{"id":803,"date":"2021-12-12T12:03:27","date_gmt":"2021-12-12T03:03:27","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=803"},"modified":"2025-06-05T11:55:36","modified_gmt":"2025-06-05T02:55:36","slug":"%e3%80%90%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91%e3%81%91%e3%80%91%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b5%e3%82%a4%e3%82%a8%e3%83%b3%e3%83%86%e3%82%a3%e3%82%b9%e3%83%88%e3%81%ab%e3%81%aa%e3%82%8b%e3%81%ab","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=803","title":{"rendered":"\u72ec\u5b66\u3067\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u76ee\u6307\u3059\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff5cDS\u691c\u5b9a\u6d3b\u7528\u6cd5\u3082\u89e3\u8aac\uff01"},"content":{"rendered":"\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-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\">\u306f\u3058\u3081\u306b<\/a>  <\/li>  <li>    <a href=\"#i-1\">\u672a\u7d4c\u9a13\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308b\u305f\u3081\u306e\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<\/a>  <\/li>  <li>    <a href=\"#i-2\">Step1\uff1aPython\u30fb\u6570\u5b66\u30fb\u7d71\u8a08\u30fbSQL\u306e\u57fa\u790e\u30b9\u30ad\u30eb\u7fd2\u5f97<\/a>  <\/li>  <li>    <a href=\"#i-3\">Step2\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u7406\u89e3\u3068\u5b9f\u88c5<\/a>  <\/li>  <li>    <a href=\"#i-4\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u3001\u72ec\u5b66\u3067\u3064\u307e\u305a\u3044\u305f\u3089\uff1f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-5\">Step1\u30fbStep2\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u72ec\u5b66\u3060\u3068\u3064\u307e\u305a\u304d\u3084\u3059\u3044\u90e8\u5206\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-6\">Step3\uff1aDS\u691c\u5b9a\u5bfe\u7b56\u3067\u77e5\u8b58\u3092\u4f53\u7cfb\u7684\u306b\u6574\u7406\u30fb\u5f37\u5316<\/a>  <\/li>  <li>    <a href=\"#i-7\">Step4\uff1aKaggle\u30fb\u30a4\u30f3\u30bf\u30fc\u30f3\u30fb\u81ea\u4e3b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5b9f\u8df5\u529b\u3092\u990a\u3046<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-8\">DS\u691c\u5b9a\u3068\u306f\uff1f\u53d6\u5f97\u30e1\u30ea\u30c3\u30c8\u3068\u6700\u65b0\u8a66\u9a13\u60c5\u5831<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-9\">DS\u691c\u5b9a\u5bfe\u7b56\u306b\u30a2\u30ac\u30eb\u30fc\u30c8\u8b1b\u5ea7\u304c\u9078\u3070\u308c\u308b\u7406\u7531<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-10\">\u72ec\u5b66\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u30b3\u30c4\u3068\u6ce8\u610f\u70b9<\/a>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-1\">\u307e\u3068\u3081<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-12\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u72ec\u5b66\u306b\u95a2\u3059\u308bQ&amp;A<\/a>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-13\">\u2728AI\u4eba\u6750\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u300c\u72ec\u5b66\u3067\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u76ee\u6307\u3057\u305f\u3044\u3002\u3067\u3082\u4f55\u304b\u3089\u59cb\u3081\u308c\u3070\u826f\u3044\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u300d\u3002\u305d\u3093\u306a\u60a9\u307f\u3092\u62b1\u3048\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u672a\u7d4c\u9a13\u304b\u3089\u3067\u3082 <strong>\u4f53\u7cfb\u7684\u306a\u5b66\u7fd2\u3068\u5b9f\u8df5\u7d4c\u9a13<\/strong> \u3092\u7a4d\u3081\u3070\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3078\u306e\u9053\u306f\u5341\u5206\u306b\u958b\u3051\u307e\u3059\u3002\u305d\u306e\u904e\u7a0b\u3067 <strong>\u30b9\u30ad\u30eb\u306e\u6574\u7406\u3068\u8a3c\u660e<\/strong> \u306b\u5f79\u7acb\u3064\u306e\u304c <strong>DS\u691c\u5b9a<\/strong> \u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u6700\u65b0\u60c5\u5831\u3092\u4ea4\u3048\u3066 <strong>\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<\/strong> \u3068 <strong>DS\u691c\u5b9a\u5bfe\u7b56\u306e\u30b3\u30c4<\/strong> \u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u305c\u3072\u4e00\u6b69\u8e0f\u307f\u51fa\u3059\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">\u672a\u7d4c\u9a13\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308b\u305f\u3081\u306e\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7<\/h2>\n\n\n\n<p>\u3067\u306f\u5b9f\u969b\u306b\u3001\u672a\u7d4c\u9a13\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u76ee\u6307\u3059\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306a\u9806\u756a\u3067\u5b66\u7fd2\u3092\u9032\u3081\u3066\u3044\u3051\u3070\u3088\u3044\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u3053\u3053\u3067\u306f\u30011\u5e74\u7a0b\u5ea6\u3092\u76ee\u5b89\u3068\u3057\u305f <strong>4\u3064\u306e\u30b9\u30c6\u30c3\u30d7<\/strong> \u306b\u5206\u3051\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u9806\u756a\u3067\u53d6\u308a\u7d44\u3081\u3070\u3001\u30b9\u30ad\u30eb\u304c\u81ea\u7136\u306b\u7a4d\u307f\u4e0a\u304c\u308a\u3001\u9014\u4e2d\u3067\u632b\u6298\u3059\u308b\u30ea\u30b9\u30af\u3082\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1-1024x538.jpg\" alt=\"\" class=\"wp-image-7399\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1-1024x538.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1-300x158.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1-768x403.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1-940x494.jpg 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8-\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\uff081\u5e74\u76ee\u5b89\uff09-1.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">Step1\uff1aPython\u30fb\u6570\u5b66\u30fb\u7d71\u8a08\u30fbSQL\u306e\u57fa\u790e\u30b9\u30ad\u30eb\u7fd2\u5f97<\/h2>\n\n\n\n<p>\u307e\u305a\u306f <strong>\u30c7\u30fc\u30bf\u5206\u6790\u306e\u571f\u53f0\u3068\u306a\u308b\u57fa\u790e\u30b9\u30ad\u30eb<\/strong> \u3092\u56fa\u3081\u307e\u3057\u3087\u3046\u3002\u3053\u3053\u304c\u3057\u3063\u304b\u308a\u3057\u3066\u3044\u306a\u3044\u3068\u3001\u5f8c\u306e\u5fdc\u7528\u5b66\u7fd2\u3067\u3064\u307e\u305a\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb<strong>Python<\/strong>\uff1aNumpy\u3001Pandas\u3001Matplotlib\u306a\u3069\u306e\u57fa\u672c\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u3044\u65b9<\/p>\n\n\n\n<p>\u30fb<strong>\u6570\u5b66\u30fb\u7d71\u8a08<\/strong>\uff1a\u7dda\u5f62\u4ee3\u6570\u3001\u5fae\u5206\u7a4d\u5206\u3001\u78ba\u7387\u5206\u5e03\u3001\u63a8\u5b9a\u3001\u691c\u5b9a\u306a\u3069<\/p>\n\n\n\n<p>\u30fb<strong>SQL<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u30fb\u52a0\u5de5\u306b\u5fc5\u9808\u306e\u30b9\u30ad\u30eb\uff08SELECT\u3001GROUP BY\u3001JOIN\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u7279\u306bPython\u3068SQL\u306f\u5b9f\u52d9\u3067\u306e\u4f7f\u7528\u983b\u5ea6\u304c\u9ad8\u3044\u305f\u3081\u3001 <strong>\u624b\u3092\u52d5\u304b\u3057\u3066\u5b66\u3076\u3053\u3068<\/strong> \u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">Step2\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u7406\u89e3\u3068\u5b9f\u88c5<\/h2>\n\n\n\n<p>\u57fa\u790e\u30b9\u30ad\u30eb\u304c\u8eab\u306b\u3064\u3044\u3066\u304d\u305f\u3089\u3001\u6b21\u306f <strong>\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30fc\u30bf\u524d\u51e6\u7406<\/strong> \u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb<strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u30fb\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong> \u306e\u57fa\u672c\u7406\u89e3<\/p>\n\n\n\n<p>\u30fb<strong>\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\uff08\u56de\u5e30\u5206\u6790\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001SVM\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u624b\u6cd5<\/strong>\uff08\u6b20\u640d\u5024\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3069\uff09<\/p>\n\n\n\n<p>Python\u30e9\u30a4\u30d6\u30e9\u30ea\uff08Scikit-learn\u3084PyTorch\u306a\u3069\uff09\u3092\u4f7f\u3063\u305f <strong>\u5b9f\u88c5\u6f14\u7fd2<\/strong> \u3092\u901a\u3058\u3066\u3001\u7406\u8ad6\u3060\u3051\u3067\u306a\u304f\u5b9f\u8df5\u529b\u3082\u990a\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u2460\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb<\/strong><br>\u2013 Python<br>\u2013 numpy\u3001pandas\u3001matplotlib\u3001scikit-learn\u3001PyTorch\u3000\u7b49<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u2461\u6570\u5b66<\/strong><br>\u2013 \u5fae\u5206\u3001\u7dda\u5f62\u4ee3\u6570\u3001\u30d9\u30af\u30c8\u30eb\u3001\u884c\u5217\u306a\u3069<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u2462\u7d71\u8a08\u306e\u77e5\u8b58<\/strong><br>\u2013 \u5e73\u5747\u5024\u3001\u6a19\u6e96\u504f\u5dee\u3001\u5206\u6563\u3001\u78ba\u7387\u5206\u5e03\u3001\u63a8\u5b9a\u3001\u691c\u5b9a\u306a\u3069<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u2463\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58<\/strong><\/p>\n\n\n\n<p>\u30fb\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/p>\n\n\n\n<p>\u30fb\u5358\u56de\u5e30\u3001\u91cd\u56de\u5e30\u5206\u6790\u3001\u6700\u5c0f\u4e8c\u4e57\u6cd5<\/p>\n\n\n\n<p>\u30fb\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/p>\n\n\n\n<p>\u30fb\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30c8\u30eb\u30de\u30b7\u30f3\u3001K-means\u3001etc..