{"id":137,"date":"2022-02-01T11:43:20","date_gmt":"2022-02-01T02:43:20","guid":{"rendered":"https:\/\/broaden-your-horizons.com\/ai-ss\/?p=137"},"modified":"2022-04-18T16:20:20","modified_gmt":"2022-04-18T07:20:20","slug":"good-about-mnist","status":"publish","type":"post","link":"https:\/\/broaden-your-horizons.com\/ai-ss\/pooping\/good-about-mnist\/","title":{"rendered":"MNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3044\u3044\u3068\u3053\u308d"},"content":{"rendered":"<p><!--\u518d\u5229\u7528\u30d6\u30ed\u30c3\u30af\uff08pooping-header\uff09--><br \/>\n\n<p class=\"backlink\"><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/pooping\/\">page:[\u3046\u3093\u3061\u304f]<\/a><\/p>\n<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MNIST\u3068\u306f\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6574\u5f62\u3055\u308c\u305f\u624b\u66f8\u304d\u6570\u5b57<ul><li>\u753b\u50cf\u30c7\u30fc\u30bf<\/li><li>\u6b63\u89e3\u30e9\u30d9\u30eb<ul><li>\u30bb\u30c3\u30c8\u306b\u306a\u3063\u3066\u3044\u308b<\/li><\/ul><\/li><\/ul><\/li><li>\u666e\u901a\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3068\u6bd4\u8f03<ul><li>\u30d8\u30c3\u30c0\u60c5\u5831\u304c\u4f55\u3082\u3064\u3044\u3066\u3044\u306a\u3044<ul><li>\u30d7\u30ec\u30fc\u30f3\u306a\u30c7\u30fc\u30bf<\/li><\/ul><\/li><li>\u6570\u5b57\u306e\u7f85\u5217<\/li><\/ul><ul><li><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/pooping\/csv\/\">CSV<\/a>\u5f62\u5f0f\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf<ul><li>\u30e1\u30e2\u5e33\u3067\u3082\u898b\u308c\u308b<\/li><\/ul><\/li><\/ul><\/li><li>\u8868\u793a\u65b9\u6cd5<ul><li>\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\uff08Matplotlib\u306a\u3069\uff09\u3092\u5229\u7528<\/li><li>\u30c7\u30fc\u30bf\u3092\u753b\u50cf\u3068\u3057\u3066\u753b\u9762\u306b\u8868\u793a\u3059\u308b<\/li><\/ul><\/li><li>\u53c2\u8003<ul><li>MNIST\u30c7\u30fc\u30bf\u306e\u753b\u50cf\u8868\u793a<\/li><li>\u5916\u90e8\u30ea\u30f3\u30af\uff1a\n<a class=\"movelink\" href=\"https:\/\/broaden-your-horizons.com\/engineer\/development-preparation\/machine-learning-library-primer\/post-4224\/#toc_id_1_3\">MNIST\u30c7\u30fc\u30bf\u306e\u8868\u793a\u4f8b<\/a>\n<\/li><\/ul><\/li><\/ul>\n\n\n\n<!--\u76ee\u6b21\u3078\u3001\u30da\u30fc\u30b8\u306e\u5148\u982d\u3078-->\n<div id=\"backcontainer\"><a id=\"linkmokuji\" href=\"javascript:backContainer();\">\u76ee\u6b21\u3078\uff1e\uff1e<\/a>\u3000<a id=\"linktop\" href=\"#\">\u5148\u982d\u3078\uff1e\uff1e<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30c7\u30fc\u30bf\u898b\u308b\">\u30c7\u30fc\u30bf\u3092\u898b\u3066\u307f\u308b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>Google Colaboratory\u3092\u5229\u7528\u3059\u308b<\/li><li>\u30d7\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305fMNIST\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5229\u7528\u304c\u3042\u308b<\/li><li>\u53c2\u8003<ul><li>Google Colaboratory\u306e\u5229\u7528\u65b9\u6cd5\u3067\u53c2\u8003\u3057\u305f\u8a18\u4e8b<\/li><li>\n<a class=\"movelink\" href=\"https:\/\/broaden-your-horizons.com\/engineer\/development-preparation\/google-colaboratory\/post-1752\/#toc_id_1\">MNIST\u30c7\u30fc\u30bf\u3092\u898b\u308b<\/a>\n<\/li><\/ul><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8868\u793a<\/h3>\n\n\n\n<pre class=\"wp-block-luxe-blocks-syntaxhighlighter line-numbers language-python\"><code class=\"language-python\">!head -1 mnist_test.csv<\/code><\/pre>\n\n\n\n<pre class=\"result\" style=\"text-align:left;line-height:17px;font-family:Menlo,Consolas,monospace;font-size:14px;padding:30px 