{"id":56616,"date":"2021-10-01T10:32:35","date_gmt":"1970-01-01T00:00:00","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=56616"},"modified":"2024-05-06T11:50:15","modified_gmt":"2024-05-06T02:50:15","slug":"%e3%83%aa%e3%83%a9%e3%82%a4%e3%83%88%e7%94%a8-2","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/56616","title":{"rendered":"\u3010\u6df1\u5c64\u5b66\u7fd2\u5165\u9580\u3011\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u753b\u50cf\u8a8d\u8b58\uff01CNN\u3067\u7c21\u5358\u5165\u9580\uff01"},"content":{"rendered":"<p>\u8fd1\u5e74\u3001\u6ce8\u76ee\u3092\u6d74\u3073\u3066\u3044\u308b<span style=\"color: #008000;\"><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong><\/span>\u3084<span style=\"color: #008000;\"><strong>\u753b\u50cf\u8a8d\u8b58\u3002<\/strong><\/span><\/p>\n<p>\u30c6\u30ec\u30d3\u3084\u30cd\u30c3\u30c8\u306a\u3069\u3067\u3082\u3001\u5927\u304d\u304f\u53d6\u308a\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001<\/p>\n<p><strong>\u300cCNN\u3063\u3066\u306a\u306b\uff1f\u300d<\/strong><br \/>\n<strong>\u300c\u753b\u50cf\u8a8d\u8b58\u3092\u3084\u308a\u305f\u3044\u3051\u3069\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u300d<\/strong><\/p>\n<p>\u3068\u3001\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u3060\u3089\u3051\u3067\u3059\u3088\u306d\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span style=\"color: #008000;\"><strong>CNN\uff08Convolutional Neural Network\u3001\u7573\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09<\/strong><\/span>\u3092\u4f7f\u3063\u3066<span style=\"color: #008000;\"><strong>\u753b\u50cf\u8a8d\u8b58\uff08\u753b\u50cf\u5206\u985e\uff09<\/strong><\/span>\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u3057\u307e\u3059\u3002<\/p>\n<p>CNN\u306f<span style=\"color: #008000;\"><strong>\u7573\u307f\u8fbc\u307f\u5c64\u3068\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<\/strong><\/span>\u3068\u3044\u3046\u3001\u3044\u3046\u306a\u308c\u3070\u753b\u50cf\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u30ec\u30a4\u30e4\u30fc\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>CNN\u306e\u753b\u50cf\u51e6\u7406\u306b\u304a\u3051\u308b\u512a\u4f4d\u6027\u306f\u672a\u3060\u306b\u4e26\u3073\u7acb\u3064\u3082\u306e\u304c\u306a\u304f\u3001CNN\u30d9\u30fc\u30b9\u306e\u69d8\u3005\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306fCNN\u306e\u57fa\u790e\u7684\u306a\u5b9f\u88c5\u3092\u899a\u3048\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5165\u9580\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<div style=\"padding: 10px 5px 10px 20px; margin-bottom: 20px; border: 2px solid #4286f4;\">\n<p>\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9<\/p>\n<ul>\n<li><span style=\"color: #0000ff;\"><strong>CNN\u3068\u306f\uff1f<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>CNN\u306eTensorflow\/Keras\u5b9f\u88c5<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>CNN\u3092\u4f7f\u3063\u305f\u753b\u50cf\u5206\u985e\u554f\u984c\u306b\u6311\u6226<\/strong><\/span><\/li>\n<\/ul>\n<\/div>\n<p><span style=\"color: #ff0000; background-color: #ffff00;\"><strong>\u203b\u3053\u306e\u8a18\u4e8b\u306e\u30b3\u30fc\u30c9\u306f\u3001Ubuntu 18.04\u3001Python 3.6.7\u3001TensorFlow 1.12.0\u3067\u52d5\u4f5c\u3092\u78ba\u304b\u3081\u307e\u3057\u305f\u3002<\/strong><\/span><\/p>\n<h2>CNN\u3068\u306f<\/h2>\n<p>CNN\u3068\u306f\u3001\u7573\u307f\u8fbc\u307f\u5c64\u3068\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u3068\u3044\u3046\u4e8c\u3064\u306e\u7279\u6b8a\u306a\u30ec\u30a4\u30e4\u30fc\u3092\u6301\u3063\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2021\/10\/20161006220128.png\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2021\/10\/20161006220128.png\" width=\"945\" height=\"555\" \/><\/a><\/p>\n<p>CNN\u306e\u30a4\u30e1\u30fc\u30b8\u56f3\uff1a<a