{"id":112,"date":"2020-10-30T16:22:59","date_gmt":"2020-10-30T07:22:59","guid":{"rendered":"http:\/\/hituji1012.xsrv.jp\/?p=112"},"modified":"2026-08-01T13:57:39","modified_gmt":"2026-08-01T04:57:39","slug":"63","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/","title":{"rendered":"\u3010Python\u3011Python\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\uff1f"},"content":{"rendered":"\n<p>\u3044\u308d\u3044\u308d\u306a\u3068\u3053\u308d\u3067AI\u304c\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u5efa\u8a2d\u696d\u3067\u3082\u6d3b\u7528\u304c\u6a21\u7d22\u3055\u308c\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304b\u3089AI\u306b\u3064\u3044\u3066\u52c9\u5f37\u3057\u305f\u3044\u65b9\u306f\u3001AI\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u3092\u5148\u306b\u5b66\u3073\u59cb\u3081\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u305d\u3093\u306a\u4e2d\u3001\u3069\u3046\u3084\u3063\u3066\u5b66\u3093\u3067\u3088\u3044\u304b\u308f\u304b\u3089\u306a\u3044\u65b9\u306f\u662f\u975e\u3053\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001AI\u958b\u767a\u306b\u4f7f\u308f\u308c\u3066\u3044\u308bpython\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304b\u3089\u52c9\u5f37\u3057\u3088\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u65b9\u304c\u3001python\u304c\u3069\u3046\u3044\u3063\u305f\u3082\u306e\u3067\u3001\u3069\u3046\u3044\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u304c\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><label for=\"item\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;\"><svg style=\"fill: #444444;color:#444444\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #444444;color:#444444\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input type=\"checkbox\" id=\"item\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#python%E3%81%A8%E3%81%AF\" title=\"python\u3068\u306f\">python\u3068\u306f<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E7%8F%BE%E7%8A%B6%E3%81%AFPython3%E3%82%92%E4%BD%BF%E3%81%8A%E3%81%86\" title=\"\u73fe\u72b6\u306fPython3\u3092\u4f7f\u304a\u3046\">\u73fe\u72b6\u306fPython3\u3092\u4f7f\u304a\u3046<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%81%AA%E3%81%9Cpython%E3%81%8C%E9%81%B8%E3%81%B0%E3%82%8C%E3%82%8B%E3%81%AE%E3%81%8B\" title=\"\u306a\u305cpython\u304c\u9078\u3070\u308c\u308b\u306e\u304b\">\u306a\u305cpython\u304c\u9078\u3070\u308c\u308b\u306e\u304b<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%80%8C%E8%A6%8B%E3%81%88%E3%82%8B%E5%8C%96%E3%80%8D%E3%80%8C%E7%B5%B1%E8%A8%88%E3%80%8D%E3%80%8C%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%80%8D%E3%81%AA%E3%81%A9%E3%81%AE%E5%87%A6%E7%90%86%E3%81%8C%E7%B0%A1%E5%8D%98%E3%81%AB%E3%81%A7%E3%81%8D%E3%82%8B\" title=\"\u300c\u898b\u3048\u308b\u5316\u300d\u300c\u7d71\u8a08\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306a\u3069\u306e\u51e6\u7406\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\">\u300c\u898b\u3048\u308b\u5316\u300d\u300c\u7d71\u8a08\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306a\u3069\u306e\u51e6\u7406\u304c\u7c21\u5358\u306b\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E5%A4%9A%E6%95%B0%E3%81%AE%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%8C%E3%81%82%E3%82%8A%E7%B0%A1%E5%8D%98%E3%81%AB%E9%96%8B%E7%99%BA%E3%81%A7%E3%81%8D%E3%82%8B\" title=\"\u591a\u6570\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u7c21\u5358\u306b\u958b\u767a\u3067\u304d\u308b\">\u591a\u6570\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u7c21\u5358\u306b\u958b\u767a\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%8C%E5%A4%9A%E3%81%84%E3%81%AE%E3%81%A7%E6%A4%9C%E7%B4%A2%E3%81%A7%E6%83%85%E5%A0%B1%E3%81%8C%E3%81%99%E3%81%90%E6%89%8B%E3%81%AB%E5%85%A5%E3%82%8B\" title=\"\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3044\u306e\u3067\u691c\u7d22\u3067\u60c5\u5831\u304c\u3059\u3050\u624b\u306b\u5165\u308b\">\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3044\u306e\u3067\u691c\u7d22\u3067\u60c5\u5831\u304c\u3059\u3050\u624b\u306b\u5165\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#python%E3%81%A7%E3%81%A7%E3%81%8D%E3%82%8B%E3%81%93%E3%81%A8\" title=\"python\u3067\u3067\u304d\u308b\u3053\u3068\">python\u3067\u3067\u304d\u308b\u3053\u3068<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%A6%8B%E3%81%88%E3%82%8B%E5%8C%96%E3%80%80%E7%9B%B8%E9%96%A2%E3%82%92%E8%A6%8B%E5%87%BA%E3%81%99\" title=\"\u30c7\u30fc\u30bf\u306e\u898b\u3048\u308b\u5316\u3000\u76f8\u95a2\u3092\u898b\u51fa\u3059\">\u30c7\u30fc\u30bf\u306e\u898b\u3048\u308b\u5316\u3000\u76f8\u95a2\u3092\u898b\u51fa\u3059<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E7%B5%B1%E8%A8%88%E3%80%81%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AB%E3%82%88%E3%82%8B%E8%A7%A3%E6%9E%90%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\" title=\"\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u89e3\u6790\u304c\u