0px 10px 15px;margin-top:10px;padding-bottom:-30px!important;\">7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,84,185,159,151,60,36,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,222,254,254,254,254,241,198,198,198,198,198,198,198,198,170,52,0,0,0,0,0,0,0,0,0,0,0,0,67,114,72,114,163,227,254,225,254,254,254,250,229,254,254,140,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,17,66,14,67,67,67,59,21,236,254,106,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,83,253,209,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22,233,255,83,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,129,254,238,44,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,59,249,254,62,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,133,254,187,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,205,248,58,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,126,254,182,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,75,251,240,57,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,221,254,166,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,203,254,219,35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,38,254,254,77,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,31,224,254,115,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,133,254,254,52,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,61,242,254,254,52,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,254,254,219,40,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,254,207,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0\n<\/pre>\n\n\n\n<ul class=\"wp-block-list\"><li>1\u4ef6\uff08\u753b\u50cf1\u679a\u5206\uff09\u3060\u3051\u8868\u793a\u3057\u305f\u51fa\u305f<ul><li>\u6298\u308a\u8fd4\u3057\u306a\u3057\u3067\u8868\u793a<\/li><\/ul><\/li><li>\u6700\u521d\u306e&#8221;7&#8243;\u304c\u6b63\u89e3\u30e9\u30d9\u30eb<\/li><\/ul>\n\n\n\n<div class=\"wp-block-luxe-blocks-border-block result\" style=\"margin-top:10px;margin-bottom:30px\"><div class=\"wp-block-luxe-blocks-border-block result-content\" style=\"border:1px solid #006edc;border-radius:0px;padding:0px 15px 0px 15px\">\n<p>7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,84,185,159,151,60,36,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,222,254,254,254,254,241,198,198,198,198,198,198,198,198,170,52,0,0,0,0,0,0,0,0,0,0,0,0,67,114,72,114,163,227,254,225,254,254,254,250,229,254,254,140,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,17,66,14,67,67,67,59,21,236,254,106,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,83,253,209,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22,233,255,83,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,129,254,238,44,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,59,249,254,62,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,133,254,187,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,205,248,58,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,126,254,182,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,75,251,240,57,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,221,254,166,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,203,254,219,35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,38,254,254,77,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,31,224,254,115,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,133,254,254,52,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,61,242,254,254,52,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,254,254,219,40,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,254,207,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0<\/p>\n<\/div><\/div>\n\n\n\n<ul