{"id":969,"date":"2023-04-12T16:19:20","date_gmt":"2023-04-12T07:19:20","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=969"},"modified":"2023-04-12T16:19:20","modified_gmt":"2023-04-12T07:19:20","slug":"python%e5%85%a5%e9%96%80%ef%bc%88%e6%97%a5%e6%9c%ac%e8%aa%9e%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=969","title":{"rendered":"Python\u5165\u9580\uff08\u65e5\u672c\u8a9e\u7248\uff09"},"content":{"rendered":"\n<p>IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5fdc\u3058\u3066\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u7f6e\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u3002 Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3001\u305d\u3057\u3066\u3042\u306a\u305f\u306f\u79c1\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3082\u306e\u306e\u30ea\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u78ba\u304b\u306b\u3001Python\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u57fa\u672c\u306e\u6982\u8981\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d1\u30a4\u30bd\u30f3\u5165\u9580\n<ul class=\"wp-block-list\">\n<li>\u30d1\u30a4\u30bd\u30f3\u306e\u6b74\u53f2\u3068\u5229\u70b9<\/li>\n\n\n\n<li>\u30d1\u30a4\u30bd\u30f3\u306e\u5fdc\u7528\u5206\u91ce<\/li>\n\n\n\n<li>\u30d1\u30a4\u30bd\u30f3\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Python \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\n<ul class=\"wp-block-list\">\n<li>\u30d1\u30a4\u30bd\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n<li>Python \u306e\u7d71\u5408\u958b\u767a\u74b0\u5883 (IDE)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30d1\u30a4\u30bd\u30f3\u306e\u57fa\u672c\n<ul class=\"wp-block-list\">\n<li>\u5909\u6570\u3068\u30c7\u30fc\u30bf\u578b<\/li>\n\n\n\n<li>\u6f14\u7b97\u5b50<\/li>\n\n\n\n<li>\u6761\u4ef6\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3068\u30eb\u30fc\u30d7\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8<\/li>\n\n\n\n<li>\u95a2\u6570\u3068\u30e2\u30b8\u30e5\u30fc\u30eb<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Python \u306e\u9ad8\u5ea6\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\n<ul class=\"wp-block-list\">\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u6307\u5411\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/li>\n\n\n\n<li>\u4f8b\u5916\u51e6\u7406<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c<\/li>\n\n\n\n<li>\u6b63\u898f\u8868\u73fe<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Python \u62e1\u5f35\u30e9\u30a4\u30d6\u30e9\u30ea\n<ul class=\"wp-block-list\">\n<li>NumPy \u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n\n\n\n<li>\u30d1\u30f3\u30c0\u56f3\u66f8\u9928<\/li>\n\n\n\n<li>Matplotlib \u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n\n\n\n<li>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Python \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30af\u30ed\u30fc\u30e9\u30fc<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3068\u53ef\u8996\u5316<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u4e0a\u8a18\u306fPython\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u57fa\u672c\u7684\u306a\u6982\u8981\u3067\u3042\u308a\u3001\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u3068\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306b\u5fdc\u3058\u3066\u9069\u5fdc\u304a\u3088\u3073\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u6b74\u53f2\u3068\u5229\u70b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u306f\u3001\u3082\u3068\u3082\u3068\u30aa\u30e9\u30f3\u30c0\u306eCWI\u30a4\u30f3\u30b9\u30c6\u30a3\u30c6\u30e5\u30fc\u30c8\u3067Guido van Rossum\u306b\u3088\u3063\u3066\u6700\u521d\u306b\u4f5c\u6210\u3055\u308c\u305f\u9ad8\u6c34\u6e96\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308a\u3001\u8aad\u307f\u3084\u3059\u304f\u3001\u7fd2\u5f97\u3057\u3084\u3059\u304f\u3001\u4f7f\u3044\u3084\u3059\u3044\u8a00\u8a9e\u3092\u8a2d\u8a08\u3057\u3066\u3044\u307e\u3059\u3002 \u30d1\u30a4\u30bd\u30f3\u306e\u540d\u524d\u306f\u3001\u30b0\u30a4\u30c9\u30fb\u30f4\u30a1\u30f3\u30fb\u30ed\u30c3\u30b5\u30e0\u306e\u304a\u6c17\u306b\u5165\u308a\u306e\u30c6\u30ec\u30d3\u30b7\u30ea\u30fc\u30ba\u3001\u30e2\u30f3\u30c6\u30a3\u30fb\u30d1\u30a4\u30bd\u30f3\u306e\u30d5\u30e9\u30a4\u30f3\u30b0\u30fb\u30b5\u30fc\u30ab\u30b9\u306b\u7531\u6765\u3057\u3066\u3044\u307e\u3059\u3002 Python\u306e\u6700\u521d\u306e\u30d1\u30d6\u30ea\u30c3\u30af\u30d0\u30fc\u30b8\u30e7\u30f3\u306f1989\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Python\u306e\u6b74\u53f2\u306f\u3001\u521d\u671f(1991-2000)\u3001\u4e2d\u671f(2000-2010)\u3001\u73fe\u4ee3(2010-\u73fe\u5728)\u306e&lt;&gt;\u3064\u306e\u671f\u9593\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Python\u306e\u521d\u671f\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u4e3b\u306b\u6559\u80b2\u3084\u79d1\u5b66\u8a08\u7b97\u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u66f4\u65b0\u304a\u3088\u3073\u62e1\u5f35\u3055\u308c\u308b\u306b\u3064\u308c\u3066\u3001Python\u306f\u5f90\u3005\u306bWeb\u958b\u767a\u3001Web\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30b2\u30fc\u30e0\u958b\u767a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u4eba\u5de5\u77e5\u80fd\u306a\u3069\u306e\u6c4e\u7528\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u767a\u5c55\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>Python \u306e\u5229\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7c21\u6f54\u3067\u8aad\u307f\u3084\u3059\u3044:Python\u306e\u69cb\u6587\u306f\u308f\u304b\u308a\u3084\u3059\u304f\u3001\u8aad\u307f\u3084\u3059\u304f\u3001\u7fd2\u5f97\u3068\u4f7f\u7528\u304c\u7c21\u5358\u3067\u3001\u8fc5\u901f\u306b\u958b\u767a\u304a\u3088\u3073\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u6570\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea:Python\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3001\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u306a\u3069\u3001\u958b\u767a\u8005\u304c\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3092\u3059\u3070\u3084\u304f\u5b8c\u4e86\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u8c4a\u5bcc\u306a\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0:Python\u306f\u3001Windows\u3001Linux\u3001Mac OS\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u5b9f\u884c\u3067\u304d\u3001\u512a\u308c\u305f\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9:Python\u306f\u81ea\u7531\u306b\u5229\u7528\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308a\u3001\u958b\u767a\u8005\u306fPython\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u81ea\u7531\u306b\u5909\u66f4\u3001\u914d\u5e03\u3001\u4f7f\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u958b\u767a\u30b3\u30b9\u30c8\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3: Python \u306b\u306f\u5927\u898f\u6a21\u306a\u30e6\u30fc\u30b6\u30fc \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u6d3b\u767a\u306a\u958b\u767a\u8005\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u958b\u767a\u8005\u304c\u554f\u984c\u3092\u8fc5\u901f\u306b\u89e3\u6c7a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u591a\u6570\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u304a\u3088\u3073\u30b5\u30dd\u30fc\u30c8\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:Python\u306f\u3001Web\u958b\u767a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306b\u9069\u7528\u3067\u304d\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u9069\u5fdc\u6027\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306f\u7fd2\u5f97\u304c\u5bb9\u6613\u3067\u3001\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3067\u3001\u62e1\u5f35\u53ef\u80fd\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u306b\u611b\u3055\u308c\u3001\u5c0a\u656c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u5fdc\u7528\u5206\u91ce\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u306f\u3001\u8aad\u307f\u3084\u3059\u3044\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3001\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u5f37\u529b\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u3044\u3046\u7279\u5fb4\u3092\u6301\u3064\u9ad8\u6c34\u6e96\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3042\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python \u306e\u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u9818\u57df\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Web\u958b\u767a:Python\u306f\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001API\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u3001Django\u3001Flask\u3001Bottle\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306aWeb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790:Python\u306b\u306f\u3001NumPy\u3001Pandas\u3001Matplotlib\u306a\u3069\u306e\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u3001\u7d71\u8a08\u5206\u6790\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2:Python\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u69cb\u7bc9\u306b\u4f7f\u7528\u3067\u304d\u308b\u3001TensorFlow\u3001Keras\u3001PyTorch\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0:Python\u306b\u306f\u3001\u30bd\u30b1\u30c3\u30c8\u3001\u30c4\u30a4\u30b9\u30c8\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30fc\u306a\u3069\u306e\u5f37\u529b\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u3001Web\u30af\u30ed\u30fc\u30e9\u30fc\u3001\u30c7\u30fc\u30bf\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001\u30b5\u30fc\u30d0\u30fc\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b2\u30fc\u30e0\u958b\u767a:Python\u306f\u3001Pygame\u3001Panda3D\u3001Unity3D\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30b2\u30fc\u30e0\u30a8\u30f3\u30b8\u30f3\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3067\u304d\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30b2\u30fc\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316:Python\u306f\u3001\u81ea\u52d5\u30c6\u30b9\u30c8\u3001\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u3001\u81ea\u52d5\u904b\u7528\u3068\u4fdd\u5b88\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u81ea\u52d5\u5316\u3055\u308c\u305f\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u79d1\u5b66\u8a08\u7b97:Python\u306f\u3001SciPy\u3001SymPy\u3001AstroPy\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u79d1\u5b66\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3067\u304d\u3001\u6570\u5024\u8a08\u7b97\u3001\u8a18\u53f7\u8a08\u7b97\u3001\u5929\u6587\u5b66\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Python\u306b\u306f\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u81ea\u52d5\u5316\u3001\u79d1\u5b66\u7814\u7a76\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002 Python\u306f\u8aad\u307f\u3084\u3059\u304f\u3001\u7fd2\u5f97\u3068\u4f7f\u7528\u304c\u7c21\u5358\u306a\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001Python \u8a00\u8a9e\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u306e\u3055\u307e\u3056\u307e\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u3057\u3001\u73fe\u5728\u3001Python \u8a00\u8a9e\u306b\u306f Python 2.x \u3068 Python 3.x \u306e &lt;&gt; \u3064\u306e\u4e3b\u8981\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Python 2.x Python 2.x \u306f Python \u306e\u521d\u671f\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u30012000 \u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002 Python 2.x\u306b\u306f\u591a\u6570\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308b\u305f\u3081\u3001\u4eca\u3067\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Python 2.x\u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306f2.7.x\u3067\u3059\u304c\u30012020\u5e74\u306e\u6b63\u5f0f\u306a\u30b5\u30dd\u30fc\u30c8\u3068\u66f4\u65b0\u306f\u63a8\u5968\u3055\u308c\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li>Python 3.x Python 3.x\u306f\u30012008\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fPython\u8a00\u8a9e\u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3059\u3002 Python 3.x \u306f\u3001Unicode \u30b5\u30dd\u30fc\u30c8\u306e\u6539\u5584\u3001\u6700\u9069\u5316\u3055\u308c\u305f I\/O \u64cd\u4f5c\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u30d1\u30c3\u30b1\u30fc\u30b8\u30f3\u30b0\u306e\u5411\u4e0a\u306a\u3069\u3001Python 2.x \u306b\u591a\u304f\u306e\u6539\u5584\u3068\u6700\u9069\u5316\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002 \u73fe\u5728\u3001Python 3.x\u306fPython\u8a00\u8a9e\u306e\u30e1\u30a4\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u306a\u308a\u3001Python 2.x\u306f\u5f90\u3005\u306b\u6b74\u53f2\u7684\u306a\u6bb5\u968e\u304b\u3089\u64a4\u9000\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Python 3.x \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u306e\u5f62\u5f0f\u306f x.y.z \u3067\u3001x \u306f\u30e1\u30b8\u30e3\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3001y \u306f\u30de\u30a4\u30ca\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3001z \u306f\u30d1\u30c3\u30c1\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3092\u8868\u3057\u307e\u3059\u3002 \u5404\u30ea\u30ea\u30fc\u30b9\u306e\u5909\u66f4\u70b9\u3068\u65b0\u6a5f\u80fd\u306b\u3064\u3044\u3066\u306f\u3001\u516c\u5f0f\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u3067\u8a73\u3057\u304f\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Python 3.x \u306e\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306f 3.10.x \u3067\u3059\u3002<\/p>\n\n\n\n<p>Python 2.x \u3068 Python 3.x \u306b\u306f\u69cb\u6587\u3068\u6a5f\u80fd\u306b\u3044\u304f\u3064\u304b\u306e\u9055\u3044\u304c\u3042\u308b\u305f\u3081\u3001Python \u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306b\u4f7f\u7528\u3059\u308b Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002 Python 3.x \u306f\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u767a\u306b\u63a8\u5968\u3055\u308c\u3001\u65e2\u5b58\u306e Python 2.x \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3068\u79fb\u884c\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Windows\u304cPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Windows\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u516c\u5f0f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306f\u3001Windows\u306bPython\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308bPython\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>Python\u306e\u516c\u5f0fWeb\u30b5\u30a4\u30c8(https:\/\/www.python.org\/downloads\/windows\/)\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066<a href=\"https:\/\/www.python.org\/downloads\/windows\/%EF%BC%89%EF%BC%8C%E4%B8%8B%E8%BD%BD%E9%80%82%E7%94%A8%E4%BA%8EWindows%E7%9A%84Python%E5%AE%89%E8%A3%85%E7%A8%8B%E5%BA%8F%EF%BC%88%E9%80%9A%E5%B8%B8%E4%B8%BAWindows\">\u3001Windows\u7528\u306ePython\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc(\u901a\u5e38\u306fWindows<\/a>&nbsp;x86-64\u5b9f\u884c\u53ef\u80fd\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc)\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u5b9f\u884c\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30b9\u3068\u305d\u306e\u4ed6\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u65e2\u5b9a\u3067\u306f\u3001Python \u306f C:\\PythonXX (XX \u306f Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7) \u306e\u4e0b\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30b3\u30de\u30f3\u30c9 \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f PowerShell \u306b Python \u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u3001Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Anaconda\u306f\u4eba\u6c17\u306e\u3042\u308bPython\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001Windows\u306bPython\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u591a\u304f\u306e\u79d1\u5b66\u8a08\u7b97\u304a\u3088\u3073\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>Anaconda\u306e\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8(https:\/\/www.anaconda.com\/products\/individual)\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066<a href=\"https:\/\/www.anaconda.com\/products\/individual%EF%BC%89%EF%BC%8C%E4%B8%8B%E8%BD%BD%E9%80%82%E7%94%A8%E4%BA%8EWindows%E7%9A%84Anaconda%E5%AE%89%E8%A3%85%E7%A8%8B%E5%BA%8F%EF%BC%88%E9%80%9A%E5%B8%B8%E4%B8%BAWindows\">\u3001Windows\u7528\u306eAnaconda\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc(\u901a\u5e38\u306fWindows\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc)\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044<\/a>\u3002<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u3092\u5b9f\u884c\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30b9\u3068\u305d\u306e\u4ed6\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u65e2\u5b9a\u3067\u306f\u3001Anaconda \u306f C:\\Anaconda (\u307e\u305f\u306f C:\\Users\\Username\\Anaconda3) \u306e\u4e0b\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001Anaconda \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u5225\u306e\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067 Python \u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u3001Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c1\u30e7\u30b3\u30ec\u30fc\u30c8\u306f\u3001Windows\u306bPython\u3084\u305d\u306e\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u3059\u3070\u3084\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u4eba\u6c17\u306e\u3042\u308bWindows\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u7ba1\u7406\u8005\u30e2\u30fc\u30c9\u3067PowerShell\u3092\u958b\u304d\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30c1\u30e7\u30b3\u30ec\u30fc\u30c8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059:\u8a2d\u5b9a-\u5b9f\u884c\u30dd\u30ea\u30b7\u30fc\u30d0\u30a4\u30d1\u30b9-\u30b9\u30b3\u30fc\u30d7\u30d7\u30ed\u30bb\u30b9-\u5f37\u5236; iex ((New-Object System.Net.WebClient). DownloadString(&#8216;<a href=\"https:\/\/chocolatey.org\/install.ps1\">https:\/\/chocolatey.org\/install.ps1<\/a>&#8216;))<\/li>\n\n\n\n<li>\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066Python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002 \u30c1\u30e7\u30b3\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30a4\u30bd\u30f3<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30b3\u30de\u30f3\u30c9 \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f PowerShell \u306b Python \u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u3001Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Windows\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u516c\u5f0f\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u3001\u30a2\u30ca\u30b3\u30f3\u30c0\u3001\u30c1\u30e7\u30b3\u30ec\u30fc\u30c8\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30cb\u30fc\u30ba\u3084\u7fd2\u6163\u306b\u5fdc\u3058\u3066\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Linux\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Linux\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u307b\u3068\u3093\u3069\u306eLinux\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u306fPython\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4ecb\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u304d\u3001root\u307e\u305f\u306fsudo\u6a29\u9650\u3067\u30b7\u30b9\u30c6\u30e0\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u66f4\u65b0\u3057\u307e\u3059:apt-get update (Debian \u3084 Ubuntu \u306a\u3069\u306e Debian \u30d9\u30fc\u30b9\u306e\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3) \u307e\u305f\u306f yum update (Red Hat\u3001CentOS \u306a\u3069)\u3002<\/li>\n\n\n\n<li>Python \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059: apt-get install python (Debian\u3001Ubuntu \u306a\u3069\u306e Debian \u30d9\u30fc\u30b9\u306e\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3) \u307e\u305f\u306f yum install python (Red Hat\u3001CentOS \u306a\u3069)\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u306b python \u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066 Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb Python \u304c Linux \u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u30d7\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u30bd\u30fc\u30b9\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>Python\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3068\u3001<a href=\"https:\/\/www.python.org\/downloads\/%EF%BC%89%E4%B8%8B%E8%BD%BD%E6%9C%80%E6%96%B0%E7%89%88%E6%9C%AC%E7%9A%84%E6%BA%90%E4%BB%A3%E7%A0%81%E3%80%82\">Python\u306e\u516c\u5f0fWeb\u30b5\u30a4\u30c8(https:\/\/www.python.org\/downloads\/)\u304b\u3089\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/a><\/li>\n\n\n\n<li>\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u304d\u3001root\u307e\u305f\u306fsudo\u6a29\u9650\u3067\u30b7\u30b9\u30c6\u30e0\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u62bd\u51fa\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059:tar -xzvf Python-3.x.x.tar.gz (x.x.x\u306fPython\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3092\u8868\u3057\u307e\u3059)\u3002<\/li>\n\n\n\n<li>\u62bd\u51fa\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059: .\/configure &amp;&amp; make &amp;make install\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u306b python \u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066 Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Linux\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305fPython\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u4e00\u90e8\u306eLinux\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001Python\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u62e1\u5f35\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u4f7f\u7528\u3067\u304d\u308bpip\u3001conda\u306a\u3069\u306ePython\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u4ed8\u5c5e\u3057\u3066\u3044\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306b\u3064\u3044\u3066\u306f\u3001\u5bfe\u5fdc\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u307e\u305f\u306f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Linux\u306bPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3001Linux\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u4ed8\u5c5e\u3059\u308bPython\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u3001\u81ea\u5206\u306e\u30cb\u30fc\u30ba\u3084\u7fd2\u6163\u306b\u5fdc\u3058\u3066\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Docker\u304cPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Docker \u3092\u4f7f\u7528\u3057\u3066 Python \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001Python \u74b0\u5883\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u306e\u8907\u96d1\u3055\u3092\u56de\u907f\u3059\u308b\u3001\u500b\u5225\u306e\u79fb\u690d\u53ef\u80fd\u306a Python \u74b0\u5883\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002 Docker\u3092\u4f7f\u7528\u3057\u3066Python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Docker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u6700\u521d\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u5fdc\u3058\u3066\u5bfe\u5fdc\u3059\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 Docker\u306e\u516c\u5f0fWeb\u30b5\u30a4\u30c8\u306b\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u8a73\u7d30\u306a\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30ac\u30a4\u30c9\u3068\u624b\u9806\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Docker Hub\u306b\u306f\u591a\u6570\u306ePython\u30a4\u30e1\u30fc\u30b8\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 Python \u30a4\u30e1\u30fc\u30b8\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Docker Hub \u3067\u691c\u7d22\u3067\u304d\u307e\u3059: docker search python\u3002 \u5fc5\u8981\u306a\u30a4\u30e1\u30fc\u30b8\u304c\u898b\u3064\u304b\u3063\u305f\u3089\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059: docker pull python:tag (\u30bf\u30b0\u306f Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3067\u30013.10\u30012.7 \u306a\u3069)\u3002<\/li>\n\n\n\n<li>Python \u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u3089\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 Python \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059: docker run -it python:tag (\u30bf\u30b0\u306f Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3067\u3059)\u3002 \u3053\u308c\u306b\u3088\u308a\u3001Python \u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30b3\u30f3\u30c6\u30ca\u3067\u5b9f\u884c\u3067\u304d\u308b\u5bfe\u8a71\u578b\u30bf\u30fc\u30df\u30ca\u30eb\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u7d42\u4e86\u3067\u304d\u307e\u3059:exit\u3002<\/li>\n\n\n\n<li>Python \u74b0\u5883\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001Dockerfile \u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306e Python \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3067\u304d\u307e\u3059\u3002 \u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>Docker\u30d5\u30a1\u30a4\u30eb\u3084\u305d\u306e\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u6301\u3059\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u30ed\u30fc\u30ab\u30eb\u306b\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b Dockerfile \u3068\u3044\u3046\u540d\u524d\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3001\u6b21\u306e\u3088\u3046\u306b\u5165\u529b\u3057\u307e\u3059: cssCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001\u30bf\u30b0\u306f Python \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u756a\u53f7\u3001package_name \u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b Python \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u540d\u524d\u3067\u3059\u3002<code>FROM python:tag RUN pip install package_name<\/code><\/li>\n\n\n\n<li>\u30bf\u30fc\u30df\u30ca\u30eb\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059:docker build -t image_name (image_name\u306f\u30a4\u30e1\u30fc\u30b8\u306e\u540d\u524d\u3067\u3001\u305d\u306e\u5f8c\u306b\u73fe\u5728\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u793a\u3059\u30c9\u30c3\u30c8\u304c\u7d9a\u304d\u307e\u3059)\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0 Python \u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u305f\u5f8c\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30ab\u30b9\u30bf\u30e0 Python \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059: docker run -it image_name\u3002 Python \u30d7\u30ed\u30b0\u30e9\u30e0\u3084\u305d\u306e\u4ed6\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Docker\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Python\u74b0\u5883\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u958b\u767a\u306e\u5229\u4fbf\u6027\u3068\u79fb\u690d\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u7d99\u627f\u3055\u308c\u305f\u958b\u767a\u74b0\u5883IDE\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u306e\u7d99\u627f\u958b\u767a\u74b0\u5883(IDE)\u306f\u3001\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\u3001\u30c7\u30d0\u30c3\u30ac\u3001\u30b3\u30fc\u30c9\u88dc\u5b8c\u3001\u81ea\u52d5\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306a\u3069\u306e\u6a5f\u80fd\u3092\u7d71\u5408\u3057\u305f\u958b\u767a\u74b0\u5883\u3067\u3042\u308a\u3001Python\u30d7\u30ed\u30b0\u30e9\u30e0\u958b\u767a\u306e\u52b9\u7387\u3068\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a Python IDE \u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>PyCharm PyCharm\u306f\u3001JetBrains\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u5f37\u529b\u306aPython IDE\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30b3\u30fc\u30c9\u88dc\u5b8c\u3001\u30b3\u30fc\u30c9\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u3001\u30c7\u30d0\u30c3\u30ac\u30fc\u306a\u3069\u306e\u8c4a\u5bcc\u306a\u6a5f\u80fd\u3068\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 PyCharm\u306b\u306f\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3\u3068\u30d7\u30ed\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3\u306e2\u3064\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u3042\u308a\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3\u306f\u7121\u6599\u3067\u3001\u30d7\u30ed\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u652f\u6255\u3044\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>Visual Studio Code Visual Studio Code\u306f\u3001Microsoft\u304c\u958b\u767a\u3057\u305f\u8efd\u91cfIDE\u3067\u3001Python\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 Visual Studio Code\u306f\u5341\u5206\u306b\u62e1\u5f35\u53ef\u80fd\u3067\u3042\u308a\u3001Python\u30d7\u30e9\u30b0\u30a4\u30f3\u3001\u30c7\u30d0\u30c3\u30ac\u30fc\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30b0\u30a4\u30f3\u3084\u62e1\u5f35\u6a5f\u80fd\u3067\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>IDLE IDLE \u306f\u3001Python \u306b\u3088\u3063\u3066\u516c\u5f0f\u306b\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u8efd\u91cf\u306e Python IDE \u3067\u3001\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u3001\u30c7\u30d0\u30c3\u30ac\u306a\u3069\u306e\u6a5f\u80fd\u3092\u5099\u3048\u305fIDLE\u306f\u3001\u5c0f\u898f\u6a21\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u521d\u5fc3\u8005\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Jupyter Notebook Jupyter Notebook \u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u3067\u306e Python \u30b3\u30fc\u30c9\u306e\u7de8\u96c6\u3068\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b Web \u30d9\u30fc\u30b9\u306e Python \u958b\u767a\u74b0\u5883\u3067\u3059\u3002 Jupyter Notebook\u306f\u975e\u5e38\u306b\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u8996\u899a\u7684\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u305d\u306e\u4ed6\u306e\u30bf\u30b9\u30af\u306e\u958b\u767a\u3068\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30d1\u30a4\u30c0\u30fc Spyder\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u79d1\u5b66\u8a08\u7b97\u306b\u7279\u5316\u3057\u305fPython IDE\u3067\u3042\u308a\u3001\u53ef\u5909\u30d6\u30e9\u30a6\u30b6\u3001\u30c7\u30fc\u30bf\u30d3\u30e5\u30fc\u3001\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9\u30fc\u306a\u3069\u306e\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u8996\u899a\u5316\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python