{"id":63331,"date":"2021-10-01T10:32:35","date_gmt":"1970-01-01T00:00:00","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=63331"},"modified":"2024-05-06T11:50:14","modified_gmt":"2024-05-06T02:50:14","slug":"%e3%80%90%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e5%85%a5%e9%96%80%e3%80%91%e3%81%93%e3%82%8c%e3%81%aa%e3%82%89%e3%82%8f%e3%81%8b%e3%82%8b%ef%bc%81%e3%82%aa%e3%83%bc%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b3","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/63331","title":{"rendered":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01"},"content":{"rendered":"<p>\u30c7\u30fc\u30bf\u306e<span style=\"color: #008000;\"><strong>\u6b21\u5143\u5727\u7e2e<\/strong><\/span>\u3084\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e<span style=\"color: #008000;\"><strong>\u30d7\u30ec\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong><\/span>\u306b\u3082\u4f7f\u308f\u308c\u308b<span style=\"color: #008000;\"><strong>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0<\/strong><\/span>\u306b\u3064\u3044\u3066\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u7c21\u5358\u306a\u5b9f\u88c5\u65b9\u6cd5\u3001\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb\u304c\u3069\u3046\u3044\u3046\u4f7f\u3044\u65b9\u3092\u3067\u304d\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u30c1\u30a7\u30c3\u30af\u3057\u3066\u884c\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<div style=\"padding: 10px 5px 10px 20px; margin-bottom: 20px; border: 2px solid #4286f4;\">\n<div>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u308f\u304b\u308b\u3053\u3068<\/p>\n<ul>\n<li><span style=\"color: #0000ff;\"><strong>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u306f\uff1f<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306ePython\u5b9f\u88c5<\/strong><\/span><\/li>\n<li><span style=\"color: #0000ff;\"><strong>\u66f4\u306b\u8a73\u3057\u304f\u5b66\u3076\u65b9\u6cd5<\/strong><\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u540d\u524d\u306f\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u308b\u3051\u3069\u8a66\u3057\u305f\u3053\u3068\u306f\u306a\u3044\u3001\u305d\u3093\u306a\u65b9\u306f\u3053\u306e\u8a18\u4e8b\u3067\u4e00\u7dd2\u306b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306b\u3064\u3044\u3066\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u306f<\/h2>\n<p>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3068\u306f\u3001<span style=\"color: #0000ff;\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020\u3092\u4f7f\u3063\u305f\u6b21\u5143\u5727\u7e2e\u624b\u6cd5<\/strong><\/span>\u3067\u3059\u3002<\/p>\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u306f\u51fa\u529b\u5c64\u304b\u3089\u51fa\u3066\u304f\u308b\u51fa\u529b\u5024\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e<span style=\"color: #0000ff;\"><strong>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3067\u306f\u3069\u3061\u3089\u304b\u3068\u3044\u3046\u3068\u4e2d\u9593\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u5024\u306e\u65b9\u304c\u5927\u5207<\/strong><\/span>\u3067\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2021\/10\/20161006215630.png\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2021\/10\/20161006215630.png\" width=\"562\" height=\"473\"><\/a><\/p>\n<p>[\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u30a4\u30e1\u30fc\u30b8\uff08\u4e0b\u304b\u3089\u3001\u5165\u529b\u5c64\u3001\u4e2d\u9593\u5c64\u3001\u51fa\u529b\u5c64\uff09: <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>\u6700\u3082\u4e00\u822c\u7684\u306a\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306f\u3001<span style=\"color: #0000ff;\"><strong>\u4e2d\u9593\u5c64\u306b\u300c\u5165\u529b\u30c7\u30fc\u30bf\u3092\u5727\u7e2e\u3057\u305f\u3044\u6b21\u5143\u6570\u300d\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u7528\u610f<\/strong><\/span>\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e00\u822c\u7684\u306b\u306f<span style=\"color: #0000ff;\"><strong>\u5165\u529b\u6b21\u5143\u3088\u308a\u3082\u5c0f\u3055\u3081\u306b<\/strong><\/span>\u3002<\/p>\n<p>\u305d\u3057\u3066<span style=\"color: #0000ff;\"><strong>\u51fa\u529b\u5c64\u3067\u306f\u5165\u529b\u30c7\u30fc\u30bf\u3092\u518d\u73fe\u3059\u308b\u3088\u3046\u306a\u51fa\u529b\u5024\u3092\u51fa\u3057\u307e\u3059<\/strong><\/span>\u3002<\/p>\n<p>\u4e00\u5ea6\u5c0f\u3055\u3044\u6b21\u5143\u306b\u30c7\u30fc\u30bf\u3092\u57cb\u3081\u8fbc\u3093\u3067\uff08\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u3066\uff09\u3001\u30a8\u30f3\u30b3\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5143\u306b\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u518d\u3073\u518d\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u672c\u6765\u3088\u308a\u5c0f\u3055\u3044\u6b21\u5143\u6570\u3067\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3067\u304d\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u4e2d\u9593\u5c64\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u53ef\u8996\u5316\u3092\u884c\u3063\u3066\u3082\u3044\u3044\u3067\u3059\u3057\u3001\u4ed6\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5165\u529b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u3063\u3066\u3082\u3044\u3044\u3067\u3059\u306d\u3002<\/p>\n<h2>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u5b9f\u88c5<\/h2>\n<p>\u5b9f\u969b\u306b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3092\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u4ee5\u964d\u306e\u5b9f\u88c5\u306f<\/p>\n\n<p>\u3092\u53c2\u8003\u306b\u3057\u3066\u4fee\u6b63\u3092\u52a0\u3048\u305f\u3082\u306e\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Jupyter lab\u3067\u306e\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport<\/h3>\n<pre class=\"lang:python decode:true\">import tensorflow as tf\nfrom tensorflow import keras\nimport numpy as np\nimport matplotlib.pyplot as plt<\/pre>\n<p>\u5b9f\u88c5\u3067\u697d\u3092\u3059\u308b\u305f\u3081\u306b\u3001tensorflow\u306e<span style=\"color: #008000;\"><strong>keras api<\/strong><\/span>\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u751f\u306etesnorflow\u3092\u4f7f\u3046\u3088\u308a\u3082\u7c21\u5358\u306b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u5b9f\u88c5\u3067\u304d\u308b\u306e\u3067\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h3>\n<pre class=\"lang:python decode:true\">(train_images, train_labels), (test_images, test_labels) = keras.datasets.mnist.load_data()<\/pre>\n<p>keras\u306edatasets\u30e2\u30b8\u30e5\u30fc\u30eb\u304b\u3089mnist\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f28&#215;28\u30d4\u30af\u30bb\u30eb\u306e\u624b\u66f8\u304d\u306e\u6570\u5b57\u753b\u50cf\u304c\u96c6\u3081\u3089\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\"># \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3092\u30c1\u30a7\u30c3\u30af\ntrain_images.shape\n\n# (60000, 28, 28)\n\ntest_images.shape\n\n# (10000, 28, 28)\n\ntrain_images = train_images \/ 255.0\n\ntest_images = test_images \/ 255.0<\/pre>\n<p>\u3067\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u8eab\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\">plt.figure(figsize=(10,10))\nfor i in range(25):\n    plt.subplot(5,5,i+1)\n    plt.xticks([])\n    plt.yticks([])\n    plt.grid('off')\n    plt.imshow(train_images[i], cmap=plt.cm.binary)\n    plt.xlabel(train_labels[i])<\/pre>\n<h3><img decoding=\"async\" class=\"aligncenter size-full wp-image-66596\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist.png\" alt=\"\" width=\"576\" height=\"575\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist.png 576w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist-150x150.