neural Network Console \u3068 \u30a8\u30af\u30bb\u30eb\u3067\u59cb\u3081\u308b \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af"},"content":{"rendered":"<p>\u30a8\u30b3\u30e2\u30c3\u30c8\u793e\u5185\u3067\u306f\u3001\u6628\u5e74\u304b\u3089\u6280\u8853\u8005\u5411\u3051\u306b\u4f55\u5ea6\u304b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u5206\u6790\u306e\u52c9\u5f37\u4f1a\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u73fe\u5b9f\u7684\u306b\u306f\u3001\u6280\u8853\u8005\u3088\u308a\u975e\u6280\u8853\u8005\uff08\u7ba1\u7406\u3068\u304b\u55b6\u696d\u3068\u304b\u4f01\u753b\u3068\u304b\u3068\u304b\u3001\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3084\uff33\uff25\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u610f\u5473\uff09\u306e\u65b9\u304c\u4f55\u3089\u304b\u306e\u5206\u6790\u3059\u3079\u304d\u30c7\u30fc\u30bf\u3092\u6301\u3063\u3066\u3044\u3066\u3001\u8cc7\u6599\u306e\u4f5c\u6210\u304b\u3089\u4f55\u304b\u3057\u3089\u306e\u5224\u65ad\u307e\u3067\u69d8\u3005\u306a\u30ec\u30d9\u30eb\u3067\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3068\u3044\u3046\u696d\u52d9\u4e0a\u306e\u5fc5\u8981\u6027\u304c\u591a\u304f\u5b58\u5728\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u601d\u308f\u308c\u307e\u3059\u3002\u3059\u3067\u306bBI\u30c4\u30fc\u30eb\u3084\u7d71\u8a08\u30c4\u30fc\u30eb\u306a\u3069\u3092\u6d3b\u7528\u3059\u308b\u4eba\u3082\u3044\u3066\u3001\u8fd1\u5e74\u30d6\u30fc\u30e0\u306b\u306a\u3063\u3066\u3044\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u305f\u3044\u3068\u3044\u3046\u30cb\u30fc\u30ba\u306f\u9593\u9055\u3044\u306a\u304f\u3001\u3053\u306e\u5c64\u306b\u3082\u8a2a\u308c\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u30a8\u30b3\u30e2\u30c3\u30c8\u3067\u306f\u3001\u6280\u8853\u8005\u4ee5\u5916\u3082\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3082\u3089\u3044\u305f\u3044\u3068\u601d\u3044\u3001\uff12\u6708\u306b\u975e\u6280\u8853\u8005\u5411\u3051\u52c9\u5f37\u4f1a\u3092\u958b\u50ac\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u540c\u69d8\u306e\u5185\u5bb9\u3092\u5727\u7e2e\u3057\u3001\u682a\u5f0f\u4f1a\u793e\u30a4\u30f3\u30b5\u30a4\u30c8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u69d8\u304c\u4e3b\u50ac\u3059\u308b<a href=\"https:\/\/insight-tec.connpass.com\/event\/81685\/\">Sapporo Tech Bar #17<\/a>\u306b\u3066\u767a\u8868\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\uff08\u672c\u30d6\u30ed\u30b0\u306f\u3001\u3053\u308c\u3089\u306e\u307e\u3068\u3081\u3092\u517c\u306d\u305f\u30c0\u30a4\u30b8\u30a7\u30b9\u30c8\u3067\u3059\u3002\uff09<\/p>\n<h2>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3063\u3066\u51c4\u3044\u4eba\u3057\u304b\u3067\u304d\u306a\u3044\u3093\u3058\u3083\u306a\u3044\u306e\uff1f<\/h2>\n<p>\u4eca\u307e\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u3084\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u307b\u307c\u307b\u307cTensorflow\u3068\u304bChainer\u3068\u304b\u30fb\u30fb\u30fb\u3068\u304b\u3068\u304b\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308b\u3053\u3068\u3068\u540c\u7fa9\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30bd\u30cb\u30fc\u306eNeural Network Console\u304c\u3053\u306e\u72b6\u6cc1\u3092\u4e00\u5909\u3055\u305b\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u305d\u3046\u306b\u9055\u3044\u306a\u3044\uff01\uff09<\/p>\n<p><!