IDE\u306b\u306f\u591a\u304f\u306e\u9078\u629e\u80a2\u304c\u3042\u308a\u3001\u500b\u4eba\u7684\u306a\u30cb\u30fc\u30ba\u3084\u7fd2\u6163\u306b\u5fdc\u3058\u3066\u81ea\u5206\u306b\u5408\u3063\u305fIDE\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u4f7f\u7528\u3059\u308bIDE\u306b\u95a2\u4fc2\u306a\u304f\u3001\u958b\u767a\u52b9\u7387\u3068\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u305d\u306e\u57fa\u672c\u6a5f\u80fd\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u5909\u6570\u3068\u30c7\u30fc\u30bf\u578b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u5909\u6570\u306f\u3001\u5024\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u8b58\u5225\u5b50\u3067\u3042\u308a\u3001\u4efb\u610f\u306e\u30c7\u30fc\u30bf\u578b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Python\u306e\u30c7\u30fc\u30bf\u578b\u306b\u306f\u3001\u6570\u5024\u3001\u6587\u5b57\u5217\u3001\u30d6\u30fc\u30eb\u5024\u3001\u30ea\u30b9\u30c8\u3001\u30bf\u30d7\u30eb\u3001\u8f9e\u66f8\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u578b\u3068\u5909\u6570\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Python \u306e\u6570\u5024\u578b\u306b\u306f\u3001\u6574\u6570\u3001\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u3001\u8907\u7d20\u6570\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002 \u6574\u6570\u3068\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u306e\u9055\u3044\u306f\u5c0f\u6570\u70b9\u3067\u3059\u304c\u3001\u8907\u7d20\u6570\u306f\u5b9f\u6570\u3068\u865a\u6570\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6574\u6570\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 \u30e1\u30a4\u30af\u30d5\u30a1\u30a4\u30eb\u30b3\u30d4\u30fc\u30b3\u30fc\u30c9 \u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 \u30e1\u30a4\u30af\u30d5\u30a1\u30a4\u30eb\u30b3\u30d4\u30fc\u30b3\u30fc\u30c9 \u8907\u6570\u5f62\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 \u30e1\u30a4\u30af\u30d5\u30a1\u30a4\u30eb\u30b3\u30d4\u30fc\u30b3\u30fc\u30c9<code>x = 10&nbsp;<\/code><code>y = 3.14&nbsp;<\/code><code>z = 3 + 4j<\/code><\/li>\n\n\n\n<li>Python \u306e\u6587\u5b57\u5217\u306f\u3001\u4e00\u91cd\u5f15\u7528\u7b26\u307e\u305f\u306f\u4e8c\u91cd\u5f15\u7528\u7b26\u3067\u56f2\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u4e00\u9023\u306e\u6587\u5b57\u3067\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6587\u5b57\u5217\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 makefileCopy \u30b3\u30fc\u30c9\u6587\u5b57\u5217\u306f\u3001\u30b9\u30e9\u30a4\u30b9\u3001\u9023\u7d50\u3001\u7f6e\u63db\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u512a\u308c\u305f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u53ef\u5909\u6027\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<code>name = \"Alice\"<\/code><\/li>\n\n\n\n<li>Python \u306e\u30d6\u30fc\u30eb\u5024\u306b\u306f\u3001\u771f\u3068\u507d\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b True \u3068 False \u306e 2 \u3064\u306e\u5024\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002 \u305f\u3068\u3048\u3070\u3001\u30d6\u30fc\u30eb\u578b\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 graphql\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>is_finished = True<\/code><\/li>\n\n\n\n<li>Python \u306e\u30ea\u30b9\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u8981\u7d20\u3092\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u8981\u7d20\u306e\u53ef\u5909\u9806\u5e8f\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u30bb\u30c3\u30c8\u3067\u3059\u3002 \u30ea\u30b9\u30c8\u306f\u89d2\u62ec\u5f27 [] \u3067\u793a\u3055\u308c\u3001\u8981\u7d20\u306f\u30b3\u30f3\u30de\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30ea\u30b9\u30c8\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<code>numbers = [1, 2, 3, 4, 5]<\/code><\/li>\n\n\n\n<li>Python \u306e\u30bf\u30d7\u30eb\u306f\u30ea\u30b9\u30c8\u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u30bf\u30d7\u30eb\u306f\u4e0d\u5909\u306e\u9806\u5e8f\u4ed8\u3051\u3089\u308c\u305f\u8981\u7d20\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u3059\u3002 \u30bf\u30d7\u30eb\u306f\u62ec\u5f27 () \u3067\u793a\u3055\u308c\u3001\u8981\u7d20\u306f\u30b3\u30f3\u30de\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30bf\u30d7\u30eb\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 \u30e1\u30a4\u30af\u30d5\u30a1\u30a4\u30eb\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>coordinates = (3, 4)<\/code><\/li>\n\n\n\n<li>Python \u306e\u8f9e\u66f8\u306f\u3001\u5404\u8981\u7d20\u304c\u30ad\u30fc\u3068\u5024\u3067\u69cb\u6210\u3055\u308c\u308b\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u306e\u53ef\u5909\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u3059\u3002 \u30c7\u30a3\u30af\u30b7\u30e7\u30ca\u30ea\u306f\u4e2d\u62ec\u5f27 {} \u3067\u8868\u3055\u308c\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u306e\u9593\u306b\u30b3\u30ed\u30f3\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u306e\u9593\u306b\u30ab\u30f3\u30de\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30c7\u30a3\u30af\u30b7\u30e7\u30ca\u30ea\u306f\u6b21\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<code>student = {\"name\": \"Alice\", \"age\": 18, \"score\": 90}<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u5909\u6570\u3068\u30c7\u30fc\u30bf\u578b\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u6f14\u7b97\u5b50\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u6f14\u7b97\u5b50\u306f\u3001\u7b97\u8853\u6f14\u7b97\u5b50\u3001\u6bd4\u8f03\u6f14\u7b97\u5b50\u3001\u4ee3\u5165\u6f14\u7b97\u5b50\u3001\u8ad6\u7406\u6f14\u7b97\u5b50\u3001\u30d3\u30c3\u30c8\u6f14\u7b97\u5b50\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6570\u5b66\u6f14\u7b97\u3084\u8ad6\u7406\u6f14\u7b97\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30b7\u30f3\u30dc\u30eb\u3067\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6f14\u7b97\u5b50\u306e\u8a73\u7d30\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7b97\u8853\u6f14\u7b97\u5b50 \u7b97\u8853\u6f14\u7b97\u5b50\u306f\u3001\u52a0\u7b97\u3001\u6e1b\u7b97\u3001\u4e57\u7b97\u3001\u9664\u7b97\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u57fa\u672c\u7684\u306a\u6570\u5b66\u6f14\u7b97\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u7b97\u8853\u6f14\u7b97\u5b50\u306b\u306f\u3001\u52a0\u7b97\u6f14\u7b97\u5b50+\u3001\u6e1b\u7b97\u6f14\u7b97\u5b50-\u3001\u4e57\u7b97\u6f14\u7b97\u5b50*\u3001\u9664\u7b97\u6f14\u7b97\u5b50\/\u3001\u30e2\u30b8\u30e5\u30ed\u6f14\u7b97\u5b50%\u3001\u3079\u304d\u4e57\u6f14\u7b97\u5b50**\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6bd4\u8f03\u6f14\u7b97\u5b50 \u6bd4\u8f03\u6f14\u7b97\u5b50\u306f\u30012 \u3064\u306e\u5024\u306e\u30b5\u30a4\u30ba\u95a2\u4fc2\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u7d50\u679c\u306f\u30d6\u30fc\u30eb\u5024\u306e True \u307e\u305f\u306f False \u306b\u306a\u308a\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6bd4\u8f03\u6f14\u7b97\u5b50\u306b\u306f\u3001\u7b49\u53f7\u6f14\u7b97\u5b50 ==\u3001\u7b49\u3057\u304f\u306a\u3044\u6f14\u7b97\u5b50 !=\u3001\u3088\u308a\u5927\u304d\u3044\u6f14\u7b97\u5b50 &gt;\u3001\u3088\u308a\u5c0f\u3055\u3044\u6f14\u7b97\u5b50\u3001&lt;\u3088\u308a\u5927\u304d\u3044\u7b49\u3057\u3044\u6f14\u7b97\u5b50 &gt;=\u3001\u6f14\u7b97\u5b50 &lt;= \u4ee5\u4e0b\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4ee3\u5165\u6f14\u7b97\u5b50 \u4ee3\u5165\u6f14\u7b97\u5b50\u306f\u5909\u6570\u306b\u5024\u3092\u4ee3\u5165\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u4ee3\u5165\u6f14\u7b97\u5b50\u306b\u306f\u3001\u7b49\u53f7\u6f14\u7b97\u5b50 =\u3001\u52a0\u7b97\u304c\u6f14\u7b97\u5b50 +=\u3001\u6e1b\u5206\u6f14\u7b97\u5b50 -=\u3001\u4e57\u7b97\u6f14\u7b97\u5b50 *=\u3001\u9664\u7b97\u7b49\u53f7\u6f14\u7b97\u5b50 \/=\u3001\u30e2\u30b8\u30e5\u30ed\u304c\u6f14\u7b97\u5b50 %=\u3001\u7d2f\u4e57\u304c\u6f14\u7b97\u5b50 **= \u306a\u3069\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u8ad6\u7406\u6f14\u7b97\u5b50 \u8ad6\u7406\u6f14\u7b97\u5b50\u306f\u3001\u30d6\u30fc\u30eb\u5909\u6570\u9593\u3067\u8ad6\u7406\u6f14\u7b97\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u8ad6\u7406\u6f14\u7b97\u5b50\u306b\u306f\u3001AND \u6f14\u7b97\u5b50\u3001OR OR\u3001\u304a\u3088\u3073\u975e\u6f14\u7b97\u5b50 NOT \u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30c3\u30c8\u6f14\u7b97\u5b50 \u30d3\u30c3\u30c8\u6f14\u7b97\u5b50\u306f\u6574\u6570\u306b\u5bfe\u3057\u3066\u30d3\u30c3\u30c8\u6f14\u7b97\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d3\u30c3\u30c8\u6f14\u7b97\u5b50\u306b\u306f\u3001\u30d3\u30c3\u30c8\u6f14\u7b97\u5b50\u3068\u6f14\u7b97\u5b50 &amp;\u3001\u30d3\u30c3\u30c8\u3054\u3068\u306e OR \u6f14\u7b97\u5b50 |\u3001\u30d3\u30c3\u30c8\u3054\u3068\u306e XOR \u6f14\u7b97\u5b50 ^\u3001\u30d3\u30c3\u30c8\u3054\u3068\u306e\u5426\u5b9a\u6f14\u7b97\u5b50 ~\u3001\u5de6\u30b7\u30d5\u30c8\u6f14\u7b97\u5b50&lt;&lt;\u3001\u53f3\u30b7\u30d5\u30c8\u6f14\u7b97\u5b50&gt;&gt;\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30f3\u30d0\u30fc\u6f14\u7b97\u5b50 \u30e1\u30f3\u30d0\u30fc\u6f14\u7b97\u5b50\u306f\u3001\u5024\u304c\u30b7\u30fc\u30b1\u30f3\u30b9\u306b\u5c5e\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e1\u30f3\u30d0\u30fc\u6f14\u7b97\u5b50\u306b\u306f\u3001in \u6f14\u7b97\u5b50\u3068 not in \u6f14\u7b97\u5b50\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>ID \u6f14\u7b97\u5b50 ID \u6f14\u7b97\u5b50\u306f\u30012 \u3064\u306e\u5909\u6570\u304c\u540c\u3058\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b ID \u6f14\u7b97\u5b50\u306b\u306f\u3001is \u6f14\u7b97\u5b50\u3068 is not \u6f14\u7b97\u5b50\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u6f14\u7b97\u5b50\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u6761\u4ef6\u6587\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u6761\u4ef6\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u7570\u306a\u308b\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u901a\u5e38\u306f if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3068 else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6761\u4ef6\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u305f\u3068\u304d\u306b\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u305d\u308c\u4ee5\u5916\u306e\u5834\u5408\u306f\u5b9f\u884c\u3055\u308c\u307e\u305b\u3093\u3002 if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: markdownCopy \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001condition \u306f\u30d6\u30fc\u30eb\u5f0f\u3067\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 condition \u304c True \u306e\u5834\u5408\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u304c\u5b9f\u884c\u3055\u308c\u3001\u305d\u308c\u4ee5\u5916\u306e\u5834\u5408\u306f if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u304c\u30b9\u30ad\u30c3\u30d7\u3055\u308c\u307e\u3059\u3002<code>if condition: statement<\/code><\/li>\n\n\n\n<li>if-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 if-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u305f\u3068\u304d\u306b 1 \u3064\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3001\u305d\u308c\u4ee5\u5916\u306e\u5834\u5408\u306f\u5225\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 if-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002sqlCopy \u30b3\u30fc\u30c9\u3002\u6761\u4ef6\u306f\u30d6\u30fc\u30eb\u5f0f\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 2 \u306f\u6761\u4ef6\u304c True \u306e\u5834\u5408\u306b\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 &lt;&gt; \u306f\u6761\u4ef6\u304c False \u306e\u3068\u304d\u306b\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002<code>if condition: statement1 else: statement2<\/code><\/li>\n\n\n\n<li>if-elif-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 if-elif-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u8907\u6570\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u305f\u3068\u304d\u306b\u7570\u306a\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3092\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u9078\u629e\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 if-elif-else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: yamlCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001\u6761\u4ef6 1 \u3068\u6761\u4ef6 2 \u306f 1 \u3064\u306e\u30d6\u30fc\u30eb\u5f0f\u3067\u3042\u308a\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 2 \u3068\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 1 \u306f\u6761\u4ef6 2 \u307e\u305f\u306f\u6761\u4ef6 3 \u304c true \u306e\u5834\u5408\u306b\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 1 \u306f\u3001\u6761\u4ef6 2 \u3068\u6761\u4ef6 &lt;&gt; \u306e\u4e21\u65b9\u304c false \u306e\u5834\u5408\u306b\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 if-eif \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u8907\u6570\u306e ELIF \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u7570\u306a\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<code>if condition1: statement1 elif condition2: statement2 else: statement3<\/code><\/li>\n\n\n\n<li>\u30cd\u30b9\u30c8\u3055\u308c\u305f if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 \u30cd\u30b9\u30c8\u3055\u308c\u305f if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u6761\u4ef6\u3092\u3055\u3089\u306b\u5224\u65ad\u3059\u308b\u305f\u3081\u306b if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3067\u5225\u306e if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u5165\u308c\u5b50\u306b\u306a\u3063\u305f if \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: yamlCopy \u30b3\u30fc\u30c9 (\u6761\u4ef6 1 \u3068\u6761\u4ef6 2 \u306f\u30d6\u30fc\u30eb\u5f0f\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 1 \u3068\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 2 \u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059)\u3002<code>if condition1: statement1 if condition2: statement2<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u6761\u4ef6\u6587\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30eb\u30fc\u30d7\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u30eb\u30fc\u30d7\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u901a\u5e38\u306f for \u30eb\u30fc\u30d7\u3068 while \u30eb\u30fc\u30d7\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30fc\u30c9\u3092\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30eb\u30fc\u30d7\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>for \u30eb\u30fc\u30d7 for \u30eb\u30fc\u30d7\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u53cd\u5fa9\u51e6\u7406\u3057\u3001\u7279\u5b9a\u306e\u6570\u306e\u30eb\u30fc\u30d7\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 for \u30eb\u30fc\u30d7\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: markdownCopy \u30b3\u30fc\u30c9\u3002item \u306f\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u5404\u8981\u7d20\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u306f\u8d70\u67fb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b7\u30fc\u30b1\u30f3\u30b9\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 for \u30eb\u30fc\u30d7\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u5404\u8981\u7d20\u3092\u53cd\u5fa9\u51e6\u7406\u3057\u3001\u5404\u8981\u7d20\u306b\u5024\u3092 Item \u306b\u5272\u308a\u5f53\u3066\u3066\u304b\u3089\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<code>for item in sequence: statement<\/code><\/li>\n\n\n\n<li>while\u30eb\u30fc\u30d7\u306f\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u304c\u6e80\u305f\u3055\u308c\u305f\u3068\u304d\u306b\u30b3\u30fc\u30c9\u3092\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 while \u30eb\u30fc\u30d7\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: arduinoCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001\u6761\u4ef6\u306f\u30d6\u30fc\u30eb\u5f0f\u3067\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 while \u30eb\u30fc\u30d7\u306f\u3001\u6761\u4ef6\u304c False \u306b\u306a\u308b\u307e\u3067\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002<code>while condition: statement<\/code><\/li>\n\n\n\n<li>\u5165\u308c\u5b50\u306b\u306a\u3063\u305f\u30eb\u30fc\u30d7 \u5165\u308c\u5b50\u306b\u306a\u3063\u305f\u30eb\u30fc\u30d7\u306f\u3001\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u8d70\u67fb\u3057\u305f\u308a\u3001\u5165\u308c\u5b50\u306b\u306a\u3063\u305f\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u305f\u308a\u3059\u308b\u305f\u3081\u306b\u3001\u5225\u306e\u30eb\u30fc\u30d7\u5185\u306b\u5165\u308c\u5b50\u306b\u306a\u3063\u305f\u30eb\u30fc\u30d7\u3067\u3059\u3002 \u30cd\u30b9\u30c8\u3055\u308c\u305f\u30eb\u30fc\u30d7\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059:rustCopy \u30b3\u30fc\u30c9\u3001\u3053\u3053\u3067\u3001item1 \u3068 item2 \u306f\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u8981\u7d20\u3001\u30b7\u30fc\u30b1\u30f3\u30b9 1 \u3068 sequence2 \u306f\u30c8\u30e9\u30d0\u30fc\u30b9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b7\u30fc\u30b1\u30f3\u30b9\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 \u30cd\u30b9\u30c8\u3055\u308c\u305f\u30eb\u30fc\u30d7\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9 1 \u306e\u5404\u8981\u7d20\u3092\u53cd\u5fa9\u51e6\u7406\u3057\u3001\u30b7\u30fc\u30b1\u30f3\u30b9 2 \u306e\u5404\u8981\u7d20\u3092\u5404\u8981\u7d20\u306b\u5165\u308c\u5b50\u306b\u3057\u3066\u304b\u3089\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<code>for item1 in sequence1: for item2 in sequence2: statement<\/code><\/li>\n\n\n\n<li>\u30eb\u30fc\u30d7\u5236\u5fa1\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 \u30eb\u30fc\u30d7\u5236\u5fa1\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001break \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3084 continue \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306a\u3069\u306e\u30eb\u30fc\u30d7\u306e\u5b9f\u884c\u30d5\u30ed\u30fc\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 break \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u30eb\u30fc\u30d7\u306e\u65e9\u3044\u6bb5\u968e\u3067\u30eb\u30fc\u30d7\u3092\u7d42\u4e86\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001continue \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u73fe\u5728\u306e\u30eb\u30fc\u30d7\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u6b21\u306e\u30eb\u30fc\u30d7\u306b\u5165\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001break \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30eb\u30fc\u30d7\u3092\u65e9\u671f\u306b\u7d42\u4e86\u3057\u307e\u3059\u3002 \u30a2\u30eb\u30c9\u30a5\u30a4\u30ce\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc \u51fa\u529b\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 \u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc<code>for i in range(1, 10): if i == 5: break print(i)&nbsp;<\/code><code>1 2 3 4<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u30eb\u30fc\u30d7\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u95a2\u6570\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u305f\u308a\u5024\u3092\u8fd4\u3059\u518d\u5229\u7528\u53ef\u80fd\u306a\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002 \u95a2\u6570\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u53d7\u3051\u53d6\u308a\u3001\u4f55\u304b\u3092\u5b9f\u884c\u3057\u3066\u304b\u3089\u3001\u7d50\u679c\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u95a2\u6570\u5b9a\u7fa9 \u95a2\u6570\u5b9a\u7fa9\u306f\u3001\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3001\u95a2\u6570\u540d\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u30fb\u30ea\u30b9\u30c8\u3001\u304a\u3088\u3073\u95a2\u6570\u672c\u4f53\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002 \u95a2\u6570\u5b9a\u7fa9\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059:pythonCopy\u30b3\u30fc\u30c9\u3053\u3053\u3067\u3001function_name\u306f\u95a2\u6570\u540d\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30ea\u30b9\u30c8(0\u500b\u4ee5\u4e0a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc)\u3001\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u7279\u5b9a\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u672c\u4f53\u3001return\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u95a2\u6570\u306e\u7d50\u679c\u3092\u8fd4\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<code>def function_name(parameters): statement return value<\/code><\/li>\n\n\n\n<li>\u95a2\u6570\u547c\u3073\u51fa\u3057 \u95a2\u6570\u547c\u3073\u51fa\u3057\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6e21\u3057\u3066\u547c\u3073\u51fa\u3057\u3092\u884c\u3046\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u95a2\u6570\u547c\u3073\u51fa\u3057\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002scssCopy \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001function_name \u306f\u95a2\u6570\u540d\u3001\u5f15\u6570\u306f\u95a2\u6570\u306b\u6e21\u3055\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3001result \u306f\u95a2\u6570\u306e\u623b\u308a\u5024\u3067\u3059\u3002<code>result = function_name(arguments)<\/code><\/li>\n\n\n\n<li>\u65e2\u5b9a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc \u65e2\u5b9a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306f\u3001\u95a2\u6570\u306e\u5b9a\u7fa9\u6642\u306b\u65e2\u5b9a\u5024\u3092\u6307\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u53c2\u7167\u3057\u3001\u95a2\u6570\u3092\u547c\u3073\u51fa\u3059\u3068\u304d\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6e21\u3055\u305a\u306b\u65e2\u5b9a\u5024\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u30c7\u30d5\u30a9\u30eb\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: pythonCopy \u30b3\u30fc\u30c9\u3067\u3001\u30d1\u30e9\u30e1\u30fc\u30bf 1 \u306f\u6e21\u3059\u5fc5\u8981\u304c\u3042\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u30d1\u30e9\u30e1\u30fc\u30bf 2 \u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3042\u308a\u3001\u6e21\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306e default_value \u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<code>def function_name(parameter1, parameter2=default_value): statement<\/code><\/li>\n\n\n\n<li>\u53ef\u5909\u500b\u5f15\u6570\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc \u53ef\u5909\u500b\u5f15\u6570\u3068\u306f\u3001\u95a2\u6570\u3092\u5b9a\u7fa9\u3059\u308b\u3068\u304d\u306b *args \u69cb\u6587\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u3001\u4efb\u610f\u306e\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u53d7\u3051\u53d6\u308a\u3001\u305d\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30bf\u30d7\u30eb\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3067\u304d\u307e\u3059\u3002 \u53ef\u5909\u500b\u5f15\u6570\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 pythonCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001args \u306f\u30bf\u30d7\u30eb\u578b\u306e\u5f15\u6570\u306e\u30ea\u30b9\u30c8\u3067\u3001\u4efb\u610f\u306e\u6570\u306e\u5f15\u6570\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<code>def function_name(*args): statement<\/code><\/li>\n\n\n\n<li>\u30ad\u30fc\u30ef\u30fc\u30c9\u30d1\u30e9\u30e1\u30fc\u30bf \u30ad\u30fc\u30ef\u30fc\u30c9\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u306f\u3001\u95a2\u6570\u304c\u547c\u3073\u51fa\u3055\u308c\u305f\u3068\u304d\u306b\u6e21\u3059\u30ad\u30fc\u30ef\u30fc\u30c9\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u4f7f\u7528\u3092\u6307\u3057\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u540d\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u5024\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u547c\u3073\u51fa\u3057\u6642\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u30ea\u30b9\u30c8\u306e\u9806\u306b\u6e21\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u30ad\u30fc\u30ef\u30fc\u30c9\u5f15\u6570\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 pythonCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001kwargs \u306f\u3001\u4efb\u610f\u306e\u6570\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u5f15\u6570\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u8f9e\u66f8\u578b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u3059\u3002<code>def function_name(**kwargs): statement<\/code><\/li>\n\n\n\n<li>\u533f\u540d\u95a2\u6570 \u533f\u540d\u95a2\u6570\u306f\u3001\u95a2\u6570\u540d\u3092\u6301\u305f\u306a\u3044\u95a2\u6570\u3067\u3042\u308a\u3001\u901a\u5e38\u306f\u30b3\u30fc\u30c9\u3092\u7c21\u7d20\u5316\u3057\u3066\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b lambda \u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002 \u533f\u540d\u95a2\u6570\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059:pythonCopy \u30b3\u30fc\u30c9\u3067\u3001\u5f15\u6570\u306f\u5f15\u6570\u306e\u30ea\u30b9\u30c8\u3001\u5f0f\u306f\u95a2\u6570\u306e\u7d50\u679c\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u306e\u5f0f\u3067\u3059\u3002<code>lambda arguments: expression<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u95a2\u6570\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u95a2\u6570\u3001\u5909\u6570\u3001\u304a\u3088\u3073\u30af\u30e9\u30b9\u306e\u30bb\u30c3\u30c8\u3067\u3042\u308a\u3001\u95a2\u9023\u3059\u308b\u30b3\u30fc\u30c9\u3092\u307e\u3068\u3081\u3066\u6574\u7406\u3057\u3001\u30b3\u30fc\u30c9\u306e\u30ab\u30d7\u30bb\u30eb\u5316\u3068\u518d\u5229\u7528\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001import \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u30e2\u30b8\u30e5\u30fc\u30eb Python \u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001Python \u306b\u4ed8\u5c5e\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u53c2\u7167\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u76f4\u63a5\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u3001\u6570\u5b66\u6f14\u7b97\u30e2\u30b8\u30e5\u30fc\u30ebMATH\u3001\u6642\u9593\u51e6\u7406\u30e2\u30b8\u30e5\u30fc\u30ebTIME\u3001\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u30e2\u30b8\u30e5\u30fc\u30ebOS\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30e2\u30b8\u30e5\u30fc\u30eb \u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u306f\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u958b\u767a\u8005\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6307\u3057\u3001pip\u306a\u3069\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30c4\u30fc\u30eb\u3092\u4ecb\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30e2\u30b8\u30e5\u30fc\u30eb\u30d1\u30f3\u30c0\u3001Web\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30e2\u30b8\u30e5\u30fc\u30eb\u30d5\u30e9\u30b9\u30b3\u3001\u753b\u50cf\u51e6\u7406\u30e2\u30b8\u30e5\u30fc\u30eb\u6795\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0\u30e2\u30b8\u30e5\u30fc\u30eb \u30ab\u30b9\u30bf\u30e0\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u958b\u767a\u8005\u81ea\u8eab\u304c\u4f5c\u6210\u3057\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u6307\u3057\u3001import \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u30ab\u30b9\u30bf\u30e0\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30e2\u30b8\u30e5\u30fc\u30eb\u3001Web\u30b5\u30fc\u30d3\u30b9\u30e2\u30b8\u30e5\u30fc\u30eb\u3001\u30c6\u30b9\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30dd\u30fc\u30c8 \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067 import \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u5185\u306e\u95a2\u6570\u3001\u5909\u6570\u3001\u304a\u3088\u3073\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: arduinoCopy \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001module_name \u306f\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u540d\u524d\u3067\u3059\u3002<code>import module_name<\/code><\/li>\n\n\n\n<li>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30d1\u30fc\u30c4\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b \u30e2\u30b8\u30e5\u30fc\u30eb\u304b\u3089 from \u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u5fc5\u8981\u306a\u95a2\u6570\u3001\u5909\u6570\u3001\u304a\u3088\u3073\u30af\u30e9\u30b9\u306e\u307f\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u30a4\u30f3\u30dd\u30fc\u30c8 \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u5185\u5bb9\u306e\u4e00\u90e8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002javascriptCopy \u30b3\u30fc\u30c9 (module_name \u306f\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u540d\u524d\u3001function_name\u3001variable_name\u3001\u304a\u3088\u3073 class_name \u306f\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u95a2\u6570\u3001\u5909\u6570\u3001\u304a\u3088\u3073\u30af\u30e9\u30b9\u306e\u540d\u524d\u3067\u3059\u3002<code>from module_name import function_name, variable_name, class_name<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30af\u30e9\u30b9\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u30af\u30e9\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u30ab\u30d7\u30bb\u30eb\u5316\u3059\u308b\u30c7\u30fc\u30bf\u578b\u3067\u3042\u308a\u3001\u901a\u5e38\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f\u3001\u30af\u30e9\u30b9\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u6301\u3064\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30af\u30e9\u30b9\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30af\u30e9\u30b9\u5b9a\u7fa9 \u30af\u30e9\u30b9\u5b9a\u7fa9\u306f\u3001\u30af\u30e9\u30b9\u3092\u5b9a\u7fa9\u3057\u3001\u30af\u30e9\u30b9\u540d\u3001\u30d7\u30ed\u30d1\u30c6\u30a3\u3001\u304a\u3088\u3073\u30e1\u30bd\u30c3\u30c9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002 \u30af\u30e9\u30b9\u5b9a\u7fa9\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059:rubyCopy\u30b3\u30fc\u30c9\u3053\u3053\u3067\u3001Class_name\u306f\u30af\u30e9\u30b9\u540d\u3001__init__\u30e1\u30bd\u30c3\u30c9\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u521d\u671f\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30af\u30e9\u30b9\u306e\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u3001self\u306f\u73fe\u5728\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u5c5e\u6027\u306f\u30af\u30e9\u30b9\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3001value\u306f\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u521d\u671f\u5024\u3001method_name\u306f\u4f55\u3089\u304b\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u30af\u30e9\u30b9\u306e\u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002<code>class Class_name: def __init__(self, parameters): self.attribute = value def method_name(self, parameters): statement<\/code><\/li>\n\n\n\n<li>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u3068\u306f\u3001\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u4f5c\u6210\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002scssCopy \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001object_name \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u3001Class_name \u306f\u30af\u30e9\u30b9\u540d\u3001\u5f15\u6570\u306f\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u306b\u6e21\u3055\u308c\u308b\u5f15\u6570\u3067\u3059\u3002<code>object_name = Class_name(arguments)<\/code><\/li>\n\n\n\n<li>\u30d7\u30ed\u30d1\u30c6\u30a3 \u30a2\u30af\u30bb\u30b9 \u30d7\u30ed\u30d1\u30c6\u30a3 \u30a2\u30af\u30bb\u30b9\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u306f\u30c9\u30c3\u30c8 (.) \u6f14\u7b97\u5b50\u3092\u4f7f\u7528\u3057\u3066\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002 \u30b3\u30d4\u30fc \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001object_name\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u3001\u5c5e\u6027\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u540d\u3067\u3059\u3002<code>object_name.attribute<\/code><\/li>\n\n\n\n<li>\u30e1\u30bd\u30c3\u30c9\u547c\u3073\u51fa\u3057 \u30e1\u30bd\u30c3\u30c9\u547c\u3073\u51fa\u3057\u3068\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u3092\u6307\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30bd\u30c3\u30c9\u306f\u30c9\u30c3\u30c8(.)