<\/p>\n\n\n\n<p>\u30fbPyTorch\u3084Keras\u306a\u3069\u306e\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u77e5\u8b58<\/p>\n\n\n\n<p>\u30fb\u524d\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u8a2d\u8a08\u3001\u5b66\u7fd2\u3068\u8a55\u4fa1<\/p>\n\n\n\n<p>\u30fbscikit-learn\u3092\u7528\u3044\u305f\u6559\u5e2b\u3042\u308a\u30fb\u306a\u3057\u306e\u624b\u6cd5\u3084\u3001scikit-learn\u3067\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u307e\u3067\u306e\u6d41\u308c\u306a\u3069\u3002<br>1.\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u6b20\u640d\u5024\u306e\u88dc\u5b8c\u3084\u5916\u308c\u5024\u306e\u524a\u9664)<br>2.\u7279\u5fb4\u91cf\u306e\u8a2d\u8a08\uff08\u7279\u5fb4\u91cf\u306e\u9078\u629e)<br>3.\u30e2\u30c7\u30eb\u958b\u767a(\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3068\u5b66\u7fd2\uff09<br>4.\u30e2\u30c7\u30eb\u8a55\u4fa1\u30fb\u30fb\u30fb\u4ea4\u5dee\u691c\u8a3c\u3001\u6df7\u5408\u884c\u5217\u306a\u3069<\/p>\n\n\n\n<p>\u30fb\u6df1\u5c64\u5b66\u7fd2\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u306e\u5b9f\u88c5\u30b9\u30ad\u30eb\u53ca\u3073\u77e5\u8b58<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u2464SQL\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u64cd\u4f5c\u3059\u308b\u77e5\u8b58<\/strong><br>\u2013 select\u3001insert\u3001update\u3001delete\u3001where\u3001like\u3001limit\u3001sum\u3001avg\u3001max\u3001group by\u3001having\u3001order by\u3001\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u3001\u30d3\u30e5\u30fc\u3001\u30b5\u30d6\u30af\u30a8\u30ea\u3001case\u306a\u3069\u306a\u3069<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u3001\u72ec\u5b66\u3067\u3064\u307e\u305a\u3044\u305f\u3089\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">Step1\u30fbStep2\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001<strong>\u72ec\u5b66\u3060\u3068\u3064\u307e\u305a\u304d\u3084\u3059\u3044\u90e8\u5206\u3067\u3082\u3042\u308a\u307e\u3059<\/strong>\u3002<\/h3>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306f\u3001<strong>\u4f53\u7cfb\u7684\u306b\u5b66\u3079\u308b <a href=\"https:\/\/aiacademy.jp\/bootcamp\" target=\"_blank\" rel=\"noreferrer noopener\">AI Academy Bootcamp<\/a>&nbsp;\u300cAI\u4eba\u6750\u30b3\u30fc\u30b9\u300d<\/strong>\u3092\u6d3b\u7528\u3059\u308b\u306e\u3082\u4e00\u3064\u306e\u65b9\u6cd5\u3067\u3059\u3002Python\u306e\u57fa\u672c\u304b\u3089\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u307e\u3067\u3001<strong>AI\u5206\u91ce\u306e\u5b9f\u8df5\u7684\u306a\u30b9\u30ad\u30eb<\/strong>\u3092\u3057\u3063\u304b\u308a\u3068\u8eab\u306b\u3064\u3051\u3089\u308c\u307e\u3059\u3002<span class=\"keiko_green\"><strong>\u516c\u5f0fLINE\u3067\u306f\u5272\u5f15\u30af\u30fc\u30dd\u30f3<\/strong>\u3082\u30d7\u30ec\u30bc\u30f3\u30c8<\/span>\u4e2d\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" target=\"_blank\" rel=\" noreferrer noopener nofollow\"><img loading=\"lazy\" decoding=\"async\" width=\"910\" height=\"517\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png\" alt=\"\" class=\"wp-image-6799\" style=\"width:158px;height:auto\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png 910w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-300x170.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-768x436.png 768w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\"><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">Step3\uff1aDS\u691c\u5b9a\u5bfe\u7b56\u3067\u77e5\u8b58\u3092\u4f53\u7cfb\u7684\u306b\u6574\u7406\u30fb\u5f37\u5316<\/h2>\n\n\n\n<p>\u57fa\u790e\u30fb\u5fdc\u7528\u30b9\u30ad\u30eb\u304c\u3042\u308b\u7a0b\u5ea6\u56fa\u307e\u3063\u305f\u6bb5\u968e\u3067 <strong>DS\u691c\u5b9a<\/strong> \u306e\u5bfe\u7b56\u306b\u9032\u3080\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002DS\u691c\u5b9a\u3067\u306f\u3001\u4ee5\u4e0b\u306e3\u9818\u57df\u306b\u3064\u3044\u3066 <strong>\u4f53\u7cfb\u7684\u306a\u77e5\u8b58<\/strong> \u3092\u554f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb<strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u529b<\/strong>\uff08\u7d71\u8a08\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30fb\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30fb\u751f\u6210AI\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u529b<\/strong>\uff08\u30c7\u30fc\u30bf\u53ce\u96c6\u30fbSQL\u30fbIT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u30d3\u30b8\u30cd\u30b9\u529b<\/strong>\uff08AI\u502b\u7406\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u63a8\u9032\u30fbKPI\u8a2d\u8a08\u306a\u3069\uff09<\/p>\n\n\n\n<p>DS\u691c\u5b9a\u5bfe\u7b56\u3092\u901a\u3058\u3066\u3001\u77e5\u8b58\u306e\u629c\u3051\u6f0f\u308c\u3092\u88dc\u5b8c\u3057 <strong>\u30b9\u30ad\u30eb\u306e\u5168\u4f53\u50cf<\/strong> \u3092\u6574\u7406\u3067\u304d\u307e\u3059\u3002\u6700\u65b0\u306e\u51fa\u984c\u7bc4\u56f2\uff08\u30b9\u30ad\u30eb\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8ver.5\u5bfe\u5fdc\u3001\u751f\u6210AI\u306b\u3082\u5bfe\u5fdc\uff09\u3092\u62bc\u3055\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">Step4\uff1aKaggle\u30fb\u30a4\u30f3\u30bf\u30fc\u30f3\u30fb\u81ea\u4e3b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5b9f\u8df5\u529b\u3092\u990a\u3046<\/h2>\n\n\n\n<p>\u6700\u5f8c\u306b <strong>\u5b9f\u8df5\u7d4c\u9a13\u3092\u7a4d\u3080\u30d5\u30a7\u30fc\u30ba<\/strong> \u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30fbKaggle\u3084Signate\u306a\u3069\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b3\u30f3\u30da\u3078\u306e\u53c2\u52a0<\/p>\n\n\n\n<p>\u30fb\u4f01\u696d\u30a4\u30f3\u30bf\u30fc\u30f3\u3084\u30a2\u30eb\u30d0\u30a4\u30c8\u3067\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u3080<\/p>\n\n\n\n<p>\u30fb\u81ea\u4e3b\u7684\u306b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3084\u5206\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u3066\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u4f5c\u308b<\/p>\n\n\n\n<p>\u3053\u306e\u6bb5\u968e\u3067 <strong>\u300c\u4f7f\u3048\u308b\u30b9\u30ad\u30eb\u300d\u3078\u3068\u6607\u83ef<\/strong> \u3055\u308c\u307e\u3059\u3002\u5b66\u7fd2\u3057\u305f\u5185\u5bb9\u304c\u5b9f\u52d9\u306e\u4e2d\u3067\u3069\u3046\u6d3b\u7528\u3055\u308c\u308b\u306e\u304b\u4f53\u611f\u3067\u304d\u308b\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-8\">DS\u691c\u5b9a\u3068\u306f\uff1f\u53d6\u5f97\u30e1\u30ea\u30c3\u30c8\u3068\u6700\u65b0\u8a66\u9a13\u60c5\u5831<\/h3>\n\n\n\n<p><strong>DS\u691c\u5b9a\uff08\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u691c\u5b9a\uff09\u30ea\u30c6\u30e9\u30b7\u30fc\u30ec\u30d9\u30eb\uff08\u2605\uff09<\/strong> \u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u306e <strong>\u57fa\u790e\u30b9\u30ad\u30eb\u3068\u5b9f\u52d9\u529b<\/strong> \u3092\u8a3c\u660e\u3059\u308b\u6c11\u9593\u8cc7\u683c\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5354\u4f1a\u304c\u5b9a\u7fa9\u3059\u308b\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u300d\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u30b9\u30ad\u30eb\u9818\u57df\u3067 <strong>\u898b\u7fd2\u3044\u30ec\u30d9\u30eb\uff08\u26051\uff09\u76f8\u5f53<\/strong> \u306e\u5b9f\u52d9\u80fd\u529b\u3068\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30fb<strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u529b<\/strong>\uff08\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u6df1\u5c64\u5b66\u7fd2\u3001\u751f\u6210AI\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u529b<\/strong>\uff08SQL\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001IT\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u30d3\u30b8\u30cd\u30b9\u529b<\/strong>\uff08AI\u502b\u7406\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u63a8\u9032\u3001KPI\u8a2d\u8a08\u306a\u3069\uff09<\/p>\n\n\n\n<p>\u307e\u305f\u30012024\u5e74\u306e\u8a66\u9a13\u6539\u8a02\u3067\u306f <strong>\u751f\u6210AI\u306e\u5229\u6d3b\u7528\u30b9\u30ad\u30eb<\/strong> \u306b\u3082\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u6700\u65b0\u306eAI\u6d3b\u7528\u30cb\u30fc\u30ba\u306b\u5373\u3057\u305f\u8a66\u9a13\u5185\u5bb9\u306b\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u3010<span class=\"keiko_blue\">DS\u691c\u5b9a\u53d6\u5f97\u306e\u30e1\u30ea\u30c3\u30c8<\/span>\u3011<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u30b9\u30ad\u30eb\u7fd2\u5f97\u306e\u76ee\u6a19\u8a2d\u5b9a\u306b\u306a\u308b<\/strong> \u2192 \u5b66\u7fd2\u5185\u5bb9\u306e\u6574\u7406\u3084\u9032\u6357\u78ba\u8a8d\u306b\u5f79\u7acb\u3064<\/p>\n\n\n\n<p>\u30fb<strong>\u5c65\u6b74\u66f8\u3084\u8077\u52d9\u7d4c\u6b74\u66f8\u3067\u30b9\u30ad\u30eb\u8a3c\u660e\u304c\u53ef\u80fd<\/strong> \u2192 \u8ee2\u8077\u30fb\u5c31\u8077\u6d3b\u52d5\u3067\u306e\u30a2\u30d4\u30fc\u30eb\u306b\u6709\u52b9<\/p>\n\n\n\n<p>\u30fb<strong>\u793e\u5185\u8a55\u4fa1\u3084\u6607\u9032\u306e\u6750\u6599\u306b\u306a\u308b<\/strong> \u2192 DX\u63a8\u9032\u4eba\u6750\u3068\u3057\u3066\u306e\u30b9\u30ad\u30eb\u3092\u5ba2\u89b3\u7684\u306b\u8a3c\u660e\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u30fb<strong>\u6700\u65b0AI\u30b9\u30ad\u30eb\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b<\/strong> \u2192 \u751f\u6210AI\u3092\u542b\u3080\u73fe\u5834\u30cb\u30fc\u30ba\u306b\u6cbf\u3063\u305f\u30b9\u30ad\u30eb\u304c\u5b66\u3079\u308b<\/p>\n\n\n\n<p>\u7279\u306b <strong>\u300c\u72ec\u5b66\u3067\u306f\u77e5\u8b58\u304c\u65ad\u7247\u5316\u3057\u3066\u3057\u307e\u3046\u300d<\/strong> \u3068\u3044\u3046\u60a9\u307f\u3092\u89e3\u6c7a\u3067\u304d\u308b\u306e\u304c\u5927\u304d\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u8a66\u9a13\u7bc4\u56f2\u3092\u4f53\u7cfb\u7684\u306b\u5b66\u3076\u3053\u3068\u3067\u3001\u30b9\u30ad\u30eb\u306e\u5168\u4f53\u50cf\u304c\u30af\u30ea\u30a2\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.datascientist.or.jp\/dscertification\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DS\u691c\u5b9a<\/a> \u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5354\u4f1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">DS\u691c\u5b9a\u5bfe\u7b56\u306b\u30a2\u30ac\u30eb\u30fc\u30c8\u8b1b\u5ea7\u304c\u9078\u3070\u308c\u308b\u7406\u7531<\/h3>\n\n\n\n<p><strong>DS\u691c\u5b9a<\/strong> \u306f\u51fa\u984c\u7bc4\u56f2\u304c\u5e83\u3044\u305f\u3081\u3001\u72ec\u5b66\u3067\u306f <strong>\u5b66\u7fd2\u5185\u5bb9\u306b\u504f\u308a\u304c\u751f\u3058\u3084\u3059\u3044<\/strong> \u306e\u304c\u5b9f\u60c5\u3067\u3059\u3002\u305d\u3053\u3067\u6d3b\u7528\u3057\u305f\u3044\u306e\u304c <strong>\u30a2\u30ac\u30eb\u30fc\u30c8\u30a2\u30ab\u30c7\u30df\u30fc\u306e\u300cDS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7\u300d<\/strong> \u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u306a\u7279\u9577\u306f\u6b21\u306e2\u3064<\/strong>\u3002<\/p>\n\n\n\n<p>\u30fb<strong>\u30b9\u30ad\u30eb\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8ver.5\u5b8c\u5168\u5bfe\u5fdc\uff0f\u51fa\u984c\u50be\u5411\u306b\u5408\u308f\u305b\u305f\u6559\u6750<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u5408\u683c\u7279\u5178\uff08\u5168\u984d\u8fd4\u91d1\u5236\u5ea6\u30fb\u203b\u6761\u4ef6\u3042\u308a\uff09\u3067\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u7dad\u6301\u306b\u52b9\u679c\u7684<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u5404\u8b1b\u7fa9\u52d5\u753b\u306f10\u5206\u4ee5\u5185\u306e\u77ed\u7de8<\/strong>\u306b\u533a\u5207\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u3001<strong>\u30b9\u30ad\u30de\u6642\u9593\u3084\u30e2\u30d0\u30a4\u30eb\u3067\u3082\u52b9\u7387\u3088\u304f<\/strong>\u5b66\u7fd2\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002\u3002<\/p>\n\n\n\n<p><strong>\u30a2\u30ac\u30eb\u30fc\u30c8\u30a2\u30ab\u30c7\u30df\u30fc DS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7 \u516c\u5f0f\u30da\u30fc\u30b8<\/strong> \u3067\u306f\u3001<strong><span class=\"keiko_red\">\u30b5\u30f3\u30d7\u30eb\u8b1b\u7fa92\u672c\u3092\u7121\u6599\u3067\u8996\u8074<\/span><\/strong> \u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p> <a href=\"https:\/\/www.agaroot.jp\/datascience\/dskentei\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30a2\u30ac\u30eb\u30fc\u30c8\u30a2\u30ab\u30c7\u30df\u30fc\uff5cDS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7 \u516c\u5f0f\u30da\u30fc\u30b8<\/a> <\/p>\n\n\n\n<p>\u305c\u3072\u8b1b\u5ea7\u306e\u5185\u5bb9\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-10\">\u72ec\u5b66\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u30b3\u30c4\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>\u72ec\u5b66\u306e\u9b45\u529b\u306f <strong>\u81ea\u5206\u306e\u30da\u30fc\u30b9\u3067\u9032\u3081\u3089\u308c\u308b<\/strong> \u3053\u3068\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u53cd\u9762\u3001 <strong>\u9014\u4e2d\u3067\u632b\u6298\u3057\u3084\u3059\u3044<\/strong> \u3068\u3044\u3046\u30ea\u30b9\u30af\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u72ec\u5b66\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u30b3\u30c4\u3068\u6ce8\u610f\u70b9\u3092\u6574\u7406\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\u3010<span class=\"keiko_yellow\"><span