{"id":1334,"date":"2024-07-08T10:00:00","date_gmt":"2024-07-08T01:00:00","guid":{"rendered":"https:\/\/www.feg.co.jp\/?post_type=column&#038;p=1334"},"modified":"2024-08-14T15:50:58","modified_gmt":"2024-08-14T06:50:58","slug":"%e7%94%bb%e5%83%8f%e5%87%a6%e7%90%86%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%80%90%e5%be%8c%e7%b7%a8%e3%80%91","status":"publish","type":"column","link":"https:\/\/www.feg.co.jp\/column\/%e7%94%bb%e5%83%8f%e5%87%a6%e7%90%86%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%80%90%e5%be%8c%e7%b7%a8%e3%80%91\/","title":{"rendered":"\u753b\u50cf\u51e6\u7406\u306e\u57fa\u790e\u3010\u5f8c\u7de8\u3011"},"content":{"rendered":"\n<p>\u5f53\u793e\u3067\u306f\u793e\u5185\u6559\u80b2\u306b\u3082\u529b\u3092\u5165\u308c\u3066\u304a\u308a\u3001\u6bce\u5e74\u958b\u50ac\u3059\u308b\u8b1b\u5ea7\u306b\u306f\u793e\u54e1\u306e\u8ab0\u3067\u3082\u53c2\u52a0\u304c\u3067\u304d\u3001\u305d\u306e\u4eba\u306e\u696d\u52d9\u3068\u4e21\u7acb\u3057\u3066\u5b66\u3079\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/www.feg.co.jp\/column\/%e7%94%bb%e5%83%8f%e5%87%a6%e7%90%86%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%80%90%e5%89%8d%e7%b7%a8%e3%80%91\/\" title=\"\">\u524d\u7de8<\/a>\u3067\u306f\u3001\u753b\u50cf\u51e6\u7406\u306e\u5b9f\u7fd2\u8b1b\u5ea7\u306e\u5185\u5bb9\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5f8c\u7de8\u3067\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Neural&nbsp;Network\u3001\u4ee5\u4e0b\u300cNN\u300d\u3068\u3044\u3046\u3002\uff09&nbsp;\u3092\u4e2d\u5fc3\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002\u65e2\u306b\u5e83\u304f\u77e5\u3089\u308c\u3001\u6df1\u5c64\u5b66\u7fd2\u306b\u306f\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001NN\u306f\u751f\u7269\u5b66\u7684\u306a\u795e\u7d4c\u56de\u8def\u7db2\u3092\u6a21\u5023\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3067\u3059\u3002\u8133\u306e\u4ed5\u7d44\u307f\u3092\u53c2\u8003\u306b\u3001\u591a\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3067\u69cb\u6210\u3055\u308c\u3001\u60c5\u5831\u3092\u51e6\u7406\u30fb\u5b66\u7fd2\u3057\u307e\u3059\u3002\u3053\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u672c\u539f\u7406\u3092\u628a\u63e1\u3057\u3001\u5b9f\u969b\u306e\u554f\u984c\u306b\u9069\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5229\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea<\/h2>\n\n\n\n<p>\u6df1\u5c64\u5b66\u7fd2\u3092\u5b66\u3076\u4e0a\u3067\u3001Keras\u306f\u9ad8\u3044\u67d4\u8edf\u6027\u3068\u4f7f\u3044\u3084\u3059\u3055\u3092\u517c\u306d\u5099\u3048\u3001\u521d\u5b66\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u5e45\u5e83\u3044\u5c64\u306b\u652f\u6301\u3055\u308c\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u306fTensorFlow&nbsp;\u306b\u306f\u52a3\u308b\u3082\u306e\u306e\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3084\u8a13\u7df4\u3092\u52b9\u7387\u7684\u304b\u3064\u76f4\u611f\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u8b1b\u5ea7\u3067\u306f\u305d\u3053\u307e\u3067\u5927\u304d\u306a\u30c7\u30fc\u30bf\u3092\u6271\u308f\u306a\u3044\u70b9\u304b\u3089\u3082\u3001Keras\