class=\"wp-block-list\"><li>\u540c\u3058\u30c7\u30fc\u30bf\u3092\u6298\u308a\u8fd4\u3057\u3066\u8868\u793a<\/li><li>\u3053\u306e\u30c7\u30fc\u30bf\u304c7\u4e07\u4ef6\u7528\u610f\u3055\u308c\u3066\u3044\u308b<ul><li>\u5b66\u7fd2\u7528\uff1a6\u4e07\u679a<\/li><li>\u30c6\u30b9\u30c8\u7528\uff1a1\u4e07\u679a<\/li><\/ul><\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30a4\u30ba\u3092\u78ba\u8a8d<\/h3>\n\n\n\n<pre class=\"wp-block-luxe-blocks-syntaxhighlighter line-numbers language-python\"><code class=\"language-python\">data.shape<\/code><\/pre>\n\n\n\n<pre class=\"result\" style=\"text-align:left;line-height:17px;font-family:Menlo,Consolas,monospace;font-size:14px;padding:30px 0px 10px 15px;margin-top:10px;padding-bottom:-30px!important;\">(10000, 785)\n<\/pre>\n\n\n\n<ul class=\"wp-block-list\"><li>\u30c6\u30b9\u30c8\u7528\u30c7\u30fc\u30bf\u30671\u4e07\u4ef6\uff08\u884c\uff09<\/li><li>1\u884c\u5f53\u305f\u308a\u306e\u30c7\u30fc\u30bf\u6570\uff1a28&#215;28=784+1\uff08\u6b63\u89e3\u30e9\u30d9\u30eb\uff09=785<\/li><li>\u53c2\u8003<ul><li>NumPy\u306eshape\u30b3\u30de\u30f3\u30c9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u305f\u8a18\u4e8b<\/li><li>\n<a class=\"movelink\" href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/numpy\/shape-ndim\/#toc_id_3_1\">shape\u30b3\u30de\u30f3\u30c9<\/a>\n<\/li><\/ul><\/li><\/ul>\n\n\n\n<!--\u76ee\u6b21\u3078\u3001\u30da\u30fc\u30b8\u306e\u5148\u982d\u3078-->\n<div id=\"backcontainer\"><a id=\"linkmokuji\" href=\"javascript:backContainer();\">\u76ee\u6b21\u3078\uff1e\uff1e<\/a>\u3000<a id=\"linktop\" href=\"#\">\u5148\u982d\u3078\uff1e\uff1e<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u3044\u3044\u3068\u3053\u308d\">\u3044\u3044\u3068\u3053\u308d<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u753b\u50cf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306e\u5229\u70b9<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li>\u5927\u304d\u3055\u304c\u305d\u308d\u3063\u3066\u3044\u308b<ul><li>28 x 28 \u30d4\u30af\u30bb\u30eb<\/li><li>2\u8272\u753b\u50cf<ul><li>\u767d\u9ed2\u3068\u304b\u9ec4\u8272\u3068\u7d2b\u3068\u304b\u306e2\u8272\u3067\u898b\u308c\u308b<\/li><\/ul><\/li><li>\u88dc\u8db3<ul><li>MNIST\u30c7\u30fc\u30bf\u3092\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\u6307\u5b9a\u306a\u3057\u306e\uff09Matplotlib\u3067\u8868\u793a\u3059\u308b\u3068\u9ec4\u8272\u3068\u7d2b<\/li><li>\u6700\u521d\u306f\u30ab\u30e9\u30fc\u306a\u306e\u304b\u3068\u601d\u3063\u305f\u2026<\/li><\/ul><\/li><\/ul><\/li><li>\u524d\u51e6\u7406\u304c\u7d42\u308f\u3063\u3066\u3044\u308b<ul><li>\u6587\u5b57\u304c\u4e2d\u5fc3\u306b\u96c6\u307e\u3063\u3066\u3044\u308b<\/li><li>\u6587\u5b57\u3054\u3068\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\uff08\u4f55\u306e\u6570\u5b57\u304b\uff09\u3055\u308c\u3066\u3044\u308b<\/li><li>\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3001\u30c6\u30b9\u30c8\u7528\u30c7\u30fc\u30bf\u306b\u5206\u5272\u3055\u308c\u3066\u3044\u308b<\/li><\/ul><ul><li>\u88dc\u8db3<ul><li>\u524d\u51e6\u7406\uff1aAI\u304c\u5b66\u7fd2\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u52a0\u5de5\u3059\u308b\u3053\u3068<\/li><\/ul><\/li><\/ul><\/li><li>\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044<ul><li>\u30b9\u30de\u30db\u3067\u64ae\u3063\u305f\u5199\u771f\uff08\u30e1\u30ac\u30d4\u30af\u30bb\u30eb1,000,