--more--><\/p>\n<h3>\u30bd\u30cb\u30fc Neural Network Console\u3068\u306f<\/h3>\n<p>2017\/8\/17\u306b\u30bd\u30cb\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\u682a\u5f0f\u4f1a\u793e\u304b\u3089Neural Network Console\uff08\u4ee5\u4e0b\u3001NNC\uff09\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002NNC\u306f\u5546\u7528\u30af\u30a9\u30ea\u30c6\u30a3\u30fc\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u7bc9\u30c4\u30fc\u30eb\u3067\u3059\u3002Windows\u7248\u3068\u30af\u30e9\u30a6\u30c9\u7248\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c9\u30e9\u30c3\u30b0&amp;\u30c9\u30ed\u30c3\u30d7\u306b\u3088\u308b\u7c21\u5358\u7de8\u96c6<\/li>\n<li>\u69cb\u9020\u81ea\u52d5\u63a2\u7d22<\/li>\n<li>\u3059\u3050\u306b\u5b66\u7fd2\u3001\u3059\u3050\u306b\u7d50\u679c\u3092\u78ba\u8a8d<\/li>\n<li>\u5b66\u7fd2\u306e\u5c65\u6b74\u3092\u96c6\u4e2d\u7ba1\u7406<\/li>\n<\/ul>\n<p>\u8a73\u7d30\u306f<a href=\"https:\/\/dl.sony.com\/ja\/\">\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3053\u306eNNC\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u975e\u6280\u8853\u8005\u306b\u306f\u7e01\u9060\u3044\u3001\u74b0\u5883\u69cb\u7bc9\u3084\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306a\u3057\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4e16\u754c\u3092\u582a\u80fd\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30bd\u30cb\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba\u682a\u5f0f\u4f1a\u793e\u306b\u611f\u8b1d\uff01<\/p>\n<h2>\u65e5\u7d4c\u5e73\u5747\u3092\u4f7f\u3063\u3066\u4e88\u60f3\u3057\u3066\u307f\u305f<\/h2>\n<p>\u3068\u306f\u8a00\u3048\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3042\u308b\u3042\u308b\u7684\u306a\u30a2\u30e4\u30e1\u3068\u304b\u30ef\u30a4\u30f3\u54c1\u8cea\u3068\u304b\u624b\u66f8\u304d\u6587\u5b57\u3068\u304b\u30fb\u30fb\u30fb\u666e\u901a\u306e\u4eba\u306b\u306f\u5473\u6c17\u306a\u304f\u8208\u5473\u304c\u308f\u304d\u306b\u304f\u3044\u30c7\u30fc\u30bf\u305f\u3061\u3067\u306f\u3001\u4eca\u307e\u3067\u3084\u3089\u306a\u304b\u3063\u305f\u7cbe\u795e\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u304c\u8d85\u3048\u3089\u308c\u308b\u3068\u306f\u5230\u5e95\u601d\u3048\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u3001\u601d\u3044\u5207\u3063\u3066\u65e5\u7d4c\u5e73\u5747\u682a\u4fa1\u306e\u4e88\u60f3\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\uff08\u8208\u5473\u308f\u304d\u307e\u3057\u305f\u304b\u306d\uff1f\uff09<\/p>\n<p>\u65e5\u7d4c\u5e73\u5747\u65e5\u6b21\u30c7\u30fc\u30bf\u306e\u5f53\u65e5\u3092\u542b\u3080\u904e\u53bb\uff15\u55b6\u696d\u65e5\u5206\u3092\u4f7f\u3063\u3066\u3001\u7fcc\u65e5\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u306b\u3057\u3066\u3001\u30e9\u30a4\u30d6\u3067\u5206\u6790\u3057\u307e\u3059\u3002\uff08\u52c9\u5f37\u4f1a\u306f\u30e9\u30a4\u30d6\u30c7\u30e2\uff06\u5b9f\u7fd2\u5f62\u5f0f\u3067\u3057\u305f\u304c\u3001\u30d6\u30ed\u30b0\u5185\u3067\u306f\u96f0\u56f2\u6c17\u3067\uff57\uff09<\/p>\n<h3>\u65e5\u7d4c\u5e73\u5747\u30c7\u30fc\u30bf<\/h3>\n<p>\u65e5\u7d4c\u5e73\u5747\u30d7\u30ed\u30d5\u30a3\u30eb-\u65e5\u7d4c\u306e\u6307\u6570\u516c\u5f0f\u30b5\u30a4\u30c8-\u306b\u3042\u308b<a href=\"https:\/\/indexes.nikkei.co.jp\/nkave\/index?type=download\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30bb\u30f3\u30bf\u30fc<\/a>\u304b\u3089\u65e5\u7d4c\u5e73\u5747\u682a\u4fa1\u306e\u65e5\u6b21\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>2015\u5e741\u67085\u65e5\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u6642\u307e\u3067\u306e\u5e74\u6708\u65e5\u3001\u7d42\u5024\u3001\u59cb\u5024\u3001\u9ad8\u5024\u3001\u5b89\u5024\u304cCSV\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u4f5c\u6210<\/h3>\n<p>\u4eca\u56de\u306f2018\/3\/13\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f783\u30ec\u30b3\u30fc\u30c9\u3092\u5229\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305a\u3001nikkei_stock_average_daily_jp.csv\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u5927\u62b5\u306e\u4eba\u306f\u30a8\u30af\u30bb\u30eb\u304c\u7acb\u3061\u4e0a\u304c\u308b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u8981\u9818\u3067\u5165\u529b\u3059\u308b5\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u3068\u51fa\u529b\uff08\u6b63\u89e3\uff09\u306e1\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>1\/6\u4ee5\u964d\u306e\u5168\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc\uff081\/6\u306e\u7d42\u5024\u306e\u3068\u3053\u308d\u306b\u5408\u308f\u305b\u3066\u3001CTRL+SHIFT+\u53