{"id":1216,"date":"2018-12-13T17:42:08","date_gmt":"2018-12-13T08:42:08","guid":{"rendered":"https:\/\/game-creators.jp\/?p=1216"},"modified":"2020-03-05T13:56:22","modified_gmt":"2020-03-05T04:56:22","slug":"10952","status":"publish","type":"post","link":"https:\/\/game-creators.jp\/media\/event-search\/10952\/","title":{"rendered":"\u3010tensorflow\u3067\u5b66\u3076\u3011CNN\u5b9f\u88c5\u5165\u9580\u30002018\/12\/15(\u571f)\u300014:00 \u301c 17:00"},"content":{"rendered":"<p>\u65e5\u7a0b\uff1a \u30002018\/12\/15(\u571f)\u300014:00 \u301c 17:00<br \/>\n\u4f1a\u5834\uff1a \u3000<a class=\"url fn org\" href=\"https:\/\/avilen.co.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u79cb\u8449\u539f\u99c5\u5f92\u6b695\u5206<\/a>\u3000\u53f0\u6771\u533a\u53f0\u6771\uff11\u4e01\u76ee11\u756a4\u53f7 \u8aa0\u5fc3O\u30d3\u30eb3F<br \/>\n\u53c2\u52a0\u8cbb\uff1a \u30004000\u5186\uff08\u524d\u6255\u3044\uff09<\/p>\n<h2>\u3010tensorflow\u3067\u5b66\u3076\u3011CNN\u5b9f\u88c5\u5165\u9580<\/h2>\n<h3>\u6982\u8981<\/h3>\n<p>\u672c\u8b1b\u5ea7\u306e\u30c6\u30fc\u30de\u306fCNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3067\u3059\u3002\u8b1b\u5ea7\u5185\u3067\u306f\u3001CNN\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u89e3\u8aac\u3057\u306a\u304c\u3089tensorflow\u3092\u7528\u3044\u305f\u5b9f\u88c5\u3092\u30cf\u30f3\u30ba\u30aa\u30f3\u5f62\u5f0f\u3067\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>CNN\u306f\u8fd1\u5e74\u306e\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u306e\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u6280\u8853\u306e\u4e00\u3064\u3067\u3059\u3002\u5b9f\u969b\u3001\u6700\u8fd1\u958b\u50ac\u3055\u308c\u3066\u3044\u308b\u753b\u50cf\u8a8d\u8b58\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u3067\u306f\u307b\u307c\u5168\u3066\u306e\u624b\u6cd5\u304cCNN\u3092\u30d9\u30fc\u30b9\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u753b\u50cf\u3060\u3051\u306b\u9650\u3089\u305a\u3001\u97f3\u58f0\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3078\u306e\u5fdc\u7528\u7814\u7a76\u3082\u76db\u3093\u306b\u884c\u308f\u308c\u3001\u8ad6\u6587\u306a\u3069\u3067\u4e00\u5b9a\u306e\u6210\u679c\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u8b1b\u5ea7\u3067\u306fCNN\u306e\u57fa\u790e\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3001\u5b9f\u969b\u306btensorflow\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u305d\u306e\u5a01\u529b\u3092\u4f53\u9a13\u3057\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002\u53d7\u8b1b\u5f8c\u306f\u3001\u7406\u8ad6\u30d9\u30fc\u30b9\u3067CNN\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3057\u3001\u5b9f\u88c5\u3082\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u3010\u53c2\u52a0\u6761\u4ef6\u3011<\/strong><br \/>\n\u30fbPython3\u306e\u57fa\u672c\u6587\u6cd5\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u65b9<br \/>\n\u30fbtensorflow\u3067\u5358\u7d14\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\uff09\u3092\u5199\u7d4c\u3067\u3082\u69cb\u7bc9\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u65b9<\/p>\n<p>\u4e0a\u8a18\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u306a\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8b1b\u5ea7\u3092\u5408\u308f\u305b\u3066\u53d7\u8b1b\u3057\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u3092\u3053\u691c\u8a0e\u304f\u3060\u3055\u3044\u3002<br \/>\n\u30fbPython3\u306e\u57fa\u672c\u6587\u6cd5\u306b\u4e0d\u5b89\u306e\u3042\u308b\u65b9\u306f\u3001<a href=\"https:\/\/techplay.jp\/event\/707732\" rel=\"nofollow\">\u3010\u521d\u5fc3\u8005\u6b53\u8fce\u3011Python\u5165\u9580\u8b1b\u5ea7<\/a><br \/>\n\u30fbtensorflow\u3092\u7528\u3044\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u7bc9\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u4f53\u9a13\u3057\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/techplay.jp\/event\/707730\" rel=\"nofollow\">\u3010tensorflow\u3067\u5b66\u3076\u3011\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5b9f\u88c5\u5165\u9580<\/a><br \/>\n\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u672c\u539f\u7406\u3092\u5b66\u3073\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/techplay.jp\/event\/706746\" rel=\"nofollow\">\u3010\u30bc\u30ed\u304b\u3089\u5b66\u3076\u3011\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u7406\u8ad6\u5165\u9580<\/a><\/p>\n<h3>\u4e8b\u524d\u6e96\u5099<\/h3>\n<p>Python3\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u4ee5\u4e0b\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5f53\u8b1b\u5ea7\u3067\u306f\u5229\u7528\u3057\u307e\u3059\u306e\u3067\u3001\u5f53\u65e5\u307e\u3067\u306b\u52d5\u4f5c\u78ba\u8a8d\u3092\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>jupyter