href=\"http:\/\/nkdkccmbr.hateblo.jp\/entry\/2016\/10\/06\/222245\">http:\/\/nkdkccmbr.hateblo.jp\/entry\/2016\/10\/06\/222245<\/a>\u3088\u308a<\/p>\n<p>CNN\u306e\u5177\u4f53\u7684\u306a\u89e3\u8aac\u306b\u3064\u3044\u3066\u306f\u3001\u4ed6\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>CNN\u306e\u89e3\u8aac\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30e9\u30a4\u30c9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>https:\/\/www.slideshare.net\/payashim\/infotalk-100-cnn-cnn<\/p>\n<p>\u307e\u305f\u3001CNN\u306e\u3088\u308a\u5b9f\u7528\u7684\u306a\u77e5\u8b58\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u30b9\u30e9\u30a4\u30c9\u3068\u3057\u3066\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p><iframe title=\"CNN\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/ojVed4nlHc8EJB\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/slideshow\/cnn-56420643\/56420643\" title=\"CNN\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\" target=\"_blank\">CNN\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/ikurosato\" target=\"_blank\">Ikuro Sato<\/a><\/strong> <\/div>\n<p>\u305d\u3057\u3066\u6700\u5f8c\u306b\u3001\u6700\u65b0\u306e\u7814\u7a76\u52d5\u5411\u304c\u307e\u3068\u3081\u3089\u308c\u305f\u30b9\u30e9\u30a4\u30c9\u3067\u3059\u3002<\/p>\n<p><iframe title=\"\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7814\u7a76\u52d5\u5411\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/KMA5M0Fss3Tgoi\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/slideshow\/ss-84282514\/84282514\" title=\"\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7814\u7a76\u52d5\u5411\" target=\"_blank\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7814\u7a76\u52d5\u5411<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/ren4yu\" target=\"_blank\">Yusuke Uchida<\/a><\/strong> <\/div>\n<h2>Tensorflow\/Keras\u306b\u3088\u308bTensorflow\u306e\u5b9f\u88c5<\/h2>\n<h3>\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport<\/h3>\n<p>\u307e\u305a\u306f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092import\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\">import tensorflow as tf\r\nfrom tensorflow import keras\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt<\/pre>\n<p>import\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong><span style=\"color: #008000;\">tensorflow (version 1.12.0)<br \/>\n<\/span><\/strong><\/li>\n<li>\u6df1\u5c64\u5b66\u7fd2\u3067GPU\u3092\u7c21\u5358\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u884c\u5217\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong><span style=\"color: #008000;\">tensorflow.keras<\/span><\/strong><\/li>\n<li>tensorflow\u306e\u4e0a\u4f4d\u30e9\u30c3\u30d1\u30fc<\/li>\n<li>\u3088\u308a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b9f\u88c5\u306e\u969b\u306b\u4fbf\u5229\u306a\u6a5f\u80fd\u304c\u307e\u3068\u3081\u3089\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong><span style=\"color: #008000;\">numpy<\/span><\/strong><\/li>\n<li>CPU\u3067\u306e\u884c\u5217\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<li>Python\u3067\u79d1\u5b66\u8a08\u7b97\u3092\u884c\u3046\u306a\u3089\u307b\u307c\u5fc5\u305a\u5fc5\u8981\u306b\u306a\u308b<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong><span style=\"color: #008000;\">matplotlib<\/span><\/strong><\/li>\n<li>Python\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u306a\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n<h3>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h3>\n<p>keras\u306edatasets\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u6df1\u5c64\u5b66\u7fd2\u3067\u4f7f\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">(train_images, train_labels), (test_images, test_labels) \r\n= keras.datasets.fashion_mnist.load_data()<\/pre>\n<p>\u4f7f\u3044\u65b9\u306fsklearn\u3068\u540c\u69d8\u306a\u306e\u3067\u7c21\u5358\u3067\u3059\u306d\u3002<\/p>\n<p>\u3053\u306e\u95a2\u6570\u3067\u8aad\u307f\u8fbc\u3081\u308b\u3082\u306e\u306f\u4ee5\u4e0b\u306e4\u3064\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u6559\u5e2b\u30c7\u30fc\u30bf<\/li>\n<li>\u6559\u5e2b\u30e9\u30d9\u30eb<\/li>\n<li>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf<\/li>\n<li>\u30c6\u30b9\u30c8\u30e9\u30d9\u30eb<\/li>\n<\/ul>\n<p>\u307e\u305f\u3001\u30af\u30e9\u30b9\u306e\u540d\u524d\u306f\u4ee5\u4e0b\u306e\u30ea\u30b9\u30c8\u3092\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30e9\u30d9\u30eb\u306fone