class=\"keiko_green\">\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u7dad\u6301\u6cd5<\/span><\/span>\u3011<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u5b66\u7fd2\u306e\u76ee\u7684\u3092\u660e\u78ba\u306b\u3059\u308b<\/strong>\uff08\u300cDS\u691c\u5b9a\u5408\u683c\u300d\u300cKaggle\u306b\u6311\u6226\u300d\u306a\u3069\u5177\u4f53\u7684\u306a\u76ee\u6a19\u3092\u8a2d\u5b9a\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u5c0f\u3055\u306a\u9054\u6210\u611f\u3092\u7a4d\u307f\u91cd\u306d\u308b<\/strong>\uff081\u65e51\u30c6\u30fc\u30de\u30011\u9031\u9593\u30671\u7ae0\u306a\u3069\u533a\u5207\u3063\u3066\u9032\u3081\u308b\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u4ef2\u9593\u3092\u898b\u3064\u3051\u308b<\/strong>\uff08SNS\u3084\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u5b66\u7fd2\u4ef2\u9593\u3068\u4ea4\u6d41\uff09<\/p>\n\n\n\n<p><strong>\u3010<span class=\"keiko_yellow\"><span class=\"keiko_green\">\u5b66\u7fd2\u8a08\u753b\u4f5c\u6210\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/span>\u3011<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u5168\u4f53\u306e\u5b66\u7fd2\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u7acb\u3066\u308b<\/strong>\uff08DS\u691c\u5b9a\u306e\u8a66\u9a13\u65e5\u304b\u3089\u9006\u7b97\u3057\u3066\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u4f5c\u6210\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u6bce\u65e5\u306e\u5b66\u7fd2\u6642\u9593\u3092\u56fa\u5b9a\u5316\u3059\u308b<\/strong>\uff08\u300c\u671d30\u5206\u300d\u300c\u5e30\u5b85\u5f8c1\u6642\u9593\u300d\u306a\u3069\u30eb\u30fc\u30c6\u30a3\u30f3\u5316\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u4f11\u606f\u65e5\u3082\u8a08\u753b\u306b\u7d44\u307f\u8fbc\u3080<\/strong>\uff08\u7121\u7406\u306b\u8a70\u3081\u8fbc\u307f\u3059\u304e\u306a\u3044\uff09<\/p>\n\n\n\n<p><strong>\u3010<span class=\"keiko_yellow\"><span class=\"keiko_green\">\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3092\u653e\u7f6e\u3057\u306a\u3044\u5de5\u592b<\/span><\/span>\u3011<\/strong><\/p>\n\n\n\n<p>\u30fb<strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u8b1b\u5ea7\u3084\u8cea\u554f\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308b<\/strong>\uff08\u30a2\u30ac\u30eb\u30fc\u30c8\u8b1b\u5ea7\u306a\u3089KIKERUKUN\u304c\u5229\u7528\u53ef\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u7a4d\u6975\u7684\u306b\u8abf\u3079\u308b\u7fd2\u6163\u3092\u6301\u3064<\/strong>\uff08\u516c\u5f0f\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3084\u66f8\u7c4d\u30fbWeb\u8a18\u4e8b\u306a\u3069\u3092\u6d3b\u7528\uff09<\/p>\n\n\n\n<p>\u30fb<strong>\u5fa9\u7fd2\u306e\u6642\u9593\u3092\u5fc5\u305a\u8a2d\u3051\u308b<\/strong>\uff08\u308f\u304b\u3089\u306a\u3044\u90e8\u5206\u3092\u7fcc\u65e5\u306b\u6301\u3061\u8d8a\u3055\u306a\u3044\uff09<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u5de5\u592b\u3092\u610f\u8b58\u3059\u308c\u3070\u3001\u72ec\u5b66\u3067\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u5b66\u7fd2\u3092\u7d99\u7d9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u72ec\u5b66 \u00d7 \u52b9\u7387\u7684\u306a\u5b66\u7fd2\u74b0\u5883\u300d\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u3001 <strong>\u6700\u77ed\u8ddd\u96e2\u3067\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308b\u305f\u3081\u306e\u9375<\/strong> \u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.datascientist.or.jp\/dscertification\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DS\u691c\u5b9a<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.agaroot.jp\/datascience\/gkentei\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u95a2\u9023\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\uff5cG\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7\uff08\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a\uff09<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.agaroot.jp\/datascience\/dskentei\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u95a2\u9023\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\uff5cDS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.datascientist.or.jp\/dscertification\/what\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5354\u4f1a<\/a>\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u8868\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30ec\u30d9\u30eb\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u2605\u3001\u30a2\u30bd\u30b7\u30a8\u30fc\u30c8\u2605\u2605\u3001\u30d5\u30eb\u2605\u2605\u2605\u3001\u30b7\u30cb\u30a2\u2605\u2605\u2605\u2605<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u306f<strong>\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8 \u30b9\u30ad\u30eb\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8 ver.3\u300d<\/strong>\u3092\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.datascientist.or.jp\/common\/docs\/skillcheck_ver3.00.