\u6f14\u7b97\u5b50\u3092\u4f7f\u7528\u3057\u3066\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3057\u307e\u3059: javascriptCopy \u30b3\u30fc\u30c9 (object_name \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540d\u3001method_name \u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30bd\u30c3\u30c9\u540d\u3001\u5f15\u6570\u306f\u30e1\u30bd\u30c3\u30c9\u306b\u6e21\u3055\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u3059\u3002<code>object_name.method_name(arguments)<\/code><\/li>\n\n\n\n<li>\u7d99\u627f \u7d99\u627f\u3068\u306f\u30011 \u3064\u306e\u30af\u30e9\u30b9\u3067\u5225\u306e\u30af\u30e9\u30b9\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u3001\u30b3\u30fc\u30c9\u306e\u91cd\u8907\u3092\u6e1b\u3089\u3057\u3001\u30b3\u30fc\u30c9\u306e\u518d\u5229\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 \u7d99\u627f\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: rubyCopy \u30b3\u30fc\u30c9 \u3053\u3053\u3067\u3001Child_class_name \u306f\u30b5\u30d6\u30af\u30e9\u30b9\u540d\u3001Parent_class_name \u306f\u89aa\u30af\u30e9\u30b9\u540d\u3001super() \u95a2\u6570\u306f\u89aa\u30af\u30e9\u30b9\u306e\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u5c5e\u6027\u3068method_name\u306f\u30b5\u30d6\u30af\u30e9\u30b9\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002<code>class Child_class_name(Parent_class_name): def __init__(self, parameters): super().__init__(parameters) self.attribute = value def method_name(self, parameters): super().method_name(parameters) statement<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u30af\u30e9\u30b9\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u4f8b\u5916\u51e6\u7406\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u3067\u306e\u4f8b\u5916\u51e6\u7406\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6b63\u5e38\u306a\u52d5\u4f5c\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a8\u30e9\u30fc\u3068\u4f8b\u5916\u72b6\u6cc1\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u4f8b\u5916\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306f try-except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306b\u3088\u3063\u3066\u5b9f\u88c5\u3055\u308c\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4f8b\u5916\u304c\u767a\u751f\u3059\u308b\u3068\u3001\u51e6\u7406\u306e\u305f\u3081\u306b except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306b\u30b8\u30e3\u30f3\u30d7\u3057\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u4f8b\u5916\u51e6\u7406\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>try-except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 try-except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u8003\u3048\u3089\u308c\u308b\u4f8b\u5916\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6b63\u5e38\u306a\u52d5\u4f5c\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 try-except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: pythonCopy \u30b3\u30fc\u30c9 (\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u4f8b\u5916\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u30b3\u30fc\u30c9\u306e\u30d6\u30ed\u30c3\u30af)\u3001ExceptionType \u306f\u30ad\u30e3\u30c3\u30c1\u3059\u308b\u4f8b\u5916\u306e\u7a2e\u985e\u3001except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u306f\u4f8b\u5916\u72b6\u6cc1\u306e\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<code>try: statement except ExceptionType: statement<\/code><\/li>\n\n\n\n<li>\u8907\u6570\u306e except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 \u8907\u6570\u306e except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u51e6\u7406\u3054\u3068\u306b\u7570\u306a\u308b\u7a2e\u985e\u306e\u4f8b\u5916\u3092\u30ad\u30e3\u30c3\u30c1\u3067\u304d\u307e\u3059\u3002 \u8907\u6570\u306e except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: pythonCopy \u30b3\u30fc\u30c9\u3067\u306f\u3001\u4f8b\u5916\u30bf\u30a4\u30d7 1 \u3068 \u4f8b\u5916\u30bf\u30a4\u30d7 2 \u304c\u30ad\u30e3\u30c3\u30c1\u3055\u308c\u308b\u4f8b\u5916\u30bf\u30a4\u30d7\u3067\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u4f8b\u5916\u30b1\u30fc\u30b9\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<code>try: statement except ExceptionType1: statement except ExceptionType2: statement<\/code><\/li>\n\n\n\n<li>else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8 else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001try-except \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306b\u4f8b\u5916\u304c\u306a\u3044\u3053\u3068\u3092\u51e6\u7406\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u8aad\u307f\u3084\u3059\u3055\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: pythonCopy \u30b3\u30fc\u30c9\u3067\u306f\u3001else \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u4f8b\u5916\u304c\u767a\u751f\u3057\u306a\u3044\u72b6\u6cc1\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<code>try: statement except ExceptionType: statement else: statement<\/code><\/li>\n\n\n\n<li>finally \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306f\u3001\u4f8b\u5916\u306b\u95a2\u4fc2\u306a\u304f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af (\u901a\u5e38\u306f\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u64cd\u4f5c) \u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 finally \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: pythonCopy \u30b3\u30fc\u30c9\u3067\u306f\u3001try \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u304c\u5b9f\u884c\u3055\u308c\u305f\u5f8c\u306b\u4f8b\u5916\u304c\u767a\u751f\u3057\u305f\u304b\u3069\u3046\u304b\u306b\u95a2\u4fc2\u306a\u304f\u3001finally \u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306e\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<code>try: statement except ExceptionType: statement finally: statement<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u4f8b\u5916\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u304c\u3067\u304d\u3001\u901a\u5e38\u306f\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 Python \u306e\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u3001\u8aad\u307f\u53d6\u308b\u3001\u66f8\u304d\u8fbc\u307f\u3059\u308b\u3001\u9589\u3058\u308b\u306a\u3069\u306e\u64cd\u4f5c\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u306e\u4e00\u822c\u7684\u306a\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f \u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u3068\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3001\u30d5\u30a1\u30a4\u30eb \u30e2\u30fc\u30c9\u3001\u304a\u3088\u3073\u30a8\u30f3\u30b3\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002scssCopy \u30b3\u30fc\u30c9\u3002\u3053\u3053\u3067\u3001file_name \u306f\u958b\u304f\u30d5\u30a1\u30a4\u30eb\u540d\u3001mode \u306f\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304f\u30e2\u30fc\u30c9\u3001\u30a8\u30f3\u30b3\u30fc\u30c9\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u30a8\u30f3\u30b3\u30fc\u30c9\u65b9\u6cd5\u3067\u3059\u3002 \u30e2\u30fc\u30c9\u306b\u306f\u6b21\u306e\u3082\u306e\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u00a0<code>file = open(file_name, mode, encoding)<\/code>\n<ul class=\"wp-block-list\">\n<li>&#8216;r&#8217;: \u8aad\u307f\u53d6\u308a\u5c02\u7528\u30e2\u30fc\u30c9\u3067\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306b\u4f8b\u5916\u3092\u30b9\u30ed\u30fc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>&#8216;w&#8217;: \u66f8\u304d\u8fbc\u307f\u30e2\u30fc\u30c9\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306b\u4f5c\u6210\u3055\u308c\u3001\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u4e0a\u66f8\u304d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>&#8216;a&#8217;: \u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306b\u4f5c\u6210\u3055\u308c\u308b\u8ffd\u52a0\u30e2\u30fc\u30c9\u306f\u3001\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u672b\u5c3e\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>&#8216;x&#8217;: \u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306b\u4f5c\u6210\u3055\u308c\u308b\u6392\u4ed6\u30e2\u30fc\u30c9\u306f\u3001\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u4f8b\u5916\u3092\u30b9\u30ed\u30fc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>&#8216;b&#8217;: \u30d0\u30a4\u30ca\u30ea \u30d5\u30a1\u30a4\u30eb\u306e\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d0\u30a4\u30ca\u30ea \u30e2\u30fc\u30c9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u53d6\u308a \u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u53d6\u308a\u3068\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u8aad\u307f\u53d6\u3063\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u8aad\u307f\u8fbc\u307f\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: scssCopy \u30b3\u30fc\u30c9 (file \u306f\u30d5\u30a1\u30a4\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)\u3001read() \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u8aad\u307f\u53d6\u308a\u307e\u3059\u3002<code>content = file.read()<\/code><\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u8fbc\u307f \u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u8fbc\u307f\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u66f8\u304d\u8fbc\u307f\u3067\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u8fbc\u307f\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059: cssCopy \u30b3\u30fc\u30c9 (file \u306f\u30d5\u30a1\u30a4\u30eb \u30aa\u30d6\u30b8\u30a7\u30af\u30c8)\u3001write() \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u306b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u66f8\u304d\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<code>file.write(content)<\/code><\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u30af\u30ed\u30fc\u30b8\u30e3 \u30d5\u30a1\u30a4\u30eb\u30af\u30ed\u30fc\u30b8\u30e3\u3068\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u89e3\u653e\u3059\u308b\u305f\u3081\u306b\u3059\u3067\u306b\u958b\u304b\u308c\u3066\u3044\u308b\u30d5\u30a1\u30a4\u30eb\u3092\u9589\u3058\u308b\u3053\u3068\u3067\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u30af\u30ed\u30fc\u30b8\u30e3\u306e\u57fa\u672c\u7684\u306a\u69cb\u6587\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059:goCopy\u30b3\u30fc\u30c9(file\u306f\u30d5\u30a1\u30a4\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)\u3001close()\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u9589\u3058\u307e\u3059\u3002<code>file.close()<\/code><\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u3067\u306e\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u6b63\u898f\u8868\u73fe\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306e\u6b63\u898f\u8868\u73fe\u306f\u3001\u6587\u5b57\u5217\u5185\u306e\u7279\u5b9a\u306e\u30d1\u30bf\u30fc\u30f3\u306b\u4e00\u81f4\u3059\u308b\u7279\u6b8a\u306a\u6587\u5b57\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u3059\u3002 Python \u306e\u6b63\u898f\u8868\u73fe\u306f\u901a\u5e38\u3001re \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u64cd\u4f5c\u3055\u308c\u307e\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6b63\u898f\u8868\u73fe\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>1 \u6587\u5b57\u306b\u4e00\u81f4 \u6b63\u898f\u8868\u73fe\u3067\u8868\u73fe\u3092\u4f7f\u7528\u3057\u3066\u4efb\u610f\u306e\u6587\u5b57\u3092\u7167\u5408\u3057\u3001\u8868\u73fe\u3092\u4f7f\u7528\u3057\u3066\u6587\u5b57\u30bb\u30c3\u30c8\u3092\u7167\u5408\u3057\u3001\u8868\u73fe\u3092\u4f7f\u7528\u3057\u3066\u4e00\u9023\u306e\u6587\u5b57\u3092\u7167\u5408\u3057\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b63\u898f\u8868\u73fe\u306f\u6587\u5b57\u5217\u306a\u3069\u3068\u4e00\u81f4\u3057\u307e\u3059\u3002<code>.<\/code><code>[]<\/code><code>[^]<\/code><code>a.c<\/code><code>abc<\/code><code>adc<\/code><\/li>\n\n\n\n<li>[\u8907\u6570\u306e\u6587\u5b57\u306b\u4e00\u81f4\u3055\u305b\u308b] \u6b63\u898f\u8868\u73fe\u3067\u4f7f\u7528\u3057\u3066 0 \u500b\u4ee5\u4e0a\u306e\u5148\u884c\u6587\u5b57\u3092\u4e00\u81f4\u3055\u305b\u30011 \u3064\u4ee5\u4e0a\u306e\u5148\u884c\u6587\u5b57\u3092\u7167\u5408\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u30010 \u307e\u305f\u306f 1 \u500b\u306e\u5148\u982d\u6587\u5b57\u3092\u7167\u5408\u3059\u308b\u305f\u3081\u306b\u624b\u6bb5\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b63\u898f\u8868\u73fe\u306f\u6587\u5b57\u5217\u3001\u3001\u306a\u3069\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<code>*<\/code><code>+<\/code><code>?<\/code><code>ab*c<\/code><code>ac<\/code><code>abc<\/code><code>abbc<\/code><\/li>\n\n\n\n<li>\u4e00\u81f4\u5883\u754c\u3068\u7279\u6b8a\u6587\u5b57 \u6b63\u898f\u8868\u73fe\u306f\u3001\u4e00\u81f4\u6587\u5b57\u5217\u306e\u5148\u982d\u3092\u793a\u3059\u305f\u3081\u306b\u4f7f\u7528\u3057\u3001\u5f0f\u4e00\u81f4\u6587\u5b57\u5217\u306e\u672b\u5c3e\u3092\u4f7f\u7528\u3057\u3001\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u7279\u6b8a\u6587\u5b57\u3092\u30a8\u30b9\u30b1\u30fc\u30d7\u3057\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b63\u898f\u8868\u73fe\u306f\u6587\u5b57\u5217\u306a\u3069\u3068\u4e00\u81f4\u3057\u307e\u3059\u3002<code>^<\/code><code>$<\/code><code>\\<\/code><code>^a.