3067\u304d\u308b\">\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u89e3\u6790\u304c\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9FAI%E9%96%8B%E7%99%BA\" title=\"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u3063\u305fAI\u958b\u767a\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u3063\u305fAI\u958b\u767a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E7%84%A1%E6%96%99%E3%81%A7%E3%82%A6%E3%82%A7%E3%83%96%E6%93%8D%E4%BD%9C%E8%87%AA%E5%8B%95%E5%8C%96%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\" title=\"\u7121\u6599\u3067\u30a6\u30a7\u30d6\u64cd\u4f5c\u81ea\u52d5\u5316\u304c\u3067\u304d\u308b\">\u7121\u6599\u3067\u30a6\u30a7\u30d6\u64cd\u4f5c\u81ea\u52d5\u5316\u304c\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%82%A6%E3%82%A7%E3%83%96%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%82%A8%E3%83%B3%E3%83%89%E5%87%A6%E7%90%86\" title=\"\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u51e6\u7406\">\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u51e6\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%82%A6%E3%82%A3%E3%83%B3%E3%83%89%E3%82%A6%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E9%96%8B%E7%99%BA\" title=\"\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\">\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"python%E3%81%A8%E3%81%AF\"><\/span>python\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>python\u306e\u8a18\u8ff0\u306f<a href=\"https:\/\/ja.wikipedia.org\/wiki\/Python\" target=\"_blank\" rel=\"noopener noreferrer\">wiki<\/a>\u3068\u304b\u8272\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4eba\u6c17\u30e9\u30f3\u30ad\u30f3\u30b0\u4e0a\u4f4d<\/li>\n<li>AI\u958b\u767a\u3067\u306e\u5fc5\u9808\u8a00\u8a9e<\/li>\n<li>\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u591a\u3044<\/li>\n<li>Windows\u3001Linux\u306a\u3069OS\u306e\u9055\u3044\u304c\u3042\u3063\u3066\u3082\u52d5\u4f5c\u3059\u308b<\/li>\n<\/ul>\n<p>\u4ed6\u306b\u3082\u3044\u3063\u3071\u3044\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u307e\u308c\u308b\u65b9\u3082\u3001\u3053\u308c\u3089\u304c\u52c9\u5f37\u59cb\u3081\u3088\u3046\u3068\u52d5\u6a5f\u4ed8\u3051\u306b\u306a\u3063\u305f\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306f\uff1f<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u96c6\u5408\u4f53<br \/>\n\u81ea\u5206\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u306a\u304f\u3066\u3082\u3001\u8ab0\u304b\u304c\u66f8\u3044\u3066\u304f\u308c\u305f\u30b3\u30fc\u30c9\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u308b<br \/>\n\u305d\u306e\u305f\u3081\u3001\u96e3\u3057\u3044\u6570\u5f0f\u3092\u4f7f\u3063\u305f\u51e6\u7406\u3082\u6570\u884c\u3067\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u308b\n<\/p><\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8F%BE%E7%8A%B6%E3%81%AFPython3%E3%82%92%E4%BD%BF%E3%81%8A%E3%81%86\"><\/span>\u73fe\u72b6\u306fPython3\u3092\u4f7f\u304a\u3046<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>python\u306b\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5927\u304d\u304f\u5206\u3051\u3066\u3001\uff12\u3068\uff13\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>2014\u5e74\u9803\u306f\u5bfe\u5fdc\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5c11\u306a\u3044\u3053\u3068\u304b\u3089\u30012\u3092\u4f7f\u3046\u50be\u5411\u306b\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u73fe\u72b6\u306f3\u3092\u9078\u629e\u3057\u3066\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>2\u306f\u4f7f\u3046\u4eba\u304c\u5c11\u306a\u304f\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u306a\u306e\u3067\u3042\u3048\u3066\u4f7f\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>python3\u3067\u306f\u30012020\u5e74\u6642\u70b9\u3067\u30013.7\u30843.8\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u6642\u306e\u65b0\u3057\u3044\u3082\u306e\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>python\u306e<a href=\"https:\/\/www.python.org\/downloads\/windows\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30da\u30fc\u30b8<\/a>\u306eStable Release\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u9078\u3093\u3067\u304a\u304f\u306e\u304c\u826f\u3044\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-184 size-large\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/python_about_1-1024x384.png\" alt=\"\" width=\"920\" height=\"345\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-1024x384.png 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-600x225.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-300x112.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-768x288.