{"id":432,"date":"2022-08-08T01:29:31","date_gmt":"2023-10-18T21:52:07","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/"},"modified":"2025-07-31T23:33:04","modified_gmt":"2025-07-31T14:33:04","slug":"python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/","title":{"rendered":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8"},"content":{"rendered":"

MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3078\u3088\u3046\u3053\u305d\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u4f55\u304b\u3001Python\u3067\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u65b9\u6cd5\u3001\u305d\u3057\u3066matplotlib\u3092\u4f7f\u7528\u3057\u3066\u306e\u30d7\u30ed\u30c3\u30c8\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/p>\n

MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/h2>\n

MNIST\u30bb\u30c3\u30c8\u306f\u3001\u624b\u66f8\u304d\u6570\u5b57\u306e\u5927\u304d\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3059\u3002\u753b\u50cf\u51e6\u7406\u306e\u5206\u91ce\u3067\u975e\u5e38\u306b\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

MNIST\u306f\u3001Modified National Institute of Standards and Technology database\u306e\u7565\u3067\u3059\u3002<\/p>\n

MNIST\u306b\u306f0\u304b\u30899\u307e\u3067\u306e\u624b\u66f8\u304d\u6570\u5b57\u3092\u542b\u3080\u300170,000\u679a\u306e28 x 28\u30d4\u30af\u30bb\u30eb\u306e\u753b\u50cf\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3059\u3067\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306b\u5206\u5272\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u5f8c\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n

MNIST\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001Wikipedia\u306e\u30da\u30fc\u30b8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u79c1\u305f\u3061\u306fKeras\u304b\u3089\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n

Python\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n

Keras\u304b\u3089MNIST\u3092\u8aad\u307f\u8fbc\u3080\u3002<\/h2>\n

\u6700\u521d\u306b\u3001Keras\u30e2\u30b8\u30e5\u30fc\u30eb\u304b\u3089MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u308c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