hot\u8868\u73fe\u306b\u3057\u305f\u3044\u306e\u3067\u3001keras\u306eto_categorical\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\">class_names = ['T-shirt\/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\r\n               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\r\ntrain_labels_onehot = keras.utils.to_categorical(train_labels, 10)\r\ntest_labels_onehot = keras.utils.to_categorical(test_labels, 10)<\/pre>\n<p>\u3061\u306a\u307f\u306b\u2026\u2026<\/p>\n<div style=\"padding: 10px 5px 10px 20px; margin-bottom: 20px; border: 2px solid #ffe4e2;\">\n<p><span style=\"color: #008000;\"><strong>one hot\u8868\u73fe<\/strong><\/span>\u3068\u306f\u3001<\/p>\n<p>\u300c\u3042\u308b\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u304c1\u3067\u30af\u30e9\u30b9\u304c\u5168\u90e8\u30675\u500b\u3042\u308b\u5834\u5408\u3001[0,1,0,0,0]\u300d<br \/>\n\u300c\u3042\u308b\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u304c3\u3067\u30af\u30e9\u30b9\u304c\u5168\u90e8\u30675\u500b\u3042\u308b\u5834\u5408\u3001[0,0,0,1,0]\u300d<\/p>\n<p>\u306e\u3088\u3046\u306b\u8868\u73fe\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30eb\u30920~1\u306e\u7bc4\u56f2\u306b\u76f4\u3059\u305f\u3081\u306b\u3001255\u3067\u5272\u308a\u307e\u3059\u3002<\/p>\n<p>\uff088bit\u30ab\u30e9\u30fc\u306a\u30892**8\u3067256\u968e\u8abf\u306a\u306e\u3067\u30010\u30b9\u30bf\u30fc\u30c8\u3067255\u307e\u3067\u306e\u305f\u3081\uff09<\/p>\n<pre class=\"lang:python decode:true\">train_images = train_images.astype(\"float32\") \/ 255.0\r\n\r\ntest_images = test_images.astype(\"float32\") \/ 255.0<\/pre>\n<h3>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h3>\n<p>\u3053\u3053\u307e\u3067\u3067\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u5b9f\u969b\u306b\u5206\u985e\u3059\u308b\u753b\u50cf\u3092\u8868\u793a\u3057\u3066\u307f\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\">plt.figure(figsize=(10,10))\r\nfor i in range(25):\r\n    plt.subplot(5,5,i+1)\r\n    plt.xticks([])\r\n    plt.yticks([])\r\n    plt.imshow(train_images[i], cmap=plt.cm.binary)\r\n    plt.xlabel(class_names[train_labels[i]])<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-66661\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_true.png\" alt=\"\" width=\"576\" height=\"575\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_true.png 576w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_true-150x150.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_true-300x300.png 300w\" sizes=\"(max-width: 576px) 100vw, 576px\" \/><\/p>\n<p>\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u30e9\u30d9\u30eb\u309225\u500b\u8868\u793a\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u4f3c\u305f\u3088\u3046\u306a\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u304c\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u3082\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30e9\u30d9\u30eb\u3092\u4e88\u6e2c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3>CNN\u306e\u30e2\u30c7\u30eb\u69cb\u7bc9<\/h3>\n<p>\u753b\u50cf\u5206\u985e\u3092\u884c\u3046CNN\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">model = keras.Sequential([\r\n    keras.layers.Conv2D(filters=64, kernel_size=2, padding=\"same\", activation=\"relu\", input_shape=(28,28,1)),\r\n    keras.layers.MaxPooling2D(pool_size=(2,2)),\r\n    keras.layers.Dropout(0.3),\r\n\r\n    keras.layers.Conv2D(filters=32, kernel_size=2, padding=\"same\", activation=\"relu\"),\r\n    