{"id":44413,"date":"2025-08-08T16:44:52","date_gmt":"2025-08-08T07:44:52","guid":{"rendered":"https:\/\/techgym.jp\/?p=44413"},"modified":"2025-08-08T16:44:54","modified_gmt":"2025-08-08T07:44:54","slug":"python-vs-numpy","status":"publish","type":"post","link":"https:\/\/techgym.jp\/column\/python-vs-numpy\/","title":{"rendered":"Python\u306e\u30ea\u30b9\u30c8 vs. NumPy\u914d\u5217 (ndarray)\uff1a\u8ce2\u3044\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u9078\u3073\u65b9"},"content":{"rendered":"\n<div id=\"model-response-message-contentr_a5fe934b31aa3ee1\" class=\"markdown markdown-main-panel stronger enable-updated-hr-color\" dir=\"ltr\"><br \/>\n<p>\u00a0<\/p>\n<hr \/>\n<p>Python\u3067\u8907\u6570\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u3001\u300c\u30ea\u30b9\u30c8\u300d\u300c\u914d\u5217\u300d\u3001\u305d\u3057\u3066NumPy\u306e<b>ndarray<\/b>\u3068\u3044\u3046\u8a00\u8449\u3092\u8033\u306b\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u3089\u306f\u4f3c\u3066\u3044\u308b\u3088\u3046\u3067\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u7279\u6027\u3068\u5f97\u610f\u5206\u91ce\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6570\u5024\u8a08\u7b97\u306e\u4e16\u754c\u3067\u306f\u3001NumPy\u306endarray\u304c\u983b\u7e41\u306b\u4f7f\u308f\u308c\u307e\u3059\u304c\u3001\u306a\u305c\u30ea\u30b9\u30c8\u3067\u306f\u4e0d\u5341\u5206\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u306e<b>\u30ea\u30b9\u30c8<\/b>\u3001Python\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306e**<code>array.array<\/code><b>\uff08\u914d\u5217\uff09\u3001\u305d\u3057\u3066NumPy\u306e<\/b><code>ndarray<\/code>**\u306e3\u3064\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u9055\u3044\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u6700\u9069\u306a\u4f7f\u3044\u5206\u3051\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<hr \/>\n<p>\u00a0<\/p>\n<h2>1. Python\u306e\u30ea\u30b9\u30c8\uff08list\uff09\uff1a\u6700\u3082\u67d4\u8edf\u306a\u30b3\u30f3\u30c6\u30ca<\/h2>\n<p>\u00a0<\/p>\n<p>Python\u306e<b>\u30ea\u30b9\u30c8<\/b>\u306f\u3001\u79c1\u305f\u3061\u304c\u6700\u3082\u983b\u7e41\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u4e00\u3064\u3067\u3059\u3002\u975e\u5e38\u306b\u67d4\u8edf\u3067\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u578b\u306e\u8981\u7d20\u3092\u6df7\u5728\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8981\u7d20\u306e\u8ffd\u52a0\u3084\u524a\u9664\u3082\u7c21\u5358\u3067\u3059\u3002<\/p>\n<p>\u00a0<\/p>\n<h3>\u7279\u5fb4<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u67d4\u8edf\u6027<\/b>: \u3069\u3093\u306a\u30c7\u30fc\u30bf\u578b\u3067\u3082\u683c\u7d0d\u53ef\u80fd\uff08\u6570\u5024\u3001\u6587\u5b57\u5217\u3001\u4ed6\u306e\u30ea\u30b9\u30c8\u306a\u3069\uff09\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u52d5\u7684\u30b5\u30a4\u30ba<\/b>: \u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u5bb9\u6613\u3067\u3001\u30b5\u30a4\u30ba\u304c\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3055\u308c\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u6c4e\u7528\u6027<\/b>: \u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4e00\u822c\u7684\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u308b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u30e1\u30e2\u30ea\u52b9\u7387\u304c\u4f4e\u3044<\/b>: \u5404\u8981\u7d20\u304cPython\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u683c\u7d0d\u3055\u308c\u308b\u305f\u3081\u3001\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u5927\u304d\u3044\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u6570\u5024\u8a08\u7b97\u304c\u9045\u3044<\/b>: \u8981\u7d20\u304c\u5747\u4e00\u306a\u578b\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u6570\u5024\u8a08\u7b97\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u3002\u30eb\u30fc\u30d7\u51e6\u7406\u304cPython\u306e\u30a4\u30f3\u30bf\u30d7\u30ea\u30bf\u3067\u884c\u308f\u308c\u308b\u305f\u3081\u3001C\u8a00\u8a9e\u306a\u3069\u3067\u66f8\u304b\u308c\u305fNumPy\u306e\u95a2\u6570\u306b\u6bd4\u3079\u3066\u975e\u5e38\u306b\u4f4e\u901f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h3>\n<p>\u00a0<\/p>\n<div class=\"code-block ng-tns-c4256198410-193 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation\">\n<div class=\"code-block-decoration header-formatted gds-title-s ng-tns-c4256198410-193 ng-star-inserted\"><span class=\"ng-tns-c4256198410-193\">Python<\/span>\n<div class=\"buttons ng-tns-c4256198410-193 ng-star-inserted\">\u00a0<\/div>\n<\/div>\n<div class=\"formatted-code-block-internal-container ng-tns-c4256198410-193\">\n<div class=\"animated-opacity ng-tns-c4256198410-193\">\n<pre class=\"ng-tns-c4256198410-193\"><code class=\"code-container formatted ng-tns-c4256198410-193\" role=\"text\" data-test-id=\"code-content\"><span class=\"hljs-comment\"># \u7570\u306a\u308b\u30c7\u30fc\u30bf\u578b\u3092\u683c\u7d0d\u3067\u304d\u308b<\/span>\nmy_list = [<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-string\">\"hello\"<\/span>, <span class=\"hljs-number\">3.14<\/span>, <span class=\"hljs-literal\">True<\/span>]\nprint(<span class=\"hljs-string\">f\"\u30ea\u30b9\u30c8: <span class=\"hljs-subst\">{my_list}<\/span>\"<\/span>)\nprint(<span class=\"hljs-string\">f\"\u30ea\u30b9\u30c8\u306e\u578b: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">type<\/span>(my_list)}<\/span>\"<\/span>)\nprint(<span class=\"hljs-string\">f\"\u8981\u7d20\u306e\u578b: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">type<\/span>(my_list[<span class=\"hljs-number\">0<\/span>])}<\/span>, <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">type<\/span>(my_list[<span class=\"hljs-number\">1<\/span>])}<\/span>\"<\/span>)\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<hr \/>\n<p>\u00a0<\/p>\n<h2>2. Python\u306e<code>array.array<\/code>\uff1a\u578b\u4ed8\u304d\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u914d\u5217<\/h2>\n<p>\u00a0<\/p>\n<p>Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001<code>array<\/code>\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u63d0\u4f9b\u3059\u308b**\u914d\u5217\uff08<code>array.array<\/code>\uff09**\u3068\u3044\u3046\u30c7\u30fc\u30bf\u69cb\u9020\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306fC\u8a00\u8a9e\u306e\u914d\u5217\u306b\u8fd1\u3044\u3082\u306e\u3067\u3001**\u5168\u3066\u306e\u8981\u7d20\u304c\u540c\u3058\u57fa\u672c\u578b\uff08\u6574\u6570\u3001\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u306a\u3069\uff09**\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u00a0<\/p>\n<h3>\u7279\u5fb4<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u578b\u6307\u5b9a<\/b>: \u683c\u7d0d\u3067\u304d\u308b\u8981\u7d20\u306e\u578b\u304c\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u30e1\u30e2\u30ea\u52b9\u7387<\/b>: \u30ea\u30b9\u30c8\u306b\u6bd4\u3079\u3066\u30e1\u30e2\u30ea\u52b9\u7387\u304c\u826f\u3044\uff08\u8981\u7d20\u304c\u76f4\u63a5\u683c\u7d0d\u3055\u308c\u308b\u305f\u3081\uff09\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u6570\u5024\u8a08\u7b97<\/b>: \u30ea\u30b9\u30c8\u3088\u308a\u306f\u9ad8\u901f\u3060\u304c\u3001NumPy\u306b\u306f\u53ca\u3070\u306a\u3044\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u6a5f\u80fd\u304c\u9650\u5b9a\u7684<\/b>: NumPy\u306e\u3088\u3046\u306b\u591a\u6b21\u5143\u914d\u5217\u3092\u76f4\u63a5\u6271\u3048\u305a\u3001\u9ad8\u5ea6\u306a\u6570\u5024\u8a08\u7b97\u6a5f\u80fd\u3082\u6301\u305f\u306a\u3044\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u67d4\u8edf\u6027\u304c\u4f4e\u3044<\/b>: \u7570\u306a\u308b\u30c7\u30fc\u30bf\u578b\u3092\u6df7\u5728\u3067\u304d\u306a\u3044\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h3>\n<p>\u00a0<\/p>\n<div class=\"code-block ng-tns-c4256198410-194 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation\">\n<div class=\"code-block-decoration header-formatted gds-title-s ng-tns-c4256198410-194 ng-star-inserted\"><span class=\"ng-tns-c4256198410-194\">Python<\/span>\n<div class=\"buttons ng-tns-c4256198410-194 ng-star-inserted\">\u00a0<\/div>\n<\/div>\n<div class=\"formatted-code-block-internal-container ng-tns-c4256198410-194\">\n<div class=\"animated-opacity ng-tns-c4256198410-194\">\n<pre class=\"ng-tns-c4256198410-194\"><code class=\"code-container formatted ng-tns-c4256198410-194\" role=\"text\" data-test-id=\"code-content\"><span class=\"hljs-keyword\">import<\/span> array\n\n<span class=\"hljs-comment\"># 'i' \u306f\u7b26\u53f7\u4ed8\u304d\u6574\u6570 (signed int) \u3092\u610f\u5473\u3059\u308b\u578b\u30b3\u30fc\u30c9<\/span>\nmy_array = array.array(<span class=\"hljs-string\">'i'<\/span>, [<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>])\nprint(<span class=\"hljs-string\">f\"\u914d\u5217 (array.array): <span class=\"hljs-subst\">{my_array}<\/span>\"<\/span>)\nprint(<span class=\"hljs-string\">f\"\u914d\u5217\u306e\u578b: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">type<\/span>(my_array)}<\/span>\"<\/span>)\n<span class=\"hljs-comment\"># my_array.append(3.14) # TypeError: an integer is required (got type float)<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<hr \/>\n<p>\u00a0<\/p>\n<h2>3. NumPy\u306e<code>ndarray<\/code>\uff1a\u9ad8\u901f\u6570\u5024\u8a08\u7b97\u306e\u305f\u3081\u306e\u591a\u6b21\u5143\u914d\u5217<\/h2>\n<p>\u00a0<\/p>\n<p>NumPy\u306e**<code>ndarray<\/code>**\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308bPython\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3059\u3002C\u8a00\u8a9e\u3084Fortran\u3067\u5b9f\u88c5\u3055\u308c\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u6570\u5024\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u00a0<\/p>\n<h3>\u7279\u5fb4<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u5747\u4e00\u306a\u30c7\u30fc\u30bf\u578b<\/b>: \u5168\u3066\u306e\u8981\u7d20\u304c\u540c\u3058**\u30c7\u30fc\u30bf\u578b\uff08<code>dtype<\/code>\uff09**\u3092\u6301\u3064\u3002\u3053\u308c\u304c\u9ad8\u901f\u5316\u306e\u9375\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u591a\u6b21\u5143\u5bfe\u5fdc<\/b>: 1\u6b21\u5143\u304b\u3089N\u6b21\u5143\u307e\u3067\u3001\u4efb\u610f\u306e\u6b21\u5143\u306e\u914d\u5217\u3092\u52b9\u7387\u7684\u306b\u6271\u3048\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u9ad8\u901f\u306a\u6f14\u7b97<\/b>: \u914d\u5217\u5168\u4f53\u306b\u5bfe\u3059\u308b\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u64cd\u4f5c\uff08\u30d6\u30ed\u30fc\u30c9\u30ad\u30e3\u30b9\u30c8\u306a\u3069\uff09\u304c\u53ef\u80fd\u3067\u3001Python\u306e\u30eb\u30fc\u30d7\u3092\u306f\u308b\u304b\u306b\u51cc\u3050\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u8c4a\u5bcc\u306a\u6a5f\u80fd<\/b>: \u7dda\u5f62\u4ee3\u6570\u3001\u30d5\u30fc\u30ea\u30a8\u5909\u63db\u3001\u4e71\u6570\u751f\u6210\u306a\u3069\u3001\u9ad8\u5ea6\u306a\u6570\u5024\u8a08\u7b97\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u30e1\u30e2\u30ea\u52b9\u7387<\/b>: \u8981\u7d20\u306e\u578b\u304c\u56fa\u5b9a\u3055\u308c\u3001\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u5c11\u306a\u3044\u305f\u3081\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c\u52b9\u7387\u7684\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>\u67d4\u8edf\u6027\u304c\u4f4e\u3044<\/b>: \u7570\u306a\u308b\u30c7\u30fc\u30bf\u578b\u3092\u6df7\u5728\u3067\u304d\u306a\u3044\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u975e\u52b9\u7387<\/b>: \u914d\u5217\u306e\u30b5\u30a4\u30ba\u5909\u66f4\u306f\u3001\u65b0\u3057\u3044\u914d\u5217\u306e\u4f5c\u6210\u3068\u30c7\u30fc\u30bf\u306e\u30b3\u30d4\u30fc\u3092\u4f34\u3046\u305f\u3081\u3001\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h3>\n<p>\u00a0<\/p>\n<div class=\"code-block ng-tns-c4256198410-195 ng-animate-disabled ng-trigger ng-trigger-codeBlockRevealAnimation\">\n<div class=\"code-block-decoration header-formatted gds-title-s ng-tns-c4256198410-195 ng-star-inserted\"><span class=\"ng-tns-c4256198410-195\">Python<\/span>\n<div class=\"buttons ng-tns-c4256198410-195 ng-star-inserted\">\u00a0<\/div>\n<\/div>\n<div class=\"formatted-code-block-internal-container ng-tns-c4256198410-195\">\n<div class=\"animated-opacity ng-tns-c4256198410-195\">\n<pre class=\"ng-tns-c4256198410-195\"><code class=\"code-container formatted ng-tns-c4256198410-195\" role=\"text\" data-test-id=\"code-content\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\n<span class=\"hljs-comment\"># \u5168\u3066\u306e\u8981\u7d20\u304c\u540c\u3058\u30c7\u30fc\u30bf\u578b (int64)<\/span>\nmy_ndarray = np.array([<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>, <span class=\"hljs-number\">5<\/span>])\nprint(<span class=\"hljs-string\">f\"NumPy ndarray: <span class=\"hljs-subst\">{my_ndarray}<\/span>\"<\/span>)\nprint(<span class=\"hljs-string\">f\"ndarray\u306e\u578b: <span class=\"hljs-subst\">{<span class=\"hljs-built_in\">type<\/span>(my_ndarray)}<\/span>\"<\/span>)\nprint(<span class=\"hljs-string\">f\"ndarray\u306e\u30c7\u30fc\u30bf\u578b (dtype): <span class=\"hljs-subst\">{my_ndarray.dtype}<\/span>\"<\/span>)\n\n<span class=\"hljs-comment\"># \u9ad8\u901f\u306a\u8981\u7d20\u3054\u3068\u306e\u6f14\u7b97<\/span>\nresult_ndarray = my_ndarray * <span class=\"hljs-number\">2<\/span> + <span class=\"hljs-number\">10<\/span>\nprint(<span class=\"hljs-string\">f\"ndarray\u306e\u9ad8\u901f\u6f14\u7b97: <span class=\"hljs-subst\">{result_ndarray}<\/span>\"<\/span>)\n\n<span class=\"hljs-comment\"># 2\u6b21\u5143\u914d\u5217\u306e\u4f8b<\/span>\nmatrix = np.array([[<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>], [<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>]])\nprint(<span class=\"hljs-string\">f\"2\u6b21\u5143ndarray:\\n<span class=\"hljs-subst\">{matrix}<\/span>\"<\/span>)\n<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<hr \/>\n<p>\u00a0<\/p>\n<h2>\u307e\u3068\u3081\u3068\u4f7f\u3044\u5206\u3051<\/h2>\n<p>\u00a0<\/p>\n<table>\n<thead>\n<tr>\n<td>\u7279\u5fb4<\/td>\n<td>Python\u30ea\u30b9\u30c8<\/td>\n<td><code>array.array<\/code><\/td>\n<td>NumPy <code>ndarray<\/code><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><b>\u30c7\u30fc\u30bf\u578b<\/b><\/td>\n<td>\u6df7\u5728\u53ef\u80fd<\/td>\n<td>\u5358\u4e00\uff08\u57fa\u672c\u578b\u306e\u307f\uff09<\/td>\n<td>\u5358\u4e00\uff08\u8c4a\u5bcc\u306a\u6570\u5024\u578b\uff09<\/td>\n<\/tr>\n<tr>\n<td><b>\u6b21\u5143<\/b><\/td>\n<td>1\u6b21\u5143\uff08\u30cd\u30b9\u30c8\u3059\u308b\u3053\u3068\u3067\u591a\u6b21\u5143\u98a8\u306b\u6271\u3048\u308b\uff09<\/td>\n<td>1\u6b21\u5143\u306e\u307f<\/td>\n<td>N\u6b21\u5143<\/td>\n<\/tr>\n<tr>\n<td><b>\u67d4\u8edf\u6027<\/b><\/td>\n<td>\u975e\u5e38\u306b\u9ad8\u3044\uff08\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u3001\u578b\u6df7\u5728\uff09<\/td>\n<td>\u4e2d\u7a0b\u5ea6\uff08\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u306f\u53ef\u80fd\u3001\u578b\u56fa\u5b9a\uff09<\/td>\n<td>\u4f4e\u3044\uff08\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u975e\u52b9\u7387\u3001\u578b\u56fa\u5b9a\uff09<\/td>\n<\/tr>\n<tr>\n<td><b>\u901f\u5ea6<\/b><\/td>\n<td>\u9045\u3044\uff08\u6570\u5024\u8a08\u7b97\u306b\u304a\u3044\u3066\uff09<\/td>\n<td>\u3084\u3084\u901f\u3044\uff08\u30ea\u30b9\u30c8\u3088\u308a\u306f\uff09<\/td>\n<td><b>\u975e\u5e38\u306b\u901f\u3044<\/b>\uff08\u30d9\u30af\u30c8\u30eb\u5316\u6f14\u7b97\uff09<\/td>\n<\/tr>\n<tr>\n<td><b>\u30e1\u30e2\u30ea<\/b><\/td>\n<td>\u975e\u52b9\u7387\uff08\u5404\u8981\u7d20\u306b\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\uff09<\/td>\n<td>\u52b9\u7387\u7684<\/td>\n<td><b>\u975e\u5e38\u306b\u52b9\u7387\u7684<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>\u7528\u9014<\/b><\/td>\n<td>\u6c4e\u7528\u7684\u306a\u30c7\u30fc\u30bf\u683c\u7d0d\u3001\u7570\u306a\u308b\u578b\u306e\u6df7\u5728\u3001\u983b\u7e41\u306a\u5909\u66f4<\/td>\n<td>\u30b7\u30f3\u30d7\u30eb\u306a\u578b\u4ed8\u304d\u914d\u5217\u3001C\u8a00\u8a9e\u9023\u643a\u306e\u4e00\u90e8<\/td>\n<td><b>\u6570\u5024\u8a08\u7b97\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2<\/b>\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h3>\u8ce2\u3044\u4f7f\u3044\u5206\u3051\u306e\u30d2\u30f3\u30c8<\/h3>\n<p>\u00a0<\/p>\n<ul>\n<li>\n<p><b>Python\u30ea\u30b9\u30c8<\/b>:<\/p>\n<ul>\n<li>\n<p>\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u578b\u3092\u683c\u7d0d\u3057\u305f\u3044\u5834\u5408\u3002<\/p>\n<\/li>\n<li>\n<p>\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u983b\u7e41\u306b\u884c\u308f\u308c\u308b\u5834\u5408\u3002<\/p>\n<\/li>\n<li>\n<p>\u6570\u5024\u8a08\u7b97\u304c\u4e3b\u306a\u76ee\u7684\u3067\u306f\u306a\u3044\u5834\u5408\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u5834\u5408\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><b><code>array.array<\/code><\/b>:<\/p>\n<ul>\n<li>\n<p>NumPy\u3092\u4f7f\u3044\u305f\u304f\u306a\u3044\u3001\u307e\u305f\u306f\u4f7f\u3048\u306a\u3044\u74b0\u5883\u3067\u3001\u30e1\u30e2\u30ea\u52b9\u7387\u306e\u826f\u3044\u5358\u4e00\u578b\u914d\u5217\u304c\u5fc5\u8981\u306a\u5834\u5408\u3002<\/p>\n<\/li>\n<li>\n<p>C\u8a00\u8a9e\u306a\u3069\u3001\u4f4e\u30ec\u30d9\u30eb\u306a\u8a00\u8a9e\u3068\u306e\u30c7\u30fc\u30bf\u9023\u643a\u304c\u5fc5\u8981\u306a\u5834\u5408\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><b>NumPy <code>ndarray<\/code><\/b>:<\/p>\n<ul>\n<li>\n<p><b>\u5927\u898f\u6a21\u306a\u6570\u5024\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408<\/b>\u3002<\/p>\n<\/li>\n<li>\n<p><b>\u9ad8\u901f\u306a\u6570\u5024\u8a08\u7b97\uff08\u884c\u5217\u6f14\u7b97\u3001\u7d71\u8a08\u51e6\u7406\u306a\u3069\uff09\u304c\u5fc5\u8981\u306a\u5834\u5408<\/b>\u3002<\/p>\n<\/li>\n<li>\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u79d1\u5b66\u6280\u8853\u8a08\u7b97\u3092\u884c\u3046\u5834\u5408\u3002<\/p>\n<\/li>\n<li>\n<p>\u914d\u5217\u306e\u5f62\u72b6\u304c\u56fa\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u8981\u7d20\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u304c\u983b\u7e41\u3067\u306a\u3044\u5834\u5408\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u3067\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u5834\u5408NumPy\u306endarray\u304c\u6700\u3082\u9069\u5207\u306a\u9078\u629e\u80a2\u3068\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u9ad8\u901f\u6027\u3068\u8c4a\u5bcc\u306a\u6a5f\u80fd\u306f\u3001\u5927\u91cf\u306e\u6570\u5024\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u9055\u3044\u3092\u7406\u89e3\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u6700\u9069\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044Python\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\uff01<\/p>\n<\/div>\n\n\n\n<p>\u25a0\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"o9wooUvMEK\"><a href=\"https:\/\/techgym.jp\/column\/ori-app\/\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30d7\u30ed\u30f3\u30d7\u30c8\u3060\u3051\u3067\u30aa\u30ea\u30b8\u30ca\u30eb\u30a2\u30d7\u30ea\u3092\u958b\u767a\u30fb\u516c\u958b\u3057\u3066\u307f\u305f\uff01\uff01&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/column\/ori-app\/embed\/#?secret=Bl6dE6ZhNe#?secret=o9wooUvMEK\" data-secret=\"o9wooUvMEK\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0AI\u6642\u4ee3\u306e\u7b2c\u4e00\u6b69\uff01\u300cAI\u99c6\u52d5\u958b\u767a\u30b3\u30fc\u30b9\u300d\u306f\u3058\u3081\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<p>\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821\u3067\u5148\u884c\u958b\u59cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"vp8Xmfg2LJ\"><a href=\"https:\/\/techgym.jp\/about\/ai-driven-development\/\">AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;AI\u99c6\u52d5\u958b\u767a\/\u751f\u6210AI\u30a8\u30f3\u30b8\u30cb\u30a2\u30b3\u30fc\u30b9\uff08\u521d\u5fc3\u8005\u5411\u3051\uff09&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/about\/ai-driven-development\/embed\/#?secret=v7PJo6fGYX#?secret=vp8Xmfg2LJ\" data-secret=\"vp8Xmfg2LJ\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\u25a0\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/p>\n\n\n\n<p>\u300c\u6b66\u7530\u587e\u300d\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u7248\u3068\u3044\u3048\u3070\u300c\u30c6\u30c3\u30af\u30b8\u30e0\u300d\u3002<br>\u8b1b\u7fa9\u52d5\u753b\u306a\u3057\u3001\u6559\u79d1\u66f8\u306a\u3057\u3002\u300c\u9032\u6357\u7ba1\u7406\u3068\u30b3\u30fc\u30c1\u30f3\u30b0\u300d\u3067\u52b9\u7387\u5b66\u7fd2\u3002<br>\u3088\u308a\u65e9\u304f\u3001\u3088\u308a\u5b89\u304f\u3001\u3057\u304b\u3082\u5bfe\u9762\u578b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"hdiFvqCLMy\"><a href=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/\">\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30c6\u30c3\u30af\u30b8\u30e0\u6771\u4eac\u672c\u6821&#8221; &#8212; \u3010\u30c6\u30c3\u30af\u30b8\u30e0\u3011\u683c\u5b89\u30fb\u5bfe\u9762\u578b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\" src=\"https:\/\/techgym.jp\/tokyo\/tokyo_honko\/embed\/#?secret=qzYEgffP1i#?secret=hdiFvqCLMy\" data-secret=\"hdiFvqCLMy\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>\uff1c\u77ed\u671f\u8b1b\u7fd2\uff1e5\u65e5\u30675\u4e07\u5186\u306e\u300cPython\u30df\u30cb\u30ad\u30e3\u30f3\u30d7\u300d\u958b\u50ac\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"nFdrOflsCd\"><a 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