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MNIST\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2<\/h2>\n\n\n\n<p>\u8b1b\u5ea7\u3067\u306f\u3001\u624b\u66f8\u304d\u6570\u5b57\u8a8d\u8b58\u306e\u4ee3\u8868\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308bMNIST(Mixed&nbsp;Natural&nbsp;Institute&nbsp;of&nbsp;Standards&nbsp;and&nbsp;Technology&nbsp;database)\u3092\u4f7f\u7528\u3057\u3001NN\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3092\u5b66\u3073\u307e\u3059\u3002Keras\u3092\u7528\u3044\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u8a55\u4fa1\u307e\u3067\u306e\u4e00\u9023\u306e\u6d41\u308c\u3092\u901a\u3058\u3066\u3001\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3092\u7528\u3044\u305f\u6f14\u7fd2<\/h2>\n\n\n\n<p>CNN(Convolutional&nbsp;Neural&nbsp;Network\u3001\u4ee5\u4e0b\u300cCNN\u300d\u3068\u3044\u3046\u3002&nbsp;\uff09\u306f\u3001\u753b\u50cf\u51e6\u7406\u306b\u304a\u3044\u3066\u7279\u306b\u5a01\u529b\u3092\u767a\u63ee\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002\u8b1b\u5ea7\u3067\u306f\u3001\u753b\u50cf\u306e\u7279\u5fb4\u3092\u968e\u5c64\u7684\u306b\u62bd\u51fa\u3059\u308bCNN\u306e\u4ed5\u7d44\u307f\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u7573\u307f\u8fbc\u307f\u5c64\u3084\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u306a\u3069\u306e\u69cb\u6210\u8981\u7d20\u3092\u901a\u3058\u3066\u3001\u306a\u305cCNN\u304c\u753b\u50cf\u95a2\u9023\u306e\u8ab2\u984c\u306b\u52b9\u679c\u7684\u306a\u306e\u304b\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u6f14\u7fd2\u306f\u3001\u5b66\u7fd2\u306e\u5b9a\u7740\u306b\u304a\u3044\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u8b1b\u5ea7\u3067\u306fCNN\u3092\u7528\u3044\u3066\u3001\u7a40\u7269\u753b\u50cf\u30c7\u30fc\u30bf\u3084\u30dd\u30b1\u30e2\u30f3\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305f\u5206\u985e\u554f\u984c\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u306fkaggle\uff08<a href=\"https:\/\/www.kaggle.com\/\">https:\/\/www.kaggle.com\/<\/a>\uff09&nbsp;\u304b\u3089\u53d6\u5f97\u53ef\u80fd\u3067\u3059\u304c\u3001\u73fe\u5b9f\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u3001\u5b9f\u52d9\u3067\u3082\u5fdc\u7528\u53ef\u80fd\u306a\u6df1\u5c64\u5b66\u7fd2\u306e\u77e5\u8b58\u3092\u78e8\u304f\u305f\u3081\u306e\u304d\u3063\u304b\u3051\u306b\u3082\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u753b\u50cf\u51e6\u7406\u8b1b\u5ea7\u3092\u901a\u3058\u3066\u3001\u753b\u50cf\u306b\u5bfe\u3059\u308b\u57fa\u790e\u77e5\u8b58\u304b\u3089\u306f\u3058\u307e\u308a\u3001CNN\u306e\u7406\u89e3\u3001\u5b9f\u8df5\u7684\u306a\u6f14\u7fd2\u307e\u3067\u3001\u6df1\u5c64\u5b66\u7fd2\u306b\u304a\u3051\u308b\u5e45\u5e83\u3044\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6280\u8853\u306e\u9032\u5316\u304c\u8457\u3057\u3044\u73fe\u4ee3\u306b\u304a\u3044\u3066\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u77e5\u8b58\u306f\u307e\u3059\u307e\u3059\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u672c\u8b1b\u5ea7\u304c\u305d\u306e\u4e00\u52a9\u3068\u306a\u308b\u3088\u3046\u3001\u793e\u54e1\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53cd\u6620