f3\u30ab\u30fc\u30bd\u30eb\u3001CTRL+SHIFT+\u4e0b\u30ab\u30fc\u30bd\u30eb\u3001CTRL+C\uff09<\/li>\n<li>1\/5\u306e\u5b89\u5024\u306e\u5de6\u96a3\u306e\u30bb\u30eb\uff08F2\u306e\u30bb\u30eb\uff09\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u3001\u30da\u30fc\u30b9\u30c8\uff08CTRL+V\uff09<\/li>\n<li>1\/7\u4ee5\u964d\u306e\u5168\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc<\/li>\n<li>1\/5\u306e\u884c\u306e\u6700\u53f3\u5074\u306b\u30da\u30fc\u30b9\u30c8<\/li>\n<li>\u540c\u69d8\u306b1\/13\u4ee5\u964d\u306e\u30c7\u30fc\u30bf\u307e\u3067\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002\uff08\u3053\u306e\u6642\u70b9\u3067Y\u5217\u307e\u3067\u57cb\u307e\u308c\u3070OK\u3067\u3059\u3002\uff09<\/li>\n<li>\u5165\u529b\u5024\u306e\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u3002\u7d42\u5024\u3068\u30e9\u30d9\u30eb\u3055\u308c\u3066\u3044\u308b\u3068\u3053\u308d\u306bx__0\uff08\u30a8\u30c3\u30af\u30b9\u3001\u30a2\u30f3\u30c0\u30fc\u30d0\u30fc\u3001\u30a2\u30f3\u30c0\u30fc\u30d0\u30fc\u3001\u30bc\u30ed\uff09\u3068\u5165\u529b\u3057\u3001\u305d\u306e\u5de6\u4ee5\u964d\u306f\u3001x__1\u3001x__2\u30fb\u30fb\u30fb\u3001x__19\u3068\u3057\u3066\u304f\u3060\u3055\u3044<\/li>\n<li>\u6b63\u89e3\u5024\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u3002x__19\u306e\u53f3\u96a3\u308a\u3092y__0\u3068\u3057\u3001y__1\u3001y__2\u3001y__3\u3068\u5165\u529b\u3057\u307e\u3059\u3002\uff08\u3053\u3053\u3067\u3001\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\uff09<\/li>\n<li>\u30c7\u30fc\u30bf\u4e0d\u8db3\u306e\u884c\u3092\u6d88\u3057\u307e\u3059\u3002Y\u5217\u30c7\u30fc\u30bf\u306e\u4e00\u756a\u4e0b\u306b\u79fb\u308a\u3001\u305d\u306e\u4e0b\u306e\u884c\u306b\u3042\u308b\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\uff08A780:Y785\uff09\u3092\u6d88\u3057\u307e\u3059\u3002<\/li>\n<li>\u65e5\u4ed8\u306e\u5217\u3092\u524a\u9664\uff08\u5de6\u65b9\u5411\u306b\u30b7\u30d5\u30c8\uff09<\/li>\n<li>\u4fdd\u5b58<\/li>\n<li>\u4fdd\u5b58\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30d4\u30fc\u3057\u3001\u8907\u88fd\u3092\u4f5c\u308b<\/li>\n<li>\u4e00\u3064\u3092traning.csv\u3001\u3082\u3046\u4e00\u3064\u3092test.csv\u3068\u30ea\u30cd\u30fc\u30e0\u3059\u308b<\/li>\n<li>traning.csv\u3092\u958b\u304d\u3001601\u884c\u76ee\u4ee5\u964d\u306e\u5168\u30c7\u30fc\u30bf\u3092\u524a\u9664\u3057\u4fdd\u5b58\u3059\u308b\u3002\uff08599\u30ec\u30b3\u30fc\u30c9\u3002\u5168\u4f53\u306e8\u5272\u7a0b\u5ea6\uff09<\/li>\n<li>test.csv\u3092\u958b\u304d\u30012\u884c\u76ee\u304b\u3089600\u884c\u76ee\u306e\u5168\u30c7\u30fc\u30bf\u3092\u524a\u9664\uff08\u4e0a\u65b9\u5411\u306b\u30b7\u30d5\u30c8\uff09\u3057\u4fdd\u5b58\u3059\u308b\u3002\uff08184\u30ec\u30b3\u30fc\u30c9\u3002\u5168\u4f53\u306e2\u5272\u7a0b\u5ea6\uff09<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/copypaste.jpg\" alt=\"\" width=\"955\" height=\"421\" class=\"aligncenter size-full wp-image-2427\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/copypaste.jpg 955w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/copypaste-300x132.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/copypaste-768x339.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/copypaste-304x134.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/copypaste-282x124.jpg 282w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><\/p>\n<p>\u3053\u308c\u3067\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u30bb\u30c3\u30c8\u304c\u5b8c\u6210\u3057\u307e\u3057\u305f\u3002\u65e5\u672c\u8a9e\u306e\u30d1\u30b9\u3084\u30d5\u30a1\u30a4\u30eb\u540d\u3060\u3068\u5f8c\u3005\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30d5\u30a9\u30eb\u30c0\u30fc\uff08\u3053\u3053\u306f\u65e5\u672c\u8a9e\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u5b9f\u969b\u306fDocuments\u306a\u306e\u3067\u3001\u5927\u4e08\u592b\uff09\u306e\u4e0b\u306b\u65e5\u672c\u8a9e\u6587\u5b57\u3092\u4f7f\u308f\u306a\u3044\u30d5\u30a9\u30eb\u30c0\u30fc\uff08\u4f8b\u3048\u3070\u3001nk225\uff09\u3092\u4f5c\u308a\u3001\u305d\u3053\u306b\u4fdd\u5b58\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>NNC\u3092\u8d77\u52d5\u3059\u308b\u3002<\/h3>\n<p>\u3061\u306a\u307f\u306b\u3001NNC\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u3089\u3001zip\u3092\u5c55\u958b\u3059\u308c\u3070\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u7d42\u308f\u308a\u3067\u3059\u3002<br \/>\nneural_network_console.exe\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p>\u8d77\u52d5\u3057\u305f\u3089\u3001\u5229\u7528\u898f\u7d04\u306b\u540c\u610f\u3057\u3001\uff0bNew Project\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3089\u3001EDIT\u30bf\u30d6\u304c\u958b\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/newproj.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2432\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/newproj-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<h3>\u307e\u305a\u306f\u9806\u4f1d\u642c\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089<\/h3>\n<p>\u5165\u529b\u5c64\u3001\u96a0\u308c\u5c64\u3001\u51fa\u529b\u5c64\u306e\uff13\u5c64\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u59cb\u3081\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5de6\u7aef\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30ea\u30b9\u30c8\u304b\u3089\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b0\u30e9\u30d5\u306b\u30c9\u30e9\u30c3\u30b0&amp;\u30c9\u30ed\u30c3\u30d7\u3059\u308b\u3053\u3068\u3067\u3001\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u56f3\u306e\u3088\u3046\u306b\u3064\u306a\u3052\u308c\u3070OK\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/ffnn.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2428\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<p>\u6b21\u306b\u3001\u5404\u7a2e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u307e\u307e\u3067\u306f\u30c7\u30fc\u30bf\u306e\u5165\u51fa\u529b\u304c\u3067\u304d\u307e\u305b\u3093\u306e\u3067\u3001\u5165\u529b\u5c64\u3068\u51fa\u529b\u5c64\u306e\u30b5\u30a4\u30ba\u3092\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<p>Input\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u5de6\u4e0b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306eSize\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306e1,28,28\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u308c\u309220\u3068\u3057\u307e\u3059\u3002\u6b21\u306b\u51fa\u529b\u5c64\u306eAffine\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001OutShape\u304c100\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u3053\u308d\u30924\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3067\u3001\u5165\u529b\u30ce\u30fc\u30c9\u304c\uff12\uff10\u3067\u3001\u51fa\u529b\u30ce\u30fc\u30c9\u304c\uff14\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u6b21\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002DATASET\u30bf\u30d6\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u753b\u9762\u304c\u5207\u308a\u66ff\u308f\u3063\u305f\u3089\u3001ImageNormalization\u306e\u30c1\u30a7\u30c3\u30af\u3092\u5916\u3057\u3001DATASET\u30bf\u30d6\u306e\u771f\u4e0b\u306b\u3042\u308b\u56db\u89d2\u77e2\u5370\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p>\u5148\u307b\u3069\u4f5c\u3063\u305ftraining.csv\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u5de6\u5074\u306b\u3042\u308bValidation\u306e\u67a0\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u518d\u3073ImageNormalization\u306e\u30c1\u30a7\u30c3\u30af\u3092\u5916\u3057\u3001DATASET\u30bf\u30d6\u306e\u771f\u4e0b\u306b\u3042\u308b\u56db\u89d2\u77e2\u5370\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u5148\u307b\u3069\u4f5c\u3063\u305ftest.csv\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u306f\u6574\u3044\u307e\u3057\u305f\u306e\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002\uff08CONFIG\u306e\u53f3\u96a3\u308a\u306b\u3042\u308b\u30d5\