from<\/span> keras.<\/span>datasets import<\/span> mnist\r\n<\/code><\/pre>\n
\u4eca\u5ea6\u306f\u3001\u8a13\u7df4\u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3092\u5225\u3005\u306e\u5909\u6570\u306b\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n
(<\/span>train_X,<\/span> train_y)<\/span>,<\/span> (<\/span>test_X,<\/span> test_y)<\/span> =<\/span> mnist.<\/span>load_data(<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u8a13\u7df4\u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306b\u306f\u3001\u3044\u304f\u3064\u306e\u753b\u50cf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u8abf\u3079\u307e\u3057\u3087\u3046\u3002\u3064\u307e\u308a\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u5272\u6bd4\u7387\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u8a66\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u5b66\u7fd2\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u7167\u3057\u3066\u3001\u5206\u5272\u6bd4\u7387\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u5b66\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u5206\u5272\u7387\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u3001\u3059\u3079\u3066\u306e\u30d9\u30af\u30c8\u30eb\u306e\u5f62\u72b6\u3092\u5370\u5237\u3057\u307e\u3059\u3002<\/p>\n
print<\/span>(<\/span>'X_train: '<\/span> +<\/span> str<\/span>(<\/span>train_X.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'Y_train: '<\/span> +<\/span> str<\/span>(<\/span>train_y.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'X_test:  '<\/span>  +<\/span> str<\/span>(<\/span>test_X.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'Y_test:  '<\/span>  +<\/span> str<\/span>(<\/span>test_y.<\/span>shape)<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u51fa\u529b:<\/p>\n
X_train:<\/span> (<\/span>60000<\/span>,<\/span> 28<\/span>,<\/span> 28<\/span>)<\/span>\r\nY_train:<\/span> (<\/span>60000<\/span>,<\/span>)<\/span>\r\nX_test:<\/span>  (<\/span>10000<\/span>,<\/span> 28<\/span>,<\/span> 28<\/span>)<\/span>\r\nY_test:<\/span>  (<\/span>10000<\/span>,<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u306b\u306f6\u4e07\u679a\u306e\u753b\u50cf\u304c\u3042\u308a\u3001\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u306b\u306f1\u4e07\u679a\u306e\u753b\u50cf\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n
\u79c1\u305f\u3061\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u306f\uff0860000\u300128\u300128\uff09\u3067\u3059\u3002\u3053\u308c\u306f\u300128×28\u306e\u6b21\u5143\u3092\u6301\u306460,000\u679a\u306e\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u753b\u50cf\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n
MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u5b8c\u5168\u306a\u30b3\u30fc\u30c9<\/h3>\n
\u3053\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u304b\u3089\u5168\u3066\u306e\u30b3\u30fc\u30c9\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n
from<\/span> keras.<\/span>datasets import<\/span> mnist\r\n\r\n#loading the dataset<\/span>\r\n(<\/span>train_X,<\/span> train_y)<\/span>,<\/span> (<\/span>test_X,<\/span> test_y)<\/span> =<\/span> mnist.<\/span>load_data(<\/span>)<\/span>\r\n\r\n#printing the shapes of the vectors <\/span>\r\nprint<\/span>(<\/span>'X_train: '<\/span> +<\/span> str<\/span>(<\/span>train_X.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'Y_train: '<\/span> +<\/span> str<\/span>(<\/span>train_y.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'X_test:  '<\/span>  +<\/span> str<\/span>(<\/span>test_X.<\/span>shape)<\/span>)<\/span>\r\nprint<\/span>(<\/span>'Y_test:  '<\/span>  +<\/span> str<\/span>(<\/span>test_y.<\/span>shape)<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d7\u30ed\u30c3\u30c8\u306e\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n
Matplotlib\u3092\u4f7f\u7528\u3057\u3066\u3001MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d7\u30ed\u30c3\u30c8\u3092\u884c\u3046\u3002<\/h2>\n
\u81ea\u5206\u304c\u4f5c\u696d\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u306e\u306f\u5e38\u306b\u826f\u3044\u30a2\u30a4\u30c7\u30a2\u3067\u3059\u3002\u305d\u308c\u306b\u3088\u3063\u3066\u3001\u6271\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u3064\u3044\u3066\u826f\u3044\u611f\u899a\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u8cac\u4efb\u3042\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3053\u3068\u306f\u5e38\u306b\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3059\u308b\u8cac\u52d9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002 (D\u0113tasetto o purotto suru tame ni, ika no k\u014ddo o shiy\u014d shite kudasai.)<\/p>\n
from<\/span> matplotlib import<\/span> pyplot\r\nfor<\/span> i in<\/span> range<\/span>(<\/span>9<\/span>)<\/span>:<\/span>  \r\npyplot.<\/span>subplot(<\/span>330<\/span> +<\/span> 1<\/span> +<\/span> i)<\/span>\r\npyplot.<\/span>imshow(<\/span>train_X[<\/span>i]<\/span>,<\/span> cmap=<\/span>pyplot.<\/span>get_cmap(<\/span>'gray'<\/span>)<\/span>)<\/span>\r\npyplot.<\/span>show(<\/span>)<\/span>\r\n<\/code><\/pre>\n
\u51fa\u529b\uff1a<\/p>\n
\"Mnist<\/div>\n
\u79c1\u305f\u3061\u306e\u30c7\u30fc\u30bf\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3059\uff01 (Watashitachi no d\u0113ta wa konna kanji desu!)<\/p>\n
\u3053\u308c\u3089\u306e\u753b\u50cf\u3068\u540c\u3058\u3082\u306e\u304c70,000\u679a\u3042\u308b\u3068\u60f3\u50cf\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u308c\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u3082\u306e\u3067\u3059\u3002\u305d\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4eba\u6c17\u306e1\u3064\u306e\u7406\u7531\u3067\u3059\u3002<\/p>\n
\u7b46\u8a18\u4f53\u8a8d\u8b58\u306e\u554f\u984c\u306f\u3069\u3093\u306a\u306b\u4e9b\u7d30\u306a\u3082\u306e\u3067\u3082\u3001\u4eca\u3067\u306f\u6642\u4ee3\u9045\u308c\u3067\u3059\u3002MNSIT\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3088\u308a\u6311\u6226\u7684\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u5fc5\u8981\u3068\u3055\u308c\u3001\u305d\u308c\u304c\u4ee3\u66ff\u3068\u306a\u308b\u5f79\u5272\u3092\u679c\u305f\u3059\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3088\u308a\u96e3\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u5b58\u5728\u3057\u307e\u3059\u304b\uff1f (MNIST \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3088\u308a\u96e3\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3042\u308a\u307e\u3059\u304b\uff1f)<\/p>\n
