{"id":3058,"date":"2024-09-05T15:00:14","date_gmt":"2024-09-05T06:00:14","guid":{"rendered":"https:\/\/www.miraiserver.ne.jp\/column\/?p=3058"},"modified":"2025-08-18T17:21:01","modified_gmt":"2025-08-18T08:21:01","slug":"about_keras-installguide","status":"publish","type":"post","link":"https:\/\/www.miraiserver.ne.jp\/column\/about_keras-installguide\/","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5411\u3051\u3011Keras\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30ac\u30a4\u30c9\u624b\u9806"},"content":{"rendered":"<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-4516 size-full\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/TOP_keras-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5.webp\" alt=\"\" width=\"900\" height=\"506\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/TOP_keras-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5.webp 900w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/TOP_keras-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5-300x169.webp 300w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/TOP_keras-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5-640x360.webp 640w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/TOP_keras-\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5-768x432.webp 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/p>\n<p><strong><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">Keras<\/span><\/strong>\u306f\u3001<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">Google\u304c\u958b\u767a\u3057\u305fPython\u3067\u66f8\u304b\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5411\u3051\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/span><\/strong>\u3067\u3059\u3002<\/p>\n<p>\u69cb\u9020\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u6271\u3044\u3084\u3059\u3044\u305f\u3081\u3001\u3053\u308c\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u521d\u5fc3\u8005\u306e\u65b9\u3082\u3001\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4eba\u304c\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Keras\u306e\u6982\u8981\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u307e\u3067\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>\u30a8\u30e9\u30fc\u306e\u5bfe\u51e6\u6cd5\u3084\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30b3\u30c4\u3082\u3054\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002<\/p>\n<p class=\"well2\" style=\"text-align: center;\"><strong><span style=\"color: #008000;\">VPS\u306a\u3089\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc<\/span><strong style=\"font-size: 16px;\"><span style=\"color: #339966;\"><br \/>\n<\/span><\/strong><span style=\"color: #ff0000;\">\uff3c2\u9031\u9593\u7121\u6599\u30fb\u5168\u30d7\u30e9\u30f3SSD\u642d\u8f09\uff0f<\/span><br \/>\n<a class=\"btn_10\" href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=article-frame-btn&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener noreferrer\">\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u3092\u7121\u6599\u3067\u8a66\u3059<\/a><\/strong><\/p>\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#Keras\"><span class=\"toc_number toc_depth_1\">1<\/span> Keras\u3068\u306f<\/a><ul><li><a href=\"#Keras-2\"><span class=\"toc_number toc_depth_2\">1.1<\/span> Keras\u306e\u6982\u8981<\/a><\/li><li><a href=\"#Keras-3\"><span class=\"toc_number toc_depth_2\">1.2<\/span> Keras\u304c\u4eba\u6c17\u306e\u7406\u7531<\/a><\/li><li><a href=\"#Keras-4\"><span class=\"toc_number toc_depth_2\">1.3<\/span> Keras\u3067\u3067\u304d\u308b\u3053\u3068<\/a><\/li><\/ul><\/li><li><a href=\"#keras\"><span class=\"toc_number toc_depth_1\">2<\/span> keras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a><ul><li><a href=\"#i\"><span class=\"toc_number toc_depth_2\">2.1<\/span> \u524d\u63d0\u6761\u4ef6<\/a><\/li><li><a href=\"#i-2\"><span class=\"toc_number toc_depth_2\">2.2<\/span> \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a><\/li><\/ul><\/li><li><a href=\"#i-3\"><span class=\"toc_number toc_depth_1\">3<\/span> \u307e\u3068\u3081<\/a><\/li><li><a href=\"#LinuxVPS\"><span class=\"toc_number toc_depth_1\">4<\/span> Linux\u306eVPS\u306a\u3089\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc<\/a><\/li><\/ul><\/div>\n<h2 