{"id":850,"date":"2024-06-02T14:51:12","date_gmt":"2024-06-02T05:51:12","guid":{"rendered":"https:\/\/chocottopro.com\/?p=850"},"modified":"2024-06-02T15:43:52","modified_gmt":"2024-06-02T06:43:52","slug":"%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%bf%85%e8%a6%8b%e3%80%91numpy%e3%81%aerandom%e6%a9%9f%e8%83%bd%e3%82%92%e4%bd%bf%e3%81%84%e3%81%93%e3%81%aa%e3%81%9b%e3%81%b0%e3%80%81python%e3%81%a7%e3%81%ae","status":"publish","type":"post","link":"https:\/\/chocottopro.com\/?p=850","title":{"rendered":"\u3010\u521d\u5fc3\u8005\u5fc5\u898b\u3011numpy\u306erandom\u6a5f\u80fd\u3092\u4f7f\u3044\u3053\u306a\u305b\u3070\u3001Python\u3067\u306e\u4e71\u6570\u751f\u6210\u304c10\u500d\u697d\u306b\u306a\u308b\uff01"},"content":{"rendered":"\n<p>Python\u3067\u4e71\u6570\u751f\u6210\u3068\u3044\u3048\u3070\u3001\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306erandom\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001NumPy\u306erandom\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u3055\u3089\u306b\u9ad8\u901f\u304b\u3064\u591a\u6a5f\u80fd\u306a\u4e71\u6570\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001numpy.random\u306e\u57fa\u672c\u304b\u3089\u5fdc\u7528\u307e\u3067\u3001\u5b9f\u8df5\u7684\u306a\u4f7f\u3044\u65b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u3084\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u5834\u9762\u3067\u3001\u305c\u3072numpy.random\u3092\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-block-sgb-block-simple sgb-box-simple sgb-box-simple--title-normal sgb-box-simple--with-border\"><div style=\"background-color:var(--wp--preset--color--sango-main);color:#FFF\" class=\"sgb-box-simple__title\">\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u3089\u308f\u304b\u308b\u3053\u3068<\/div><div class=\"sgb-box-simple__body\" style=\"border-color:var(--wp--preset--color--sango-main);background-color:#FFF\">\n<ul class=\"wp-block-list\">\n<li>numpy.random\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9 <\/li>\n\n\n\n<li>\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3068\u30b7\u30fc\u30c9\u8a2d\u5b9a <\/li>\n\n\n\n<li>\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u306e\u751f\u6210 <\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5206\u5272\u3078\u306e\u5fdc\u7528 <\/li>\n\n\n\n<li>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u6d3b\u7528\u65b9\u6cd5 <\/li>\n\n\n\n<li>\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u3067\u306e\u4e71\u6570\u306e\u4f7f\u3044\u65b9 <\/li>\n\n\n\n<li>\u4ed6\u306e\u4e71\u6570\u751f\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u6bd4\u8f03 <\/li>\n\n\n\n<li>numpy.random\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u305f\u3081\u306e\u30b3\u30c4 <\/li>\n\n\n\n<li>numpy.random\u306e\u5c06\u6765\u306e\u767a\u5c55\u306e\u53ef\u80fd\u6027<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"toc\"><br \/>\n<b>Warning<\/b>:  Undefined array key \"is_admin\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>116<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_category_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>121<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>128<\/b><br \/>\n    <div id=\"toc_container\" class=\"sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">numpy\u306erandom\u6a5f\u80fd\u3068\u306f\uff1f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">numpy\u306erandom\u6a5f\u80fd\u306e\u6982\u8981\u3092\u77e5\u308d\u3046<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-2\">\u306a\u305cnumpy\u306erandom\u6a5f\u80fd\u3092\u4f7f\u3046\u3079\u304d\u306a\u306e\u304b\u7406\u89e3\u3057\u3088\u3046<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-3\">numpy\u306erandom\u6a5f\u80fd\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-4\">\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3092\u5b66\u307c\u3046<\/a>      <\/li>      <li>        <a href=\"#i-5\">\u4e71\u6570\u306e\u7a2e\uff08\u30b7\u30fc\u30c9\uff09\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3092\u77e5\u308d\u3046<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-6\">\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u3088\u3046<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-7\">numpy\u306erandom\u6a5f\u80fd\u306e\u5b9f\u8df5\u7684\u306a\u4f7f\u7528\u4f8b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-8\">\u6a5f\u68b0\u5b66\u7fd2\u3067\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5206\u5272\u3078\u306e\u5fdc\u7528\u65b9\u6cd5\u3092\u5b66\u307c\u3046<\/a>      <\/li>      <li>        <a href=\"#i-9\">\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u6d3b\u7528\u65b9\u6cd5\u3092\u77e5\u308d\u3046<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-10\">\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u3067\u306e\u4e71\u6570\u306e\u4f7f\u3044\u65b9\u3092\u898b\u3066\u307f\u3088\u3046<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-11\">numpy\u306erandom\u6a5f\u80fd\u306b\u95a2\u3059\u308bTips<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-12\">\u4ed6\u306e\u4e71\u6570\u751f\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u6bd4\u8f03\u304b\u3089\u3001numpy\u306erandom\u306e\u512a\u4f4d\u6027\u3092\u77e5\u308d\u3046<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-13\">numpy\u306erandom\u6a5f\u80fd\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u305f\u3081\u306e\u30b3\u30c4\u3092\u5b66\u307c\u3046<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-14\">numpy\u306erandom\u6a5f\u80fd\u306e\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u767a\u5c55<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-15\">numpy\u306erandom\u6a5f\u80fd\u306e\u8981\u70b9\u3092\u304a\u3055\u3089\u3044\u3057\u3088\u3046<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-16\">\u4eca\u5f8c\u306enumpy\u306erandom\u6a5f\u80fd\u306e\u9032\u5316\u306b\u601d\u3044\u3092\u99b3\u305b\u3088\u3046<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">numpy\u306erandom\u6a5f\u80fd\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>Python\u3067\u4e71\u6570\u751f\u6210\u3068\u3044\u3048\u3070\u3001\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306erandom\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001NumPy\u306erandom\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u3055\u3089\u306b\u9ad8\u901f\u304b\u3064\u591a\u6a5f\u80fd\u306a\u4e71\u6570\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u30bf\u30b9\u30af\u3067\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">numpy\u306erandom\u6a5f\u80fd\u306e\u6982\u8981\u3092\u77e5\u308d\u3046<\/h3>\n\n\n\n<p>numpy.random\u306f\u3001NumPy\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u542b\u307e\u308c\u308b\u4e71\u6570\u751f\u6210\u7528\u306e\u30b5\u30d6\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3059\u3002\u3053\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001C\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308brandom\u30e2\u30b8\u30e5\u30fc\u30eb\u3088\u308a\u3082\u9ad8\u901f\u306b\u52d5\u4f5c\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e71\u6570\u751f\u6210\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u3082\u52b9\u7387\u7684\u306b\u4e71\u6570\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>numpy.random\u3092\u4f7f\u3046\u306b\u306f\u3001\u307e\u305aNumPy\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install numpy<\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u3066numpy.random\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np<\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u3001numpy.random\u306e\u5404\u7a2e\u95a2\u6570\u3092\u4f7f\u3046\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u30010\u304b\u30891\u307e\u3067\u306e\u4e00\u69d8\u4e71\u6570\u309210\u500b\u751f\u6210\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">uniform_random = np.random.rand(10)\nprint(uniform_random)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">[0.76392786 0.18091472 0.95475774 0.14161926 0.58445288 0.59303495\n 0.38051909 0.38676615 0.2591317  