{"id":1,"date":"2024-02-05T04:22:00","date_gmt":"2024-02-05T04:22:00","guid":{"rendered":"https:\/\/skylogiq.co.jp\/cs\/?p=1"},"modified":"2024-05-10T15:31:03","modified_gmt":"2024-05-10T06:31:03","slug":"hello-world","status":"publish","type":"post","link":"https:\/\/skylogiq.co.jp\/index.php\/2024\/02\/05\/hello-world\/","title":{"rendered":"\u7269\u4f53\u8a8d\u8b58\u306e\u539f\u7406\uff08CNN\u7de8\uff09"},"content":{"rendered":"\n

\u3053\u3093\u306b\u3061\u306f\u3002\u300c\u6bce\u65e5\u5bd2\u3044\u306a\u3042\u300d\u3068\u601d\u3044\u306a\u304c\u3089\u3001\u9053\u7aef\u3067\u54b2\u304d\u59cb\u3081\u3066\u3044\u308b\u82b1\u3092\u898b\u3066\u300c\u3082\u3046\u3061\u3087\u3063\u3068\u306e\u6211\u6162\u300d\u3068\u601d\u3063\u3066\u3044\u308b\u5bd2\u3044\u306e\u82e6\u624b\u306a\u5357\u91ce\u3067\u3059\u3002<\/p>\n\n\n\n

\u6700\u8fd1\u3001AI\u306e\u30bd\u30d5\u30c8\uff08EasyInspector2\u3084DeepSky\uff09\u3092\u3054\u4f7f\u7528\u9802\u3044\u3066\u3044\u308b\u304a\u5ba2\u69d8\u304b\u3089\u300c\u306a\u3093\u3067\u3053\u3046\u306a\u308b\u306e\uff1f\u300d\u300c\u3053\u3046\u306a\u308b\u306f\u305a\u3067\u306f\uff1f\u300d\u300c\u4e2d\u8eab\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u306e\uff1f\u300d<\/strong>\u3068\u3044\u3046\u304a\u8a71\u3092\u9802\u304f\u3053\u3068\u304c\u591a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

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\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN, Convolutional Neural Network\uff09\u306b\u3064\u3044\u3066\u8abf\u3079\u305f\u4eba\u306f\u3053\u3093\u306a\u56f3\u3092\u8272\u3005\u306a\u3068\u3053\u308d\u3067\u898b\u305f\u3053\u3068\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/a><\/figure>\n\n\n\n

\u82f1\u8a9e\u7248 Wikipedia\u300cConvolutional neural network\u300d\u3088\u308a
https:\/\/en.wikipedia.org\/wiki\/Convolutional_neural_network<\/p>\n\n\n\n

\u3053\u308c\u306fCNN\u306e\u539f\u7406\u3092\u56f3\u3067\u8868\u3057\u305f\u3082\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u3067\u306f\u7c21\u6f54\u3059\u304e\u3066\u8179\u30aa\u30c1\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3044\u304b\u306a\u3044\u306e\u3068\u3001\u753b\u50cf\u306e1\u30d4\u30af\u30bb\u30eb\u304c\u5177\u4f53\u7684\u306b\u3069\u306e\u69d8\u306b\u51e6\u7406\u3055\u308c\u3066\u3044\u304f\u304b\u3092\u8aac\u660e\u3059\u308b\u306b\u306f\u4e0d\u5341\u5206<\/strong>\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u3053\u3067\u3001\u4f55\u304b\u3059\u3054\u304f\u5206\u304b\u308a\u3084\u3059\u3044\u56f3\u3092\u4f7f\u3063\u3066\u8aac\u660e\u3067\u304d\u306a\u3044\u3082\u306e\u304b\u3001\u3068\u8aac\u660e\u8cc7\u6599\u3092\u4f5c\u308b\u3064\u3082\u308a\u3067Web\u4e0a\u3092\u63a2\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u30ba\u30d0\u30ea\u5206\u304b\u308a\u3084\u3059\u3044\u30b5\u30a4\u30c8\u3092\u3042\u3063\u3055\u308a\u898b\u3064\u3051\u3066\u3057\u307e\u3044\u307e\u3057\u305f(\u7b11)\u3002<\/p>\n\n\n\n