class=\"styled_h2\"><span id=\"Keras\">Keras\u3068\u306f<\/span><\/h2>\n<h3 class=\"styled_h3\"><span id=\"Keras-2\">Keras\u306e\u6982\u8981<\/span><\/h3>\n<p><strong><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">Keras<\/span><\/strong>\u306f<strong>\u3001<span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">Python\u3067\u4f5c\u6210\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e9\u30a4\u30d6\u30e9\u30ea\uff08\u203b\uff09<\/span><\/strong>\u3067\u3059\u3002<\/p>\n<p>\u300c<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u3067\u3042\u308b\u3053\u3068<\/span><\/strong>\u300d\u3068\u300c<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3092\u91cd\u8996\u3059\u308b\u8a2d\u8a08<\/span><\/strong>\u300d\u306e\u305f\u3081\u3001\u521d\u5fc3\u8005\u306b\u3082\u6271\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<p>Keras\u306f\u30012015\u5e743\u6708\u306b\u3001\u30d5\u30e9\u30f3\u30bd\u30ef\u30fb\u30b7\u30e7\u30ec\u306b\u3088\u3063\u3066\u958b\u767a\u304c\u958b\u59cb\u3055\u308c\u3001\u5f53\u521d\u306fTensorFlow\u3084Theano\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30e9\u30a4\u30d6\u30e9\u30ea\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u300c<strong><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">\u30de\u30eb\u30c1\u30d0\u30c3\u30af\u30a8\u30f3\u30c9<\/span><\/strong>\u300d\u3067\u3057\u305f\u304c\u30012020\u5e745\u6708\u306b<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">TensorFlow\u6a19\u6e96\u306e\u9ad8\u6c34\u6e96API<\/span><\/strong>\u3068\u3057\u3066TensorFlow\u306b\u53d6\u308a\u8fbc\u307e\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u5f8c2023\u5e7411\u670828\u65e5\u3001Keras 3.0\u30ea\u30ea\u30fc\u30b9\u6642\u306bTensorFlow\u304b\u3089\u72ec\u7acb\u3001<span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">\u518d\u5ea6<strong>\u30de\u30eb\u30c1\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u6a5f\u80fd<\/strong>\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p>\uff08\u203b\uff09<strong><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/span><\/strong>\u3068\u306f\u3001<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308bAI\u6280\u8853\u306e\uff11\u3064\u3067\u3001\u4eba\u9593\u306e\u8133\u795e\u7d4c\u7cfb\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u30e2\u30c7\u30eb\u5316\u3057\u305f\u3082\u306e\u306e\u7d44\u307f\u5408\u308f\u305b<\/span><\/strong>\u3067\u3059\u3002<\/p>\n<p>\u4e3b\u306b\u753b\u50cf\u3084\u97f3\u58f0\u306e\u7279\u5fb4\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.winserver.ne.jp\/column\/about_neuralnetwork\/\" target=\"_blank\" rel=\"noopener\">Winserver\uff1a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f\uff1fAI\u3067\u5927\u5207\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u6280\u8853\u306b\u3064\u3044\u3066\u89e3\u8aac\uff01<\/a><\/span><\/p>\n<h3 class=\"styled_h3\"><span id=\"Keras-3\">Keras\u304c\u4eba\u6c17\u306e\u7406\u7531<\/span><\/h3>\n<p style=\"padding-left: 40px;\">\u30fb<span style=\"color: #ff9900;\"><strong>\u30b7\u30f3\u30d7\u30eb\u3067\u6271\u3044\u3084\u3059\u304f\u3001\u62e1\u5f35\u6027\u304c\u9ad8\u3044<\/strong><\/span><br \/>\nKeras\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306aAPI\u3067\u3042\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u3067\u3082\u5229\u7528\u3057\u3084\u3059\u3044\u70b9\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u3092\u7406\u89e3\u3057\u3066\u3044\u308c\u3070\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3067\u3082\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u304c\u9ad8\u304f\u3001\u65b0\u3057\u3044\u5c64\u3084\u30e2\u30c7\u30eb\u3092\u5bb9\u6613\u306b\u8ffd\u52a0\u3067\u304d\u3001\u62e1\u5f35\u6027\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\">\u30fb<span style=\"color: #ff9900;\"><strong>\u8907\u6570\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u30b5\u30dd\u30fc\u30c8<\/strong><\/span><br \/>\nTensorFlow\u3001JAX\u3001PyTorch\u306a\u3069\u8907\u6570\u306e\u6a5f\u68b0\u5b66\u7fd2\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5e45\u5e83\u3044\u5206\u91ce\u3067Keras\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3084\u518d\u5e30\u578b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306a\u3069\u306e\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<br \/>\n\u8c4a\u5bcc\u306a\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3084\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304b\u3089\u6a21\u578b\u306e\u8a55\u4fa1\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\">\u30fb<span style=\"color: #ff9900;\"><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u65e5\u672c\u8a9e\u5316\u3055\u308c\u3066\u3044\u308b<\/strong><\/span><br \/>\nKeras\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u65e5\u672c\u8a9e\u306b\u7ffb\u8a33\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u82f1\u8a9e\u304c\u5f97\u610f\u3067\u306a\u3044\u65b9\u3067\u3082\u3001Keras\u306e\u6a5f\u80fd\u3084\u4f7f\u3044\u65b9\u3092\u5bb9\u6613\u306b\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<br \/>\n\u65e5\u672c\u8a9e\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u975e\u5e38\u306b\u8a73\u7d30\u3067\u3001API\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u304b\u3089\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u9ad8\u5ea6\u306a\u4f7f\u7528\u4f8b\u307e\u3067\u5e45\u5e83\u304f\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u6700\u65b0\u306e\u60c5\u5831\u3082\u65e5\u672c\u8a9e\u3067\u5165\u624b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306bKeras\u306f\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u3084\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001\u5e45\u5e83\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u652f\u6301\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"styled_h3\"><span id=\"Keras-4\">Keras\u3067\u3067\u304d\u308b\u3053\u3068<\/span><\/h3>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210<\/span><\/strong><br \/>\n\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u3084\u9577\u77ed\u671f\u8a18\u61b6\uff08LSTM\uff09\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001\u4eba\u9593\u3089\u3057\u3044\u6587\u7ae0\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3053\u308c\u306b\u3088\u308a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u3084\u30b9\u30c8\u30fc\u30ea\u30fc\u306e\u751f\u6210\u306a\u3069\u3078\u306e\u5fdc\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<br \/>\n\u3055\u3089\u306b\u3001Keras\u306e\u67d4\u8edf\u306aAPI\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u521d\u5fc3\u8005\u3067\u3082\u8907\u96d1\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3001\u8a13\u7df4\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">\u97f3\u58f0\u8a8d\u8b58<\/span><\/strong><br \/>\nKeras\u3092\u4f7f\u7528\u3057\u3066\u3001\u9ad8\u6027\u80fd\u306a\u97f3\u58f0\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001RNN\u3084LSTM\u3092\u6d3b\u7528\u3057\u3066\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3084\u3001\u30b9\u30da\u30af\u30c8\u30ed\u30b0\u30e9\u30e0\u89e3\u6790\u3084\u97f3\u58f0\u7279\u5fb4\u62bd\u51fa\u306a\u3069\u306e\u524d\u51e6\u7406\u3082\u3001Keras\u306e\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">\u753b\u50cf\u8a8d\u8b58<\/span><\/strong><br \/>\n\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u308b\u305f\u3081\u3001\u9ad8\u7cbe\u5ea6\u306a\u753b\u50cf\u8a8d\u8b58\u306e\u30bf\u30b9\u30af\u3092\u884c\u3048\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u7269\u4f53\u691c\u51fa\u3001\u9854\u8a8d\u8b58\u3001\u753b\u50cf\u5206\u985e\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u30bf\u30b9\u30af\u3092Keras\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/span><\/strong><br \/>\nKeras\u306fRNN\u3001LSTM\u3001GRU\uff08Gated Recurrent Unit\uff09\u306a\u3069\u306e\u518d\u5e30\u578b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u682a\u4fa1\u4e88\u6e2c\u3001\u5929\u6c17\u4e88\u5831\u3068\u3044\u3063\u305f\u6642\u7cfb\u5217\u4e88\u6e2c\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b9f\u88c5<\/span><\/strong><br \/>\nKeras\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u3001\u5e45\u5e83\u3044\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5b9f\u88c5\u306b\u3082\u9069\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u56de\u5e30\u5206\u6790\u3001\u5206\u985e\u554f\u984c\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u69d8\u3005\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092Keras\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p