\u3057\u3064\u3064\u3001\u793e\u5185\u6559\u80b2\u306e\u5145\u5b9f\u306b\u3082\u3064\u306a\u3052\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u7c21\u5358\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001ChatGPT\u306e\u6d3b\u7528\u4e8b\u4f8b\u3068\u3057\u3066LangChain\u306b\u3088\u308bRAG\u306e\u5b9f\u88c5\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u5f53\u793e\u3067\u306f\u6700\u5148\u7aef\u6280\u8853\u306e\u7814\u7a76\u30fb\u8abf\u67fb\u3092\u884c\u3063\u3066\u304a\u308a\u3001\u6700\u65b0\u306e\u8abf\u67fb\u7d50\u679c\u3092\u968f\u6642\u516c\u958b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u95a2\u9023\u8a18\u4e8b<\/h2>\n\n\n\n<p>\u30fb<a href=\"https:\/\/www.feg.co.jp\/column\/%e7%94%bb%e5%83%8f%e5%87%a6%e7%90%86%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%80%90%e5%89%8d%e7%b7%a8%e3%80%91\/\" title=\"\">\u753b\u50cf\u51e6\u7406\u306e\u57fa\u790e\u3010\u524d\u7de8\u3011<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u95a2\u9023\u5206\u6790\u6280\u8853<\/h2>\n\n\n\n<p>\u30fb<a href=\"https:\/\/www.feg.co.jp\/analysis_tech\/%e7%95%b3%e3%81%bf%e8%be%bc%e3%81%bf%e3%83%8b%e3%83%a5%e3%83%bc%e3%83%a9%e3%83%ab%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af\/\" title=\"\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f53\u793e\u306b\u3064\u3044\u3066<\/h2>\n\n\n\n<p>\u65e5\u3005\u6700\u5148\u7aef\u306e\u6a5f\u68b0\u5b66\u7fd2\u30fb\u5206\u6790\u6280\u8853\u306e\u7814\u7a76\u3092\u884c\u3044\u3001\u305d\u308c\u3089\u3092\u6d3b\u7528\u3057\u305f\u4e88\u6e2c\u30e2\u30c7\u30eb\u30fbAI\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb<a href=\"https:\/\/www.feg.co.jp\/services\/%e5%95%86%e5%93%81%e3%81%ae%e7%94%bb%e5%83%8f%e5%88%86%e9%a1%9e%e3%83%a2%e3%83%87%e3%83%ab%e6%a7%8b%e7%af%89\/\" title=\"\">\u5546\u54c1\u306e\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u69cb\u7bc9<\/a><br>\u30fb<a href=\"https:\/\/www.feg.co.jp\/services\/%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90\/\" title=\"\u753b\u50cf\u751f\u6210\">\u753b\u50cf\u751f\u6210<\/a><br>\u30fb<a href=\"https:\/\/www.feg.co.jp\/services\/%e5%95%86%e5%93%81%e3%83%ac%e3%82%b3%e3%83%a1%e3%83%b3%e3%83%89%e3%83%a2%e3%83%87%e3%83%ab%e6%a7%8b%e7%af%89\/\" title=\"\">\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c9\u30e2\u30c7\u30eb\u69cb\u7bc9<\/a><br><a href=\"https:\/\/www.feg.co.jp\/list_img_text\/\" title=\"\u3082\u3063\u3068\u898b\u308b\">\u3082\u3063\u3068\u898b\u308b<\/a>\u3000<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/www.feg.co.jp\/contact\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"480\" src=\"\/wp-content\/uploads\/2024\/07\/\u30b5\u30fc\u30d3\u30b9\u554f\u3044\u5408\u308f\u305b\u30dc\u30bf\u30f3-1.png\" alt=\"\" class=\"wp-image-1399\" style=\"width:410px;height:auto\" srcset=\"https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/07\/\u30b5\u30fc\u30d3\u30b9\u554f\u3044\u5408\u308f\u305b\u30dc\u30bf\u30f3-1.png 1920w, https:\/\/www.feg.co.jp\/wp-content\/uploads\/2024\/07\/\u30b5\u30fc\u30d3\u30b9\u554f\u3044\u5408\u308f\u305b\u30dc\u30bf\u30f3-1-360x90.png 360w, 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