0.64627147]<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">\u306a\u305cnumpy\u306erandom\u6a5f\u80fd\u3092\u4f7f\u3046\u3079\u304d\u306a\u306e\u304b\u7406\u89e3\u3057\u3088\u3046<\/h3>\n\n\n\n<p>numpy.random\u3092\u4f7f\u3046\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4ee5\u4e0b\u306e3\u70b9\u3067\u3059\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9ad8\u901f\u6027\uff1aC\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3088\u308a\u3082\u9ad8\u901f\u3067\u3059\u3002\u7279\u306b\u5927\u91cf\u306e\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u306b\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u6a5f\u80fd\u6027\uff1a\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e71\u6570\u751f\u6210\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u6b63\u898f\u5206\u5e03\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3001\u30d9\u30fc\u30bf\u5206\u5e03\u306a\u3069\u306b\u5f93\u3046\u4e71\u6570\u3092\u7c21\u5358\u306b\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u518d\u73fe\u6027\uff1a\u4e71\u6570\u751f\u6210\u306e\u7a2e\uff08\u30b7\u30fc\u30c9\uff09\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u7d50\u679c\u3092\u518d\u73fe\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u7814\u7a76\u3084\u30c7\u30d0\u30c3\u30b0\u306e\u5834\u9762\u3067\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u3001numpy.random\u306f\u9ad8\u901f\u6027\u3001\u591a\u6a5f\u80fd\u6027\u3001\u518d\u73fe\u6027\u306e\u9762\u3067\u512a\u308c\u305f\u4e71\u6570\u751f\u6210\u30c4\u30fc\u30eb\u3068\u3044\u3048\u307e\u3059\u3002\u7279\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u30bf\u30b9\u30af\u3067\u306f\u3001numpy.random\u3092\u4f7f\u3046\u3053\u3068\u3067\u52b9\u7387\u7684\u304b\u3064\u52b9\u679c\u7684\u306b\u4e71\u6570\u3092\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u6b21\u7bc0\u3067\u306f\u3001numpy.random\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u5177\u4f53\u7684\u306b\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">numpy\u306erandom\u6a5f\u80fd\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<p>\u524d\u7bc0\u3067\u306f\u3001numpy.random\u306e\u6982\u8981\u3068\u3001\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u306erandom\u30e2\u30b8\u30e5\u30fc\u30eb\u3068\u306e\u6bd4\u8f03\u3092\u901a\u3058\u3066\u3001\u305d\u306e\u7279\u5fb4\u3092\u7406\u89e3\u3057\u307e\u3057\u305f\u3002\u672c\u7bc0\u3067\u306f\u3001numpy.random\u306e\u5177\u4f53\u7684\u306a\u4f7f\u3044\u65b9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-4\">\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3092\u5b66\u307c\u3046<\/h3>\n\n\n\n<p>numpy.random\u3067\u306f\u3001\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u4f8b\u306f\u3001\u4e00\u69d8\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u3092\u751f\u6210\u3059\u308bnp.random.rand()\u95a2\u6570\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4f7f\u7528\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\n\n# 0\u304b\u30891\u307e\u3067\u306e\u4e00\u69d8\u4e71\u6570\u309210\u500b\u751f\u6210\nuniform_random = np.random.rand(10)\nprint(\"\u4e00\u69d8\u4e71\u6570\uff1a\", uniform_random)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u4e00\u69d8\u4e71\u6570\uff1a [0.73591235 0.52915871 0.24042483 0.83102172 0.50986431 0.16525382\n 0.63638462 0.89036728 0.26767982 0.42222639]<\/pre>\n\n\n\n<p>\u540c\u69d8\u306b\u3001\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u306b\u306fnp.random.randn()\u95a2\u6570\u3092\u3001\u6307\u5b9a\u3055\u308c\u305f\u7bc4\u56f2\u306e\u6574\u6570\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u306b\u306fnp.random.randint()\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">\u4e71\u6570\u306e\u7a2e\uff08\u30b7\u30fc\u30c9\uff09\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3092\u77e5\u308d\u3046<\/h3>\n\n\n\n<p>\u4e71\u6570\u751f\u6210\u306b\u306f\u3001\u30b7\u30fc\u30c9\uff08\u4e71\u6570\u306e\u7a2e\uff09\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002\u30b7\u30fc\u30c9\u3092\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u4e71\u6570\u751f\u6210\u306e\u7d50\u679c\u3092\u518d\u73fe\u53ef\u80fd\u306b\u3067\u304d\u307e\u3059\u3002numpy.random\u3067\u306f\u3001np.random.seed()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u30b7\u30fc\u30c9\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\n\n# \u30b7\u30fc\u30c9\u3092\u8a2d\u5b9a\nnp.random.seed(123)\n\n# \u4e71\u6570\u3092\u751f\u6210\nrandom_numbers = np.random.rand(5)\nprint(\"\u30b7\u30fc\u30c9123\u3067\u306e\u4e71\u6570\uff1a\", random_numbers)\n\n# \u518d\u5ea6\u540c\u3058\u30b7\u30fc\u30c9\u3092\u8a2d\u5b9a\nnp.random.seed(123)\n\n# \u4e71\u6570\u3092\u751f\u6210\nrandom_numbers_reproduced = np.random.rand(5)\nprint(\"\u30b7\u30fc\u30c9123\u3067\u306e\u4e71\u6570\uff08\u518d\u73fe\uff09\uff1a\", random_numbers_reproduced)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u30b7\u30fc\u30c9123\u3067\u306e\u4e71\u6570\uff1a [0.69646919 0.28613933 0.22685145 0.55131477 0.71946897]\n\u30b7\u30fc\u30c9123\u3067\u306e\u4e71\u6570\uff08\u518d\u73fe\uff09\uff1a [0.69646919 0.28613933 0.22685145 0.55131477 0.71946897]<\/pre>\n\n\n\n<p>\u30b7\u30fc\u30c9\u3092\u56fa\u5b9a\u3059\u308c\u3070\u3001\u4f55\u5ea6\u5b9f\u884c\u3057\u3066\u3082\u540c\u3058\u4e71\u6570\u7cfb\u5217\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u5272\u3059\u308b\u969b\u306a\u3069\u306b\u4fbf\u5229\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\">\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u3088\u3046<\/h3>\n\n\n\n<p>numpy.random\u3067\u306f\u3001\u6b63\u898f\u5206\u5e03\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3001\u30d9\u30fc\u30bf\u5206\u5e03\u306a\u3069\u3001\u69d8\u3005\u306a\u78ba\u7387\u5206\u5e03\u306b\u57fa\u3065\u304f\u4e71\u6570\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001np.random.normal(), np.random.poisson(), np.random.beta()\u306a\u3069\u306e\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u5e73\u574750\u3001\u6a19\u6e96\u504f\u5dee10\u306e\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u309210\u500b\u751f\u6210\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\n\n# \u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u309210\u500b\u751f\u6210\uff08\u5e73\u574750\u3001\u6a19\u6e96\u504f\u5dee10\uff09\nnormal_dist = np.random.normal(50, 10, 10)\nprint(\"\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\uff1a\", normal_dist)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\uff1a [49.57228855 66.77795493 36.99342005 46.49598039 50.77641701 48.7513532\n 46.86156887 45.03646919 54.78314195 30.90949363]<\/pre>\n\n\n\n<p>\u540c\u69d8\u306b\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3084\u30d9\u30fc\u30bf\u5206\u5e03\u306b\u5f93\u3046\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u304c\u3001numpy.random\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3067\u3059\u3002\u4e71\u6570\u306e\u751f\u6210\u65b9\u6cd5\u3001\u30b7\u30fc\u30c9\u306e\u8a2d\u5b9a\u3001\u78ba\u7387\u5206\u5e03\u306e\u9078\u629e\u306b\u3064\u3044\u3066\u7406\u89e3\u3092\u6df1\u3081\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u5834\u9762\u3067\u67d4\u8edf\u306b\u4e71\u6570\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u6b21\u7bc0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u5fdc\u7528\u3057\u305f\u3001\u3088\u308a\u5b9f\u8df5\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">numpy\u306erandom\u6a5f\u80fd\u306e\u5b9f\u8df5\u7684\u306a\u4f7f\u7528\u4f8b<\/h2>\n\n\n\n<p>\u524d\u7bc0\u3067\u306f\u3001numpy.random\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u672c\u7bc0\u3067\u306f\u3001\u305d\u306e\u77e5\u8b58\u3092\u5fdc\u7528\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30b2\u30fc\u30e0\u30fb\u30a2\u30fc\u30c8\u5236\u4f5c\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u306e\u5b9f\u8df5\u7684\u306a\u4f7f\u7528\u4f8b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\">\u6a5f\u68b0\u5b66\u7fd2\u3067\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5206\u5272\u3078\u306e\u5fdc\u7528\u65b9\u6cd5\u3092\u5b66\u307c\u3046<\/h3>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u3001\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u7528\u3001\u30c6\u30b9\u30c8\u7528\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u3053\u306e\u969b\u3001numpy.random\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30928:1:1\u306e\u5272\u5408\u3067\u5206\u5272\u3059\u308b\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\uff08\u3053\u3053\u3067\u306f\u5358\u7d14\u306a\u4f8b\u3068\u3057\u30660\u304b\u308999\u307e\u3067\u306e\u6574\u6570\u3092\u4f7f\u7528\uff09\ndataset = np.arange(100)\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30b7\u30e3\u30c3\u30d5\u30eb\nnp.random.seed(123)\nnp.random.shuffle(dataset)\n\n# \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30928:1:1\u306e\u5272\u5408\u3067\u5206\u5272\ntrain_size = int(len(dataset) * 0.8)\nval_size = int(len(dataset) * 0.1)\ntest_size = len(dataset) - train_size - val_size\n\ntrain_data = dataset[:train_size]\nval_data = dataset[train_size:train_size+val_size]\ntest_data = dataset[train_size+val_size:]\n\nprint(\"\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\uff1a\", train_data)\nprint(\"\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\uff1a\", val_data)\nprint(\"\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff1a\", test_data)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\uff1a [ 8 70 82 28 63  0  5 50 81  4 23 65 76 60 24 42 77 38 56 75 35 88 19 29\n 31 91 85  9 53 41 21 90 33 69 84 87 95 97 62 12 20 89 37 59  1 74 11 79\n 14 54 16 26 51 45  6 98 30 44 72 43 15 94 18 13 22 10 58 71 64  3 40 34\n 27 52  7 48 61 93 99 39]\n\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\uff1a [ 2 67 55 49 68 80 36 78 96 25]\n\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\uff1a [46 32 73 47 86 57 83 17 92 66]<\/pre>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001numpy.random\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u7c21\u5358\u304b\u3064\u518d\u73fe\u53ef\u80fd\u306a\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u5272\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u6d3b\u7528\u65b9\u6cd5\u3092\u77e5\u308d\u3046<\/h3>\n\n\n\n<p>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4e71\u6570\u3092\u7528\u3044\u3066\u78ba\u7387\u7684\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u624b\u6cd5\u3067\u3059\u3002numpy.random\u3092\u4f7f\u3046\u3068\u3001\u3053\u306e\u3088\u3046\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u5186\u5468\u7387\u3092\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3067\u63a8\u5b9a\u3059\u308b\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\n\n# \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\nnum_points = 1000000\nradius = 1.0\n\n# \u4e71\u6570\u3092\u751f\u6210\nx = np.random.uniform(-radius, radius, num_points)\ny = np.random.uniform(-radius, radius, num_points)\n\n# \u539f\u70b9\u304b\u3089\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\ndistances = np.sqrt(x**2 + y**2)\n\n# \u5186\u5185\u306b\u542b\u307e\u308c\u308b\u70b9\u306e\u6570\u3092\u6570\u3048\u308b\nnum_inside = np.sum(distances &lt;= radius)\n\n# \u5186\u5468\u7387\u3092\u63a8\u5b9a\npi_estimate = 4 * num_inside \/ num_points\n\nprint(\"\u5186\u5468\u7387\u306e\u63a8\u5b9a\u5024\uff1a\", pi_estimate)<\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u5186\u5468\u7387\u306e\u63a8\u5b9a\u5024\uff1a 3.142776<\/pre>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001numpy.random\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5927\u91cf\u306e\u4e71\u6570\u3092\u9ad8\u901f\u306b\u751f\u6210\u3057\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u3067\u306e\u4e71\u6570\u306e\u4f7f\u3044\u65b9\u3092\u898b\u3066\u307f\u3088\u3046<\/h3>\n\n\n\n<p>\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u306e\u5206\u91ce\u3067\u3082\u3001numpy.random\u306f\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u624b\u7d9a\u304d\u578b\u306e\u5730\u5f62\u751f\u6210\u3084\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u751f\u6210\u306a\u3069\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u8272\u3092\u6301\u3064\u30c9\u30c3\u30c8\u7d75\u3092\u751f\u6210\u3059\u308b\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import numpy as np\nimport matplotlib.pyplot as plt\n\n# \u753b\u50cf\u306e\u30b5\u30a4\u30ba\u3092\u8a2d\u5b9a\nwidth, height = 100, 100\n\n# \u30e9\u30f3\u30c0\u30e0\u306a\u8272\u3092\u751f\u6210\ncolors = np.random.rand(width, height, 3)\n\n# \u753b\u50cf\u3092\u8868\u793a\nplt.figure(figsize=(4, 4))\nplt.imshow(colors)\nplt.axis('off')\nplt.show()<\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30e9\u30f3\u30c0\u30e0\u306a\u8272\u306e\u30c9\u30c3\u30c8\u7d75\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"910\" height=\"1024\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18-910x1024.png\" alt=\"\" class=\"wp-image-855\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18-910x1024.png 910w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18-267x300.png 267w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18-768x864.