000\u5358\u4f4d\uff09\u3088\u308a\u5c0f\u3055\u3044\uff0828&#215;28=784\uff09<\/li><\/ul><ul><li>\u4f7f\u7528\u3059\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u30e1\u30e2\u30ea\u91cf\u304c\u5c11\u306a\u304f\u3066\u6e08\u3080<\/li><li>GPU\u3092\u642d\u8f09\u3057\u3066\u3044\u306a\u3044\u30ce\u30fc\u30c8\u30d1\u30bd\u30b3\u30f3\u3067\u3082\u753b\u50cf\u5206\u985e\u3092\u8a66\u305b\u308b<\/li><li>\u53c2\u8003<ul><li>MNIST\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u7406\u7531\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u305f\u8a18\u4e8b<\/li><li>\n<a class=\"movelink\" href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-summary\/misunderstanding3\/#toc_id_3\">\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u7406\u7531<\/a>\n<\/li><\/ul><\/li><\/ul><\/li><li>\u88dc\u8db3<ul><li>\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066<ul><li>Windows\u306a\u3069\u306e\u30d1\u30bd\u30b3\u30f3\u3067\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u3001jpeg\u3084gif\u306a\u3069\u306e\u7d71\u4e00\u306e\u898f\u683c\u304c\u3042\u308b<\/li><li>\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u4ed6\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u30d8\u30c3\u30c0\u60c5\u5831\u304c\u4ed8\u3044\u3066\u3044\u308b<\/li><li>\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u306a\u306e\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\uff08\u30e1\u30e2\u5e33\uff09\u306a\u3069\u3067\u898b\u308c\u306a\u3044<br>\u203b\u8a66\u3057\u306b\u958b\u304f\u3068\u6587\u5b57\u5316\u3051\u3057\u305f\u8aad\u3081\u306a\u3044\u6587\u5b57\u304c\u4e26\u3093\u3060<\/li><\/ul><\/li><\/ul><\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306e\u5229\u70b9<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li>\u4ef6\u6570\u304c\u591a\u3044<ul><li>70,000\u4ef6<\/li><li>\u753b\u50cf\u5206\u985eAI\u3092\u8a66\u3059\u306b\u306f\u5341\u5206\u306a\u91cf<\/li><\/ul><\/li><li>\u8ab0\u3067\u3082\u4f7f\u3048\u308b<ul><li>Google Colaboratory\u306b\u30d7\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b<\/li><li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b<\/li><li>\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30b3\u30de\u30f3\u30c9\u304c\u3042\u308b<\/li><li>\u53c2\u8003<ul><li>MNIST\u306e\u8272\u3005\u306a\u5165\u624b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u305f\u8a18\u4e8b<\/li><li>\u5916\u90e8\u30ea\u30f3\u30af\uff1a\n<a class=\"movelink\" href=\"https:\/\/broaden-your-horizons.com\/engineer\/development-preparation\/machine-learning-library-primer\/post-4224\/\">AI\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u3044\u308d\u3044\u308d\u306a\u5165\u624b\u65b9\u6cd5<\/a>\n<\/li><\/ul><\/li><\/ul><\/li><\/ol>\n\n\n\n<!--\u76ee\u6b21\u3078\u3001\u30da\u30fc\u30b8\u306e\u5148\u982d\u3078-->\n<div id=\"backcontainer\"><a id=\"linkmokuji\" href=\"javascript:backContainer();\">\u76ee\u6b21\u3078\uff1e\uff1e<\/a>\u3000<a id=\"linktop\" href=\"#\">\u5148\u982d\u3078\uff1e\uff1e<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u88dc\u8db3\">\u53c2\u8003\u8a18\u4e8b\u7d39\u4ecb<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u305f\u8a18\u4e8b<\/li><li>\u6982\u8981<ul><li>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u6271\u3044\u65b9<ul><li>\u753b\u50cf\u8a8d\u8b58\u306eAI\u3092\u6271\u3046\u5834\u5408\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u77e5\u8b58\u304c\u5fc5\u8981<\/li><\/ul><\/li><\/ul><ul><li>CV2\u3092\u4f7f\u3063\u305f\u753b\u50cf\u30c7\u30fc\u30bf\u8868\u793a\u4f8b<\/li><li>RGB3\u539f\u8272\u3068\u5909\u63db\u65b9\u6cd5\uff08\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u306a\u3069\uff09\u306b\u3064\u3044\u3066<\/li><\/ul><\/li><\/ul>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/broaden-your-horizons.com\/engineer\/development-preparation\/machine-learning-library-primer\/post-4815\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\"><\/a><\/div>\n\n\n\n<!