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.datascientist.or.jp\/common\/docs\/skillcheck_ver3.00.pdf<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">\u307e\u3068\u3081<\/h3>\n\n\n\n<p><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u72ec\u5b66\u3067\u76ee\u6307\u3059<\/strong> \u3053\u3068\u306f\u3001\u6c7a\u3057\u3066\u4e0d\u53ef\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5927\u5207\u306a\u306e\u306f\u3001<strong>\u9806\u5e8f\u7acb\u3066\u305f\u5b66\u7fd2\u3068\u5b9f\u8df5\u7d4c\u9a13<\/strong> \u3092\u7a4d\u307f\u91cd\u306d\u3066\u3044\u304f\u3053\u3068\u3067\u3059\u3002\u305d\u306e\u4e2d\u3067\u3082\u3001<strong>DS\u691c\u5b9a<\/strong> \u306f\u77e5\u8b58\u306e\u6574\u7406\u3084\u30b9\u30ad\u30eb\u8a3c\u660e\u306b\u5f79\u7acb\u3064\u826f\u3044\u6307\u6a19\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u72ec\u5b66\u306b\u5c11\u3057\u4e0d\u5b89\u304c\u3042\u308b\u65b9<\/strong> \u306f\u3001<strong>\u30a2\u30ac\u30eb\u30fc\u30c8\u30a2\u30ab\u30c7\u30df\u30fc\u306e\u8b1b\u5ea7<\/strong> \u3092\u6d3b\u7528\u3057\u3066\u3001\u52b9\u7387\u3088\u304f\u5b66\u3073\u3092\u9032\u3081\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002\u307e\u305a\u306f\u81ea\u5206\u306e\u30da\u30fc\u30b9\u3067\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><strong>\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u306e\u30ad\u30e3\u30ea\u30a2\u300d\u304c\u3001\u78ba\u5b9f\u306b\u73fe\u5b9f\u5473\u3092\u5e2f\u3073\u3066\u304f\u308b\u306f\u305a\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-12\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u72ec\u5b66\u306b\u95a2\u3059\u308bQ&amp;A<\/h2>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q. \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u72ec\u5b66\u3067\u3082\u76ee\u6307\u305b\u307e\u3059\u304b\uff1f<\/span><\/strong><br>A. \u306f\u3044\u3001\u72ec\u5b66\u3067\u3082\u76ee\u6307\u3059\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u3002<br>\u305f\u3060\u3057\u3001\u5e45\u5e83\u3044\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u306b\u6cbf\u3063\u3066\u6bb5\u968e\u7684\u306b\u5b66\u7fd2\u3092\u9032\u3081\u308b\u306e\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q. DS\u691c\u5b9a\u306f\u521d\u5fc3\u8005\u3067\u3082\u53d7\u9a13\u3067\u304d\u307e\u3059\u304b\uff1f<\/span><\/strong><br>A. \u306f\u3044\u3001DS\u691c\u5b9a\uff08\u30ea\u30c6\u30e9\u30b7\u30fc\u30ec\u30d9\u30eb\uff09\u306f\u521d\u5fc3\u8005\u5411\u3051\u306e\u5185\u5bb9\u304b\u3089\u51fa\u984c\u3055\u308c\u308b\u305f\u3081\u3001\u72ec\u5b66\u3067\u3082\u5341\u5206\u306b\u5bfe\u7b56\u304c\u53ef\u80fd\u3067\u3059\u3002AI\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u57fa\u790e\u3092\u4f53\u7cfb\u7684\u306b\u5b66\u3076\u304d\u3063\u304b\u3051\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"keiko_blue\">Q. \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308b\u307e\u3067\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u5b66\u7fd2\u6642\u9593\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/span><\/strong><br>A. \u4e00\u822c\u7684\u306b\u306f300\u301c600\u6642\u9593\u7a0b\u5ea6\u306e\u5b66\u7fd2\u304c\u76ee\u5b89\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u500b\u4eba\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u7121\u7406\u306e\u306a\u3044\u30da\u30fc\u30b9\u30671\u5e74\u7a0b\u5ea6\u304b\u3051\u3066\u5b66\u3076\u306e\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">\u2728AI\u4eba\u6750\u30b3\u30fc\u30b9 \u53d7\u8b1b\u304a\u7533\u8fbc\u307f\u53d7\u4ed8\u4e2d\uff01<\/h3>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/bootcamp\" target=\"_blank\" rel=\"noreferrer noopener\">AI Academy Bootcamp<\/a>&nbsp;\u3067\u306fAI\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001Web\u30a2\u30d7\u30ea\u958b\u767a\u306e\u5b9f\u8df5\u529b\u3092\u9ad8\u3081\u308b\u5168\uff16\u30b3\u30fc\u30b9\u7d0450\u6642\u9593\u4ee5\u4e0a\u306e\u52d5\u753b\u304c\u898b\u653e\u984c\uff01AI\u306e\u5b66\u7fd2\u306b\u5fc5\u9808\u306ePython\u306e\u5b66\u7fd2\u304b\u3089\u59cb\u307e\u308a\u3001IT\u30ea\u30c6\u30e9\u30b7\u30fc\u3001LLM\u5b66\u7fd2\u306a\u3069\u3001\u76ee\u7684\u306b\u5fdc\u3058\u305f\u5e45\u5e83\u3044\u5206\u91ce\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<span