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist-300x300.png 300w\" sizes=\"(max-width: 576px) 100vw, 576px\" \/><\/h3>\n<p>MNIST\u306f\u6bd4\u8f03\u7684\u7c21\u5358\u306a\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306a\u306e\u3067\u3001\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u52d5\u304d\u3092\u78ba\u304b\u3081\u308b\u306b\u306f\u3061\u3087\u3046\u3069\u3044\u3044\u611f\u3058\u3067\u3059\u3002<\/p>\n<h3>\u30e2\u30c7\u30eb\u306e\u5b9a\u7fa9<\/h3>\n<p>\u3067\u306ftensorflow.keras\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">model = keras.Sequential([\n    keras.layers.Dense(32, activation=tf.nn.relu),\n    keras.layers.Dense(28*28, activation=tf.nn.sigmoid)\n])<\/pre>\n<p><span style=\"color: #008000;\"><strong>keras.Sequential<\/strong><\/span>\u306e\u4e2d\u306b\u3001<span style=\"color: #0000ff;\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u8ffd\u52a0\u3057\u3066\u3044\u304f<\/strong><\/span>\u3060\u3051\u3067OK\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #0000ff;\"><strong>activation\u306b\u6e21\u3057\u3066\u3044\u308b\u306e\u304c\u6d3b\u6027\u5316\u95a2\u6570<\/strong><\/span>\u306a\u306e\u3067\u3001\u9069\u5207\u306a\u3082\u306e\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\">model.compile(optimizer=tf.train.AdamOptimizer(), \n              loss='binary_crossentropy',\n              metrics=['mean_squared_error','binary_crossentropy'])<\/pre>\n<p>\u30e2\u30c7\u30eb\u3092\u7d44\u3093\u3060\u3089<span style=\"color: #008000;\"><strong>\u30b3\u30f3\u30d1\u30a4\u30eb<\/strong><\/span>\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u51e6\u7406\u3092\u3057\u306a\u3044\u3068tesnorflow\u3067\u306e\u8a08\u7b97\u304c\u3067\u304d\u306a\u3044\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><span style=\"color: #008000;\"><strong>optimizer<\/strong><\/span>\u306fbackpropagation\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #008000;\"><strong>loss<\/strong><\/span>\u306f\u5b66\u7fd2\u4e2d\u306b\u6700\u5c0f\u5316\u3059\u308b\u640d\u5931\u95a2\u6570\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #008000;\"><strong>metrics<\/strong><\/span>\u306f\u5b66\u7fd2\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u969b\u306b\u4eba\u9593\u304c\u898b\u308b\u3082\u306e\u306a\u306e\u3067\u3001\u5b66\u7fd2\u3068\u306f\u95a2\u4fc2\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2<\/h3>\n<p>\u5b66\u7fd2\u306fsklearn\u3068\u540c\u69d8\u306b\u3001fit\u30e1\u30bd\u30c3\u30c9\u3067\u884c\u306a\u3048\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">x_train = train_images.reshape((len(train_images), np.prod(train_images.shape[1:])))\nx_test = test_images.reshape((len(test_images), np.prod(test_images.shape[1:])))\n\nmodel.fit(x_train, x_train, epochs=20, batch_size=256)<\/pre>\n<p><span style=\"color: #0000ff;\"><strong>epochs\u306f\u5b66\u7fd2\u30eb\u30fc\u30d7\u306e\u56de\u6570<\/strong><\/span>\u3001<strong><span style=\"color: #0000ff;\">batch_size\u306b\u306f\u4e00\u5ea6\u306b\u5b66\u7fd2\u3059\u308b\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba<\/span><\/strong>\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>batch_size\u306f\u5b66\u7fd2\u306b\u4f7f\u3046\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u30b9\u30da\u30c3\u30af\u306a\u3069\u306b\u5408\u308f\u305b\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>[\u5b66\u7fd2\u4e2d\u306e\u30ed\u30b0]<\/p>\n<pre class=\"lang:default decode:true\">Epoch 1\/20\n60000\/60000 [==============================] - 1s 17us\/step - loss: 0.0941 - mean_squared_error: 0.0103 - binary_crossentropy: 0.0941\nEpoch 2\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0939 - mean_squared_error: 0.0103 - binary_crossentropy: 0.0939\nEpoch 3\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0938 - mean_squared_error: 0.0103 - binary_crossentropy: 0.0938\nEpoch 4\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0937 - mean_squared_error: 0.0102 - binary_crossentropy: 0.0937\nEpoch 5\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0936 - mean_squared_error: 0.0102 - binary_crossentropy: 0.0936\nEpoch 6\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0935 - mean_squared_error: 0.0102 - binary_crossentropy: 0.0935\nEpoch 7\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0935 - mean_squared_error: 