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-1536x576.png 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1-940x352.png 940w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_1.png 2044w\" sizes=\"(max-width: 920px) 100vw, 920px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%AA%E3%81%9Cpython%E3%81%8C%E9%81%B8%E3%81%B0%E3%82%8C%E3%82%8B%E3%81%AE%E3%81%8B\"><\/span>\u306a\u305cpython\u304c\u9078\u3070\u308c\u308b\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u306a\u305cpython\u304c\u3053\u3053\u307e\u3067\u4eba\u6c17\u306b\u306a\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u78ba\u5b9f\u306bAI\u306e\u958b\u767a\u8a00\u8a9e\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4ed6\u306b\u3082\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%80%8C%E8%A6%8B%E3%81%88%E3%82%8B%E5%8C%96%E3%80%8D%E3%80%8C%E7%B5%B1%E8%A8%88%E3%80%8D%E3%80%8C%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%80%8D%E3%81%AA%E3%81%A9%E3%81%AE%E5%87%A6%E7%90%86%E3%81%8C%E7%B0%A1%E5%8D%98%E3%81%AB%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u300c\u898b\u3048\u308b\u5316\u300d\u300c\u7d71\u8a08\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306a\u3069\u306e\u51e6\u7406\u304c\u7c21\u5358\u306b\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eca\u307e\u3067\u30c7\u30fc\u30bf\u306e\u30b0\u30e9\u30d5\u5316\u3084\u89e3\u6790\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u304d\u305f\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>Excel\uff1fJMP\uff1fMATLAB\uff1f\u6700\u8fd1\u3067\u306f\u3001BI\uff08Business Intelligence\uff09\u30c4\u30fc\u30eb\u306a\u3069\u3082\u5897\u3048\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Microsoft\u306e<a href=\"https:\/\/powerbi.microsoft.com\/ja-jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">Power BI<\/a>\u306a\u3069\u306f\u7121\u6599\u3067\u4f7f\u3048\u308b\u306e\u3067\u306a\u304b\u306a\u304b\u6709\u7528\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u3067\u306f\u3001python\u3067\u30c7\u30fc\u30bf\u89e3\u6790\u304c\u3067\u304d\u308b\u3053\u3068\u3082\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u89e3\u6790\u306f\u5f8c\u3067\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u304c\u300c\u898b\u3048\u308b\u5316\u300d\u300c\u7d71\u8a08\u300d\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306a\u3069\u306e\u51e6\u7406\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-190 aligncenter\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/python_about_2-1024x538.png\" alt=\"\" width=\"548\" height=\"288\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2-1024x538.png 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2-600x315.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2-300x158.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2-768x403.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2-940x494.png 940w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/python_about_2.png 1200w\" sizes=\"(max-width: 548px) 100vw, 548px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%A4%9A%E6%95%B0%E3%81%AE%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%8C%E3%81%82%E3%82%8A%E7%B0%A1%E5%8D%98%E3%81%AB%E9%96%8B%E7%99%BA%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u591a\u6570\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308a\u7c21\u5358\u306b\u958b\u767a\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>python\u306b\u306f\u8272\u3005\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u666e\u901a\u306b\u81ea\u5206\u3067\u6700\u521d\u304b\u3089\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u308b\u3068\u9014\u65b9\u3082\u306a\u3044\u6642\u9593\u304c\u304b\u304b\u308b\u3082\u306e\u304c\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u3042\u3089\u304b\u3058\u3081\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3060\u3051\u3067\u3001\u6570\u884c\u3067\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e0b\u8a18\u304c\u3044\u304f\u3064\u304b\u4f8b\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u4eca\u5f8c\u3053\u3093\u306a\u3053\u3068\u3057\u305f\u3044\u306a\u3068\u3044\u3063\u305f\u6642\u306b\u5927\u62b5\u306f\u4fbf\u5229\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u51fa\u4f1a\u3048\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n<div>\n<table>\n<caption>\u8272\u3005\u306a\u30e9\u30a4\u30d6\u30e9\u30ea<\/caption>\n<thead style=\"background: #cccccc;\">\n<tr>\n<th>\u6a5f\u80fd<\/th>\n<th>\u30e9\u30a4\u30d6\u30e9\u30ea<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u753b\u50cf\u51e6\u7406<\/td>\n<td>opencv\u3001pillow<\/td>\n<\/tr>\n<tr>\n<td>\u6a5f\u68b0\u5b66\u7fd2<\/td>\n<td>scikit-learn<\/td>\n<\/tr>\n<tr>\n<td>\u8868\u30c7\u30fc\u30bf<\/td>\n<td>pandas<\/td>\n<\/tr>\n<tr>\n<td>\u884c\u5217\u6f14\u7b97<\/td>\n<td>numpy<\/td>\n<\/tr>\n<tr>\n<td>AI<\/td>\n<td>tensorflow\u3001keras\u3001pytorch<\/td>\n<\/tr>\n<tr>\n<td>\u30b0\u30e9\u30d5\u8868\u793a<\/td>\n<td>matplotlib\u3001seaborn<\/td>\n<\/tr>\n<tr>\n<td>web\u64cd\u4f5c<\/td>\n<td>selenium\u3001 beautiful