\u753b\u50cf\u306e\u5165\u529b\u304b\u3089\u7d50\u679c\uff08\u305d\u306e\u7269\u4f53\u306f\u4f55\u306a\u306e\u304b\uff09\u306e\u51fa\u529b\u307e\u3067\u304c\u753b\u50cf\u3068\u30de\u30a6\u30b9\u64cd\u4f5c\u306b\u3088\u308b\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3067\u624b\u306b\u53d6\u308b\u3088\u3046\u306b\uff08\u307e\u3055\u306b1\u30d4\u30af\u30bb\u30eb\u3054\u3068\u306b\uff09\u308f\u304b\u308b\u8aac\u660e\u30b5\u30a4\u30c8\u3067\u3059\u3002\u3053\u306e\u30b5\u30a4\u30c8\u3067\u306f\u8aac\u660e\u306e\u305f\u3081\u306e\u753b\u50cf\u3092\u5358\u306b\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001TensorFlow.js\u3092\u4f7f\u3063\u3066\u30d6\u30e9\u30a6\u30b6\u5185\u3067\u5b9f\u969b\u306b\u753b\u50cf\u51e6\u7406\u3092\u884c\u3044<\/strong>\u3001\u3055\u3089\u306b\u5404\u6bb5\u968e\u306e\u30c7\u30fc\u30bf\u3092\u753b\u50cf\u5316\u3057\u3066\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u81ea\u5206\u304c\u6301\u3063\u3066\u3044\u308b\u753b\u50cf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

CNN Explainer – Learn Convolutional Neural Network (CNN) in your browser!
https:\/\/poloclub.github.io\/cnn-explainer\/<\/a><\/p>\n\n\n\n

\"\"\/<\/a><\/figure>\n\n\n\n

CNN Explainer \u306e\u753b\u9762\u3002\u30af\u30ea\u30c3\u30af\u3067\u30b5\u30a4\u30c8\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN, Convolutional Neural Network\uff09\u306e\u51e6\u7406<\/h2>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff11\uff1a\u753b\u50cf\u5165\u529b<\/h3>\n\n\n\n

\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u306e\u753b\u50cf\u3067\u3059\u3002\u30ab\u30e9\u30fc\u753b\u50cf\u306a\u306e\u3067RGB\u306e3\u679a\u306e\u30e2\u30ce\u30af\u30ed\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u5206\u89e3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5165\u529b\u753b\u50cf<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff12\uff1a\u7573\u307f\u8fbc\u307f<\/h3>\n\n\n\n

\u3053\u306e\uff13\u679a\u306e\u753b\u50cf\u3092\u69d8\u3005\u306a\u65b9\u6cd5\uff08\u5f8c\u8ff0\uff09\u3067\u5f04\u3063\u305f10\u679a\u306e\u753b\u50cf\u306b\u5c55\u958b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\uff11\uff10\u679a\u306e\u753b\u50cf\u306b\u5c55\u958b<\/p>\n\n\n\n

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\u3053\u306e\u300c\u5f04\u308b\u300d\u51e6\u7406\u3092\u7573\u307f\u8fbc\u307f\uff08Convolution\uff09<\/strong>\u3068\u8a00\u3044\u307e\u3059\u3002\u3053\u308c\u304cCNN\u306e\u30ad\u30e2<\/strong>\u3067\u3042\u308a\u3001\u3053\u3053\u3060\u3051\u5206\u304b\u308c\u3070\u3060\u3044\u305f\u3044\u306e\u539f\u7406\u304c\u5206\u304b\u3063\u305f\u3068\u8a00\u3048\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u4e0b\u306e\u56f3\u3067\u306f\u3001RGB\u305d\u308c\u305e\u308c\u306e\u753b\u50cf\u3092\u7573\u307f\u8fbc\u3093\u3067\uff08\u8a73\u7d30\u5f8c\u8ff0\uff09\u305d\u308c\u3089\u3092\u8db3\u3057\u5408\u308f\u305b\u305f\u3082\u306e\u3092\u65b0\u305f\u306a\u753b\u50cf\u3068\u3057\u3066\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