style=\"text-align: center;\"><span style=\"color: #008080;\"><strong>\uff3c 2\u9031\u9593\u7121\u6599\u3067\u304a\u8a66\u3057\u3067\u304d\u307e\u3059\uff01 \uff0f<\/strong><\/span><br \/>\n<a class=\"btn_10\" href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=btn-vps&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener noreferrer\">VPS\u3092\u4f7f\u3063\u3066\u307f\u308b<\/a><\/p>\n<h2 class=\"styled_h2\" style=\"padding-left: 40px;\"><span id=\"keras\">keras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/span><\/h2>\n<p>Keras\u306f\u6271\u3044\u3084\u3059\u3044\u3053\u3068\u3084\u8907\u6570\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u97f3\u58f0\u8a8d\u8b58\u3084\u753b\u50cf\u8a8d\u8b58\u3001\u6587\u7ae0\u306e\u751f\u6210\u306a\u3069\u304c\u3067\u304d\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u304b\u3089\u306f\u3001\u3053\u306eKeras\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"styled_h3\"><span id=\"i\">\u524d\u63d0\u6761\u4ef6<\/span><\/h3>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001<span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\"><strong>\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u306eVPS<\/strong>\u3092\u5229\u7528\u3057Linux\u74b0\u5883\u306e\u4eee\u60f3\u30de\u30b7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<p>Keras\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308bLinux\u74b0\u5883\u306e\u30b9\u30da\u30c3\u30af\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u3010Linux\u74b0\u5883\u3011<\/p>\n<p style=\"padding-left: 40px;\"><strong>\u30fb<span style=\"color: #ff9900;\">OS\uff1aUbuntu 22.04.2 LTS<\/span><\/strong><br \/>\n<strong>\u30fb<span style=\"color: #ff9900;\">CPU\uff1a4\u30b3\u30a2<\/span><\/strong><br \/>\n<strong>\u30fb<span style=\"color: #ff9900;\">Memory\uff1a4GB<\/span><\/strong><br \/>\n<strong>\u30fb<span style=\"color: #ff9900;\">Disk\uff1aSSD300GB<\/span><\/strong><\/p>\n<p><strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u203b\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u3067\u306fUbuntu 22.04.2 LTS\u306a\u3069\u306eOS\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u72b6\u614b\u304b\u3089\u304a\u4f7f\u3044\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/span><\/strong><\/p>\n<p>\u306a\u304a\u3001\u4eca\u56de\u306fTensorFlow\u4e0a\u3067Keras\u3092\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306e\u6982\u8981\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><span style=\"color: #ff9900;\"><strong>Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/span><\/li>\n<li><span style=\"color: #ff9900;\"><strong>pip\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u307e\u305f\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7<\/strong><\/span><\/li>\n<li><span style=\"color: #ff9900;\"><strong>TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/span><\/li>\n<li><span style=\"color: #ff9900;\"><strong>Keras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/span><\/li>\n<li><span style=\"color: #ff9900;\"><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u306e\u78ba\u8a8d<\/strong><\/span><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h3 class=\"styled_h3\"><span id=\"i-2\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/span><\/h3>\n<h4 class=\"styled_h4\"><span style=\"font-size: 16px;\">\u624b\u9806\uff11\uff1aPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span><\/h4>\n<p><span style=\"font-size: 16px;\">\u6700\u521d\u306b\u3001Python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/span><\/p>\n<p class=\"well2\"><strong>sudo apt-get update<\/strong><br \/>\n<strong>sudo apt-get install python3<\/strong><\/p>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>TensorFlow2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u305f\u3081\u306b\u3001Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f3.6\u4ee5\u4e0a\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table width=\"602\">\n<tbody>\n<tr>\n<td width=\"602\"><strong>python3 -V<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-4517\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf1.webp\" alt=\"\" width=\"600\" height=\"52\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf1.webp 384w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf1-300x26.