u30ed\u30c3\u30d4\u30fc\u30a2\u30a4\u30b3\u30f3\u3067\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002\u3068\u308a\u3042\u3048\u305a\u3001nikkei225\u3068\u3057\u307e\u3059\uff09<\/p>\n<h3>\u5b66\u7fd2\u958b\u59cb<\/h3>\n<p>\u53f3\u5074\u306eTraining\u306e\u4e0b\u306b\u3042\u308b\u518d\u751f\u30dc\u30bf\u30f3\u98a8\u306a\u30a2\u30a4\u30b3\u30f3\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff08F5\u3067\u3082OK\uff09<\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bf\u30d6\u306e\u4e2d\u306b\u5b66\u7fd2\u66f2\u7dda\u306e\u30b0\u30e9\u30d5\u304c\u751f\u6210\u3055\u308c\u3066\u304d\u305f\u3089\u6210\u529f\u3067\u3059\u3002\u5168\u304f\u540c\u3058\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u304c\u4f3c\u305f\u3088\u3046\u306a\u611f\u3058\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002PARETO OPTIMAL\u3068\u306e\u8868\u793a\uff08\u30d1\u30ec\u30fc\u30c8\u6700\u9069\uff09\u306f\u5b66\u7fd2\u304c\u3044\u3044\u611f\u3058\u306b\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001Best Validation\u306e\u5024\u306f\u8a55\u4fa1\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u5024\u3068\u306e\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u3092\u8868\u3057\u3001\u5c0f\u3055\u3044\u307b\u3069\u8aa4\u5dee\u304c\u5c0f\u3055\u3044\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u8aa4\u5dee\u3092\u898b\u306a\u304c\u3089\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6539\u826f\u3057\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/ffnn_result.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2431\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_result-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<p>Evaluation\u30bf\u30d6\u3092\u958b\u304d\u3001\u53f3\u5074\u306b\u3042\u308bEvaluation\u306e\u518d\u751f\u30dc\u30bf\u30f3\u98a8\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u8a55\u4fa1\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/ffnn_eva_result.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2429\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<p>\u3059\u3050\u306b\u30c7\u30fc\u30bf\u304c\u51fa\u529b\u3055\u308c\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u53f3\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30e1\u30cb\u30e5\u30fc\u304b\u3089SAVE CSV as&#8230;\u3067\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002\uff08\u3053\u3053\u3067\u306fffnn_eva.csv\u3068\u3057\u307e\u3059\uff09<\/p>\n<p>\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30a8\u30af\u30bb\u30eb\u3067\u958b\u304d\u3001\u7d42\u5024\u3068\u7d42\u5024\u4e88\u6e2c\uff08y__0\u3068y&#8217;__0\uff09\u306e\u30c7\u30fc\u30bf\u3092\u30b0\u30e9\u30d5\u306b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel.jpg\" alt=\"\" width=\"1366\" height=\"768\" class=\"aligncenter size-full wp-image-2430\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel.jpg 1366w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel-300x169.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel-768x432.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel-1024x576.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel-304x171.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/ffnn_eva_result_excel-282x159.jpg 282w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" \/><\/p>\n<p>\u7d50\u69cb\u3042\u3063\u3066\u307e\u3059\u306d\u3002\u96a0\u308c\u5c64\u3092\u5897\u3084\u3057\u305f\u308a\u3001\u96a0\u308c\u5c64\u306e\u30ce\u30fc\u30c9\u3092\u5897\u3084\u3059\u306a\u3069\u3057\u3066\u3001\u3044\u308d\u3044\u308d\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u6b21\u306b\uff23\uff2e\uff2e\u3057\u307e\u3057\u3087\u3046<\/h3>\n<p>CNN\u3068\u306f\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3053\u3068\u3067\u3001\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u3067\u5229\u7528\u3055\u308c\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\u3002\u30b0\u30e9\u30d5\u306e\u5f62\u3082\u