0.0102 - binary_crossentropy: 0.0935\nEpoch 8\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0934 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0934\nEpoch 9\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0933 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0933\nEpoch 10\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0933 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0933\nEpoch 11\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0933 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0933\nEpoch 12\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0932 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0932\nEpoch 13\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0932 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0932\nEpoch 14\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0931 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0931\nEpoch 15\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0931 - mean_squared_error: 0.0101 - binary_crossentropy: 0.0931\nEpoch 16\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0931 - mean_squared_error: 0.0100 - binary_crossentropy: 0.0931\nEpoch 17\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0930 - mean_squared_error: 0.0100 - binary_crossentropy: 0.0930\nEpoch 18\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0930 - mean_squared_error: 0.0100 - binary_crossentropy: 0.0930\nEpoch 19\/20\n60000\/60000 [==============================] - 1s 11us\/step - loss: 0.0930 - mean_squared_error: 0.0100 - binary_crossentropy: 0.0930\nEpoch 20\/20\n60000\/60000 [==============================] - 1s 12us\/step - loss: 0.0930 - mean_squared_error: 0.0100 - binary_crossentropy: 0.0930\n&lt;tensorflow.python.keras.callbacks.History at 0x7f84567cc5c0&gt;\n<\/pre>\n<p>\u5b66\u7fd2\u4e2d\u3082\u3053\u306e\u3088\u3046\u306b\u9032\u6357\u5177\u5408\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u306e\u30ed\u30b0\u3092\u51fa\u3059\u6a5f\u80fd\u3092\u81ea\u5206\u3067\u4f5c\u3089\u306a\u304f\u3066\u3082\u3044\u3044\u306e\u304ckeras\u306e\u3044\u3044\u3068\u3053\u308d\u3067\u3059\u306d\u3002<\/p>\n<h3>\u518d\u69cb\u6210\u3055\u308c\u305f\u753b\u50cf\u306e\u78ba\u8a8d<\/h3>\n<p>\u305d\u308c\u3067\u306f\u3001\u4e2d\u9593\u5c64\u309232\u6b21\u5143\u306b\u3057\u3066\u5727\u7e2e\u3057\u3066\u3044\u308b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u304c\u3001\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u753b\u50cf\u3092\u518d\u69cb\u6210\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p>\u304d\u308c\u3044\u306b\u518d\u69cb\u6210\u3067\u304d\u3066\u3044\u308c\u3070\u826f\u3044\u7279\u5fb4\u304c\u53d6\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">x_recon = model.predict(x_test)\n\nn_images = 10\nplt.figure(figsize=(20, 4))\nfor i in range(n_images):\n    # \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u3092\u8868\u793a\n    ax = plt.subplot(2, n_images, i+1)\n    plt.imshow(x_test[i].reshape(28, 28), cmap=plt.cm.binary)\n    ax.get_xaxis().set_visible(False)\n    ax.get_yaxis().set_visible(False)\n    plt.xlabel(class_names[train_labels[i]])\n\n    # \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30c7\u30b3\u30fc\u30c9\u3057\u305f\u3082\u306e\u3092\u8868\u793a\n    ax = plt.subplot(2, n_images, i+1+n_images)\n    plt.imshow(x_recon[i].reshape(28, 28), cmap=plt.cm.binary)\n    ax.get_xaxis().set_visible(False)\n    ax.get_yaxis().set_visible(False)\n    plt.xlabel(class_names[train_labels[i]])<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-66597\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2.png\" alt=\"\" width=\"1137\" height=\"234\" srcset=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2.png 1137w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2-150x31.png 150w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2-300x62.png 300w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2-640x132.png 640w, https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/mnist2-810x167.png 