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<h4 class=\"styled_h4\"><span style=\"font-size: 16px;\">\u624b\u98062\uff1apip\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7<\/span><\/h4>\n<p>\u7d9a\u3044\u3066\u3001pip\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<p>TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u306f\u3001pip\u30d0\u30fc\u30b8\u30e7\u30f319.0\u4ee5\u964d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<table width=\"602\">\n<tbody>\n<tr>\n<td width=\"602\"><strong>pip install \u2013\u2013<\/strong><strong>upgrade pip<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4eca\u56de\u306e\u691c\u8a3c\u3057\u305f\u74b0\u5883\u3067\u306f\u3001\u3059\u3067\u306b24.1.1\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u300124.2\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-4518\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf2-1.webp\" alt=\"\" width=\"602\" height=\"236\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf2-1.webp 602w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf2-1-300x118.webp 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/p>\n<h4 class=\"styled_h4\"><span style=\"font-size: 16px;\">\u624b\u98063\uff1aTensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span><\/h4>\n<p>Keras\u3092TensorFlow\u4e0a\u3067\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u3001\u5148\u306bTensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<table width=\"602\">\n<tbody>\n<tr>\n<td width=\"602\"><strong>pip install tensorflow<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u591a\u304f\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002<img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-4519\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf3-1.webp\" alt=\"\" width=\"602\" height=\"220\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf3-1.webp 602w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf3-1-300x110.webp 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/p>\n<h4 class=\"styled_h4\"><span style=\"font-size: 16px;\">\u624b\u98064\uff1aKeras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d<\/span><\/h4>\n<p>TensorFlow\u30d0\u30fc\u30b8\u30e7\u30f32.0\u4ee5\u964d\u304b\u3089Keras\u306fTensorFlow\u306e\u4e00\u90e8\u3068\u3057\u3066\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u81ea\u52d5\u7684\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001TensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\u3001Keras\u3082\u4e00\u7dd2\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<table width=\"602\">\n<tbody>\n<tr>\n<td width=\"602\"><strong>pip list | grep -e keras -e tensorflow<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-4520\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf4-1.webp\" alt=\"\" width=\"539\" height=\"71\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf4-1.webp 539w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2024\/09\/\u753b\u50cf4-1-300x40.webp 300w\" sizes=\"(max-width: 539px) 100vw, 539px\" \/><\/p>\n<p>\u3082\u3057\u3001Keras\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3084\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u53e4\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<table width=\"602\">\n<tbody>\n<tr>\n<td width=\"602\"><strong>pip install keras \u2013\u2013<\/strong><strong>upgrade<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align: center;\"><span style=\"color: #008080;\"><strong>\uff3c 2\u9031\u9593\u7121\u6599\u3067\u304a\u8a66\u3057\u3067\u304d\u307e\u3059\uff01 \uff0f<\/strong><\/span><br \/>\n<a class=\"btn_10\" href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=btn-vps&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener noreferrer\">VPS\u3092\u4f7f\u3063\u3066\u307f\u308b<\/a><\/p>\n<h2 class=\"styled_h2\"><span