*c$<\/code><code>abc<\/code><code>a123c<\/code><\/li>\n\n\n\n<li>\u4e00\u81f4\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3068\u53c2\u7167 \u6b63\u898f\u8868\u73fe\u3067\u4f7f\u7528\u3055\u308c\u308b\u4e00\u81f4\u3059\u308b\u30b0\u30eb\u30fc\u30d7\u5316\u3092\u4f7f\u7528\u3057\u3066\u3001\u524d\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3092\u53c2\u7167\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b63\u898f\u8868\u73fe\u306f\u6587\u5b57\u5217\u306b\u4e00\u81f4\u3057\u30011 \u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30b0\u30eb\u30fc\u30d7 2 \u3092 be \u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3067\u304d\u307e\u3059\u3002<code>()<\/code><code>\\\u6570\u5b57<\/code><code>(\\w+)\\s+(\\w+)<\/code><code>John Smith<\/code><code>John<\/code><code>Smith<\/code><\/li>\n\n\n\n<li>Python \u3067\u306f\u3001re \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6b63\u898f\u8868\u73fe\u306e\u30de\u30c3\u30c1\u30f3\u30b0\u3068\u7f6e\u63db\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>re.match(\u30d1\u30bf\u30fc\u30f3\u3001\u6587\u5b57\u5217): \u6587\u5b57\u5217\u306e\u5148\u982d\u304b\u3089\u4e00\u81f4\u3057\u3001\u4e00\u81f4\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>re.search(\u30d1\u30bf\u30fc\u30f3\u3001\u6587\u5b57\u5217):\u6587\u5b57\u5217\u5168\u4f53\u306b\u4e00\u81f4\u3057\u3001\u4e00\u81f4\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>re.findall(\u30d1\u30bf\u30fc\u30f3\u3001\u6587\u5b57\u5217): \u6587\u5b57\u5217\u5168\u4f53\u306e\u6761\u4ef6\u306b\u4e00\u81f4\u3059\u308b\u3059\u3079\u3066\u306e\u90e8\u5206\u6587\u5b57\u5217\u306b\u4e00\u81f4\u3057\u3001\u30ea\u30b9\u30c8\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>re.sub(\u30d1\u30bf\u30fc\u30f3\u3001\u7f6e\u63db\u3001\u6587\u5b57\u5217): \u6587\u5b57\u5217\u5185\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u90e8\u5206\u6587\u5b57\u5217\u3092\u6307\u5b9a\u3055\u308c\u305f\u6587\u5b57\u5217\u306b\u518d\u7f6e\u63db\u3057\u3001\u7f6e\u63db\u3055\u308c\u305f\u6587\u5b57\u5217\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u6b63\u898f\u8868\u73fe\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u305f\u3081\u306e\u57fa\u790e\u3067\u3042\u308a\u3001\u305d\u308c\u3089\u3092\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u3067\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u3068\u30c7\u30fc\u30bf\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306bPython\u8a00\u8a9e\u3092\u4f7f\u7528\u3059\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u6307\u3057\u307e\u3059\u3002 Python\u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u3001\u30bd\u30b1\u30c3\u30c8\u3001\u9078\u629e\u3001\u975e\u540c\u671f\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002 Python \u3067\u306e\u4e00\u822c\u7684\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u8a73\u7d30\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bd\u30b1\u30c3\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb \u30bd\u30b1\u30c3\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001Python\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u3068\u30c7\u30fc\u30bf\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u30bd\u30b1\u30c3\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u4e00\u822c\u7684\u306a\u30bd\u30b1\u30c3\u30c8\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u306e\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3001TCP\u3001UDP\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30bd\u30b1\u30c3\u30c8\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30bd\u30b1\u30c3\u30c8: \u30bd\u30b1\u30c3\u30c8\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u306e\u57fa\u672c\u5358\u4f4d\u3067\u3042\u308a\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>IP\u30a2\u30c9\u30ec\u30b9:IP\u30a2\u30c9\u30ec\u30b9\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u30db\u30b9\u30c8\u3092\u4e00\u610f\u306b\u8b58\u5225\u3059\u308b\u30a2\u30c9\u30ec\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30dd\u30fc\u30c8\u756a\u53f7: \u30dd\u30fc\u30c8\u756a\u53f7\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u901a\u4fe1\u30dd\u30fc\u30c8\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30c8\u30b3\u30eb:\u30d7\u30ed\u30c8\u30b3\u30eb\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u901a\u4fe1\u306e\u30eb\u30fc\u30eb\u3068\u898f\u5247\u3067\u3042\u308a\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d7\u30ed\u30c8\u30b3\u30eb\u306b\u306fTCP\u3001UDP\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u9078\u629e select\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u8907\u6570\u306e\u63a5\u7d9a\u306e\u8aad\u307f\u53d6\u308a\u30a4\u30d9\u30f3\u30c8\u3068\u66f8\u304d\u8fbc\u307f\u30a4\u30d9\u30f3\u30c8\u306e\u540c\u6642\u51e6\u7406\u3092\u5b9f\u73fe\u3067\u304d\u308bI \/ O\u591a\u91cd\u5316\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308bPython \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3059\u3002 select\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30d5\u30a1\u30a4\u30eb\u8a18\u8ff0\u5b50: \u30d5\u30a1\u30a4\u30eb\u8a18\u8ff0\u5b50\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f\u30bd\u30b1\u30c3\u30c8\u3092\u8b58\u5225\u3057\u3066\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306b\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f\u30bd\u30b1\u30c3\u30c8\u3092\u62bd\u8c61\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/li>\n\n\n\n<li>I\/O \u591a\u91cd\u5316: I\/O \u591a\u91cd\u5316\u306f\u3001\u8907\u6570\u306e\u63a5\u7d9a\u304b\u3089\u306e\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u30a4\u30d9\u30f3\u30c8\u3092\u51e6\u7406\u3059\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u540c\u6642\u5b9f\u884c\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>asyncio \u30e2\u30b8\u30e5\u30fc\u30eb asyncio \u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001Python 3.4 \u4ee5\u964d\u306e\u65b0\u3057\u3044\u975e\u540c\u671f I\/O \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3001\u52b9\u7387\u7684\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 Asyncio\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30eb\u30fc\u30c1\u30f3: \u30b3\u30eb\u30fc\u30c1\u30f3\u306f\u30011 \u3064\u306e\u30b9\u30ec\u30c3\u30c9\u3067\u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u5b9f\u884c\u3067\u304d\u308b\u8efd\u91cf\u30b9\u30ec\u30c3\u30c9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30d9\u30f3\u30c8\u30eb\u30fc\u30d7:\u30a4\u30d9\u30f3\u30c8\u30eb\u30fc\u30d7\u306f\u975e\u540c\u671fI \/ O\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u4e2d\u6838\u3068\u306a\u308b\u6982\u5ff5\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30b3\u30eb\u30fc\u30c1\u30f3\u3092\u76f4\u5217\u306b\u63a5\u7d9a\u3057\u3066\u52b9\u7387\u7684\u306a\u975e\u540c\u671f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u975e\u540c\u671f I\/O: \u975e\u540c\u671f I\/O \u306f\u3001\u52b9\u7387\u7684\u306a I\/O \u64cd\u4f5c\u3092\u53ef\u80fd\u306b\u3059\u308b\u30ce\u30f3\u30d6\u30ed\u30c3\u30ad\u30f3\u30b0 I\/O \u30e2\u30c7\u30eb\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u4e0a\u3067\u91cd\u8981\u306a\u5206\u91ce\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3084\u4f7f\u3044\u65b9\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u306e\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u3067\u306e\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u306f\u3001Python \u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u540c\u6642\u5b9f\u884c\u3092\u5b9f\u73fe\u3059\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002 Python\u306e\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u30b9\u30ec\u30c3\u30c9\u3068\u30ed\u30c3\u30af\u306e\u6982\u5ff5\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u30b9\u30ec\u30c3\u30c9\u3068\u30ad\u30e5\u30fc\u304c\u542b\u307e\u308c\u307e\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b9\u30ec\u30c3\u30c9\u30e2\u30b8\u30e5\u30fc\u30eb \u30b9\u30ec\u30c3\u30c9\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306ePython\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30b9\u30ec\u30c3\u30c9\u306e\u540c\u6642\u5b9f\u884c\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30b9\u30ec\u30c3\u30c9\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30ec\u30c3\u30c9: \u30b9\u30ec\u30c3\u30c9\u306f\u3001\u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u5b9f\u884c\u3067\u304d\u308b\u8efd\u91cf\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30ed\u30c3\u30af: \u30ed\u30c3\u30af\u306f\u3001\u5171\u6709\u30ea\u30bd\u30fc\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3042\u308a\u3001\u4e00\u5ea6\u306b 1 \u3064\u306e\u30b9\u30ec\u30c3\u30c9\u306e\u307f\u304c\u5171\u6709\u30ea\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30de\u30d5\u30a9:\u30bb\u30de\u30d5\u30a9\u306f\u3001\u540c\u6642\u5b9f\u884c\u30b9\u30ec\u30c3\u30c9\u306e\u6570\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3042\u308a\u3001\u540c\u6642\u306b\u5b9f\u884c\u3055\u308c\u308b\u30b9\u30ec\u30c3\u30c9\u306e\u6570\u3092\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ad\u30e5\u30fc\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30b9\u30ec\u30c3\u30c9\u30bb\u30fc\u30d5\u306a\u30ad\u30e5\u30fc\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30b9\u30ec\u30c3\u30c9\u9593\u306e\u30c7\u30fc\u30bf\u4ea4\u63db\u3068\u901a\u4fe1\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30ad\u30e5\u30fc \u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001Queue\u3001LifoQueue\u3001PriorityQueue \u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u30b9\u30ec\u30c3\u30c9 \u30bb\u30fc\u30d5\u306a\u30ad\u30e5\u30fc \u30af\u30e9\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>GIL (\u30b0\u30ed\u30fc\u30d0\u30eb\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u30ed\u30c3\u30af) GIL \u306f\u3001\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u306e\u72b6\u614b\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u30e1\u30e2\u30ea\u5272\u308a\u5f53\u3066\u3092\u4fdd\u8b77\u3059\u308b Python \u306e\u7279\u5225\u306a\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002 GIL \u306e\u5f79\u5272\u306f\u3001\u4e00\u5ea6\u306b 1 \u3064\u306e\u30b9\u30ec\u30c3\u30c9\u306e\u307f\u304c Python \u30d0\u30a4\u30c8\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\u306e\u72b6\u614b\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30e1\u30e2\u30ea\u306e\u5272\u308a\u5f53\u3066\u306b\u95a2\u3059\u308b\u540c\u6642\u5b9f\u884c\u306e\u554f\u984c\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001Python\u306e\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306fPython\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u4e0a\u3067\u91cd\u8981\u306a\u9818\u57df\u3067\u3042\u308a\u3001\u67d4\u8edf\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3084\u4f7f\u3044\u65b9\u306b\u7fd2\u719f\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u306a\u304a\u3001GIL\u306e\u5b58\u5728\u306b\u3088\u308a\u3001Python\u306e\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306fCPU\u3092\u96c6\u4e2d\u7684\u306b\u4f7f\u7528\u3059\u308b\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u969b\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u304c\u8907\u6570\u306eGPU\u30b3\u30a2\u3092\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u3067\u306e\u8907\u6570\u306e GPU \u30b3\u30a2\u306e\u4f7f\u7528\u306f\u3001GPU \u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u7528\u306b NVIDIA \u304c\u958b\u767a\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304a\u3088\u3073 API \u3067\u3042\u308b CUDA (Compute Unified Device Architecture) \u306b\u3088\u3063\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 Python \u3067\u8907\u6570\u306e GPU \u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>CUDA \u3068 cuDNN \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b Python \u3067\u8907\u6570\u306e GPU \u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u307e\u305a CUDA \u3068 cuDNN \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 CUDA\u306fNVIDIA\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u304c\u3001cuDNN\u306fNVIDIA\u958b\u767a\u8005\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>TensorFlow \u3084 PyTorch \u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u8907\u6570\u306e GPU \u30b3\u30a2\u3092\u4f7f\u7528\u3057\u305f\u4e26\u5217\u8a08\u7b97\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u30de\u30eb\u30c1GPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30c7\u30fc\u30bf\u4e26\u5217\u5316\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u6570\u306e GPU \u306b\u30c7\u30fc\u30bf\u3092\u5206\u6563\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5404 GPU \u3067\u8a08\u7b97\u30b0\u30e9\u30d5\u306e\u30b3\u30d4\u30fc\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5404GPU\u306e\u8a08\u7b97\u7d50\u679c\u3092\u7d50\u5408\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Horovod\u306f\u3001Uber\u304c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5316\u3057\u305f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u8907\u6570\u306eGPU\u3068\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u305f\u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 Horood\u3092\u4f7f\u7528\u3057\u305f\u30de\u30eb\u30c1GPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>Horovod \u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u6570\u306e GPU \u30b3\u30a2\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5404 GPU \u30b3\u30a2\u3067\u8a08\u7b97\u30b0\u30e9\u30d5\u306e\u30b3\u30d4\u30fc\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5404GPU\u3067\u306e\u8a08\u7b97\u7d50\u679c\u306f\u3001Horovod\u304c\u63d0\u4f9b\u3059\u308bAllreduce\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u7d50\u5408\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001Python \u3067\u306e\u8907\u6570\u306e GPU \u30b3\u30a2\u306e\u4f7f\u7528\u306f CUDA \u3092\u4ecb\u3057\u3066\u5b9f\u88c5\u3067\u304d\u3001\u30de\u30eb\u30c1 GPU \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f TensorFlow\u3001PyTorch\u3001Horovod \u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3001\u30de\u30eb\u30c1GPU\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u57fa\u672c\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3057\u3066\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u304c\u8907\u6570\u306eCPU\u30b3\u30a2\u3092\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u3067\u8907\u6570\u306e CPU \u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u8907\u6570\u306eCPU\u30b3\u30a2\u3092\u5229\u7528\u3057\u3066\u540c\u6642\u306b\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Python \u3067\u8907\u6570\u306e CPU \u30b3\u30a2\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u5206\u5272\u3057\u3066\u4e26\u5217\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30d7\u30ed\u30bb\u30b9:\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u72ec\u7acb\u3057\u305f\u30e1\u30e2\u30ea\u30b9\u30da\u30fc\u30b9\u3068CPU\u6642\u9593\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u308b\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3067\u5b9f\u884c\u4e2d\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30fc\u30eb:\u30d7\u30fc\u30eb\u306f\u3001\u540c\u6642\u306b\u5b9f\u884c\u3055\u308c\u308b\u30d7\u30ed\u30bb\u30b9\u306e\u6570\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306b\u30d7\u30ed\u30bb\u30b9\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30bb\u30b9\u9593\u901a\u4fe1 (IPC): \u30d7\u30ed\u30bb\u30b9\u9593\u901a\u4fe1\u306f\u3001\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30b9\u9593\u306e\u30c7\u30fc\u30bf\u4ea4\u63db\u3068\u901a\u4fe1\u3092\u53ef\u80fd\u306b\u3059\u308b\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u91cd\u8981\u306a\u6982\u5ff5\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>joblib \u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b9f\u88c5\u3057\u3001\u30d7\u30ed\u30bb\u30b9\u30d7\u30fc\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u81ea\u52d5\u7684\u306b\u8a2d\u5b9a\u3057\u3001Numpy \u914d\u5217\u3068 Pandas DataFrame \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u52b9\u7387\u7684\u306a\u51e6\u7406\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e Python \u306e\u9ad8\u5ea6\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3059\u3002 joblib \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u30d1\u30e9\u30ec\u30eb\u30b8\u30e7\u30d6: \u30d1\u30e9\u30ec\u30eb\u30b8\u30e7\u30d6\u306f\u3001\u4e26\u5217\u3067\u5b9f\u884c\u3067\u304d\u308b\u4e00\u9023\u306e\u30bf\u30b9\u30af\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u9045\u5ef6: \u9045\u5ef6\u306f\u3001\u901a\u5e38\u306e\u95a2\u6570\u3092\u4e26\u5217\u30b8\u30e7\u30d6\u306b\u5909\u63db\u3059\u308b\u30c7\u30b3\u30ec\u30fc\u30bf\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001Python\u3067\u306e\u8907\u6570\u306eCPU\u30b3\u30a2\u306e\u4f7f\u7528\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3067\u304d\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u3084joblib\u30e2\u30b8\u30e5\u30fc\u30eb\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3001\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u57fa\u672c\u6982\u5ff5\u3068\u4f7f\u7528\u6cd5\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3057\u3066\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u304c\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u3069\u306e\u3088\u3046\u306b\u8aad\u307f\u66f8\u304d\u3059\u308b\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u306f\u3001Python \u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306e sqlite3 \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u4f7f\u7528\u3001MySQLdb\u3001psycopg2 \u306a\u3069\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 API \u306e\u4f7f\u7528\u3001SQLAlchemy \u306a\u3069\u306e ORM \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4ee5\u4e0b\u306f\u3001Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>sqlite3\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001SQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306bPython\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u5909\u66f4\u306bSQL\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u306bsqlite3\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u63a5\u7d9a: \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u63a5\u7d9a\u306b\u4f7f\u7528\u3055\u308c\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308a\u3001\u30af\u30a8\u30ea\u64cd\u4f5c\u3068\u5909\u66f4\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30fc\u30bd\u30eb: \u30ab\u30fc\u30bd\u30eb\u306f\u30af\u30a8\u30ea\u7d50\u679c\u306e\u8d70\u67fb\u306b\u4f7f\u7528\u3055\u308c\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308a\u3001fetchone\u3001fetchall\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u7d50\u679c\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Python\u306b\u306f\u3001MySQLdb\u3001psycopg2\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u63a5\u7d9a\u3068\u64cd\u4f5c\u306b\u4f7f\u7528\u3067\u304d\u308b\u591a\u304f\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9API\u3082\u3042\u308a\u307e\u3059\u3002 \u901a\u5e38\u3001\u3053\u308c\u3089\u306e API \u306b\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u69cb\u6210\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30af\u30a8\u30ea\u3068\u5909\u66f4\u306e\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>ORM(\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30de\u30c3\u30d4\u30f3\u30b0)\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30c6\u30fc\u30d6\u30eb\u3092\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u624b\u6cd5\u3067\u3042\u308a\u3001SQL\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092Python\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u64cd\u4f5c\u306b\u5909\u63db\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u64cd\u4f5c\u3092\u7c21\u7d20\u5316\u3067\u304d\u307e\u3059\u3002 Python \u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b ORM \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u306f\u3001SQLAlchemy \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Python\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8aad\u307f\u66f8\u304d\u3059\u308b\u65b9\u6cd5\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u57fa\u672c\u6982\u5ff5\u3068SQL\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u7fd2\u5f97\u3057\u3001\u67d4\u8edf\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>NumPy\u306f\u3001Python\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u306e1\u3064\u3067\u3042\u308a\u3001\u4e3b\u306b\u914d\u5217\u304a\u3088\u3073\u884c\u5217\u6f14\u7b97\u306e\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 NumPy \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6b21\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>NumPy \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5927\u91cf\u306e\u6570\u5024\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u304a\u3088\u3073\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u591a\u6b21\u5143\u914d\u5217\u3067\u3042\u308b ndarray (N \u6b21\u5143\u914d\u5217) \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 ndarray \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306f NumPy \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e2d\u6838\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u578b\u3068\u914d\u5217\u64cd\u4f5c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u914d\u5217\u64cd\u4f5c NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u914d\u5217\u8981\u7d20\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3068\u5909\u66f4\u3001\u914d\u5217\u5f62\u72b6\u306e\u5909\u66f4\u3001\u914d\u5217\u306e\u30b9\u30d7\u30e9\u30a4\u30b7\u30f3\u30b0\u3068\u5206\u5272\u3001\u914d\u5217\u306e\u30b3\u30d4\u30fc\u3068\u30b9\u30e9\u30a4\u30b9\u306a\u3069\u3001\u914d\u5217\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u914d\u5217\u6f14\u7b97 NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u57fa\u672c\u7684\u306a\u7b97\u8853\u6f14\u7b97\u3001\u8ad6\u7406\u6f14\u7b97\u3001\u4e09\u89d2\u95a2\u6570\u3001\u6307\u6570\u95a2\u6570\u3001\u5bfe\u6570\u95a2\u6570\u3001\u7d71\u8a08\u95a2\u6570\u306a\u3069\u3001\u914d\u5217\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u306e\u30d6\u30ed\u30fc\u30c9\u30ad\u30e3\u30b9\u30c8\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u72b6\u306e\u914d\u5217\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002 \u30d6\u30ed\u30fc\u30c9\u30ad\u30e3\u30b9\u30c8\u306b\u3088\u308a\u3001\u914d\u5217\u64cd\u4f5c\u304c\u3088\u308a\u4fbf\u5229\u3067\u52b9\u7387\u7684\u306b\u306a\u308a\u3001\u914d\u5217\u306b\u5bfe\u3059\u308b\u660e\u793a\u7684\u306a\u53cd\u5fa9\u64cd\u4f5c\u304c\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7dda\u5f62\u4ee3\u6570\u6f14\u7b97 NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u884c\u5217\u3068\u30d9\u30af\u30c8\u30eb\u306e\u4e57\u7b97\u3001\u884c\u5217\u306e\u9006\u884c\u5217\u3001\u884c\u5217\u306e\u56fa\u6709\u5024\u3068\u56fa\u6709\u30d9\u30af\u30c8\u30eb\u306a\u3069\u3001\u7dda\u5f62\u4ee3\u6570\u6f14\u7b97\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e71\u6570\u751f\u6210 NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u4e00\u69d8\u5206\u5e03\u3001\u6b63\u898f\u5206\u5e03\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3001\u4e8c\u9805\u5206\u5e03\u306a\u3069\u3001\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3068\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001Python\u3067\u306e\u6570\u5024\u8a08\u7b97\u3068\u79d1\u5b66\u8a08\u7b97\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u914d\u5217\u6f14\u7b97\u3001\u914d\u5217\u6f14\u7b97\u3001\u30d6\u30ed\u30fc\u30c9\u30ad\u30e3\u30b9\u30c8\u3001\u7dda\u5f62\u4ee3\u6570\u6f14\u7b97\u3001\u304a\u3088\u3073\u4e71\u6570\u751f\u6210\u95a2\u6570\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u914d\u5217\u64cd\u4f5c\u306e\u52b9\u7387\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u79d1\u5b66\u8a08\u7b97\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u30d1\u30f3\u30c0\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Pandas\u306f\u3001Python\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306e1\u3064\u3067\u3042\u308a\u3001\u4e3b\u306b\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 Pandas \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6b21\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Pandas \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u7cfb\u5217\u3068\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3068\u3044\u3046 2 \u3064\u306e\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Series \u306f\u3001\u4efb\u610f\u306e\u30c7\u30fc\u30bf\u578b\u3092\u683c\u7d0d\u3067\u304d\u308b 1 \u6b21\u5143\u914d\u5217\u306b\u4f3c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308a\u3001DataFrame \u306f\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u578b\u3092\u683c\u7d0d\u3067\u304d\u308b 2 \u6b21\u5143\u30c6\u30fc\u30d6\u30eb\u306b\u4f3c\u305f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6b20\u640d\u5024\u306e\u51e6\u7406\u3001\u91cd\u8907\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u578b\u306e\u5909\u63db\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u5909\u63db\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u7d71\u8a08\u3001\u96c6\u8a08\u3001\u4e26\u3079\u66ff\u3048\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30b8\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u5206\u6790\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u7e26\u68d2\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u3001\u30d2\u30fc\u30c8\u30d7\u30ed\u30c3\u30c8\u3001\u7bb1\u3072\u3052\u56f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5165\u51fa\u529b\u30d1\u30f3\u30c0\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001CSV\u3001EXCEL\u3001SQL\u3001JSON\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u66f8\u304d\u3067\u304d\u308b\u3001\u30c7\u30fc\u30bf\u306e\u5165\u51fa\u529b\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u95a2\u6570\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001Python\u3067\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u3001\u30c7\u30fc\u30bf\u5165\u51fa\u529b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308b\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u4f55\u3092\u3059\u308b\u306e\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Matplotlib\u306f\u3001Python\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u8996\u899a\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u306e1\u3064\u3067\u3042\u308a\u3001\u4e3b\u306b\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 Matplotlib \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6b21\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u3001\u30d2\u30fc\u30c8\u30d7\u30ed\u30c3\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30bf\u30a4\u30eb\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30bf\u30a4\u30eb\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30e1\u30bd\u30c3\u30c9\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30b0\u30e9\u30d5\u306e\u8272\u3001\u7dda\u7a2e\u3001\u30de\u30fc\u30ab\u30fc\u3001\u5857\u308a\u3064\u3076\u3057\u3001\u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3092\u3088\u308a\u7f8e\u3057\u304f\u8aad\u307f\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3068\u30ec\u30a4\u30a2\u30a6\u30c8 Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3068\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u5236\u5fa1\u3057\u3001\u8907\u6570\u306e\u30b5\u30d6\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3089\u306e\u4f4d\u7f6e\u3001\u30b5\u30a4\u30ba\u3001\u30de\u30fc\u30b8\u30f3\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30e1\u30bd\u30c3\u30c9\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u63d0\u4f9b\u3057\u3001\u30b0\u30e9\u30d5\u3092\u3088\u308a\u67d4\u8edf\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30ad\u30b9\u30c8\u3068\u6ce8\u91c8 Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u6ce8\u91c8\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30e1\u30bd\u30c3\u30c9\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30bf\u30a4\u30c8\u30eb\u3001\u8ef8\u30e9\u30d9\u30eb\u3001\u51e1\u4f8b\u3001\u6ce8\u91c8\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u30b0\u30e9\u30d5\u306b\u8ffd\u52a0\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3092\u3088\u308a\u8c4a\u304b\u3067\u8aad\u307f\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d7\u30ed\u30c3\u30c8 Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30de\u30a6\u30b9\u3084\u30ad\u30fc\u30dc\u30fc\u30c9\u3067\u30ba\u30fc\u30e0\u3001\u30d1\u30f3\u3001\u9078\u629e\u306a\u3069\u306e\u64cd\u4f5c\u3092\u884c\u3044\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u76f4\u611f\u7684\u306b\u8868\u793a\u3067\u304d\u308b\u3001\u3055\u307e\u3056\u307e\u306a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd\u3068\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306fPython\u3067\u306e\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30c3\u30c8\u3001\u30b9\u30bf\u30a4\u30eb\u5236\u5fa1\u3001\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3068\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u6ce8\u91c8\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d7\u30ed\u30c3\u30c8\u3001\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>TensorFlow\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>TensorFlow \u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b Google \u304c\u958b\u767a\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6b21\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306e Tensor \u306f\u3001\u753b\u50cf\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3001\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u591a\u6b21\u5143\u914d\u5217\u3067\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u306e\u4f5c\u6210\u3001\u5909\u66f4\u3001\u5909\u63db\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u6b63\u898f\u5316\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c6\u30f3\u30bd\u30eb\u64cd\u4f5c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5b8c\u5168\u7d50\u5408\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u8907\u96d1\u306a\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u30ec\u30a4\u30e4\u30fc\u3068\u6d3b\u6027\u5316\u95a2\u6570\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u6700\u9069\u5316\u306b\u4f7f\u7528\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u640d\u5931\u95a2\u6570\u3068\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u540c\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u975e\u540c\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u306e\u4fdd\u5b58\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ea\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30e1\u30bd\u30c3\u30c9\u3068\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30c6\u30f3\u30bd\u30eb\u6f14\u7b97\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30e2\u30c7\u30eb\u3001\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 TensorFlow \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>pytorch\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>PyTorch \u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b Facebook \u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6b21\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c6\u30f3\u30bd\u30eb\u6f14\u7b97 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306e Tensor \u306f\u3001\u753b\u50cf\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3001\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u591a\u6b21\u5143\u914d\u5217\u3067\u3059\u3002 