keras.layers.MaxPooling2D(pool_size=(2,2)),\r\n    keras.layers.Dropout(0.3),\r\n\r\n    keras.layers.Flatten(),\r\n    keras.layers.Dense(256, activation=\"relu\"),\r\n    keras.layers.Dropout(0.5),\r\n    keras.layers.Dense(10,  activation=\"softmax\")\r\n])\r\n<\/pre>\n<p>keras\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001keras.Sequential\u306b\u30ea\u30b9\u30c8\u5f62\u5f0f\u3067\u30ec\u30a4\u30e4\u30fc\u3092\u8ffd\u52a0\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u5b9f\u88c5\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>keras\u306e\u30ec\u30a4\u30e4\u3092\u69cb\u6210\u3059\u308b\u30af\u30e9\u30b9\u306f\u3059\u3079\u3066layers\u306e\u4e0b\u306b\u3042\u308b\u306e\u3067\u3001\u305d\u3053\u304b\u3089\u9078\u3093\u3067\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>Conv2D<\/strong><\/span><\/li>\n<li>\u7573\u8fbc\u307f\u5c64<\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u7279\u5fb4\u91cf\u306e\u7573\u307f\u8fbc\u307f\u3092\u884c\u3046<\/strong><\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>MaxPooling2D<\/strong><\/span><\/li>\n<li>\u30de\u30c3\u30af\u30b9\u30d7\u30fc\u30ea\u30f3\u30b0<\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u30ec\u30a4\u30e4\u30fc\u3092\u7e2e\u5c0f\u3057\u3066\u4f7f\u3044\u3084\u3059\u304f\u3059\u308b<\/strong><\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>Dropout<\/strong><\/span><\/li>\n<li>\u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<\/li>\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7d50\u5408\u3092\u524a\u3063\u3066\u904e\u5b66\u7fd2\u3092\u9632\u3050<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>Flatten<\/strong><\/span><\/li>\n<li>8&#215;8\u306e\u4e8c\u6b21\u5143\u914d\u5217\u309264\u8981\u7d20\u306e\u4e00\u6b21\u5143\u914d\u5217\u306b\u76f4\u3059<\/li>\n<li>\uff08\u3042\u3093\u307e\u308a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u95a2\u4fc2\u306a\u3057\uff09<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>Dense<\/strong><\/span><\/li>\n<li>\u5168\u7d50\u5408\u5c64<\/li>\n<li>t\u5c64\u76ee\u306e\u3059\u3079\u3066\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304ct+1\u5c64\u76ee\u306e\u3059\u3079\u3066\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306b\u7e4b\u304c\u3063\u3066\u3044\u308b\u30ec\u30a4\u30e4<\/li>\n<\/ul>\n<p>\u30d5\u30a3\u30eb\u30bf\u30b5\u30a4\u30ba\u3001\u30ab\u30fc\u30cd\u30eb\u30b5\u30a4\u30ba\u3001padding\u306e\u8a2d\u5b9a\u306a\u3069\u304cCNN\u3067\u5927\u5207\u306b\u306a\u308b\u90e8\u5206\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306b\u3064\u3044\u3066\u306f\u6700\u521d\u306b\u8cbc\u3063\u305f\u30b9\u30e9\u30a4\u30c9\u306a\u3069\u3067CNN\u306e\u4ed5\u7d44\u307f\u3092\u899a\u3048\u3066\u304b\u3089\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u308f\u304b\u3089\u306a\u3051\u308c\u3070\u3053\u306e\u5024\u306e\u307e\u307e\u3067\u3002<\/p>\n<pre class=\"lang:python decode:true\">model.compile(optimizer=tf.train.AdamOptimizer(),\r\n              loss='categorical_crossentropy',\r\n              metrics=[\"accuracy\"])<\/pre>\n<p>keras\u3067\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\uff08\u7d20\u306etesnorflow\u3067\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u3082\uff09\u306f\u30b3\u30f3\u30d1\u30a4\u30eb\u3068\u3044\u3046\u4f5c\u696d\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u969b\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\uff08optimizer\uff09<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u306e\u5b66\u7fd2\u3092\u52b9\u7387\u7684\u306b\u884c\u3063\u3066\u304f\u308c\u308b<\/strong><\/span>\u3082\u306e\u3067\u3059<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>SGD<\/strong><\/span><\/li>\n<li>Adam<\/li>\n<li>\u4ed6\u306b\u3082\u305f\u304f\u3055\u3093<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>\u640d\u5931\u95a2\u6570\uff08loss\uff09<\/strong><\/span><\/li>\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u306e\u5b66\u7fd2\u306e\u969b\u306b\u3001<span