id=\"i-3\">\u307e\u3068\u3081<\/span><\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Keras\u306e\u6982\u8981\u304a\u3088\u3073\u3001Linux\u74b0\u5883\u3067\u306eKeras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\">Keras<\/span><\/strong>\u306f<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">Python\u306e\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5411\u3051\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e2d\u3067\u3082\u3001\u6271\u3044\u3084\u3059\u304f\u3001\u307e\u305f\u8907\u6570\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059<\/span><\/strong>\u3002<\/p>\n<p><strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u753b\u50cf\u8a8d\u8b58\u30fb\u97f3\u58f0\u8a8d\u8b58\u30fb\u6587\u7ae0\u751f\u6210<\/span><\/strong>\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001<strong><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u6b20\u304b\u305b\u306a\u3044\u30e9\u30a4\u30d6\u30e9\u30ea<\/span><\/strong>\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4eca\u56de\u5229\u7528\u3057\u305f<span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\"><strong>WinServer<\/strong>\u3067\u306f\u3001<strong>Linux\u74b0\u5883\u3001Windows\u74b0\u5883\u3068\u3082\u306bVPS\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u691c\u8a3c\u74b0\u5883\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059<\/strong><\/span>\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u306e\u5185\u5bb9\u3092\u53c2\u8003\u306b\u3001\u5b9f\u969b\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2 class=\"styled_h2\"><span id=\"LinuxVPS\">Linux\u306eVPS\u306a\u3089\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc<\/span><\/h2>\n<p><a href=\"https:\/\/www.miraiserver.ne.jp\/?utm_source=article-other&amp;utm_medium=referral&amp;utm_campaign=miraiserver\" target=\"_blank\" rel=\"noopener\"><strong>\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc<\/strong><\/a>\u306f\u3001\u30a2\u30b7\u30b9\u30c8\u30a2\u30c3\u30d7\u682a\u5f0f\u4f1a\u793e\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3001<strong>Unix\u7cfb\u30b5\u30fc\u30d0\u30fc<\/strong>\u306b\u7279\u5316\u3057\u305f\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n<p><span class=\"q_underline q_underline1\" style=\"border-bottom-color: #fff799;\"><a href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=article-other&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener\"><strong>\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u306eVPS<\/strong><\/a>\u3067\u306f\u3001<strong>\u9ad8\u901f\u51e6\u7406\u304c\u53ef\u80fd\u306aSSD<\/strong>\u3092<strong>\u5168\u30d7\u30e9\u30f3\u306b\u642d\u8f09<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">OS\u306f\u3001<b>Ubuntu<\/b>\u3084<b>Debian<\/b>\u3001<b>AlmaLinux<\/b>\u306a\u3069\u306e\u8c4a\u5bcc\u306a\u30e9\u30a4\u30f3\u30a2\u30c3\u30d7\u304b\u3089\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><a href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=article-other&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener\"><strong>2\u9031\u9593\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb<\/strong><\/a>\u3092\u5b9f\u65bd\u3057\u3066\u304a\u308a\u307e\u3059\u306e\u3067\u3001\u307e\u305a\u306f\u304a\u6c17\u8efd\u306b\u304a\u8a66\u3057\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=article-other&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener\">\u25bc\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u25bc<\/a><a href=\"https:\/\/www.miraiserver.ne.jp\/vps?utm_source=article-other&amp;utm_medium=referral&amp;utm_campaign=mirai-vps\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-111 size-full\" src=\"http:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2022\/08\/02_336x280_a.png\" alt=\"Unix\u7cfbOS\u5c02\u9580\u306e\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u300c\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u300d\" width=\"336\" height=\"280\" srcset=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2022\/08\/02_336x280_a.png 336w, https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2022\/08\/02_336x280_a-300x250.png 300w\" sizes=\"(max-width: 336px) 100vw, 336px\" \/><\/a><\/p>\n<p><span class=\"q_underline q_underline2\" style=\"border-bottom-color: #99f9ff;\">\u30d7\u30e9\u30f3\u306e\u9078\u629e\u3067\u304a\u56f0\u308a\u306e\u5834\u5408\u306f\u3001\u305c\u3072\u4e00\u5ea6\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><a class=\"btn_10\" href=\"https:\/\/www.miraiserver.ne.jp\/formmail.html?utm_source=btn-vps&amp;utm_medium=referral&amp;utm_campaign=miraiserver\" target=\"_blank\" rel=\"noopener