{"id":642,"date":"2022-10-27T13:50:53","date_gmt":"2023-08-12T23:11:26","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/index.php\/2023\/11\/30\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/"},"modified":"2025-08-01T01:18:53","modified_gmt":"2025-07-31T16:18:53","slug":"python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/","title":{"rendered":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806"},"content":{"rendered":"<p>\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u9577\u3055\u3084\u5927\u304d\u3055\u3092\u6307\u3057\u307e\u3059\u3002\u9577\u3055\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306f\u975e\u8ca0\u306e\u5024\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u5b66\u3073\u307e\u3059\u3002<\/p>\n<p>\u30d9\u30af\u30c8\u30ebx\u306e\u30ce\u30eb\u30e0\u306f\u300c\u2016x\u2016\u300d\u3068\u8868\u8a18\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306f\u3001\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306b\u304a\u3051\u308b\u539f\u70b9\u304b\u3089\u306e\u8ddd\u96e2\u3092\u6e2c\u308b\u6307\u6a19\u3067\u3059\u3002<\/p>\n<p>\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001Numpy\u307e\u305f\u306fScipy\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e21\u65b9\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u306f\u3001\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306e\u4f3c\u305f\u3088\u3046\u306a\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u6700\u3082\u4e00\u822c\u7684\u306a2\u7a2e\u985e\u306e\u898f\u7bc4\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306f\uff1a<\/p>\n<ul class=\"post-ul\">\n<li>L1 Norm<\/li>\n<li>L2 Norm<\/li>\n<\/ul>\n<h2>\u30d9\u30af\u30c8\u30eb\u306eL1\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f (Bekutoru no L1 norumu o keisan suru h\u014dh\u014d wa nan desu ka?)<\/h2>\n<p>\u30d9\u30af\u30c8\u30eb\u306eL1\u30ce\u30eb\u30e0\u306f\u3001\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u3084\u30bf\u30af\u30b7\u30fc\u8ddd\u96e2\u3068\u3057\u3066\u3082\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30d9\u30af\u30c8\u30ebx\u306eL1\u30ce\u30eb\u30e0\u306e\u8868\u8a18\u306f\u2016x\u20161\u3067\u3059\u3002<\/p>\n<p>\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u7d76\u5bfe\u5024\u306e\u5408\u8a08\u3092\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u4f8b\u30921\u3064\u6319\u3052\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code>a <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u914d\u5217\u306b\u5bfe\u3057\u3066\u3001L1\u30ce\u30eb\u30e0\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token number\">1<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">2<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">3<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">4<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">5<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">15<\/span> \r\n<\/code><\/pre>\n<p>\u5225\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002 (Betsu no rei wo mite mimashou.)<\/p>\n<pre class=\"post-pre\"><code>a <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u306e\u914d\u5217\u306eL1\u30ce\u30eb\u30e0\u306f\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token operator\">|<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token operator\">|<\/span><span class=\"token operator\">+<\/span><span class=\"token operator\">|<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">2<\/span><span class=\"token operator\">|<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">3<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">4<\/span><span class=\"token operator\">+<\/span><span class=\"token number\">5<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">15<\/span> \r\n<\/code><\/pre>\n<p>\u30d9\u30af\u30c8\u30eb\u306eL1\u30ce\u30eb\u30e0\u306f\u3001\u7d76\u5bfe\u5024\u3092\u8003\u616e\u3057\u3066\u8a08\u7b97\u3059\u308b\u305f\u3081\u3001\u4e21\u65b9\u306e\u30d9\u30af\u30c8\u30eb\u306b\u304a\u3044\u3066\u540c\u3058\u3067\u3059\u3002<\/p>\n<h3>L1\u30ce\u30eb\u30e0\u306ePython\u5b9f\u88c5<\/h3>\n<p>Python\u3067\u30d9\u30af\u30c8\u30eb\u306eL1\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>NumPy\u3092\u4f7f\u7528\u3059\u308b<\/h3>\n<p>NumPy\u3092\u4f7f\u7528\u3057\u3066L1\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306ePython\u306e\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">from<\/span> numpy <span class=\"token keyword\">import<\/span> array\r\n<span class=\"token keyword\">from<\/span> numpy<span class=\"token punctuation\">.<\/span>linalg <span class=\"token keyword\">import<\/span> norm\r\narr <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">)<\/span>\r\nnorm_l1 <span class=\"token operator\">=<\/span> norm<span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>norm_l1<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u51fa\u529b:<\/p>\n<pre class=\"post-pre\"><code>[1 2 3 4 5]\r\n15.0\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u4f8b\u3067\u8ca0\u306e\u6570\u304c\u542b\u307e\u308c\u308b\u914d\u5217\u306b\u3064\u3044\u3066\u8a08\u7b97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">from<\/span> numpy <span class=\"token keyword\">import<\/span> array\r\n<span class=\"token keyword\">from<\/span> numpy<span class=\"token punctuation\">.