\uff13\uff58\uff13\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\uff08\u30ab\u30fc\u30cd\u30eb\uff09\u3092\u639b\u3051\u3066\u8db3\u3057\u5408\u308f\u305b\u308b \u2192 \u51fa\u529b\u306e\uff11\u30d4\u30af\u30bb\u30eb\u3078<\/p>\n\n\n\n

\u3053\u306e\u300c9\u901a\u308a\u306e\u91cd\u307f\u300d\u306f\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6700\u9069\u306a\u6570\u5024\u304c\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002\u300c\u6700\u9069\u306a\u6570\u5024\u300d\u3068\u306f\u300c\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u3084\u30d0\u30b9\u306e\u753b\u50cf\u7684\u306a\u7279\u5fb4\u3092\u3046\u307e\u304f\u53d6\u308a\u51fa\u3057\u3066\u898b\u5206\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u6570\u5024<\/strong>\u300d\u3068\u3044\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u898b\u5206\u3051\u308b\u305f\u3081\u306e\u7279\u5fb4\u304c\u8272\u306a\u3089\u7279\u5b9a\u306e\u8272\u3092\u53d6\u308a\u51fa\u3059\u3088\u3046\u306a\u6570\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u898b\u5206\u3051\u308b\u305f\u3081\u306e\u7279\u5fb4\u304c\u6fc3\u3044\u76f4\u7dda\u306a\u3089\u305d\u308c\u3092\u53d6\u308a\u51fa\u3059\u3088\u3046\u306a\u6570\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u7573\u307f\u8fbc\u307f\u306b\u3088\u3063\u3066\u65b0\u305f\u306b\u4f5c\u3089\u308c\u305f\u753b\u50cf\u3092\u300c\u7279\u5fb4<\/strong>\u30de\u30c3\u30d7 (Feature map)\u300d\u3068\u547c\u3093\u3060\u308a\u3059\u308b\u7406\u7531\u3082\u3053\u3053\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u753b\u50cf\u3092\u6b63\u3057\u304f\u5206\u985e\u3059\u308b\u305f\u3081\u306e\u3053\u308c\u3089\u6570\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u4e88\u3081\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6c7a\u3081\u308b<\/strong>\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff08\u5b66\u7fd2\u306b\u3064\u3044\u3066\u306f\u307e\u305f\u5225\u306e\u6a5f\u4f1a\u306b\u89e3\u8aac\u3057\u307e\u3059\uff09\u3002\u3053\u306e\u4f8b\u3067\u306f9\u500b\u306e\u91cd\u307f\u30c7\u30fc\u30bf x RGB\uff083\u5c64\uff09x 10\u753b\u50cf\u51fa\u529b\u306a\u306e\u3067 \u3053\u306e\u90e8\u5206\u3060\u3051\u3067270\u500b\u306e\u91cd\u307f\u30c7\u30fc\u30bf\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u7269\u4f53\u8a8d\u8b58\u3067\u306f\u3053\u306e\u91cd\u307f\u30c7\u30fc\u30bf\u304c\u5168\u4f53\u3067\u6570\u767e\u4e07\u3068\u3044\u3063\u305f\u6570\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff13\uff1aReLU\uff08\uff10\u623b\u3057\uff09<\/h3>\n\n\n\n

\u6b21\u306e\u6bb5\u968e\u3067\u306fReLU\u3068\u3044\u3046\u3001\u30de\u30a4\u30ca\u30b9\u306e\u5024\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u30d4\u30af\u30bb\u30eb\u30920\u306b\u623b\u3059\u8a08\u7b97\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u300c\u306a\u305c\uff1f\u300d\u3068\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u3053\u308c\u306f\u3056\u3063\u304f\u308a\u300c\u5b66\u7fd2\u306e\u8a08\u7b97\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u300d\u3068\u8003\u3048\u308c\u3070\u3088\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