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18-940x1058.png 940w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-06-02-14.49.18.png 1024w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\"><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001numpy.random\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u306b\u304a\u3051\u308b\u69d8\u3005\u306a\u30e9\u30f3\u30c0\u30e0\u8981\u7d20\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u3001numpy.random\u306e\u5b9f\u8df5\u7684\u306a\u4f7f\u7528\u4f8b\u3092\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u6a5f\u68b0\u5b66\u7fd2\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30b2\u30fc\u30e0\u30fb\u30a2\u30fc\u30c8\u5236\u4f5c\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067numpy.random\u304c\u6d3b\u8e8d\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u305c\u3072\u3001\u81ea\u5206\u306e\u8208\u5473\u306e\u3042\u308b\u5206\u91ce\u3067\u3001numpy.random\u3092\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u6b21\u7bc0\u3067\u306f\u3001numpy.random\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u4f7f\u3046\u305f\u3081\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-11\">numpy\u306erandom\u6a5f\u80fd\u306b\u95a2\u3059\u308bTips<\/h2>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u3001numpy.random\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3084\u5b9f\u8df5\u7684\u306a\u4f7f\u7528\u4f8b\u3092\u898b\u3066\u304d\u307e\u3057\u305f\u3002\u672c\u7bc0\u3067\u306f\u3001numpy.random\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u4f7f\u3046\u305f\u3081\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-12\">\u4ed6\u306e\u4e71\u6570\u751f\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u6bd4\u8f03\u304b\u3089\u3001numpy\u306erandom\u306e\u512a\u4f4d\u6027\u3092\u77e5\u308d\u3046<\/h3>\n\n\n\n<p>Python\u306b\u306f\u3001numpy.random\u4ee5\u5916\u306b\u3082\u4e71\u6570\u751f\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u307e\u3059\u3002\u4ee3\u8868\u7684\u306a\u3082\u306e\u3068\u3057\u3066\u306f\u3001Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308brandom\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002random\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001numpy.random\u307b\u3069\u306e\u901f\u5ea6\u3068\u6a5f\u80fd\u306f\u5fc5\u8981\u306a\u3044\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001numpy.random\u306f\u3001C\u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001random\u30e2\u30b8\u30e5\u30fc\u30eb\u3088\u308a\u3082\u9ad8\u901f\u3067\u3059\u3002\u307e\u305f\u3001NumPy\u306e\u914d\u5217\u3092\u76f4\u63a5\u64cd\u4f5c\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u4e71\u6570\u751f\u6210\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u4ed6\u3001\u4e71\u6570\u751f\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u306f\u3001scipy.stats\u3084randomgen\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u304c\u3001numpy.random\u304c\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5206\u91ce\u3067\u306f\u3001numpy.random\u304c\u4e8b\u5b9f\u4e0a\u306e\u6a19\u6e96\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">numpy\u306erandom\u6a5f\u80fd\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u305f\u3081\u306e\u30b3\u30c4\u3092\u5b66\u307c\u3046<\/h3>\n\n\n\n<p>numpy.random\u3092\u4f7f\u3046\u969b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30c4\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3068\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u4e71\u6570\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5927\u91cf\u306e\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u969b\u306f\u3001\u500b\u5225\u306e\u95a2\u6570\u547c\u3073\u51fa\u3057\u3092\u907f\u3051\u3001\u4e00\u5ea6\u306b\u751f\u6210\u3059\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u975e\u52b9\u7387\u7684\u306a\u4f8b\ninefficient = [np.random.rand() for _ in range(1000000)]\n\n# \u52b9\u7387\u7684\u306a\u4f8b\nefficient = np.random.rand(1000000)<\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4e71\u6570\u751f\u6210\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u3001\u53ef\u80fd\u306a\u9650\u308a\u5927\u304d\u306a\u914d\u5217\u306b\u5bfe\u3057\u3066\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u540c\u3058\u4e71\u6570\u3092\u7e70\u308a\u8fd4\u3057\u4f7f\u3046\u5834\u5408\u306f\u3001\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u51e6\u7406\u3092\u95a2\u6570\u5316\u3057\u3001\u547c\u3073\u51fa\u3059\u305f\u3073\u306b\u751f\u6210\u3059\u308b\u306e\u3092\u907f\u3051\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u975e\u52b9\u7387\u7684\u306a\u4f8b\ndef