<\/span>linalg <span class=\"token keyword\">import<\/span> norm\r\narr <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token operator\">-<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">)<\/span>\r\nnorm_l1 <span class=\"token operator\">=<\/span> norm<span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>norm_l1<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u51fa\u529b:<br \/>\n\u7d50\u679c\uff1a<\/p>\n<pre class=\"post-pre\"><code>[-1 -2  3  4  5]\r\n15.0\r\n<\/code><\/pre>\n<h3>Scipy\u3092\u4f7f\u7528\u3059\u308b<\/h3>\n<p>Scipy\u3092\u4f7f\u3063\u3066L1\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u306f\u3001\u4e0a\u8a18\u306e\u5b9f\u88c5\u3068\u3042\u307e\u308a\u5909\u308f\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u540c\u3058\u3082\u306e\u306e\u30b3\u30fc\u30c9\u306f\u6b21\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">from<\/span> numpy <span class=\"token keyword\">import<\/span> array\r\n<span class=\"token keyword\">from<\/span> scipy<span class=\"token punctuation\">.<\/span>linalg <span class=\"token keyword\">import<\/span> norm\r\narr <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token operator\">-<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">)<\/span>\r\nnorm_l1 <span class=\"token operator\">=<\/span> norm<span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>norm_l1<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u3001\u65e5\u672c\u8a9e\u3067\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u307e\u307e\u518d\u5ea6\u8ff0\u3079\u307e\u3059\u3002<br \/>\n\u51fa\u529b\uff1a<\/p>\n<pre class=\"post-pre\"><code>[-1 -2  3  4  5]\r\n15.0\r\n<\/code><\/pre>\n<p>\u30b3\u30fc\u30c9\u306fNumpy\u3068\u307b\u3068\u3093\u3069\u540c\u3058\u3067\u3059\u3002<\/p>\n<h2>\u30d9\u30af\u30c8\u30eb\u306eL2\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\uff1f<\/h2>\n<p>\u30d9\u30af\u30c8\u30ebx\u306eL2\u30ce\u30eb\u30e0\u306e\u8868\u8a18\u306f\u3001\u2016x\u20162\u3067\u3059\u3002<\/p>\n<p>\u30d9\u30af\u30c8\u30eb\u306eL2\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u5024\u3092\u4e8c\u4e57\u3057\u3001\u305d\u306e\u5408\u8a08\u306e\u5e73\u65b9\u6839\u3092\u53d6\u308a\u307e\u3059\u3002<\/p>\n<p>\u30d9\u30af\u30c8\u30eb\u306eL2\u30ce\u30eb\u30e0\u3068\u3057\u3066\u3082\u77e5\u3089\u308c\u308b\u3082\u306e\u306f\u3001\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3067\u3059\u3002\u3053\u308c\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8aa4\u5dee\u8a08\u7b97\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\uff08Root Mean Square Error\uff09\u306f\u30e2\u30c7\u30eb\u306e\u5b9f\u969b\u306e\u51fa\u529b\u3068\u4e88\u6e2c\u3055\u308c\u305f\u51fa\u529b\u306e\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3067\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u76ee\u6a19\u306f\u3001\u3053\u306e\u8aa4\u5dee\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002 (Rei wo kangaete mimashou.)<\/p>\n<pre class=\"post-pre\"><code>a <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span>\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306eL2\u30ce\u30eb\u30e0\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>sqrt<span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token operator\">^<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">2<\/span><span class=\"token operator\">^<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">3<\/span><span class=\"token operator\">^<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">4<\/span><span class=\"token operator\">^<\/span><span class=\"token number\">2<\/span> <span class=\"token operator\">+<\/span> <span class=\"token number\">5<\/span><span class=\"token operator\">^<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">7.416<\/span>\r\n<\/code><\/pre>\n<p>L2\u30ce\u30eb\u30e0\u306f\u3001\u5024\u3092\u4e8c\u4e57\u3057\u3066\u304b\u3089\u8db3\u3057\u5408\u308f\u305b\u308b\u305f\u3081\u3001\u5e38\u306b\u6b63\u306e\u91cf\u3067\u3059\u3002<\/p>\n<h3>Python\u306e\u5b9f\u88c5<\/h3>\n<p>\u4e0b\u8a18\u306ePython\u306e\u5b9f\u88c5\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"token keyword\">from<\/span> numpy <span class=\"token keyword\">import<\/span> array\r\n<span class=\"token keyword\">from<\/span> numpy<span class=\"token punctuation\">.<\/span>linalg <span class=\"token keyword\">import<\/span> norm\r\narr <span class=\"token operator\">=<\/span> array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">)<\/span>\r\nnorm_l2 <span class=\"token operator\">=<\/span> norm<span class=\"token punctuation\">(<\/span>arr<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>norm_l2<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p>\u51fa\u529b\uff1a<\/p>\n<pre class=\"post-pre\"><code>[1 2 3 4 