810w\" sizes=\"(max-width: 1137px) 100vw, 1137px\" \/><\/p>\n<p>\u7279\u306b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u306a\u304f\u3066\u3082\u3001\u7d50\u69cb\u304d\u308c\u3044\u306b\u518d\u69cb\u6210\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f8c\u306f\u4e2d\u9593\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u5024\u3092\u6d3b\u7528\u3059\u308b\u3060\u3051\u3067\u3059\u306d\uff01<\/p>\n<h2>\u3082\u3063\u3068\u6df1\u304f\u5b66\u3076\u306b\u306f<\/h2>\n<p>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u3084\u305d\u306e\u4ed6\u306eDeep Learning\u306b\u3064\u3044\u3066\u5b66\u3073\u305f\u3044\u306a\u3089\u3070\u3001\u66f8\u7c4d\u3084\u30aa\u30f3\u30e9\u30a4\u30b9\u30af\u30fc\u30eb\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>Deep Learning\u306fPython\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u304a\u304b\u3052\u3067\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3067\u3059\u304c\u5fc5\u8981\u3068\u306a\u308b\u524d\u63d0\u77e5\u8b58\u304c\u591a\u3059\u304e\u3066\u306a\u304b\u306a\u304b\u72ec\u5b66\u3067\u306f\u52c9\u5f37\u304c\u96e3\u3057\u3044\u3067\u3059\u3002<\/p>\n<p>\u3082\u3063\u3068\u57fa\u790e\u304b\u3089\u3001\u4f8b\u3048\u3070\u300cPython\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308c\u3070\u3044\u3044\u306e\uff1f\u300d\u304b\u3089\u300c\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u5f79\u7acb\u3064\u30c7\u30fc\u30bf\u89e3\u6790\u65b9\u6cd5\u3092\u6700\u77ed\u3067\u5b66\u3073\u305f\u3044\u300d\u3068\u601d\u3063\u305f\u306a\u3089\u3070\u3001\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30de\u30f3\u30c4\u30fc\u30de\u30f3\u30ec\u30c3\u30b9\u30f3\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>[su_button url=&#8221;https:\/\/lp.sejuku.net\/lp1_blog_01\/?cid=ai_btn1_63331&#8243; target=&#8221;blank&#8221; background=&#8221;#ffffff&#8221; color=&#8221;#ff9a8f&#8221; size=&#8221;9&#8243; center=&#8221;yes&#8221; radius=&#8221;10&#8243; icon=&#8221;icon: external-link&#8221; icon_color=&#8221;#fff88f&#8221; text_shadow=&#8221;0px 0px 10px #808080&#8243;]<strong>\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f<br \/>\n\u8a73\u7d30\u306f\u3053\u3061\u3089\u304b\u3089<\/strong>[\/su_button]<\/p>\n<p>\u4ed5\u4e8b\u306b\u5f79\u7acb\u3064\u3088\u3046\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u624b\u6cd5\u306e\u7fd2\u5f97\u30923\u30f6\u6708\u30846\u30f6\u6708\u306e\u671f\u9593\u3001\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u3068\u30de\u30f3\u30c4\u30fc\u30de\u30f3\u3067\u52c9\u5f37\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u662f\u975e\u8003\u3048\u3066\u307f\u3066\u4e0b\u3055\u3044\uff01<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f<span style=\"color: #0000ff;\"><strong>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306b\u3064\u3044\u3066\u7d39\u4ecb<\/strong><\/span>\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306fDeep Learning\u304c\u6700\u521d\u306b\u6d41\u884c\u3063\u305f\u9803\u304b\u3089\u4f7f\u308f\u308c\u3066\u3044\u308b\u53e4\u5178\u7684\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n<p>\u3067\u3059\u304c\u3053\u308c\u3092\u5143\u306b\u3057\u305f\u30e2\u30c7\u30eb\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3057\u3001\u306a\u3093\u3068\u8a00\u3063\u3066\u3082\u69d8\u3005\u306a\u5fdc\u7528\u304c\u52b9\u304f\u70b9\u304b\u3089\u898b\u3066\u3082\u9762\u767d\u3044\u306e\u3067\u3001\u662f\u975e\u52c9\u5f37\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u5727\u7e2e\u3084\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30d7\u30ec\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u3082\u4f7f\u308f\u308c\u308b\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306b\u3064\u3044\u3066\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306f\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002 \u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u306e\u7c21\u5358\u306a\u5b9f\u88c5\u65b9\u6cd5\u3001\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb\u304c\u3069\u3046\u3044\u3046\u4f7f\u3044\u65b9\u3092\u3067\u304d\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u30c1\u30a7\u30c3\u30af [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":66601,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2228],"tags":[1281,49],"class_list":["post-63331","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-python"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/63331\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sejuku.net\/blog\/63331\" \/>\n<meta property=\"og:site_name\" content=\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sejuku2013\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/sejuku2013\/\" \/>\n<meta property=\"article:published_time\" content=\"1970-01-01T00:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-06T02:50:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png\" \/>\n\t<meta property=\"og:image:width\" content=\"700\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@https:\/\/twitter.com\/samuraijuku\" \/>\n<meta name=\"twitter:site\" content=\"@samuraijuku\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331\"},\"author\":{\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/person\\\/e8ca7fd09857a736a25e6b4455a3ab61\"},\"headline\":\"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01\",\"datePublished\":\"1970-01-01T00:00:00+00:00\",\"dateModified\":\"2024-05-06T02:50:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331\"},\"wordCount\":93,\"publisher\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/07\\\/ae_eye.png\",\"keywords\":[\"AI\",\"python\"],\"articleSection\":[\"AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331\",\"name\":\"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/07\\\/ae_eye.png\",\"datePublished\":\"1970-01-01T00:00:00+00:00\",\"dateModified\":\"2024-05-06T02:50:14+00:00\",\"description\":\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#primaryimage\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/07\\\/ae_eye.png\",\"contentUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/07\\\/ae_eye.png\",\"width\":700,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/63331#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\",\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0\",\"description\":\"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b66\u7fd2\u306e\u3059\u3079\u3066\u304c\u30b3\u30b3\u306b\u3002\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#organization\",\"name\":\"\u682a\u5f0f\u4f1a\u793eSAMURAI\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/logo.png\",\"contentUrl\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/logo.png\",\"width\":600,\"height\":600,\"caption\":\"\u682a\u5f0f\u4f1a\u793eSAMURAI\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/sejuku2013\",\"https:\\\/\\\/x.com\\\/samuraijuku\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCCFOQO5aDK0xXam4cUQXT8g\\\/featured\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/#\\\/schema\\\/person\\\/e8ca7fd09857a736a25e6b4455a3ab61\",\"name\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g\",\"caption\":\"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8\"},\"description\":\"\u3010\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u3011 DX\u8a8d\u5b9a\u53d6\u5f97\u4e8b\u696d\u8005\u306b\u9078\u5b9a\u3055\u308c\u3066\u3044\u308b\u682a\u5f0f\u4f1a\u793eSAMURAI\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u90e8\u304c\u904b\u55b6\u3002\u300c\u8cea\u306e\u9ad8\u3044IT\u6559\u80b2\u3092\u3001\u3059\u3079\u3066\u306e\u4eba\u306b\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u3001IT\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3073\u59cb\u3081\u305f\u521d\u5b66\u8005\u306e\u65b9\u306b\u5411\u3051\u8a18\u4e8b\u3092\u57f7\u7b46\u3002 \u7d2f\u8a08\u6307\u5c0e\u8005\u65704\u4e075,000\u540d\u4ee5\u4e0a\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u300c\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3001\u7d2f\u8a08\u767b\u9332\u8005\u65701\u4e078,000\u4eba\u4ee5\u4e0a\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u300c\u4f8d\u30c6\u30e9\u30b3\u30e4\u300d\u3067\u6271\u3046\u6559\u6750\u958b\u767a\u306e\u30ce\u30a6\u30cf\u30a6\u30012013\u5e74\u306e\u5275\u696d\u304b\u3089\u904b\u55b6\u3067\u5f97\u305f\u77e5\u898b\u306b\u57fa\u3065\u304d\u3001\u8a18\u4e8b\u306e\u57f7\u7b46\u3060\u3051\u3067\u306a\u304f\u7de8\u96c6\u30fb\u76e3\u4fee\u3082\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002 \u3010\u5c02\u9580\u5206\u91ce\u3011 IT\\\/Web\u958b\u767a\\\/AI\u30fb\u30ed\u30dc\u30c3\u30c8\u958b\u767a\\\/\u30a4\u30f3\u30d5\u30e9\u958b\u767a\\\/\u30b2\u30fc\u30e0\u958b\u767a\\\/AI\\\/Web\u30c7\u30b6\u30a4\u30f3\",\"sameAs\":[\"https:\\\/\\\/www.sejuku.net\\\/\",\"https:\\\/\\\/www.facebook.com\\\/sejuku2013\\\/\",\"https:\\\/\\\/www.instagram.com\\\/samuraiengineer_official\\\/\",\"https:\\\/\\\/x.com\\\/https:\\\/\\\/twitter.com\\\/samuraijuku\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCCFOQO5aDK0xXam4cUQXT8g\"],\"url\":\"https:\\\/\\\/www.sejuku.net\\\/blog\\\/author\\\/samurai-blog\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.sejuku.net\/blog\/63331","og_locale":"ja_JP","og_type":"article","og_title":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","og_description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","og_url":"https:\/\/www.sejuku.net\/blog\/63331","og_site_name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","article_publisher":"https:\/\/www.facebook.com\/sejuku2013","article_author":"https:\/\/www.facebook.com\/sejuku2013\/","article_published_time":"1970-01-01T00:00:00+00:00","article_modified_time":"2024-05-06T02:50:14+00:00","og_image":[{"width":700,"height":400,"url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png","type":"image\/png"}],"author":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","twitter_card":"summary_large_image","twitter_creator":"@https:\/\/twitter.com\/samuraijuku","twitter_site":"@samuraijuku","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.sejuku.net\/blog\/63331#article","isPartOf":{"@id":"https:\/\/www.sejuku.net\/blog\/63331"},"author":{"name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/person\/e8ca7fd09857a736a25e6b4455a3ab61"},"headline":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01","datePublished":"1970-01-01T00:00:00+00:00","dateModified":"2024-05-06T02:50:14+00:00","mainEntityOfPage":{"@id":"https:\/\/www.sejuku.net\/blog\/63331"},"wordCount":93,"publisher":{"@id":"https:\/\/www.sejuku.net\/blog\/#organization"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/63331#primaryimage"},"thumbnailUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png","keywords":["AI","python"],"articleSection":["AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/www.sejuku.net\/blog\/63331","url":"https:\/\/www.sejuku.net\/blog\/63331","name":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","isPartOf":{"@id":"https:\/\/www.sejuku.net\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.sejuku.net\/blog\/63331#primaryimage"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/63331#primaryimage"},"thumbnailUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png","datePublished":"1970-01-01T00:00:00+00:00","dateModified":"2024-05-06T02:50:14+00:00","description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002","breadcrumb":{"@id":"https:\/\/www.sejuku.net\/blog\/63331#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.sejuku.net\/blog\/63331"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.sejuku.net\/blog\/63331#primaryimage","url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png","contentUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/07\/ae_eye.png","width":700,"height":400},{"@type":"BreadcrumbList","@id":"https:\/\/www.sejuku.net\/blog\/63331#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.sejuku.net\/blog\/"},{"@type":"ListItem","position":2,"name":"\