\u306f\u3044\u3001\u3042\u308a\u307e\u3059\u3002Fashion MNIST \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30d5\u30a1\u30c3\u30b7\u30e7\u30f3MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h2>\n
Fashion MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u53e4\u3044MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3088\u308a\u96e3\u3057\u3044\u4ee3\u66ff\u54c1\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u9774\u3001T\u30b7\u30e3\u30c4\u3001\u30c9\u30ec\u30b9\u306a\u3069\u306e10\u7a2e\u985e\u306e\u670d\u306e\u300128\u00d728\u30d4\u30af\u30bb\u30eb\u306e\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u753b\u50cf\u304c70,000\u679a\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30d5\u30a1\u30c3\u30b7\u30e7\u30f3MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u306e\u65b9\u6cd5\u3092\u5b66\u3076\u306b\u306f\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n
\u7d50\u8ad6<\/h2>\n
\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python\u3067MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3088\u308a\u96e3\u3057\u3044\u4ee3\u66ff\u3067\u3042\u308bFashion MNIST\u30bb\u30c3\u30c8\u306b\u3064\u3044\u3066\u3082\u8b70\u8ad6\u3057\u307e\u3057\u305f\u3002\u4e00\u7dd2\u306b\u5b66\u3093\u3067\u697d\u3057\u3093\u3067\u3044\u305f\u3060\u3051\u305f\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3078\u3088\u3046\u3053\u305d\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u4f55\u304b\u3001Python\u3067\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u65b9\u6cd5\u3001\u305d\u3057\u3066matplotlib\u3092\u4f7f\u7528\u3057\u3066\u306e\u30d7\u30ed\u30c3\u30c8\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002 MNIST\u30c7\u30fc\u30bf\u30bb […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[31,26],"class_list":["post-432","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-python","tag-26"],"yoast_head":"\nPython\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\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.silicloud.com\/ja\/blog\/python\u3067\u306emnist\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\" \/>\n<meta property=\"og:description\" content=\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/python\u3067\u306emnist\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-18T21:52:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-31T14:33:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65648acbdaa94e2bdf7bb90d\/32-0.png\" \/>\n<meta name=\"author\" content=\"\u967d, \u5411\u5b87\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u967d, \u5411\u5b87\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"7\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/\",\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/\",\"name\":\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#website\"},\"datePublished\":\"2023-10-18T21:52:07+00:00\",\"dateModified\":\"2025-07-31T14:33:04+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c\"},\"description\":\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/ja\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c\",\"name\":\"\u967d, \u5411\u5b87\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g\",\"caption\":\"\u967d, \u5411\u5b87\"},\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/author\/hinatasora\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8 - Blog - Silicon Cloud","description":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\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.silicloud.com\/ja\/blog\/python\u3067\u306emnist\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\/","og_locale":"ja_JP","og_type":"article","og_title":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8","og_description":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/www.silicloud.com\/ja\/blog\/python\u3067\u306emnist\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-10-18T21:52:07+00:00","article_modified_time":"2025-07-31T14:33:04+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/65648acbdaa94e2bdf7bb90d\/32-0.png"}],"author":"\u967d, \u5411\u5b87","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u967d, \u5411\u5b87","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"7\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/","url":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/","name":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#website"},"datePublished":"2023-10-18T21:52:07+00:00","dateModified":"2025-07-31T14:33:04+00:00","author":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c"},"description":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002\u5b9f\u8df5\u7684\u306a\u4f8b\u3068\u30b3\u30fc\u30c9\u3001\u6ce8\u610f\u70b9\u3092\u542b\u3081\u3066\u521d\u5fc3\u8005\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/ja\/blog\/"},{"@type":"ListItem","position":2,"name":"Python\u3067\u306eMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u672c\u7684\u306a\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30c3\u30c8"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#website","url":"https:\/\/www.silicloud.com\/ja\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/4aef6196128551a0f5d66db46c42866c","name":"\u967d, \u5411\u5b87","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ad96b120e219751fa368cbd7d2c48ca01b59185e6ed394449bac72614a760bf3?s=96&d=mm&r=g","caption":"\u967d, \u5411\u5b87"},"url":"https:\/\/www.silicloud.com\/ja\/blog\/author\/hinatasora\/"},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%81%aemnist%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e3%82%a4%e3%83%b3%e3%83%9d%e3%83%bc%e3%83%88%e3%81%a8%e3%83%97%e3%83%ad\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/comments?post=432"}],"version-history":[{"count":1,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/432\/revisions"}],"predecessor-version":[{"id":40535,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/432\/revisions\/40535"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/media?parent=432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/categories?post=432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/tags?post=432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}