style=\"color: #0000ff;\"><strong>\u3053\u306e\u95a2\u6570\u306e\u5024\u3092\u5c0f\u3055\u304f\u3059\u308b\u3088\u3046\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574<\/strong><\/span>\u3057\u307e\u3059<\/li>\n<li>\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u640d\u5931\u95a2\u6570\u306f\u5909\u308f\u308a\u307e\u3059<\/li>\n<li>categorical_crossentropy<\/li>\n<li>binary_crossentropy<\/li>\n<li>\u4ed6\u306b\u3082\u305f\u304f\u3055\u3093<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"color: #008000;\"><strong>\u30e1\u30c8\u30ea\u30af\u30b9\uff08metrix\uff09<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u5b66\u7fd2\u306e\u76e3\u8996\u306b\u4f7f\u3046\u95a2\u6570<\/strong><\/span>\u3067\u3059\u3002<\/li>\n<li>\u3042\u304f\u307e\u3067\u3082\u76e3\u8996\u306a\u306e\u3067\u3001\u3053\u306e\u95a2\u6570\u304c\u5b66\u7fd2\u306b\u306f\u5f71\u97ff\u3057\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<h3>CNN\u306e\u5b66\u7fd2\u5b66\u7fd2<\/h3>\n<p>\u5b66\u7fd2\u306ffit\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u884c\u3044\u307e\u3059\uff08sklearn\u3063\u307d\u3044\u3067\u3059\u306d\uff09\u3002<\/p>\n<p><span style=\"color: #008000;\"><strong>\u6559\u5e2b\u30c7\u30fc\u30bf\u3001\u6559\u5e2b\u30e9\u30d9\u30eb\u3001epoch\u6570\u3001batch_size<\/strong><\/span>\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u8a2d\u5b9a\u3092\u3057\u3066\u95a2\u6570\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u7528\u306e\u30ed\u30b0\u304c\u8868\u793a\u3055\u308c\u306a\u304c\u3089\u5b66\u7fd2\u306e\u69d8\u5b50\u304c\u8868\u793a\u3055\u308c\u59cb\u3081\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">model.fit(\r\n    train_images[:,:,:,None],\r\n    train_labels_onehot,\r\n    epochs=20,\r\n    batch_size=64,\r\n)\r\n<\/pre>\n<p>[\u5b66\u7fd2\u4e2d\u306e\u30ed\u30b0]<\/p>\n<pre class=\"lang:default decode:true\">Epoch 1\/20\r\n60000\/60000 [==============================] - 6s 102us\/step - loss: 0.5929 - acc: 0.7817\r\nEpoch 2\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.4117 - acc: 0.8512\r\nEpoch 3\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.3738 - acc: 0.8640\r\nEpoch 4\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.3410 - acc: 0.8751\r\nEpoch 5\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.3228 - acc: 0.8818\r\nEpoch 6\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.3085 - acc: 0.8863\r\nEpoch 7\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2965 - acc: 0.8900\r\nEpoch 8\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2847 - acc: 0.8951\r\nEpoch 9\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2778 - acc: 0.8985\r\nEpoch 10\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2674 - acc: 0.9015\r\nEpoch 11\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2603 - acc: 0.9039\r\nEpoch 12\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2563 - acc: 0.9045\r\nEpoch 13\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2471 - acc: 0.9092\r\nEpoch 14\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2441 - acc: 0.9086\r\nEpoch 15\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2402 - acc: 0.9117\r\nEpoch 16\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2337 - acc: 0.9113\r\nEpoch 17\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2287 - acc: 0.9139\r\nEpoch 18\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2286 - acc: 0.9150\r\nEpoch 19\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2244 - acc: 0.9161\r\nEpoch 20\/20\r\n60000\/60000 [==============================] - 4s 74us\/step - loss: 0.2202 - acc: 0.9180\r\n&lt;tensorflow.python.keras.callbacks.History at 