soap<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC%E3%81%8C%E5%A4%9A%E3%81%84%E3%81%AE%E3%81%A7%E6%A4%9C%E7%B4%A2%E3%81%A7%E6%83%85%E5%A0%B1%E3%81%8C%E3%81%99%E3%81%90%E6%89%8B%E3%81%AB%E5%85%A5%E3%82%8B\"><\/span>\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3044\u306e\u3067\u691c\u7d22\u3067\u60c5\u5831\u304c\u3059\u3050\u624b\u306b\u5165\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5148\u307b\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u591a\u3044\u306e\u3082\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3044\u304b\u3089\u5f97\u3089\u308c\u308b\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u30e6\u30fc\u30b6\u30fc\u304c\u591a\u3044\u306e\u3067\u3001\u56f0\u3063\u305f\u3053\u3068\u304c\u3042\u308c\u3070\u672c\u8a18\u4e8b\u3092\u898b\u3089\u308c\u3066\u3044\u308b\u65b9\u306e\u3088\u3046\u306b\u30a6\u30a7\u30d6\u3067\u8abf\u3079\u308c\u3070\u3059\u3050\u89e3\u6c7a\u3057\u307e\u3059\u3057\u3001\u672c\u5c4b\u306b\u884c\u3063\u3066\u3082\u521d\u5b66\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u306e\u672c\u304c\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u6700\u8fd1\u306f\u30a6\u30a7\u30d3\u30ca\u30fc\u3068\u547c\u3070\u308c\u308b\u3001\u30a6\u30a7\u30d6\u52d5\u753b\u306e\u8b1b\u5ea7\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30a6\u30a7\u30d3\u30ca\u30fc\u306fYouTube\u3001Udemy\u3001Cousera\u3001fastai\u306a\u3069\u8272\u3005\u306a\u3068\u3053\u308d\u304b\u3089\u51fa\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"python%E3%81%A7%E3%81%A7%E3%81%8D%E3%82%8B%E3%81%93%E3%81%A8\"><\/span>python\u3067\u3067\u304d\u308b\u3053\u3068<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>python\u3067\u306f\u3044\u308d\u3044\u308d\u306a\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E8%A6%8B%E3%81%88%E3%82%8B%E5%8C%96%E3%80%80%E7%9B%B8%E9%96%A2%E3%82%92%E8%A6%8B%E5%87%BA%E3%81%99\"><\/span>\u30c7\u30fc\u30bf\u306e\u898b\u3048\u308b\u5316\u3000\u76f8\u95a2\u3092\u898b\u51fa\u3059<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30fc\u30bf\u306e\u898b\u3048\u308b\u5316\u306f\u6570\u5b57\u304c\u3044\u3063\u3071\u3044\u4e26\u3093\u3067\u3044\u308b\u72b6\u614b\u3067\u306f\u306a\u304f\u3001\u30d1\u30c3\u3068\u898b\u3066\u4f55\u304b\u304c\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u30b0\u30e9\u30d5\u7b49\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>python\u3067\u306f\u3001\u30a8\u30af\u30bb\u30eb\u3084CSV\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u306e\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u3001\u30b0\u30e9\u30d5\u306b\u3059\u308b\u307e\u3067\u306f\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u30b0\u30e9\u30d5\u3092\u63cf\u3044\u3066\u898b\u3048\u308b\u5316\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u30e9\u30a4\u30d6\u30e9\u30ea\u8aad\u307f\u8fbc\u307f<\/li>\n<li>CSV\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/li>\n<li>\u30b0\u30e9\u30d5\u306e\u8868\u793a<\/li>\n<\/ol>\n<pre class=\"lang:python decode:true\"># \u30e9\u30a4\u30d6\u30e9\u30ea\u8aad\u307f\u8fbc\u307f\r\nimport seaborn as sns\r\nimport pandas as pd\r\n# CSV\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\r\niris = pd.read_csv('iris.csv')\r\n# \u30b0\u30e9\u30d5\u8868\u793a\r\nlmplot = sns.lmplot(x='sepal_width', y='sepal_length', hue=\"species\", data=iris)<\/pre>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/plot_sample.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/plot_sample.png\" alt=\"\" width=\"431\" height=\"352\" class=\"aligncenter size-full wp-image-198\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/plot_sample.png 431w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/plot_sample-300x245.png 300w\" sizes=\"(max-width: 431px) 100vw, 431px\" \/><\/a><\/p>\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306aCSV\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u300csepal_width\u300d\u300csepal_length\u300d\u3092\u30b0\u30e9\u30d5\u306b\u3057\u3066\u3044\u308b\u30b3\u30fc\u30c9\u3060\u3068\u7406\u89e3\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-199\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/iris_data.png\" alt=\"\" width=\"565\" height=\"217\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/iris_data.png 818w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/iris_data-600x230.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/iris_data-300x115.