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30c6\u30f3\u30bd\u30eb\u306e\u4f5c\u6210\u3001\u5909\u66f4\u3001\u5909\u63db\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u6b63\u898f\u5316\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c6\u30f3\u30bd\u30eb\u64cd\u4f5c\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30e2\u30c7\u30eb PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5b8c\u5168\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ea\u30ab\u30ec\u30f3\u30c8 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u8907\u96d1\u306a\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u30ec\u30a4\u30e4\u30fc\u3068\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Autograd PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u52fe\u914d\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u3066\u30e2\u30c7\u30eb \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306b\u9006\u4f1d\u64ad\u3059\u308b\u30aa\u30fc\u30c8\u30b0\u30e9\u30fc\u30c9\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u81ea\u52d5\u5fae\u5206\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u3088\u308a\u7c21\u5358\u304b\u3064\u52b9\u7387\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ce\u30fc\u30c9\u3092\u5229\u7528\u3067\u304d\u308b\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u540c\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u975e\u540c\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u306e\u4fdd\u5b58\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u518d\u8aad\u307f\u8fbc\u307f\u3068\u4f7f\u7528\u3092\u884c\u3046\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3068\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u79d1\u5b66\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea PyTorch\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6570\u5024\u7a4d\u5206\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u79d1\u5b66\u8a08\u7b97\u3092\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u308b\u79d1\u5b66\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u591a\u304f\u306e\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u30c6\u30f3\u30bd\u30eb\u64cd\u4f5c\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30e2\u30c7\u30eb\u3001\u81ea\u52d5\u5fae\u5206\u3001\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 PyTorch \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u3067\u30af\u30ed\u30fc\u30e9\u30fc\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u66f8\u304f\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u306f\u3055\u307e\u3056\u307e\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30af\u30ed\u30fc\u30e9\u30fc\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u3067\u3088\u308a\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30e9\u30a4\u30d6\u30e9\u30ea\u3001Beautiful Soup\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u304a\u3088\u3073Scrapy\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30af\u30ed\u30fc\u30e9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>pip\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u4e21\u65b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059:pip\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u7f8e\u3057\u3044\u30b9\u30fc\u30d74<\/li>\n\n\n\n<li>\u8981\u6c42\u30e9\u30a4\u30d6\u30e9\u30ea\u306e get \u30e1\u30bd\u30c3\u30c9\u307e\u305f\u306f post \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30bf\u30fc\u30b2\u30c3\u30c8 Web \u30b5\u30a4\u30c8\u306b HTTP \u8981\u6c42\u3092\u9001\u4fe1\u3057\u3001Web \u30da\u30fc\u30b8\u306e HTML \u30b3\u30fc\u30c9\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7f8e\u3057\u3044\u30b9\u30fc\u30d7\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066HTML\u30b3\u30fc\u30c9\u3092\u89e3\u6790\u3059\u308b \u7f8e\u3057\u3044\u30b9\u30fc\u30d7\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u89e3\u6790\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001HTML\u30b3\u30fc\u30c9\u3092\u7f8e\u3057\u3044\u30b9\u30fc\u30d7\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u89e3\u6790\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7f8e\u3057\u3044\u30b9\u30fc\u30d7 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001find \u30e1\u30bd\u30c3\u30c9\u307e\u305f\u306f find_all \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u7279\u5b9a\u306e HTML \u8981\u7d20\u3092\u691c\u7d22\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python \u306e\u7d44\u307f\u8fbc\u307f\u306e\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u3092\u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30eb\u30fc\u30d7\u306e\u5b9f\u884c \u30eb\u30fc\u30d7\u69cb\u9020\u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u6570\u306e Web \u30da\u30fc\u30b8\u3092\u30af\u30ed\u30fc\u30eb\u3057\u3001\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u3092\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3088\u308a\u8907\u96d1\u306a\u30af\u30ed\u30fc\u30e9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001Scrapy\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 Scrapy \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u975e\u540c\u671f\u30af\u30ed\u30fc\u30eb\u3068\u5206\u6563\u30af\u30ed\u30fc\u30eb\u3092\u5bb9\u6613\u306b\u3057\u3001\u3088\u308a\u67d4\u8edf\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u69cb\u6210\u304a\u3088\u3073\u62e1\u5f35\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001Python\u3067\u30af\u30ed\u30fc\u30e9\u30fc\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3001HTML\u89e3\u6790\u3001\u30c7\u30fc\u30bf\u62bd\u51fa\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u30d3\u30e5\u30fc\u30c6\u30a3\u30d5\u30eb\u30b9\u30fc\u30d7\u30e9\u30a4\u30d6\u30e9\u30ea\u3001Scrapy\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u306a\u304a\u3001\u30af\u30ed\u30fc\u30e9\u64cd\u4f5c\u3092\u884c\u3046\u969b\u306b\u306f\u3001Web\u30b5\u30a4\u30c8\u306e\u30af\u30ed\u30fc\u30eb\u30eb\u30fc\u30eb\u3092\u9075\u5b88\u3057\u3001\u4e0d\u5fc5\u8981\u306a\u30c8\u30e9\u30d6\u30eb\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u30aa\u30fc\u30d0\u30fc\u30af\u30ed\u30fc\u30eb\u3084\u4e0d\u6b63\u306a\u64cd\u4f5c\u3092\u884c\u308f\u306a\u3044\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Python\u3067\u30c7\u30fc\u30bf\u3092\u5206\u6790\u30fb\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python\u306b\u306f\u3001\u4e3b\u306bNumPy\u3001Pandas\u3001Matplotlib\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4ecb\u3057\u305f\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u8996\u899a\u5316\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3068\u8996\u899a\u5316\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u6e96\u5099 \u6700\u521d\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u304c\u5fc5\u8981\u3067\u3001\u6b21\u306b\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002 \u901a\u5e38\u3001Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001CSV\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u63a2\u7d22 \u6b21\u306b\u3001\u30c7\u30fc\u30bf\u3092\u8abf\u67fb\u304a\u3088\u3073\u5206\u6790\u3057\u3066\u3001\u5206\u5e03\u3001\u95a2\u4fc2\u3001\u50be\u5411\u306a\u3069\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u5e73\u5747\u3001\u5206\u6563\u3001\u4e2d\u592e\u5024\u3001\u6700\u983b\u5024\u3001\u6700\u5c0f\u5024\u3001\u6700\u5927\u5024\u306a\u3069\u306e\u8a08\u7b97\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u7d71\u8a08\u304a\u3088\u3073\u96c6\u8a08\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001Pandas \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u30d4\u30dc\u30c3\u30c8\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u96c6\u8a08\u64cd\u4f5c\u3092\u884c\u3044\u3001\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3068\u50be\u5411\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6700\u5f8c\u306b\u3001Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u3001\u30d2\u30fc\u30c8\u30d7\u30ed\u30c3\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30bf\u30a4\u30eb\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3001\u30b5\u30d6\u30d7\u30ed\u30c3\u30c8\u3068\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u30c6\u30ad\u30b9\u30c8\u3068\u6ce8\u91c8\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d7\u30ed\u30c3\u30c8\u3001\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u3082\u63d0\u4f9b\u3057\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u3088\u308a\u7f8e\u3057\u304f\u8aad\u307f\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u52a0\u3048\u3066\u3001Seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 Seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5bc6\u5ea6\u30d7\u30ed\u30c3\u30c8\u3001\u7bb1\u3072\u3052\u56f3\u3001\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30d7\u30ed\u30c3\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u5206\u5e03\u3068\u95a2\u4fc2\u3092\u3088\u308a\u8a73\u7d30\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001Python\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3068\u8996\u899a\u5316\u306b\u306f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u30c7\u30fc\u30bf\u63a2\u7d22\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001NumPy\u3001Pandas\u3001Matplotlib\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u3084\u53ef\u8996\u5316\u64cd\u4f5c\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306bPython\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Python \u3092\u4f7f\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u77e5\u8b58\u3068\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002 Python \u3092\u4f7f\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u6e96\u5099 \u6700\u521d\u306b\u30c7\u30fc\u30bf\u53ce\u96c6\u304c\u5fc5\u8981\u3067\u3001\u6b21\u306b\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002 Pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u53d6\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8 \u30bb\u30c3\u30c8\u306b\u5206\u5272\u3059\u308b\u306b\u306f\u3001Scikit-learn \u30e9\u30a4\u30d6\u30e9\u30ea\u306e train_test_split \u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u9078\u629e \u6b21\u306b\u3001\u9069\u5207\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u306f\u3001\u7dda\u5f62\u56de\u5e30\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002 Scikit-learn \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1 \u6b21\u306b\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Scikit-learn \u30e9\u30a4\u30d6\u30e9\u30ea\u306e fit \u30e1\u30bd\u30c3\u30c9\u3068 predict \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u7cbe\u5ea6\u3001\u7cbe\u5ea6\u3001\u518d\u73fe\u7387\u3001F1 \u30b9\u30b3\u30a2\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u8a55\u4fa1\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u8abf\u6574 \u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30e2\u30c7\u30eb\u3092\u8abf\u6574\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u3059\u3002 \u30b0\u30ea\u30c3\u30c9\u691c\u7d22\u3068\u30e9\u30f3\u30c0\u30e0\u691c\u7d22\u306f\u3001Scikit-learn \u30e9\u30a4\u30d6\u30e9\u30ea\u306e GridSearchCV \u95a2\u6570\u3068 RandomizedSearchCV \u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4 \u6700\u5f8c\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u904b\u7528\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Flask\u3001Django\u306a\u3069\u306ePython\u30a6\u30a7\u30d6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u547c\u3073\u51fa\u3059\u305f\u3081\u306eAPI\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u52a0\u3048\u3066\u3001TensorFlow\u3001PyTorch\u3001Keras\u306a\u3069\u306e\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u3088\u308a\u8907\u96d1\u3067\u6b63\u78ba\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3068\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b Python \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u8abf\u6574\u3001\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001Scikit-learn \u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u305d\u306e\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5bb9\u6613\u306b\u306a\u308a\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Github\u306e\u512a\u308c\u305fPython\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u4f55\u3067\u3059\u304b<\/p>\n\n\n\n<p>GitHub\u306b\u306f\u591a\u304f\u306e\u512a\u308c\u305fPython\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u3088\u308a\u4eba\u6c17\u304c\u3042\u308a\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Django:Django\u306f\u3001Python\u3067\u8a18\u8ff0\u3055\u308c\u305f\u4eba\u6c17\u306e\u3042\u308bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u958b\u767a\u8005\u306f\u9ad8\u6027\u80fdWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30e9\u30b9\u30b3:\u30d5\u30e9\u30b9\u30b3\u306f\u3001Python\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30b7\u30f3\u30d7\u30eb\u3067\u67d4\u8edf\u306aWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068API\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Scikit-learn:Scikit-learn\u306f\u3001Python\u3067\u66f8\u304b\u308c\u305f\u4eba\u6c17\u306e\u3042\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u591a\u304f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30c4\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>TensorFlow:TensorFlow\u306f\u3001Python\u3067\u8a18\u8ff0\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>PyTorch: PyTorch \u306f\u3001Python \u3067\u8a18\u8ff0\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Pandas: Pandas\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u308b\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30c7\u30fc\u30bf\u64cd\u4f5c\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>NumPy: NumPy \u306f\u79d1\u5b66\u8a08\u7b97\u7528\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u4fbf\u5229\u306a\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u79d1\u5b66\u8a08\u7b97\u306e\u305f\u3081\u306e\u52b9\u7387\u7684\u306a\u591a\u6b21\u5143\u914d\u5217\u3068\u884c\u5217\u64cd\u4f5c\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Matplotlib: Matplotlib \u306f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u305f\u3081\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u3092\u4fbf\u5229\u306b\u8868\u793a\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30c3\u30c8\u95a2\u6570\u3068\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u5236\u5fa1\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u512a\u308c\u305fPython\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3067\u7c21\u5358\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306f\u3069\u3061\u3089\u3082Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3067\u3042\u308a\u3001Python\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u306a\u304f\u3066\u306f\u306a\u3089\u306a\u3044\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=869\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Github\u306ePython\u306e\u512a\u308c\u305f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u4f55\u3067\u3059\u304b<\/p>\n\n\n\n<p>GitHub \u306b\u306f Python \u306e\u512a\u308c\u305f\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3084\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u3088\u308a\u4eba\u6c17\u304c\u3042\u308a\u3001\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol 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