ReLU\u306f\u30de\u30a4\u30ca\u30b9\u5024\u3092\u30bc\u30ed\u306b\u623b\u3059<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff14\uff1a\u3055\u3089\u306b\u7573\u307f\u8fbc\u307f<\/h3>\n\n\n\n

\u305d\u306e\u5f8c\u3001\u3053\u306e10\u679a\u306e\u753b\u50cf\u3092\u5148\u307b\u3069\u3068\u540c\u3058\u65b9\u6cd5\u3067\u3001\u305f\u3060\u3057\u5225\u306e\u91cd\u307f\u3092\u3064\u3051\u306a\u304c\u3089\u3055\u3089\u306b\u5225\u306e10\u679a\u306e\u753b\u50cf\u3092\u4f5c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f 9\u500b\u306e\u91cd\u307f\u30c7\u30fc\u30bf x 10\u679a\u306e\u753b\u50cf x 10\u901a\u308a\u306e\u30d5\u30a3\u30eb\u30bf\u30fc = 900\u500b\u306e\u91cd\u307f\u30c7\u30fc\u30bf\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3055\u3089\u306b\u69d8\u3005\u306a\u89d2\u5ea6\u304b\u3089\u753b\u50cf\u3092\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u7573\u307f\u8fbc\u307f\uff08\uff12\u56de\u76ee\uff09<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff15\uff1aMax Pooling\uff08\u6700\u5927\u5024\u3092\u53d6\u308a\u51fa\u3057\u306a\u304c\u3089\u753b\u50cf\u3092\u7e2e\u5c0f\uff09<\/h3>\n\n\n\n

\u305d\u306e\u3042\u3068\u3001\u5148\u307b\u3069\u3068\u540c\u3058\u3088\u3046\u306bReLU\uff08\uff10\u623b\u3057\uff09\u3092\u901a\u3057\u3066Max Pooling\u3068\u3044\u3046\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002Max Pooling\u3067\u306f\u5143\u753b\u50cf\u306e4\u30d4\u30af\u30bb\u30eb\u3092\u53d6\u308a\u51fa\u3057\u3066\u305d\u306e\u4e2d\u306e\u6700\u5927\u5024\u3092\u4e00\u3064\u306e\u30d4\u30af\u30bb\u30eb\u30c7\u30fc\u30bf\u3068\u3057\u3066\u62bd\u51fa\u3057\u307e\u3059\u30024\u30d4\u30af\u30bb\u30eb\u304c1\u30d4\u30af\u30bb\u30eb\u306b\u306a\u308b\u306e\u3067\u753b\u50cf\u306f\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002Max Pooling\u306e\u76ee\u7684\u306f\u300c\u7279\u5fb4\u7684\u306a\u30c7\u30fc\u30bf\u306f\u6b8b\u3057\u3064\u3064\u753b\u50cf\u3092\u9593\u5f15\u3044\u3066\u51e6\u7406\u3092\u901f\u304f\u3059\u308b\u3053\u3068<\/strong>\u300d\u3001\u3068\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

Max Pooling\u3067\uff12\uff58\uff12\u30d4\u30af\u30bb\u30eb\u306e\u4e2d\u306e\u6700\u5927\u5024\u3092\u53d6\u308a\u51fa\u3059 \u2192 \u51fa\u529b\u306e\uff11\u30d4\u30af\u30bb\u30eb\u3078<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff16\uff1a\u7e70\u308a\u8fd4\u3057<\/h3>\n\n\n\n