0x7f4a2ffd9278&gt;<\/pre>\n<p>\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u6b63\u7b54\u7387\u306f91\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u304f\u3089\u3044\u307e\u3067\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<h3>\u7d50\u679c\u306e\u78ba\u8a8d<\/h3>\n<p>\u4ee5\u4e0a\u3067\u5b66\u7fd2\u306f\u7d42\u308f\u308a\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306b\u30af\u30e9\u30b9\u5206\u985e\u3092\u884c\u3063\u305f\u306e\u3067\u305d\u306e\u7cbe\u5ea6\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4e88\u6e2c\u30e9\u30d9\u30eb\u3092\u51fa\u3059\u306b\u306f\u3001<span style=\"color: #008000;\"><strong>predict\u30e1\u30bd\u30c3\u30c9<\/strong><\/span>\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">labels = model.predict(test_images[:,:,:,None])<\/pre>\n<p>\u307e\u305f\u3001\u8a55\u4fa1\u306b\u306f<span style=\"color: #008000;\"><strong>evaluate\u30e1\u30bd\u30c3\u30c9<\/strong><\/span>\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">score = model.evaluate(test_images[:,:,:,None], test_labels_onehot)\r\n\r\n# score\u306e\u5024\u306f [3.6148554523468017, 0.7712]\u3067\u3057\u305f\u3002<\/pre>\n<p>score\u306f\u30ea\u30b9\u30c8\u306b\u306a\u3063\u3066\u3044\u3066\u3001\u3053\u3053\u3067\u306f1\u3064\u76ee\u304closs\u30012\u3064\u76ee\u304cacc\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u3066\u6700\u5f8c\u306b\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u30e9\u30d9\u30eb\u3092\u8868\u793a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u6b63\u89e3\u3092\u7dd1\u8272\u306b\u3001\u4e0d\u6b63\u89e3\u3092\u8d64\u8272\u306b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">figure = plt.figure(figsize=(20, 8))\r\nfor i, index in enumerate(np.random.choice(test_images.shape[0], size=15, replace=False)):\r\n    ax = figure.add_subplot(3, 5, i + 1, xticks=[], yticks=[])\r\n\r\n    ax.imshow(np.squeeze(test_images[index]))\r\n    predict_index = np.argmax(labels[index])\r\n    true_index = np.argmax(test_labels_onehot[index])\r\n\r\n    ax.set_title(\"{} ({})\".format(class_names[predict_index],\r\n                                  class_names[true_index]),\r\n                                  color=(\"green\" if predict_index == true_index else \"red\"))<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-66651\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result.png\" alt=\"\" width=\"1076\" height=\"468\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result.png 1076w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result-150x65.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result-300x130.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result-640x278.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/06\/cnn_result-810x352.png 810w\" sizes=\"(max-width: 1076px) 100vw, 1076px\" \/><\/p>\n<h2>\u6700\u5f8c\u306b<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f<span style=\"color: #0000ff;\"><strong>CNN\u3092\u4f7f\u3063\u305f\u753b\u50cf\u8a8d\u8b58\u3068\u3057\u3066\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u3092\u89e3\u3044\u3066\u307f\u307e\u3057\u305f<\/strong><\/span>\u3002<\/p>\n<p>CNN\u306fDeep Learning\u306e\u4e2d\u3067\u3082\u30db\u30c3\u30c8\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<p>\u662f\u975e\u899a\u3048\u3066Deep Learning\u306e\u6700\u65b0\u52d5\u5411\u3092\u8ffd\u3044\u304b\u3051\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u3001\u6ce8\u76ee\u3092\u6d74\u3073\u3066\u3044\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u753b\u50cf\u8a8d\u8b58\u3002 \u30c6\u30ec\u30d3\u3084\u30cd\u30c3\u30c8\u306a\u3069\u3067\u3082\u3001\u5927\u304d\u304f\u53d6\u308a\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u3002 \u3057\u304b\u3057\u3001 \u300cCNN\u3063\u3066\u306a\u306b\uff1f\u300d \u300c\u753b\u50cf\u8a8d\u8b58\u3092\u3084\u308a\u305f\u3044\u3051\u3069\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u5206\u304b\u3089\u306a\u3044\u300d \u3068\u3001\u5206\u304b\u3089\u306a\u3044\u3053\u3068\u3060\u3089\u3051\u3067 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