inefficient_function():\n    return np.random.rand(100)\n\n# \u52b9\u7387\u7684\u306a\u4f8b\nrandom_array = np.random.rand(100)\n\ndef efficient_function():\n    return random_array<\/pre>\n\n\n\n<p>\u307e\u305f\u3001numpy.random\u3092\u4f7f\u3046\u969b\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b\u969b\u306f\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u72b6\u614b\u304c\u5909\u66f4\u3055\u308c\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30b9\u30ec\u30c3\u30c9\u3084\u4e26\u5217\u51e6\u7406\u3092\u884c\u3046\u969b\u306f\u3001\u5404\u30b9\u30ec\u30c3\u30c9\u3084\u51e6\u7406\u3067\u5225\u3005\u306e\u30b7\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u6697\u53f7\u8ad6\u7684\u306b\u5b89\u5168\u306a\u4e71\u6570\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001numpy.random\u306f\u9069\u3055\u306a\u3044\u3002\u305d\u306e\u5834\u5408\u306f\u3001secrets\u30e2\u30b8\u30e5\u30fc\u30eb\u306a\u3069\u3092\u4f7f\u3046\u3068\u3088\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5\u4e0a\u3001numpy.random\u306b\u95a2\u3059\u308bTips\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u6bd4\u8f03\u304b\u3089\u3001numpy.random\u306e\u512a\u4f4d\u6027\u3092\u7406\u89e3\u3057\u3001\u52b9\u7387\u7684\u306a\u4f7f\u3044\u65b9\u306e\u30b3\u30c4\u3068\u6ce8\u610f\u70b9\u3092\u62bc\u3055\u3048\u308b\u3053\u3068\u3067\u3001numpy.random\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u6b21\u7bc0\u3067\u306f\u3001\u3053\u308c\u307e\u3067\u306e\u5185\u5bb9\u3092\u7dcf\u62ec\u3057\u3001numpy.random\u306e\u5c06\u6765\u306e\u767a\u5c55\u306b\u3064\u3044\u3066\u3082\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-14\">numpy\u306erandom\u6a5f\u80fd\u306e\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u767a\u5c55<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001numpy.random\u306e\u57fa\u672c\u304b\u3089\u5fdc\u7528\u307e\u3067\u3001\u5e45\u5e83\u304f\u89e3\u8aac\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u3001\u3053\u308c\u307e\u3067\u306e\u5185\u5bb9\u3092\u632f\u308a\u8fd4\u308a\u3001numpy.random\u306e\u5c06\u6765\u306b\u3064\u3044\u3066\u3082\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-15\">numpy\u306erandom\u6a5f\u80fd\u306e\u8981\u70b9\u3092\u304a\u3055\u3089\u3044\u3057\u3088\u3046<\/h3>\n\n\n\n<p>numpy.random\u306f\u3001\u9ad8\u901f\u6027\u3001\u591a\u6a5f\u80fd\u6027\u3001\u5927\u91cf\u306e\u4e71\u6570\u751f\u6210\u3001\u518d\u73fe\u6027\u306a\u3069\u3001\u591a\u304f\u306e\u512a\u308c\u305f\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u4e3b\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5206\u5272<\/li>\n\n\n\n<li>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3092\u7528\u3044\u305f\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3084\u6570\u5024\u8a08\u7b97<\/li>\n\n\n\n<li>\u30b2\u30fc\u30e0\u3084\u30a2\u30fc\u30c8\u5236\u4f5c\u306b\u304a\u3051\u308b\u30e9\u30f3\u30c0\u30e0\u8981\u7d20\u306e\u5c0e\u5165<\/li>\n<\/ul>\n\n\n\n<p>\u307e\u305f\u3001numpy.random\u3092\u52b9\u679c\u7684\u306b\u4f7f\u3046\u305f\u3081\u306e\u30b3\u30c4\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u70b9\u3092\u62bc\u3055\u3048\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u91cf\u306e\u4e71\u6570\u3092\u751f\u6210\u3059\u308b\u969b\u306f\u3001\u4e00\u5ea6\u306b\u751f\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u53ef\u80fd\u306a\u9650\u308a\u5927\u304d\u306a\u914d\u5217\u306b\u5bfe\u3057\u3066\u4e71\u6570\u3092\u751f\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u540c\u3058\u4e71\u6570\u3092\u7e70\u308a\u8fd4\u3057\u4f7f\u3046\u5834\u5408\u306f\u3001\u4e71\u6570\u751f\u6210\u51e6\u7406\u3092\u95a2\u6570\u5316\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>numpy.random\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u4e71\u6570\u3092\u52b9\u7387\u7684\u304b\u3064\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" 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