notebook<\/li>\n<li>numpy<\/li>\n<li>tensorflow<\/li>\n<li>tensorboard<\/li>\n<li>matplotlib<\/li>\n<\/ul>\n<h3>\u3053\u306e\u8b1b\u5ea7\u3067\u5f97\u3089\u308c\u308b\u3053\u3068<\/h3>\n<ul>\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u53ca\u3073CNN\u306e\u57fa\u672c\u539f\u7406\u3068\u5b9f\u88c5\u65b9\u6cd5\u306e\u7fd2\u5f97<\/li>\n<li>CNN\u3067\u306a\u306b\u304c\u3067\u304d\u308b\u304b\u4fef\u77b0\u7684\u306b\u6349\u3048\u3089\u308c\u308b<\/li>\n<\/ul>\n<h3>\u8b1b\u5ea7\u4e00\u89a7\u306e\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8<\/h3>\n<p>\u3069\u306e\u8b1b\u5ea7\u304b\u3089\u53d7\u8b1b\u3057\u305f\u3089\u826f\u3044\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u3068\u3044\u3046\u3088\u3046\u306a\u65b9\u306f\u3001\u4e0b\u8a18\u306e\u30d5\u30ed\u30fc\u30c1\u30e3\u30fc\u30c8\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3-ap-northeast-1.amazonaws.com\/s3.techplay.jp\/tp-images\/event\/1250\/5f61d6ec00271ee15df28715b39b4a9b20f9d994.png\" alt=\"Alt text\" \/><\/p>\n<h3>\u5185\u5bb9<\/h3>\n<ul>\n<li>CNN\u306e\u6982\u8981\u3001\u5fdc\u7528\u4f8b<\/li>\n<li>Convolution(\u7573\u307f\u8fbc\u307f)\u3068\u306f\u4f55\u304b<\/li>\n<li>\u7573\u307f\u8fbc\u307f\u5c64<\/li>\n<li>\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<\/li>\n<li>TensorFlow\u306b\u3088\u308b\u5b9f\u88c5<\/li>\n<li>\u5b9f\u88c5\u3057\u305f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2<\/li>\n<\/ul>\n<p>\u203b\u5185\u5bb9\u306f\u4e00\u90e8\u5909\u66f4\u306b\u306a\u308b\u3053\u3068\u304c\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\n<h3>\u3053\u3093\u306a\u4eba\u306b\u304a\u3059\u3059\u3081<\/h3>\n<ul>\n<li>\u6700\u77ed\u30eb\u30fc\u30c8\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308bCNN\u3092\u5b66\u3073\u305f\u3044\u65b9<\/li>\n<li>\u4eba\u5de5\u77e5\u80fd\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u3069\u306b\u8208\u5473\u304c\u3042\u308b\u65b9<\/li>\n<\/ul>\n<h3>\u8b1b\u5e2b<\/h3>\n<div class=\"codehilite\">\n<pre><span class=\"err\">\u52a0\u85e4\u3000\u6dbc\u592a<\/span>\r\n<span class=\"err\">\u6771\u4eac\u5927\u5b66\u5927\u5b66\u9662\u306b\u3066\u6df1\u5c64\u5b66\u7fd2\u3092\u542b\u3080\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3059\u308b\u7814\u7a76\u306b\u5f93\u4e8b\u3057\u3066\u3044\u308b\u3002\u8da3\u5473\u3067\u7af6\u6280\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3082\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3002<\/span>\r\n\r\n<span class=\"err\">\u5409\u7530\u3000\u62d3\u771f<\/span>\r\n<span class=\"err\">\u6771\u4eac\u5927\u5b66\u5927\u5b66\u9662\u306b\u3066\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u7814\u7a76\u306b\u5f93\u4e8b\u3002<\/span><span class=\"n\">C<\/span><span class=\"o\">++<\/span><span class=\"err\">\u3092\u7528\u3044\u3066\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u308f\u305a\u306b\u72ec\u81ea\u306b\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u3092\u5b9f\u88c5\u3057\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u6a5f\u68b0\u5b66\u7fd2\u306b\u643a\u308f\u3063\u3066\u3044\u308b\u3002\r\n\u307e\u305f\u3001\u30c9\u30ea\u30fc\u30e0\u30fb\u30a2\u30fc\u30c4\u3068\u30ea\u30af\u30eb\u30fc\u30c8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30ba\u3067\u4eba\u5de5\u77e5\u80fd\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5f93\u4e8b\u3057\u3066\u3044\u308b\u3002<\/span>\r\n<\/pre>\n<\/div>\n<hr \/>\n<h3>\u6301\u3061\u7269<\/h3>\n<ul>\n<li>Python3\u306e\u5b9f\u884c\u74b0\u5883\u3068\u5fc5\u8981\u30e9\u30a4\u30d6\u30e9\u30ea\uff08tensorflow, pandas, numpy\uff09\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u306ePC\u3002<br \/>\n\u203b \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304a\u56f0\u308a\u306e\u65b9\u306finfo@to-kei.net\u307e\u3067\u3054\u9023\u7d61\u3044\u305f\u3060\u3051\u308c\u3070\u3001\u53ef\u80fd\u306a\u7bc4\u56f2\u3067\u5bfe\u5fdc\u81f4\u3057\u307e\u3059\u3002<br \/>\n\u203b \u8b1b\u5ea7\u306e\u9032\u884c\u306f\u300cjupyter notebook\u300d\u3092\u4f7f\u3044\u307e\u3059\u3002\u540c\u3058\u5b9f\u884c\u74b0\u5883\u3067\u53d7\u8b1b\u3057\u305f\u3044\u65b9\u306f\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u304a\u52e7\u3081\u81f4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3>\u53c2\u52a0\u8cbb<\/h3>\n<p><strong>\u524d\u6255\u3044<\/strong><br 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