noreferrer\">\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/a><\/p>\n<div class=\"cardlink\">\r\n    <a class=\"image\" href=\"https:\/\/www.miraiserver.ne.jp\/column\/miraiserver_vps\/\">\r\n     <img src=\"https:\/\/blog.miraiserver.ne.jp\/wp-content\/uploads\/2023\/08\/VPS\u306b\u7533\u8fbc\u307f\u3001SSH\u63a5\u7d9a\u3059\u308b\u307e\u3067\u306e\u6d41\u308c\u3010\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u3011-2.webp\">\r\n    <\/a>\r\n    <div class=\"content\">\r\n     <div class=\"title_area\">\r\n      <p class=\"date\">2023.08.03<\/p>\r\n      <h4 class=\"title\">\r\n       <a href=\"https:\/\/www.miraiserver.ne.jp\/column\/miraiserver_vps\/\">VPS\u306b\u7533\u8fbc\u307f\u3001SSH\u63a5\u7d9a\u3059\u308b\u307e\u3067\u306e\u6d41\u308c\u3010\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u3011<\/a>\r\n      <\/h4>\r\n     <\/div>\r\n     <p class=\"desc\"><span>\u30aa\u30f3\u30e9\u30a4\u30f3\u30d3\u30b8\u30cd\u30b9\u3084Web\u30b5\u30a4\u30c8\u306e\u904b\u55b6\u3092\u59cb\u3081\u308b\u969b\u306b\u306f\u3001\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u4e2d\u304b\u3089\u81ea\u5206\u306e\u7528\u9014\u306b\u5408\u3063\u305f\u30b5\u30fc\u30d0\u30fc\u74b0\u5883\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002...<\/span><\/p>\r\n    <\/div>\r\n   <\/div>\n\n","protected":false},"excerpt":{"rendered":"Keras\u306f\u3001Google\u304c\u958b\u767a\u3057\u305fPython\u3067\u66f8\u304b\u308c\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5411\u3051\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u69cb\u9020\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u6271\u3044\u3084\u3059\u3044\u305f\u3081\u3001\u3053\u308c\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u521d\u5fc3\u8005\u306e\u65b9\u3082\u3001\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4eba\u304c\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001Keras\u306e\u6982\u8981\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u307e\u3067\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002 \u30a8\u30e9\u30fc\u306e\u5bfe\u51e6\u6cd5\u3084\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30b3\u30c4\u3082\u3054\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001\u305c\u3072\u6700\u5f8c\u307e\u3067\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002 VPS\u306a\u3089\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc \uff3c2\u9031\u9593\u7121\u6599\u30fb\u5168\u30d7\u30e9\u30f3SSD\u642d\u8f09\uff0f \u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc\u3092\u7121\u6599\u3067\u8a66\u3059 \u76ee\u6b211 Keras\u3068\u306f1.1 Keras\u306e\u6982\u89811.2 Keras\u304c\u4eba\u6c17\u306e\u7406\u75311.3 Keras\u3067\u3067\u304d\u308b\u3053\u30682 keras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u98062.1 \u524d\u63d0\u6761\u4ef62.2 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u98063 \u307e\u3068\u30814 Linux\u306eVPS\u306a\u3089\u30df\u30e9\u30a4\u30b5\u30fc\u30d0\u30fc Keras\u3068\u306f Keras\u306e\u6982\u8981 Keras\u306f\u3001Python\u3067\u4f5c\u6210\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e9\u30a4\u30d6\u30e9\u30ea\uff08\u203b\uff09\u3067\u3059\u3002 \u300c\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u3067\u3042\u308b\u3053\u3068\u300d\u3068\u300c\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3092\u91cd\u8996\u3059\u308b\u8a2d\u8a08\u300d\u306e\u305f\u3081\u3001\u521d\u5fc3\u8005\u306b\u3082\u6271\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3044\u3048\u307e\u3059\u3002 Keras\u306f\u30012015\u5e743\u6708\u306b\u3001\u30d5\u30e9\u30f3\u30bd\u30ef\u30fb\u30b7\u30e7\u30ec\u306b\u3088\u3063\u3066\u958b\u767a\u304c\u958b\u59cb\u3055\u308c\u3001\u5f53\u521d\u306fTensorFlow\u3084Theano\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30e9\u30a4\u30d6\u30e9\u30ea\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u300c\u30de\u30eb\u30c1\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u300d\u3067\u3057\u305f\u304c\u30012020\u5e745\u6708\u306bTensorFlow\u6a19\u6e96\u306e\u9ad8\u6c34\u6e96API\u3068\u3057\u3066TensorFlow\u306b\u53d6\u308a\u8fbc\u307e\u308c\u307e\u3057\u305f\u3002 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