u3010\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\u3011\u3053\u308c\u306a\u3089\u308f\u304b\u308b\uff01\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u4f7f\u3044\u65b9\uff01"}]},{"@type":"WebSite","@id":"https:\/\/www.sejuku.net\/blog\/#website","url":"https:\/\/www.sejuku.net\/blog\/","name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0","description":"\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b66\u7fd2\u306e\u3059\u3079\u3066\u304c\u30b3\u30b3\u306b\u3002","publisher":{"@id":"https:\/\/www.sejuku.net\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.sejuku.net\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/www.sejuku.net\/blog\/#organization","name":"\u682a\u5f0f\u4f1a\u793eSAMURAI","url":"https:\/\/www.sejuku.net\/blog\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2023\/07\/logo.png","contentUrl":"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2023\/07\/logo.png","width":600,"height":600,"caption":"\u682a\u5f0f\u4f1a\u793eSAMURAI"},"image":{"@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/sejuku2013","https:\/\/x.com\/samuraijuku","https:\/\/www.youtube.com\/channel\/UCCFOQO5aDK0xXam4cUQXT8g\/featured"]},{"@type":"Person","@id":"https:\/\/www.sejuku.net\/blog\/#\/schema\/person\/e8ca7fd09857a736a25e6b4455a3ab61","name":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/507c280c5c67d2c11fec4fdba20e5bf1ec2fe91f9deb42d2ec50382778b311bf?s=96&d=mm&r=g","caption":"\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u7de8\u96c6\u90e8"},"description":"\u3010\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u3011 DX\u8a8d\u5b9a\u53d6\u5f97\u4e8b\u696d\u8005\u306b\u9078\u5b9a\u3055\u308c\u3066\u3044\u308b\u682a\u5f0f\u4f1a\u793eSAMURAI\u306e\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u90e8\u304c\u904b\u55b6\u3002\u300c\u8cea\u306e\u9ad8\u3044IT\u6559\u80b2\u3092\u3001\u3059\u3079\u3066\u306e\u4eba\u306b\u300d\u3092\u30df\u30c3\u30b7\u30e7\u30f3\u306b\u3001IT\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u3073\u59cb\u3081\u305f\u521d\u5b66\u8005\u306e\u65b9\u306b\u5411\u3051\u8a18\u4e8b\u3092\u57f7\u7b46\u3002 \u7d2f\u8a08\u6307\u5c0e\u8005\u65704\u4e075,000\u540d\u4ee5\u4e0a\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u300c\u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3001\u7d2f\u8a08\u767b\u9332\u8005\u65701\u4e078,000\u4eba\u4ee5\u4e0a\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u300c\u4f8d\u30c6\u30e9\u30b3\u30e4\u300d\u3067\u6271\u3046\u6559\u6750\u958b\u767a\u306e\u30ce\u30a6\u30cf\u30a6\u30012013\u5e74\u306e\u5275\u696d\u304b\u3089\u904b\u55b6\u3067\u5f97\u305f\u77e5\u898b\u306b\u57fa\u3065\u304d\u3001\u8a18\u4e8b\u306e\u57f7\u7b46\u3060\u3051\u3067\u306a\u304f\u7de8\u96c6\u30fb\u76e3\u4fee\u3082\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002 \u3010\u5c02\u9580\u5206\u91ce\u3011 IT\/Web\u958b\u767a\/AI\u30fb\u30ed\u30dc\u30c3\u30c8\u958b\u767a\/\u30a4\u30f3\u30d5\u30e9\u958b\u767a\/\u30b2\u30fc\u30e0\u958b\u767a\/AI\/Web\u30c7\u30b6\u30a4\u30f3","sameAs":["https:\/\/www.sejuku.net\/","https:\/\/www.facebook.com\/sejuku2013\/","https:\/\/www.instagram.com\/samuraiengineer_official\/","https:\/\/x.com\/https:\/\/twitter.com\/samuraijuku","https:\/\/www.youtube.com\/channel\/UCCFOQO5aDK0xXam4cUQXT8g"],"url":"https:\/\/www.sejuku.net\/blog\/author\/samurai-blog"}]}},"_links":{"self":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts\/63331","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/comments?post=63331"}],"version-history":[{"count":0,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/posts\/63331\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/media\/66601"}],"wp:attachment":[{"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/media?parent=63331"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/categories?post=63331"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sejuku.net\/blog\/wp-json\/wp\/v2\/tags?post=63331"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}