\u3053\u3053\u307e\u3067\u306e\u51e6\u7406\u30922\u56de\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3055\u3089\u306b\u69d8\u3005\u306a\u89d2\u5ea6\u304b\u3089\u753b\u50cf\u3092\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u4f7f\u308f\u308c\u3066\u3044\u308b\u91cd\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6570\u306f 9 x (3 x 10 + 10 x 10 + 10 x 10 + 10 x 10) = 2,970\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u7e70\u308a\u8fd4\u3057\u3066\u67d4\u8edf\u6027\u3092\u9ad8\u3081\u308b<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff17\uff1a\u30d5\u30e9\u30c3\u30c8\u5316\uff08\u30d4\u30af\u30bb\u30eb\u3092\u5168\u3066\u7e26\u306b\u4e26\u3079\u308b\uff09<\/h3>\n\n\n\n

\u6700\u5f8c\u306f10\u679a\u306e\u753b\u50cf\u306e\u5168\u30d4\u30af\u30bb\u30eb\u3092\u7e26\u306b\u4e26\u3079\u307e\u3059\u3002Max Pooling\u306b\u3088\u3063\u3066\u5143\u300562\uff5862\u30d4\u30af\u30bb\u30eb\u3060\u3063\u305f\u753b\u50cf\u306f13\uff5813\u30d4\u30af\u30bb\u30eb\u306b\u307e\u3067\u6e1b\u5c11\u3057\u3066\u3044\u307e\u3059\u300210\u679a\u306e\u753b\u50cf\u306a\u306e\u3067\u5168\u30d4\u30af\u30bb\u30eb\u3092\u7e26\u306b\u4e26\u3079\u308b\u3068 10 x 13 x 13 = 1,690 \u30c7\u30fc\u30bf\u3068\u306a\u308a\u3001\u305d\u308c\u305e\u308c\u306b\u91cd\u307f\u3065\u3051\u3092\u3059\u308b\u306e\u3067\u91cd\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u306f 1,690 \u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u30d5\u30e9\u30c3\u30c8\u5316\uff1a\u5168\u30d4\u30af\u30bb\u30eb\u3092\u4e26\u3079\u308b<\/p>\n\n\n\n

\u30b9\u30c6\u30c3\u30d7\uff18\uff1a\u5206\u985e\u8a08\u7b97<\/h3>\n\n\n\n

\u3053\u308c\u30891,690\u30c7\u30fc\u30bf\u3092\u5404\u5206\u985e\u30af\u30e9\u30b9\uff08\u3053\u3053\u3067\u306f\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u3084\u30d4\u30b6\u3001\u30d0\u30b9\u306a\u3069\uff09\u3054\u3068\u306b\u91cd\u307f\u3065\u3051\u3057\u306a\u304c\u3089\u8db3\u3057\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5206\u985e\u30af\u30e9\u30b9\u306e\u5024\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\u3053\u306e\u5024\u304c\u6700\u3082\u5927\u304d\u306a\u3082\u306e\u304c\u6700\u7d42\u7684\u306b\u8a8d\u8b58\u3055\u308c\u305f\u7269\u4f53\u3068\u306a\u308a\u3001\u3053\u3053\u3067\u306f\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u304c\u6700\u5927\u3068\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u300c\u3053\u308c\u306f\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u3067\u3059\u300d\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002\u3061\u306a\u307f\u306b\u3001\u3053\u3053\u3067\u306fSoftMax\u3068\u3044\u3046\u8a08\u7b97\u3092\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u5b66\u7fd2\u3055\u305b\u308b\u3068\u304d\u306b\u5fc5\u8981\u306b\u306a\u308b\u8a08\u7b97\u65b9\u6cd5\u3067\u3042\u308a\u5206\u985e\u7d50\u679c\u81ea\u4f53\u306f\u6700\u5927\u5024\u3092\u898b\u308c\u3070OK\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