4f55\u304b\u306e\u753b\u50cf\u306b\u898b\u3048\u306a\u304f\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3046\u3044\u3046\u69cb\u9020\u7684\u306a\u7279\u5fb4\u3092\u5b66\u7fd2\u3057\u3066\u304f\u308c\u308b\u3053\u3068\u3092\u671f\u5f85\u3057\u3064\u3064\u3001\u3046\u307e\u304f\u3044\u304f\u304b\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u5165\u529b\u5c64\u306e\u30b5\u30a4\u30ba\u306f\uff12\uff10\u3067\u3057\u305f\u304c\u30014\u9805\u76ee\u306e5\u65e5\u5206\u30921\u679a\u306e\u753b\u50cf\u3068\u3057\u3066\u53d6\u308a\u6271\u3046\u305f\u3081\u306b\u3001Reshape\u3067\u5909\u5f62\u3057\u307e\u3059\u3002OutShape\u306f\u30011,5,4\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u9593\u306e\u96a0\u308c\u5c64\u90e8\u5206\u3092\u6d88\u3057\u3066\u3001Convolution\uff0bReLU\u5c64\u306b\u3057\u307e\u3059\u3002\u3068\u308a\u3042\u3048\u305a\u3001Convolution\u306ekernel\u30b5\u30a4\u30ba\u306f\u7e26\u306b\uff13\u3001\u6a2a\u306b\uff12\u3068\u3057\u307e\u3059\u3002kernel\u306e\u3068\u3053\u308d\u30923,2\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u306f\u3001\u6a2a\u65b9\u5411\u304c\u7d42\u59cb\u3068\u9ad8\u5b89\u306e2\u7d44\u306e\u95a2\u4fc2\u6027\u306b\u306a\u3063\u3066\u3044\u308b\u4e8b\u304b\u3089\u306e\u767a\u60f3\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/cnn.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2433\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<p>\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u5148\u307b\u3069\u3068\u3042\u307e\u308a\u5909\u308f\u3089\u306a\u3044\u6570\u5024\u306b\u306a\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001CNN\u306e\u65b9\u304c\u8a08\u7b97\u91cf\u306e\u6307\u6a19\u3067\u3042\u308bMultiplyAdd\u304c3\u5272\u4ee5\u4e0a\u5c11\u306a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3060\u3051\u8a08\u7b97\u304c\u8efd\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/cnn_res.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2436\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_res-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel.jpg\" alt=\"\" width=\"1374\" height=\"782\" class=\"aligncenter size-full wp-image-2434\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel.jpg 1374w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel-300x171.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel-768x437.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel-1024x583.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel-304x173.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result_excel-282x160.jpg 282w\" sizes=\"(max-width: 1374px) 100vw, 1374px\" 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loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.ecomottblog.com\/cmswp\/wp-content\/uploads\/2018\/03\/epoch1000.jpg\" alt=\"\" width=\"1404\" height=\"812\" class=\"aligncenter size-full wp-image-2437\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000.jpg 1404w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000-300x174.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000-768x444.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000-1024x592.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000-304x176.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/epoch1000-282x163.jpg 282w\" sizes=\"(max-width: 1404px) 100vw, 1404px\" 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srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel.jpg 1366w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel-300x169.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel-768x432.jpg 768w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel-1024x576.jpg 1024w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel-304x171.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2018\/03\/cnn_eva_result1000_excel-282x159.jpg 282w\" sizes=\"(max-width: 1366px) 100vw, 1366px\" 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