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/iris_data-768x295.png 768w\" sizes=\"(max-width: 565px) 100vw, 565px\" \/><\/p>\n<p>\u3053\u306e\u30b0\u30e9\u30d5\u304b\u3089\u300cspecies(\u54c1\u7a2e)\u300d\u3054\u3068\u306b\u300csepal_width\u300d\u300csepal_length\u300d\u306b\u76f8\u95a2\u306e\u95a2\u4fc2\u304c\u3042\u308a\u305d\u3046\u3060\u3068\u3044\u3046\u3053\u3068\u304c\u3059\u3050\u308f\u304b\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u6570\u5b57\u304c\u4e26\u3093\u3067\u3044\u308b\u3060\u3051\u3067\u306f\u308f\u304b\u308a\u306b\u304f\u3044\u30c7\u30fc\u30bf\u3092\u4f55\u304b\u3057\u3089\u5224\u65ad\u3057\u3084\u3059\u3044\u5f62\u306b\u898b\u3048\u308b\u5316\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%B5%B1%E8%A8%88%E3%80%81%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AB%E3%82%88%E3%82%8B%E8%A7%A3%E6%9E%90%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u89e3\u6790\u304c\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>python\u3067\u306f\u7c21\u5358\u306b\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u89e3\u6790\u304c\u3067\u304d\u308b\u306e\u3082\u9b45\u529b\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<p>\u7c21\u5358\u306b<a href=\"https:\/\/ja.wikipedia.org\/wiki\/\u30bf\u30a4\u30bf\u30cb\u30c3\u30af_(\u5ba2\u8239)\" target=\"_blank\" rel=\"noopener noreferrer\">\u30bf\u30a4\u30bf\u30cb\u30c3\u30af<\/a>\u306e\u30c7\u30fc\u30bf\u304b\u3089\u751f\u5b58\u7387\u306e\u9ad8\u3044\u306e\u306f\u3069\u3046\u3044\u3063\u305f\u4eba\u3060\u3063\u305f\u304b\u3068\u3044\u3046\u89e3\u6790\u3092\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u3066\u3084\u3063\u3066\u307f\u307e\u3059\u3002\u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u306e\u30c7\u30fc\u30bf\u304c\u3069\u3046\u3044\u3063\u305f\u3082\u306e\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true \"># \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\r\nimport seaborn as sns\r\ntitanic = sns.load_dataset(\"titanic\")\r\ntaitanic.head()<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-205\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/titanic_data.png\" alt=\"\" width=\"1688\" height=\"516\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data.png 1688w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-600x183.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-300x92.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-1024x313.png 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-768x235.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-1536x470.png 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/titanic_data-940x287.png 940w\" sizes=\"(max-width: 1688px) 100vw, 1688px\" \/><\/p>\n<p>\u3053\u3046\u3044\u3063\u305f\u8868\u30c7\u30fc\u30bf\u306f\u5efa\u8a2d\u696d\u95a2\u4fc2\u306a\u304f\u3069\u3053\u696d\u754c\u3067\u3082\u4f7f\u3046\u3082\u306e\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u3092\u6a5f\u68b0\u5b66\u7fd2\u306e\u51e6\u7406\u306b\u304b\u3051\u3066\u3001\u3069\u306e\u56e0\u5b50\u304c\u91cd\u8981\u304b\u6a5f\u68b0\u306b\u6559\u3048\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n<p><span class=\"attentionmark2 on-color\">\u300c\u56e0\u5b50\u300d\u3068\u3057\u3066\u307e\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u7684\u306b\u306f\u300c\u7279\u5fb4\u91cf\u300d\u3067\u3059\u3057\u3001\u300c\u8981\u56e0\u300d\u3068\u7f6e\u304d\u63db\u3048\u3066\u3082\u826f\u3044\u3067\u3059\u3002<\/span><\/p>\n<p>\u307e\u305a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u51e6\u7406\u3067\u3059\u304c\u3001\u4f7f\u3046\u30c7\u30fc\u30bf\u306e\u9078\u629e\u3084\u3001\u6587\u5b57\u30c7\u30fc\u30bf\u3092\u6570\u5024\u5316\u3059\u308b\u51e6\u7406\u3092\u5165\u308c\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u51e6\u7406\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\"># \u524d\u51e6\u7406\uff08\u9069\u5f53\u306b\uff09\r\ntitanic = titanic.dropna()\r\ntitanic['sex'] = titanic['sex'].map({'male': 0, 'female': 1}).astype(int)\r\ntitanic['embarked'] = titanic['embarked'].map({'S': 0, 'C': 1, 'Q': 2}).astype(int)\r\n\r\n# \u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u3092\u9078\u629e\r\ntrain_y = titanic['survived']\r\ntrain_x = titanic[['pclass', 'sex', 'age', 'sibsp', 'fare', 'embarked']]\r\n\r\n# \u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u51e6\u7406\r\nfrom sklearn.ensemble import RandomForestClassifier\r\nclf = RandomForestClassifier(random_state=0)\r\nclf = clf.fit(train_x, train_y)<\/pre>\n<p>\u6b21\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u7d50\u679c\u304b\u3089\u3001\u91cd\u8981\u306a\u56e0\u5b50\u3092\u898b\u3048\u308b\u5316\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\"># \u30e9\u30a4\u30d6\u30e9\u30ea\r\nimport matplotlib.pyplot as plt\r\nimport numpy as np\r\n\r\n# \u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u7d50\u679c\u304b\u3089\u5bc4\u4e0e\u5ea6\u306e\u9ad8\u3044\u56e0\u5b50\u3092\u62bd\u51fa\r\nfeatures = train_x.columns\r\nimportances = clf.feature_importances_\r\nindices = np.argsort(-importances) #\u964d\u9806\r\n\r\n# \u30b0\u30e9\u30d5\u5316\r\nX = range(len(indices))\r\nY = importances[indices]\r\n\r\nplt.bar(X,Y)\r\nplt.xticks(X, features[indices])\r\nplt.show()\r\n<\/pre>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3067\u3001\u51fa\u6765\u4e0a\u304c\u308b\u30b0\u30e9\u30d5\u304c\u4e0b\u8a18\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/importance.