SoftMax\u306e\u8a08\u7b97<\/p>\n\n\n\n

\u3053\u3053\u307e\u3067\u3067\u5143\u753b\u50cf\u306e\u5165\u529b\u304b\u3089\u5206\u985e\u7d50\u679c\u306b\u81f3\u308b\u307e\u3067\u306e\u89e3\u8aac\u306f\u7d42\u308f\u308a\u3067\u3059\u3002\u3053\u3053\u3067\u4f7f\u308f\u308c\u305f\u91cd\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5408\u8a08\u6570\u306f4,660\u500b\u3002\u3053\u308c\u3060\u3051\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u753b\u50cf\u3092\u69d8\u3005\u306a\u89d2\u5ea6\u304b\u3089\u5f04\u308c\u307010\u7a2e\u985e\u306e\u5206\u985e\u304f\u3089\u3044\u306f\u3067\u304d\u305d\u3046\u306a\u6c17\u304c\u3057\u3066\u304d\u307e\u305b\u3093\u304b\uff1f\u305d\u3057\u3066\u3001\u3088\u304f\u4f7f\u308f\u308c\u308b\u30e2\u30c7\u30eb\u3067\u306f\u3053\u306e1000\u500d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

CNN\u524d\u5f8c\u306e\u51e6\u7406\u306b\u3064\u3044\u3066<\/h2>\n\n\n\n

\u3053\u3053\u3067\u306f\u300cCNN\u7de8\u300d\u3068\u3057\u3066\u753b\u50cf\u3092\u5206\u985e\u3059\u308b\u90e8\u5206\u306e\u307f\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306e\u7269\u4f53\u8a8d\u8b58\u3067\u306f\u3053\u306e\u524d\u6bb5\u968e\u3067\u300c\u7269\u4f53\u3089\u3057\u304d\u3082\u306e\u300d\u3092\u5207\u308a\u51fa\u3059\u4ed5\u7d44\u307f\uff08Selective Search\u3084Region Proposal Network\uff09\u304c\u50cd\u3044\u3066\u3044\u3066\u3001\u305d\u306e\u4ed5\u7d44\u307f\u304b\u3089\u6e21\u3055\u308c\u305f\u753b\u50cf\u3092\u3053\u306e\uff23\uff2e\uff2e\u3067\u300c\u3053\u306e\u7269\u4f53\u306f\u25cb\u25cb\u300d\u3068\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u591a\u304f\u306e\u7269\u4f53\u8a8d\u8b58\u3067\u306f\u5168\u30d4\u30af\u30bb\u30eb\u3092\u7e26\u306b\u4e26\u3079\u305f\u5f8c\u3001\u3055\u3089\u306b\u4f55\u5c64\u304b\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u631f\u3080\u3053\u3068\u3067\u8a8d\u8b58\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u306e\u767b\u5834<\/h2>\n\n\n\n

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\u307e\u3068\u3081\u3068\u8b1d\u8f9e<\/h2>\n\n\n\n

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\u5f8c\u304b\u3089\u6c17\u4ed8\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u3053\u306eCNN\u306e\u8aac\u660e\u30b5\u30a4\u30c8\u300cCNN Explainer\u300d\u3092\u4f5c\u3063\u305f\u4eba\u306f\u79c1\u306e\u6bcd\u6821\u306e\u5b66\u751f\u3055\u3093\u3067\u3057\u305f\u3002\u529b\u4f5c\u3092\u516c\u958b\u3057\u3066\u304f\u308c\u305f\u512a\u79c0\u306a\u5b66\u751f\u3055\u3093\u306b\u611f\u8b1d\u3067\u3059\u3002\u662f\u975e\u3001\u5b9f\u969b\u306e\u30b5\u30a4\u30c8\u3067CNN\u3092\u4f53\u9a13\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002
CNN Explainer – Learn Convolutional Neural Network (CNN) in your browser!<\/strong>
https:\/\/poloclub.github.io\/cnn-explainer\/<\/a><\/p>\n\n\n\n

CNN\u3092\u4f7f\u3063\u3066\u5916\u89b3\u691c\u67fb\u3092\u884c\u3046\u30bd\u30d5\u30c8EasyInspector2\u306f\u30b3\u30c1\u30e9\u3067\u3059\u2193
https:\/\/skylogiq.co.jp\/index.php\/products\/indus-ei2\/<\/a><\/p>\n\n\n\n

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