--\u76ee\u6b21\u3078\u3001\u30da\u30fc\u30b8\u306e\u5148\u982d\u3078-->\n<div id=\"backcontainer\"><a id=\"linkmokuji\" href=\"javascript:backContainer();\">\u76ee\u6b21\u3078\uff1e\uff1e<\/a>\u3000<a id=\"linktop\" href=\"#\">\u5148\u982d\u3078\uff1e\uff1e<\/a><\/div>\n\n\n<p><!--\u518d\u5229\u7528\u30d6\u30ed\u30c3\u30af\uff08pooping-footer\uff09--><br \/>\n\n<div class=\"back-link\"><div class=\"wp-block-columns\">\n<div class=\"wp-block-column contents-link-line\"><p><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/ai-summary\/\">AI\u307e\u3068\u3081<\/a><\/p><\/div>\n<div class=\"wp-block-column contents-link-line\"><p><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/docker-wsl\/\">DOCKER\/WSL<\/a><\/p><\/div>\n<div class=\"wp-block-column contents-link-line\"><p><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/development\/\">AI\u958b\u767a<\/a><\/p><\/div>\n<\/div><div class=\"wp-block-columns\">\n<div class=\"wp-block-column contents-link-line\"><p><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/library\/\">\u30e9\u30a4\u30d6\u30e9\u30ea<\/a><\/p><\/div>\n<div class=\"wp-block-column contents-link-line nowon\"><p><a href=\"https:\/\/broaden-your-horizons.com\/ai-ss\/ai-top\/pooping\/\">\u3046\u3093\u3061\u304f<\/a><\/p><\/div>\n<div class=\"wp-block-column contents-link-line blank\"><p><\/p><\/div>\n<!--<div class=\"wp-block-column contents-link-line blank\"><p><a href=\"#\"><\/a><\/p><\/div>-->\n<\/div><\/div>\n<\/p>\n\n\n\n<!--nothing-->\n","protected":false},"excerpt":{"rendered":"<p>MNIST\u3068\u306f\uff1f \u6574\u5f62\u3055\u308c\u305f\u624b\u66f8\u304d\u6570\u5b57 \u753b\u50cf\u30c7\u30fc\u30bf \u6b63\u89e3\u30e9\u30d9\u30eb \u30bb\u30c3\u30c8\u306b\u306a\u3063\u3066\u3044\u308b \u666e\u901a\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3068\u6bd4\u8f03 \u30d8\u30c3\u30c0\u60c5\u5831\u304c\u4f55\u3082\u3064\u3044\u3066\u3044\u306a\u3044 \u30d7\u30ec\u30fc\u30f3\u306a\u30c7\u30fc\u30bf \u6570\u5b57\u306e\u7f85\u5217 CSV\u5f62\u5f0f\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf \u30e1\u30e2\u5e33\u3067\u3082\u898b\u308c\u308b \u8868\u793a\u65b9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":282,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[45],"class_list":["post-137","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pooping","tag-45"],"_links":{"self":[{"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/posts\/137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/comments?post=137"}],"version-history":[{"count":56,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/posts\/137\/revisions"}],"predecessor-version":[{"id":7469,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/posts\/137\/revisions\/7469"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/media\/282"}],"wp:attachment":[{"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/media?parent=137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/categories?post=137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/broaden-your-horizons.com\/ai-ss\/wp-json\/wp\/v2\/tags?post=137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}