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/importance-268x300.png\" alt=\"\" width=\"268\" height=\"300\" class=\"aligncenter size-medium wp-image-206\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/importance-268x300.png 268w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/importance-600x670.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/importance-768x858.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/importance.png 852w\" sizes=\"(max-width: 268px) 100vw, 268px\" \/><\/a><\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u305d\u3046\u306a\u3063\u305f<strong>\u539f\u56e0\u304c\u4f55\u3067\u3042\u308b\u304b\u306f\u6a5f\u68b0\u306e\u51e6\u7406\u306b\u3088\u3063\u3066\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/strong>\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u5206\u985e\u3084\u4e88\u6e2c\u306a\u3069\u306b\u4f7f\u3044\u307e\u3059\u304c\u3001\u3053\u3046\u3044\u3063\u305f\u56e0\u5b50\u3092\u8abf\u3079\u308b\u3053\u3068\u306b\u3082\u4f7f\u3048\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9FAI%E9%96%8B%E7%99%BA\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u3063\u305fAI\u958b\u767a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e1\u3064\u3067\u3059\u304c\u3001\u4eca\u306e\u7ffb\u8a33\u3001\u753b\u50cf\u51e6\u7406\u306a\u3069\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u6280\u8853\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u96e3\u3057\u305d\u3046\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3082\u753b\u50cf\u306e\u5206\u985e\u306a\u3069\u3067\u3042\u308c\u3070\u300120\u884c\u7a0b\u5ea6\u3067\u6e08\u307f\u307e\u3059\u3002<\/p>\n<p>\u8a66\u3057\u306b\u3001\u6b21\u306e\u732b\u306e\u753b\u50cf\u3092AI\u3067\u5224\u5b9a\u3055\u305b\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/cat-1.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/cat-1-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" class=\"aligncenter size-medium wp-image-215\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/cat-1-300x225.jpg 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/cat-1-600x450.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/cat-1-768x576.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/08\/cat-1.jpg 900w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u51e6\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u753b\u50cf\u8aad\u307f\u8fbc\u307f<\/li>\n<li>AI\u30e2\u30c7\u30eb\u3092\u9078\u629e<\/li>\n<li>\u8aad\u307f\u8fbc\u3093\u3060\u753b\u50cf\u3092\u524d\u51e6\u7406<\/li>\n<li>AI\u3067\u5206\u985e\u51e6\u7406<\/li>\n<li>AI\u306e\u5206\u985e\u7d50\u679c\u8868\u793a<\/li>\n<\/ol>\n<p>\u30b3\u30fc\u30c9\u306f\u4eca\u306f\u7406\u89e3\u3059\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001<strong>AI\u306e\u51e6\u7406\u304c\u3053\u306e\u30b3\u30fc\u30c9\u91cf\u3067\u6e08\u3080<\/strong>\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u308c\u3070\u3084\u308b\u6c17\u3082\u51fa\u3066\u304f\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u30b3\u30fc\u30c9\u306fpytorch\u306e<a href=\"https:\/\/pytorch.org\/hub\/pytorch_vision_vgg\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">import torch\r\nfrom torchvision import models, transforms\r\n\r\nfrom PIL import Image\r\n\r\n# 1.\u753b\u50cf\u8aad\u307f\u8fbc\u307f\r\ninput_image = Image.open('cat.jpg')\r\n\r\n# 2.AI\u30e2\u30c7\u30eb\u306e\u5b9a\u7fa9\r\nmodel = models.vgg16(pretrained=True).eval()\r\n\r\n# 3.\u5165\u529b\u753b\u50cf\u306e\u524d\u51e6\u7406\u3000\u30ea\u30b5\u30a4\u30ba\u3001\u30ce\u30fc\u30de\u30e9\u30a4\u30ba\u306a\u3069\r\npreprocess = transforms.Compose([\r\n    transforms.Resize(256),\r\n    transforms.CenterCrop(224),\r\n    transforms.ToTensor(),\r\n    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\r\n])\r\ninput_tensor = preprocess(input_image)\r\ninput_batch = input_tensor.unsqueeze(0)\r\n\r\n# 4.\u753b\u50cf\u306e\u5206\u985e\u51e6\u7406\r\nif torch.cuda.is_available():\r\n    input_batch = input_batch.to('cuda')\r\n    model.to('cuda')\r\n\r\nwith torch.no_grad():\r\n    output = model(input_batch)\r\noutput = torch.nn.functional.softmax(output[0], dim=0)\r\noutput = output.to('cpu').detach().numpy().copy()\r\nind = np.argmax(output)\r\n\r\n# 5.AI\u306e\u5206\u985e\u7d50\u679c\u306e\u8868\u793a url\u304b\u3089ImageNet\u3068\u547c\u3070\u308c\u308b\u30c7\u30fc\u30bf\u306e\u5206\u985e\u306e\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u8868\u793a\r\nimport json\r\nimport urllib\r\nurl = \"https:\/\/s3.amazonaws.com\/deep-learning-models\/image-models\/imagenet_class_index.json\"\r\nres = urllib.request.urlopen(url)\r\nclass_index = json.loads(res.read().decode('utf-8'))\r\n\r\nprint(ind, class_index[f\"{ind}\"])<\/pre>\n<p>\u4ee5\u4e0b\u304c\u51e6\u7406\u7d50\u679c\u3067\u3059\u3002\u300ctabby=\u3068\u3089\u732b\u300d\u3067\u3042\u3063\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<pre class=\"\">281 ['n02123045', 