5]\r\n7.416198487095663\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u3067norm\u30e1\u30bd\u30c3\u30c9\u304cL2\u30ce\u30eb\u30e0\u3092\u8fd4\u3059\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<h2>\u7d50\u8ad6<\/h2>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306f\u3001Python\u3067L1\u304a\u3088\u3073L2\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3067\u3057\u305f\u3002\u79c1\u305f\u3061\u306fNumpy\u3068Scipy\u3092\u4f7f\u7528\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u4e8c\u3064\u306e\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3057\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u3068\u4e00\u7dd2\u306b\u5b66\u3093\u3067\u697d\u3057\u3093\u3067\u3044\u305f\u3060\u3051\u305f\u3089\u5b09\u3057\u3044\u3067\u3059\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u9577\u3055\u3084\u5927\u304d\u3055\u3092\u6307\u3057\u307e\u3059\u3002\u9577\u3055\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u3055\u307e\u3056\u307e\u3067\u3059\u3002\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306f\u975e\u8ca0\u306e\u5024\u3067\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30d9\u30af\u30c8\u30eb\u306e\u7570\u306a\u308b\u30bf\u30a4\u30d7\u306e\u30ce\u30eb\u30e0\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u5b66\u3073\u307e\u3059\u3002 \u30d9\u30af\u30c8\u30ebx\u306e [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[31,26],"class_list":["post-642","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-python","tag-26"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\" \/>\n<meta property=\"og:description\" content=\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-08-12T23:11:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-31T16:18:53+00:00\" \/>\n<meta name=\"author\" content=\"\u7d50\u8863, \u6625\u82b1\" \/>\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=\"\u7d50\u8863, \u6625\u82b1\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"5\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%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/\",\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/\",\"name\":\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#website\"},\"datePublished\":\"2023-08-12T23:11:26+00:00\",\"dateModified\":\"2025-07-31T16:18:53+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/e52a686063ac76fd8cc6f539d41497ac\"},\"description\":\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/ja\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\"}]},{\"@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\/e52a686063ac76fd8cc6f539d41497ac\",\"name\":\"\u7d50\u8863, \u6625\u82b1\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c74c6e2eb915a3c8e795b3934aa25a7333e0b38e7f1c7baf52785286ad51105e?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c74c6e2eb915a3c8e795b3934aa25a7333e0b38e7f1c7baf52785286ad51105e?s=96&d=mm&r=g\",\"caption\":\"\u7d50\u8863, \u6625\u82b1\"},\"url\":\"https:\/\/www.silicloud.com\/ja\/blog\/author\/yuiharuka\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806 - Blog - Silicon Cloud","description":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\/","og_locale":"ja_JP","og_type":"article","og_title":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806","og_description":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-08-12T23:11:26+00:00","article_modified_time":"2025-07-31T16:18:53+00:00","author":"\u7d50\u8863, \u6625\u82b1","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u7d50\u8863, \u6625\u82b1","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"5\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/","url":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/","name":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#website"},"datePublished":"2023-08-12T23:11:26+00:00","dateModified":"2025-07-31T16:18:53+00:00","author":{"@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/e52a686063ac76fd8cc6f539d41497ac"},"description":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806\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%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/ja\/blog\/"},{"@type":"ListItem","position":2,"name":"Python\u306b\u304a\u3051\u308b\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u306e\u8a08\u7b97\u624b\u9806"}]},{"@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\/e52a686063ac76fd8cc6f539d41497ac","name":"\u7d50\u8863, \u6625\u82b1","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c74c6e2eb915a3c8e795b3934aa25a7333e0b38e7f1c7baf52785286ad51105e?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c74c6e2eb915a3c8e795b3934aa25a7333e0b38e7f1c7baf52785286ad51105e?s=96&d=mm&r=g","caption":"\u7d50\u8863, \u6625\u82b1"},"url":"https:\/\/www.silicloud.com\/ja\/blog\/author\/yuiharuka\/"},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e3%83%99%e3%82%af%e3%83%88%e3%83%ab%e3%81%ae%e3%83%8e%e3%83%ab%e3%83%a0%e3%81%ae%e8%a8%88%e7%ae%97%e6%89%8b%e9%a0%86\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/642","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\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/comments?post=642"}],"version-history":[{"count":1,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/642\/revisions"}],"predecessor-version":[{"id":43190,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/posts\/642\/revisions\/43190"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/media?parent=642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/categories?post=642"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/ja\/blog\/wp-json\/wp\/v2\/tags?post=642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}