class=\"keiko_blue\">LINE\u516c\u5f0f\u3067\u306f\u3001\u304a\u5f97\u306a\u5272\u5f15\u30af\u30fc\u30dd\u30f3\u3082\u30d7\u30ec\u30bc\u30f3\u30c8<\/span>\u3057\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<p><strong>\u5358\u72ec\u3067\u5b66\u3076\u3088\u308a\u3001\u5168\u30b3\u30fc\u30b9\u3092\u4e00\u6c17\u306b\u5b66\u3076\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u300c\u5b66\u7fd2\u30b7\u30ca\u30b8\u30fc\u52b9\u679c\u300d\u304c\u7279\u9577\u3002<\/strong><br>\u57fa\u790e\u304b\u3089\u5fdc\u7528\u307e\u3067\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068AI\u958b\u767a\u306e\u30b9\u30ad\u30eb\u3092\u52b9\u7387\u3088\u304f\u8eab\u306b\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/lin.ee\/3E4GzWk\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" width=\"910\" height=\"517\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png\" alt=\"\" class=\"wp-image-6799\" style=\"width:158px;height:auto\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom.png 910w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-300x170.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2019\/11\/LINE_Buttom-768x436.png 768w\" sizes=\"auto, (max-width: 910px) 100vw, 910px\"><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/?reaf=26136988214100068\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"536\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536.jpg\" alt=\"\" class=\"wp-image-4095\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1024x536.jpg 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-300x157.jpg 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-768x402.jpg 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-1536x804.jpg 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52-940x492.jpg 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2024\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-03-30-23.04.52.jpg 1558w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\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=\"psHyFUEm1h\"><a href=\"https:\/\/www.agaroot.jp\/datascience\/dskentei\/\" rel=\"nofollow noopener\" target=\"_blank\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\uff5cDS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\uff5cDS\u691c\u5b9a\u5bfe\u7b56\u8b1b\u5ea7&#8221; &#8212; \u30a2\u30ac\u30eb\u30fc\u30c8\u30a2\u30ab\u30c7\u30df\u30fc\" src=\"https:\/\/www.agaroot.jp\/datascience\/dskentei\/embed\/#?secret=psHyFUEm1h\" data-secret=\"psHyFUEm1h\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>AI\u30a8\u30f3\u30b8\u30cb\u30a2\uff08\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\uff09\u3092\u76ee\u6307\u3055\u308c\u3066\u3044\u308b\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3082\u3054\u53c2\u8003\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/qiita.com\/tani_AI_Academy\/items\/4da02cb056646ba43b9d\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u95a2\u9023\uff1a\u3010\u4fdd\u5b58\u7248\u30fb\u521d\u5fc3\u8005\u5411\u3051\u3011\u72ec\u5b66\u3067AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308a\u305f\u3044\u4eba\u5411\u3051\u306e\u30aa\u30b9\u30b9\u30e1\u306e\u52c9\u5f37\u65b9\u6cd5<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u306f\u3058\u3081\u306b \u672a\u7d4c\u9a13\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u306a\u308b\u305f\u3081\u306e\u72ec\u5b66\u30ed\u30fc\u30c9\u30de\u30c3\u30d7 Step1\uff1aPython\u30fb\u6570\u5b66\u30fb\u7d71\u8a08\u30fbSQL\u306e\u57fa\u790e\u30b9\u30ad\u30eb\u7fd2\u5f97 Step2\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u306e\u7406\u89e3\u3068\u5b9f\u88c5 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u3001\u72ec\u5b66\u3067 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":7396,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[105],"tags":[],"class_list":{"0":"post-803","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-105"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/803","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=803"}],"version-history":[{"count":37,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/803\/revisions"}],"predecessor-version":[{"id":7416,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/803\/revisions\/7416"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/7396"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=803"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=803"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=803"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}