'tabby']\r\n<\/pre>\n<p>\u3059\u3067\u306b\u3001\u5b66\u7fd2\u3055\u308c\u305f\u732b\u3068\u304b\u8eca\u3068\u304b\u3092\u8a8d\u8b58\u3059\u308bAI\u3067\u3059\u304c\u3001\u81ea\u793e\u88fd\u54c1\u306a\u3069\u306e\u5224\u5b9a\u306b\u4f7f\u3046AI\u3082\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%84%A1%E6%96%99%E3%81%A7%E3%82%A6%E3%82%A7%E3%83%96%E6%93%8D%E4%BD%9C%E8%87%AA%E5%8B%95%E5%8C%96%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u7121\u6599\u3067\u30a6\u30a7\u30d6\u64cd\u4f5c\u81ea\u52d5\u5316\u304c\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6570\u5e74\u524d\u304b\u3089<a href=\"https:\/\/ja.wikipedia.org\/wiki\/\u30ed\u30dc\u30c6\u30a3\u30c3\u30af\u30fb\u30d7\u30ed\u30bb\u30b9\u30fb\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\" target=\"_blank\" rel=\"noopener noreferrer\">RPA<\/a>\u3068\u3044\u3046\u5358\u8a9e\u3092\u3088\u304f\u8033\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eba\u304c\u65e5\u3005\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u30d1\u30bd\u30b3\u30f3\u696d\u52d9\u3092\u30ed\u30dc\u30c3\u30c8\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u3067\u3084\u3063\u3066\u3082\u3089\u304a\u3046\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u5f53\u7136\u3067\u3059\u304c\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u3067\u3042\u308bpython\u3067\u3082\u4eba\u306e\u4f5c\u696d\u3092\u7f6e\u304d\u63db\u3048\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3088\u304f\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>RPA\u306e\u65b9\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001python\u3084\u308a\u65b9\u3092\u899a\u3048\u308b\u3068<strong>\u7121\u6599<\/strong>\u3067\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u3046\u3061\u306e\u30a6\u30a7\u30d6\u64cd\u4f5c\u306e\u81ea\u52d5\u5316\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u307e\u3059\u306e\u3067\u3001\u8208\u5473\u3092\u6301\u3063\u3066\u3044\u305f\u3060\u3051\u305f\u3089\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u666e\u6bb5\u30a6\u30a7\u30d6\u306fChrome\u3001Safari\u306a\u3069\u306e\u30d6\u30e9\u30a6\u30b6\u3092\u5229\u7528\u3059\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u81ea\u52d5\u5316\u3059\u308b\u5834\u5408\u3082\u30d6\u30e9\u30a6\u30b6\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001<a href=\"https:\/\/chromedriver.chromium.org\/downloads\" target=\"_blank\" rel=\"noopener noreferrer\">ChromeDriver<\/a>\u3092\u4f7f\u3044\u3001\u6b21\u306e\u3053\u3068\u3092\u81ea\u52d5\u5316\u3057\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>yahoo\u3092\u958b\u304f<\/li>\n<li>\u300cpython\u300d\u3092\u5165\u529b<\/li>\n<li>\u691c\u7d22\u3059\u308b<\/li>\n<\/ol>\n<p>\u3053\u308c\u304f\u3089\u3044\u306e\u4f5c\u696d\u3067\u3082\u6bce\u65e5\u306e\u7e70\u308a\u8fd4\u3059\u3068\u306a\u308b\u3068\u81ea\u52d5\u5316\u3059\u308b\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\uff01<\/p>\n<p>\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">from selenium import webdriver\r\n# yahoo\u306eURL\r\nurl = \"https:\/\/www.yahoo.co.jp\/\"\r\n\r\n# \u30d6\u30e9\u30a6\u30b6\u3067yahoo\u3092\u958b\u304f\r\nchromeOptions = webdriver.ChromeOptions()\r\ndriver = webdriver.Chrome(\"resources\/chromedriver_win32\/chromedriver.exe\", chrome_options=chromeOptions)\r\ndriver.get(url)\r\n\r\n# \u691c\u7d22\u306b\u300cpython\u300d\u3092\u5165\u529b\r\nsearch_text = driver.find_element_by_xpath(\"\/html\/body\/div\/div\/header\/section[1]\/div\/form\/fieldset\/span\/input\")\r\nsearch_text.send_keys(\"python\")\r\n\r\n# \u691c\u7d22\u30dc\u30bf\u30f3\u3092\u62bc\u3059\r\nlogin_button = driver.find_element_by_xpath(\"\/html\/body\/div\/div\/header\/section[1]\/div\/form\/fieldset\/span\/button\")\r\nlogin_button.click()\r\n\r\n# \u30a6\u30a7\u30a4\u30c8\r\nimport time\r\ntime.sleep(10)<\/pre>\n<p>\u5b9f\u884c\u3059\u308b\u3068\u3001Chrome\u304c\u7acb\u3061\u4e0a\u304c\u3063\u3066\u3001\u300cpython\u300d\u3092\u691c\u7d22\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-218\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/pytho_article5.png\" alt=\"\" width=\"674\" height=\"198\" \/><\/p>\n<p>\u691c\u7d22\u3060\u3051\u3067\u306f\u30a4\u30e1\u30fc\u30b8\u304c\u3064\u304d\u306b\u304f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4ed6\u306b\u3082<\/p>\n<ul>\n<li>\u691c\u7d22\u3057\u3066\u6c7a\u307e\u3063\u305f\u7b87\u6240\u306e\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/li>\n<\/ul>\n<p>\u306a\u3069\u306e\u30a6\u30a7\u30d6\u64cd\u4f5c\u304c\u81ea\u52d5\u3067\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%A6%E3%82%A7%E3%83%96%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%82%A8%E3%83%B3%E3%83%89%E5%87%A6%E7%90%86\"><\/span>\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u51e6\u7406<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u51e6\u7406\u3068\u3044\u3046\u306e\u306f\u3001\u3044\u308f\u3086\u308b\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u5074\u306e\u51e6\u7406\u3067\u3059\u3002<\/p>\n<p>\u3068\u3044\u3063\u3066\u3082\u3001\u99b4\u67d3\u307f\u306e\u306a\u3044\u65b9\u306b\u306f\u308f\u304b\u308a\u306b\u304f\u3044\u3067\u3059\u304c\u3001\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u300c\u30e6\u30fc\u30b6\u30fc\u5074\u3067\u64cd\u4f5c\u3059\u308b\u753b\u9762\u3084\u51e6\u7406\u300d\u3068\u300c\u30b5\u30fc\u30d0\u30fc\u5074\u306e\u30c7\u30fc\u30bf\u691c\u7d22\u306a\u3069\u306e\u51e6\u7406\u300d\u306b\u308f\u304b\u308c\u3066\u52d5\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u5074\u306bpython\u3092\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u308b\u306e\u3067\u3001AI\u306e\u51e6\u7406\u306a\u3069\u3092\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-219 aligncenter\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/08\/python_about_3.png\" alt=\"\" width=\"690\" height=\"351\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%A6%E3%82%A3%E3%83%B3%E3%83%89%E3%82%A6%E3%82%A2%E3%83%97%E3%83%AA%E3%82%B1%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E9%96%8B%E7%99%BA\"><\/span>\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30d1\u30bd\u30b3\u30f3\u696d\u52d9\u3067\u306f\u7686\u3055\u3093\u304c\u5927\u62b5\u3053\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u3046\u306e\u3067\u3001\u4e00\u756a\u99b4\u67d3\u307f\u304c\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>python\u3067\u3042\u308c\u3070\u3001Windwos\u3084Linux\u4e21\u65b9\u3067\u52d5\u304f\u30a6\u30a3\u30f3\u30c9\u30a6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u306b\u4f7f\u3063\u3066\u3082\u3089\u3046\u3068\u304d\u306b\u306f\u3084\u306f\u308a\u3001\u30dc\u30bf\u30f3\u306a\u3069\u306e\u64cd\u4f5c\u753b\u9762\u304c\u3042\u308b\u3068\u53d7\u3051\u5165\u308c\u3066\u3082\u3089\u3044\u3084\u3059\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3069\u3046\u3067\u3057\u3087\u3046\uff1f\u3053\u308c\u304b\u3089python\u3092\u7fd2\u5f97\u3057\u3088\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u65b9\u304c\u3001python\u304c\u3069\u3046\u3044\u3063\u305f\u3082\u306e\u3067\u3001\u4f55\u304c\u3067\u304d\u308b\u304b\u304c\u308f\u304b\u3063\u305f\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3069\u3046\u3044\u3063\u305f\u30a2\u30d7\u30ea\u3092\u4f5c\u308a\u305f\u3044\u304b\u304cpython\u3092\u7fd2\u5f97\u3059\u308b\u305f\u3081\u306e\u5927\u4e8b\u306a\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u306a\u308b\u306e\u3067\u3001\u662f\u975e\u4f5c\u308a\u305f\u3044\u3082\u306e\u3092\u30a4\u30e1\u30fc\u30b8\u306a\u304c\u3089\u3001python\u306e\u7fd2\u5f97\u3092\u3057\u3066\u3044\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"Ww77weAEAA\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/10\/30\/64\/\">\u3010Python\u3011Anaconda\u306e\u958b\u767a\u74b0\u5883\u3092\u8a2d\u5b9a\u3057\u3088\u3046<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Python\u3011Anaconda\u306e\u958b\u767a\u74b0\u5883\u3092\u8a2d\u5b9a\u3057\u3088\u3046&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/10\/30\/64\/embed\/#?secret=lrj5nFy9dH#?secret=Ww77weAEAA\" data-secret=\"Ww77weAEAA\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"5GqN9SjPXC\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/10\/30\/67\/\">\u3010Python\u3011for\u3001if\u3001while\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Python\u3011for\u3001if\u3001while\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/10\/30\/67\/embed\/#?secret=eapgrVAhz4#?secret=5GqN9SjPXC\" data-secret=\"5GqN9SjPXC\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"ZIbRGNRzBF\"><p><a href=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/71\/\">pandas\u3067csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\/\u66f8\u304d\u8fbc\u3080<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;pandas\u3067csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\/\u66f8\u304d\u8fbc\u3080&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/71\/embed\/#?secret=cTuU2X03fl#?secret=ZIbRGNRzBF\" data-secret=\"ZIbRGNRzBF\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3044\u308d\u3044\u308d\u306a\u3068\u3053\u308d\u3067AI\u304c\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u5efa\u8a2d\u696d\u3067\u3082\u6d3b\u7528\u304c\u6a21\u7d22\u3055\u308c\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u3066\u304d\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u304b\u3089AI\u306b\u3064\u3044\u3066\u52c9\u5f37\u3057\u305f\u3044\u65b9\u306f\u3001AI\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u3092\u5148\u306b\u5b66\u3073\u59cb\u3081\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002 \u305d\u3093\u306a\u4e2d\u3001\u3069\u3046\u3084\u3063\u3066\u5b66\u3093\u3067\u3088 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2020\/10\/30\/63\/\"> <span class=\"screen-reader-text\">\u3010Python\u3011Python\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\uff1f<\/span> \u3082\u3063\u3068\u8aad\u3080 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